XGBoost Tuning¶
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from rdkit import Chem, RDLogger
from rdkit.Chem import Descriptors
from rdkit.Chem.MolStandardize import rdMolStandardize
from rdkit.ML.Descriptors import MoleculeDescriptors as md
from sklearn.model_selection import (
train_test_split,
StratifiedKFold,
RepeatedStratifiedKFold,
cross_val_score
)
from sklearn.metrics import (
accuracy_score,
f1_score,
precision_score,
recall_score,
roc_auc_score,
confusion_matrix,
classification_report,
roc_curve
)
import xgboost as xgb
from xgboost import XGBClassifier
import optuna
Molecule, Descriptor, and Outlier Utility Functions¶
molecule_from_smiles(smiles)¶
Converts a SMILES string into a cleaned RDKit molecule object, while temporarily silencing RDKit logs to avoid console spam.
Process:
- Parse the SMILES into an RDKit molecule (
Chem.MolFromSmiles). - Remove salts and keep the largest fragment using
LargestFragmentChooser. - Re-sanitize the molecule to ensure validity.
- Logging is muted during processing and restored afterward.
Returns:
(molecule, status)molecule: RDKit molecule object orNonestatus:"succeed","failed", or"error: <message>"
calculate_descriptors(molecule)¶
Calculates all available 1D and 2D molecular descriptors using RDKit’s built-in descriptor list.
Steps:
- Collect all descriptor names from
Descriptors._descList. - Use
MolecularDescriptorCalculatorto compute their values for the molecule. - Return as a dictionary mapping descriptor name → value.
Returns:
dict:{ descriptor_name: value }
outliers_iqr(df, factor=1.5)¶
Applies the Interquartile Range (IQR) rule to cap extreme numeric values.
Process:
- Compute Q1 (25%) and Q3 (75%) for each column.
- Define bounds:
[Q1 − 1.5×IQR, Q3 + 1.5×IQR]. - Values beyond these limits are clipped to the nearest boundary.
- Columns with zero IQR (flat values) are skipped.
Purpose: Removes the influence of outliers without deleting rows, preserving dataset structure and stabilizing machine learning models.
def molecule_from_smiles(smiles):
lg = RDLogger.logger()
# Temporarily silence RDKit logs (Only critical)
lg.setLevel(RDLogger.CRITICAL)
try:
# Extract molecule
molecule = Chem.MolFromSmiles(smiles, sanitize=True)
if molecule is None:
return None, "failed"
# Remove salts
clean_molecule = rdMolStandardize.LargestFragmentChooser()
molecule = clean_molecule.choose(molecule)
# Sanitize molecule again to reflect changes
Chem.SanitizeMol(molecule)
return molecule, "succeed"
except Exception as e:
return None, f"error: {e}"
finally:
# re-enable logging afterward
lg.setLevel(RDLogger.INFO)
def calculate_descriptors(molecule):
# Get all descriptors (1D/2D)
descriptor_names = []
for descriptor, _ in Descriptors._descList:
descriptor_names.append(descriptor)
# Use descriptors to calculate values
calculator = md.MolecularDescriptorCalculator(descriptor_names)
descriptor_values = calculator.CalcDescriptors(molecule)
# Create dictionary
descriptors = dict(zip(descriptor_names, descriptor_values))
return descriptors
def outliers_iqr(df, factor=1.5):
df_copy = df.copy()
for col in df_copy.columns:
# Only for numeric columns, but clean_desc should already be numeric
q1 = df_copy[col].quantile(0.25)
q3 = df_copy[col].quantile(0.75)
iqr = q3 - q1
# If IQR is 0 - column is too flat → skip
if iqr == 0:
continue
lower = q1 - factor * iqr
upper = q3 + factor * iqr
# Apply the IQR limits
df_copy[col] = df_copy[col].clip(lower, upper)
return df_copy
Dataset Processing and Descriptor Cleaning Pipeline¶
This notebook processes the in chemico dataset by:
- Converting SMILES strings into RDKit molecule objects
- Computing 1D/2D molecular descriptors
- Cleaning and preparing descriptors for machine learning
It produces two key outputs:
- Full Excel report – original dataset + raw descriptors + molecule build status
- Clean CSV files – train/test feature matrices ready for ML modeling
Configuration Variables¶
| Variable | Description |
|---|---|
ORIG_DATASET |
Path to the original Excel file with SMILES and labels |
SKIP_ROWS |
Number of rows to skip at the top of the Excel file (e.g. non-data header) |
SMILES_COL |
Column name containing SMILES strings |
TARGET_COL |
Column name of the target variable (e.g. Phototoxicity) |
FULL_OUTPUT_DATASET |
Excel output with all raw descriptors + molecule status |
TRAIN_X_CSV, TEST_X_CSV |
Clean numeric descriptor files for ML (train/test) |
TRAIN_Y_CSV, TEST_Y_CSV |
Corresponding label files for ML (train/test) |
SIMILARITY_THRESHOLD |
Drop descriptors where ≥ this fraction of values are identical (e.g. 0.80 = 80%) |
Workflow Overview¶
1 Load the Dataset¶
- Read the Excel file specified by
ORIG_DATASETusingpandas.read_excel(). - Skip any non-data rows (
SKIP_ROWS).
2 Convert SMILES → RDKit Molecules¶
- Loop through the SMILES column (
SMILES_COL). - Convert each SMILES to an RDKit
Molobject usingmolecule_from_smiles(). - Track molecule build status (
"succeed","failed", or"error: ...").
3 Compute RDKit Descriptors¶
- For each valid molecule, compute 1D/2D descriptors with
calculate_descriptors(). - Store descriptor values as dictionaries in a list.
4 Build the Descriptor Table¶
- Convert the list of descriptor dictionaries into a single
pandas.DataFrame. - Each descriptor becomes a column; each molecule becomes a row.
5 Descriptor Cleaning (Leak-Free)¶
All cleaning is fitted only on the training set to prevent data leakage:
- Keep only numeric descriptor columns.
- Replace
infand-infvalues withNaN. - Fill missing values with the median from the training set.
- Drop constant or near-constant descriptors where ≥
SIMILARITY_THRESHOLDof values are identical. - Apply IQR-based clipping (
outliers_iqr(df, factor=1.5)) on the training data only to cap extreme outliers.
6 Merge and Save Outputs¶
- Merge the original dataset and raw descriptor data into one DataFrame,
adding aMoleculeStatuscolumn. - Save:
- The full annotated dataset →
FULL_OUTPUT_DATASET(Excel) - Cleaned train/test features →
TRAIN_X_CSVandTEST_X_CSV - Train/test labels →
TRAIN_Y_CSVandTEST_Y_CSV
- The full annotated dataset →
7 Logging and Summary¶
After processing:
- Print the number of rows/columns for the full and clean datasets.
- List descriptors dropped as constant or almost constant.
- Show a preview (
head()) of both full and cleaned feature sets.
Notes¶
- Columns that are completely NaN are dropped before splitting (safe operation).
- Missing values, constant-column filtering, and IQR clipping are all fit only on the training set.
- This ensures a fully data leakage–free preprocessing pipeline, ready for ML experiments.
# Configuration
ORIG_DATASET = "in_chemico_dataset.xlsx"
SKIP_ROWS = 1
SMILES_COL = "SMILES code"
TARGET_COL = "Phototoxicity"
FULL_OUTPUT_DATASET = "in_chemico_dataset_processed.xlsx"
# Outputs
TRAIN_X_CSV = "in_chemico_x_train.csv"
TEST_X_CSV = "in_chemico_x_test.csv"
TRAIN_Y_CSV = "in_chemico_y_train.csv"
TEST_Y_CSV = "in_chemico_y_test.csv"
# Near constant treshold - tolerance
SIMILARITY_THRESHOLD = 0.80
# Load dataset and skip first row (Header)
dataset = pd.read_excel(ORIG_DATASET, engine="openpyxl", skiprows=SKIP_ROWS)
# Build descriptors
descriptor_rows = []
state_molecules = []
molecules = []
# Loop over the SMILES column
for smiles in dataset[SMILES_COL].astype(str):
molecule, state = molecule_from_smiles(smiles)
state_molecules.append(state)
molecules.append(molecule)
# If molecule construction failed - empty placeholder
if molecule is None:
descriptor_rows.append({})
continue
# Calculate descriptors for each molecule
descriptor_rows.append(calculate_descriptors(molecule))
# Convert list of dictionaries into dataframe
descriptor_data_all = pd.DataFrame(descriptor_rows)
# Keep everything + status
output = pd.concat(
[dataset.reset_index(drop=True), descriptor_data_all.reset_index(drop=True)],
axis=1
)
output["MoleculeStatus"] = state_molecules
# Output whole dataset with descriptors and state
with pd.ExcelWriter(FULL_OUTPUT_DATASET, engine="openpyxl") as writer:
output.to_excel(writer, index=False, sheet_name="Descriptors")
print(f"Full - Rows: {len(output)}/Columns: {output.shape[1]}")
print(output.head().to_string(index=False))
# Drop failed molecules - boolean array
molecules_right = []
for molecule in molecules:
if molecule is not None:
molecules_right.append(True)
else:
molecules_right.append(False)
if not any(molecules_right):
raise ValueError("No valid molecules after SMILES parsing.")
dataset_ok = dataset.loc[molecules_right].reset_index(drop=True)
descriptor_ok = descriptor_data_all.loc[molecules_right].reset_index(drop=True)
# Target
y_full = dataset_ok[TARGET_COL].astype(int)
# Take only numeric descriptor columns
X_full = descriptor_ok.select_dtypes(include=[np.number]).copy()
for column in X_full.columns:
X_full[column] = X_full[column].replace([np.inf, -np.inf], np.nan)
# Drop columns that are entirely NaN
all_nan_cols = X_full.columns[X_full.isna().all()].tolist()
if all_nan_cols:
print(f"Dropping {len(all_nan_cols)} NaN columns.")
X_full = X_full.drop(columns=all_nan_cols)
# Split dataset - train and test
X_train, X_test, y_train, y_test = train_test_split(
X_full, y_full, test_size=0.2, random_state=42, stratify=y_full
)
# Calculate medians for each column in train only
train_medians = X_train.median(numeric_only=True)
# Fill missing values in both train and test using those medians
X_train = X_train.fillna(train_medians)
X_test = X_test.fillna(train_medians)
# Compute constants on train only
constant_cols = []
for col in X_train.columns:
top_freq = X_train[col].value_counts(normalize=True, dropna=False).max()
if top_freq >= SIMILARITY_THRESHOLD:
constant_cols.append(col)
# Drop from train and apply same drop to test
if constant_cols:
X_train = X_train.drop(columns=constant_cols)
X_test = X_test.drop(columns=constant_cols)
print(f"Dropped {len(constant_cols)} constant/almost-constant columns.")
X_train = outliers_iqr(X_train, factor=1.5)
X_train.to_csv(TRAIN_X_CSV, index=False)
X_test.to_csv(TEST_X_CSV, index=False)
y_train.to_csv(TRAIN_Y_CSV, index=False, header=[TARGET_COL])
y_test.to_csv(TEST_Y_CSV, index=False, header=[TARGET_COL])
print(f"Train - Rows: {len(X_train)}/Columns: {X_train.shape[1]}")
print("First rows of train x:")
print(X_train.head().to_string(index=False))
print(f"Test - Rows: {len(X_test)}/Columns: {X_test.shape[1]}")
print("First rows of train y:")
print(y_train.head().to_string(index=False))
X_train.describe()
Full - Rows: 162/Columns: 230
Name IUPAC name CAS registry number Structure Phototoxicity SMILES code Sources Note Unnamed: 8 Unnamed: 9 Unnamed: 10 Unnamed: 11 MaxAbsEStateIndex MaxEStateIndex MinAbsEStateIndex MinEStateIndex qed SPS MolWt HeavyAtomMolWt ExactMolWt NumValenceElectrons NumRadicalElectrons MaxPartialCharge MinPartialCharge MaxAbsPartialCharge MinAbsPartialCharge FpDensityMorgan1 FpDensityMorgan2 FpDensityMorgan3 BCUT2D_MWHI BCUT2D_MWLOW BCUT2D_CHGHI BCUT2D_CHGLO BCUT2D_LOGPHI BCUT2D_LOGPLOW BCUT2D_MRHI BCUT2D_MRLOW AvgIpc BalabanJ BertzCT Chi0 Chi0n Chi0v Chi1 Chi1n Chi1v Chi2n Chi2v Chi3n Chi3v Chi4n Chi4v HallKierAlpha Ipc Kappa1 Kappa2 Kappa3 LabuteASA PEOE_VSA1 PEOE_VSA10 PEOE_VSA11 PEOE_VSA12 PEOE_VSA13 PEOE_VSA14 PEOE_VSA2 PEOE_VSA3 PEOE_VSA4 PEOE_VSA5 PEOE_VSA6 PEOE_VSA7 PEOE_VSA8 PEOE_VSA9 SMR_VSA1 SMR_VSA10 SMR_VSA2 SMR_VSA3 SMR_VSA4 SMR_VSA5 SMR_VSA6 SMR_VSA7 SMR_VSA8 SMR_VSA9 SlogP_VSA1 SlogP_VSA10 SlogP_VSA11 SlogP_VSA12 SlogP_VSA2 SlogP_VSA3 SlogP_VSA4 SlogP_VSA5 SlogP_VSA6 SlogP_VSA7 SlogP_VSA8 SlogP_VSA9 TPSA EState_VSA1 EState_VSA10 EState_VSA11 EState_VSA2 EState_VSA3 EState_VSA4 EState_VSA5 EState_VSA6 EState_VSA7 EState_VSA8 EState_VSA9 VSA_EState1 VSA_EState10 VSA_EState2 VSA_EState3 VSA_EState4 VSA_EState5 VSA_EState6 VSA_EState7 VSA_EState8 VSA_EState9 FractionCSP3 HeavyAtomCount NHOHCount NOCount NumAliphaticCarbocycles NumAliphaticHeterocycles NumAliphaticRings NumAmideBonds NumAromaticCarbocycles NumAromaticHeterocycles NumAromaticRings NumAtomStereoCenters NumBridgeheadAtoms NumHAcceptors NumHDonors NumHeteroatoms NumHeterocycles NumRotatableBonds NumSaturatedCarbocycles NumSaturatedHeterocycles NumSaturatedRings NumSpiroAtoms NumUnspecifiedAtomStereoCenters Phi RingCount MolLogP MolMR fr_Al_COO fr_Al_OH fr_Al_OH_noTert fr_ArN fr_Ar_COO fr_Ar_N fr_Ar_NH fr_Ar_OH fr_COO fr_COO2 fr_C_O fr_C_O_noCOO fr_C_S fr_HOCCN fr_Imine fr_NH0 fr_NH1 fr_NH2 fr_N_O fr_Ndealkylation1 fr_Ndealkylation2 fr_Nhpyrrole fr_SH fr_aldehyde fr_alkyl_carbamate fr_alkyl_halide fr_allylic_oxid fr_amide fr_amidine fr_aniline fr_aryl_methyl fr_azide fr_azo fr_barbitur fr_benzene fr_benzodiazepine fr_bicyclic fr_diazo fr_dihydropyridine fr_epoxide fr_ester fr_ether fr_furan fr_guanido fr_halogen fr_hdrzine fr_hdrzone fr_imidazole fr_imide fr_isocyan fr_isothiocyan fr_ketone fr_ketone_Topliss fr_lactam fr_lactone fr_methoxy fr_morpholine fr_nitrile fr_nitro fr_nitro_arom fr_nitro_arom_nonortho fr_nitroso fr_oxazole fr_oxime fr_para_hydroxylation fr_phenol fr_phenol_noOrthoHbond fr_phos_acid fr_phos_ester fr_piperdine fr_piperzine fr_priamide fr_prisulfonamd fr_pyridine fr_quatN fr_sulfide fr_sulfonamd fr_sulfone fr_term_acetylene fr_tetrazole fr_thiazole fr_thiocyan fr_thiophene fr_unbrch_alkane fr_urea MoleculeStatus
Quinine HCL (R)-[(2S,4S,5R)-5-ethenyl-1-azabicyclo[2.2.2]octan-2-yl]-(6-methoxyquinolin-4-yl)methanol;hydrochloride 0860-23-2 C20H25ClN2O2 1 COC1=CC2=C(C=CN=C2C=C1)[C@H]([C@@H]3C[C@@H]4CCN3C[C@@H]4C=C)O.Cl https://doi.org/10.2131/jts.47.483 NaN NaN NaN NaN NaN 11.151855 11.151855 0.177547 -0.503545 0.877602 30.250000 324.424 300.232 324.183778 126 0 0.119124 -0.496743 0.496743 0.119124 1.416667 2.291667 3.000000 16.465327 9.733492 2.417618 -2.502700 2.417007 -2.544133 5.834889 -0.044441 2.661658 1.687085 760.387301 16.681434 14.058926 14.058926 11.707040 8.682990 8.682990 6.974394 6.974394 5.819484 5.819484 4.444306 4.444306 -1.91 512499.659037 15.608011 6.187608 2.502406 142.313426 9.843390 5.749512 0.000000 0.0 0.000000 0.000000 9.883888 0.000000 0.000000 6.578936 6.076020 61.051132 24.169665 18.730465 9.843390 10.902925 0.0 9.883888 11.835812 24.987450 20.199310 48.680719 0.0 5.749512 4.736863 0.0 5.749512 0.0 41.231567 0.000000 11.835812 24.509061 43.117268 0.0 10.902925 0.0 45.59 6.103966 5.106527 0.0 6.041841 11.835812 41.726223 6.420822 13.306641 24.265468 22.538844 4.736863 5.349572 0.0 6.858527 12.130807 1.846194 2.006859 7.957657 5.620375 6.068442 1.661567 0.450000 24 1 4 0 3 3 0 1 1 2 5 2 4 1 4 4 4 0 3 3 0 1 4.024010 5 3.17320 95.0268 0 1 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 4 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 succeed
Sulisobenzone 5-benzoyl-4-hydroxy-2-methoxybenzenesulfonic acid 4065-45-6 C14H12O6S 0 COC1=C(C=C(C(=C1)O)C(=O)C2=CC=CC=C2)S(=O)(=O)O https://doi.org/10.2131/jts.47.483 NaN NaN NaN NaN NaN 12.268665 12.268665 0.241088 -4.588877 0.660374 11.142857 308.311 296.215 308.035459 110 0 0.297751 -0.507039 0.507039 0.297751 1.142857 1.761905 2.285714 32.239784 10.022356 2.228520 -2.100377 2.321408 -2.067037 7.855380 0.103128 2.454894 2.629387 780.611574 15.620956 10.977121 11.793617 9.841554 5.825519 7.265583 4.190432 5.580391 2.840472 3.715321 1.837219 2.500497 -2.38 42155.432869 15.017356 5.547507 3.037599 120.916319 9.843390 16.394507 5.783245 0.0 10.118127 0.000000 9.347287 0.000000 8.417797 0.000000 30.331835 6.066367 11.629819 12.673249 27.608474 15.901372 0.0 0.000000 0.000000 4.895483 7.109798 53.591472 0.0 11.499024 4.736863 0.0 11.499024 0.0 30.970117 10.118127 0.000000 15.921440 47.360053 0.0 0.000000 0.0 100.90 26.546367 18.318862 0.0 16.876415 0.000000 12.132734 19.242532 18.199101 0.000000 0.000000 9.289613 36.586252 0.0 11.687259 9.867079 0.036000 -1.256141 9.902413 0.000000 0.000000 -3.406195 0.071429 21 2 6 0 0 0 0 2 0 2 0 0 5 2 7 0 4 0 0 0 0 0 3.967090 2 1.87850 74.3479 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 succeed
7-ethoxy-4-methylchromen-2-one 7-Ethoxy-4-methylcoumarin 87-05-8 C12H12O3 0 CCOC1=CC2=C(C=C1)C(=CC(=O)O2)C https://doi.org/10.2131/jts.47.483 Phototoxicity - ND photoallergic NaN NaN NaN 11.165950 11.165950 0.325325 -0.325325 0.705368 10.533333 204.225 192.129 204.078644 78 0 0.335962 -0.493745 0.493745 0.335962 1.333333 2.133333 2.866667 16.476922 10.129957 2.026932 -2.042365 2.213955 -1.980500 5.806853 0.339807 2.167858 2.653374 540.048796 10.836499 8.741253 8.741253 7.202709 4.877663 4.877663 3.339426 3.339426 2.233829 2.233829 1.561695 1.561695 -1.77 2829.054631 9.772439 3.768723 1.860292 87.287778 9.154014 11.332532 0.000000 0.0 0.000000 5.625586 0.000000 4.794537 0.000000 0.000000 0.000000 31.543660 17.518958 6.606882 9.154014 10.969244 0.0 0.000000 0.000000 13.847474 6.606882 40.249043 0.0 5.749512 10.362449 0.0 5.749512 0.0 6.606882 0.000000 6.923737 12.487189 33.477156 0.0 10.969244 0.0 39.44 0.000000 4.794537 0.0 5.625586 12.189902 16.699188 6.066367 6.066367 25.980209 0.000000 9.154014 10.425547 0.0 11.165950 0.942642 1.170275 0.721065 7.007289 0.000000 4.400566 0.000000 0.250000 15 0 3 0 0 0 0 1 1 2 0 0 3 0 3 1 2 0 0 0 0 0 2.455308 2 2.50012 58.3900 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 succeed
6-Methylcoumarin 6-methylchromen-2-one 92-48-8 C10H8O2 1 CC1=CC2=C(C=C1)OC(=O)C=C2 https://doi.org/10.2131/jts.47.483 NaN NaN NaN NaN NaN 10.801691 10.801691 0.299673 -0.299673 0.552257 10.416667 160.172 152.108 160.052429 60 0 0.335690 -0.422729 0.422729 0.335690 1.166667 2.000000 2.833333 16.391868 10.153925 1.946105 -1.951119 2.120754 -1.934028 5.762922 0.560734 2.053587 2.873950 468.467428 8.552042 6.703248 6.703248 5.754020 3.761090 3.761090 2.795711 2.795711 1.774814 1.774814 1.191288 1.191288 -1.57 692.058854 7.099295 2.482514 1.114984 69.444349 4.417151 5.583020 0.000000 0.0 0.000000 5.625586 0.000000 4.794537 0.000000 0.000000 11.629819 25.122838 11.452591 0.000000 4.417151 10.969244 0.0 0.000000 0.000000 6.923737 0.000000 46.315410 0.0 0.000000 5.625586 0.0 0.000000 0.0 0.000000 0.000000 6.923737 5.563451 39.543523 0.0 10.969244 0.0 30.21 0.000000 4.794537 0.0 5.625586 5.583020 10.949676 6.066367 6.066367 25.122838 0.000000 4.417151 4.961065 0.0 10.801691 0.967222 1.510002 0.000000 8.922176 0.000000 2.004511 0.000000 0.100000 12 0 2 0 0 0 0 1 1 2 0 0 2 0 2 1 0 0 0 0 0 0 1.468675 2 2.10142 47.2210 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 succeed
7-Methoxycoumarin 7-methoxychromen-2-one 531-59-9 C10H8O3 0 COC1=CC2=C(C=C1)C=CC(=O)O2 https://doi.org/10.2131/jts.47.483 Phototoxicity - ND photoallergic NaN NaN NaN 10.875576 10.875576 0.346525 -0.346525 0.621753 10.230769 176.171 168.107 176.047344 66 0 0.335693 -0.496624 0.496624 0.335693 1.230769 2.000000 2.769231 16.466276 10.208834 1.975995 -1.992579 2.179711 -1.938475 5.771611 0.413783 2.163185 2.746434 484.738995 9.259149 7.111496 7.111496 6.292025 3.873462 3.873462 2.658188 2.658188 1.830255 1.830255 1.167956 1.167956 -1.77 1243.831488 7.857386 2.935678 1.402156 74.557894 9.154014 11.332532 0.000000 0.0 0.000000 5.625586 0.000000 4.794537 0.000000 0.000000 0.000000 18.199101 17.518958 7.109798 9.154014 10.969244 0.0 0.000000 0.000000 0.000000 7.109798 40.751959 0.0 5.749512 10.362449 0.0 5.749512 0.0 7.109798 0.000000 0.000000 0.000000 39.543523 0.0 10.969244 0.0 39.44 0.000000 4.794537 0.0 5.625586 11.332532 5.386224 6.066367 19.242532 12.132734 0.000000 9.154014 9.968674 0.0 10.875576 0.889259 0.201484 0.682269 8.477764 0.000000 0.000000 1.571641 0.100000 13 0 3 0 0 0 0 1 1 2 0 0 3 0 3 1 1 0 0 0 0 0 1.774366 2 1.80160 49.0360 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 succeed
Dropped 83 constant/almost-constant columns.
Train - Rows: 129/Columns: 134
First rows of train x:
MaxAbsEStateIndex MaxEStateIndex MinAbsEStateIndex MinEStateIndex qed SPS MolWt HeavyAtomMolWt ExactMolWt NumValenceElectrons MaxPartialCharge MinPartialCharge MaxAbsPartialCharge MinAbsPartialCharge FpDensityMorgan1 FpDensityMorgan2 FpDensityMorgan3 BCUT2D_MWHI BCUT2D_MWLOW BCUT2D_CHGHI BCUT2D_CHGLO BCUT2D_LOGPHI BCUT2D_LOGPLOW BCUT2D_MRHI BCUT2D_MRLOW AvgIpc BalabanJ BertzCT Chi0 Chi0n Chi0v Chi1 Chi1n Chi1v Chi2n Chi2v Chi3n Chi3v Chi4n Chi4v HallKierAlpha Ipc Kappa1 Kappa2 Kappa3 LabuteASA PEOE_VSA1 PEOE_VSA10 PEOE_VSA11 PEOE_VSA12 PEOE_VSA13 PEOE_VSA14 PEOE_VSA2 PEOE_VSA3 PEOE_VSA6 PEOE_VSA7 PEOE_VSA8 PEOE_VSA9 SMR_VSA1 SMR_VSA10 SMR_VSA3 SMR_VSA4 SMR_VSA5 SMR_VSA6 SMR_VSA7 SMR_VSA9 SlogP_VSA1 SlogP_VSA10 SlogP_VSA11 SlogP_VSA12 SlogP_VSA2 SlogP_VSA3 SlogP_VSA4 SlogP_VSA5 SlogP_VSA6 SlogP_VSA7 SlogP_VSA8 TPSA EState_VSA1 EState_VSA10 EState_VSA2 EState_VSA3 EState_VSA4 EState_VSA5 EState_VSA6 EState_VSA7 EState_VSA8 EState_VSA9 VSA_EState1 VSA_EState10 VSA_EState2 VSA_EState3 VSA_EState4 VSA_EState5 VSA_EState6 VSA_EState7 VSA_EState8 VSA_EState9 FractionCSP3 HeavyAtomCount NHOHCount NOCount NumAliphaticHeterocycles NumAliphaticRings NumAromaticCarbocycles NumAromaticHeterocycles NumAromaticRings NumAtomStereoCenters NumHAcceptors NumHDonors NumHeteroatoms NumHeterocycles NumRotatableBonds NumSaturatedRings NumUnspecifiedAtomStereoCenters Phi RingCount MolLogP MolMR fr_Al_OH fr_Ar_N fr_COO fr_COO2 fr_C_O fr_C_O_noCOO fr_NH0 fr_NH1 fr_aniline fr_benzene fr_bicyclic fr_ether fr_halogen fr_para_hydroxylation fr_pyridine
12.313109 12.313109 0.351944 -1.139282 0.800195 16.842105 252.273 240.177 252.089878 94 0.322409 -0.315682 0.322409 0.315682 0.736842 1.210526 1.578947 16.188050 9.827899 2.484270 -2.265719 2.317963 -2.443135 6.090843 -0.122430 2.764775 2.230836 583.608538 13.294682 10.089999 10.089999 9.232017 5.979615 5.979615 4.390299 4.390299 3.282290 3.282290 2.404675 2.404675 -2.62 37379.762502 11.469264 4.242357 1.688636 110.000261 5.316789 0.000000 5.538925 0.00000 5.907180 6.031115 10.111326 4.794537 60.663671 11.126903 0.000000 0.000000 9.589074 11.938294 10.633577 0.000000 5.538925 0.000000 71.790574 0.000000 10.633577 4.794537 0.000000 0.000000 11.938294 10.333462 0.000000 11.126903 60.663671 0.0 0.000000 58.20 11.570040 9.589074 5.907180 0.000000 11.126903 0.000000 0.000000 60.663671 10.633577 0.000000 0.000000 0.000000 23.885787 5.065825 0.341366 -0.351944 17.975634 0.000000 0.000000 0.000000 0.066667 19.0 2.0 4 1.0 1.0 2 0 2.0 0.0 2 2.0 4 1 2 1.0 0 2.560880 3.0 1.76960 70.3384 0 0.0 0 0 2.0 2.0 0 2.0 0.0 2 0.0 0.0 0.0 0 0
12.508626 12.508626 0.040145 -3.038324 0.861367 16.173913 351.409 338.305 351.034748 120 0.278117 -0.504862 0.504862 0.278117 1.347826 2.043478 2.695652 32.233444 10.123869 2.373487 -2.276782 2.343773 -2.367415 7.294149 -0.113297 2.907487 2.086827 931.003954 16.775656 12.269634 13.902627 10.819404 6.574662 8.831222 4.896096 8.068550 3.376633 6.020296 2.250986 4.308455 -2.39 168046.914734 15.503582 5.355825 2.470915 136.504013 5.106527 0.000000 14.458112 0.00000 15.930471 0.000000 14.416542 13.401776 12.132734 19.056471 23.685114 4.895483 18.318862 38.157980 9.289195 0.000000 11.819221 12.364461 46.599950 0.000000 5.316789 5.131558 0.000000 11.336786 35.768371 14.817828 6.923737 10.440599 41.054835 0.0 5.759165 99.60 15.930471 18.318862 21.915139 5.131558 9.182363 30.517192 18.329578 6.923737 10.300767 0.000000 25.795490 1.252776 17.279041 13.210419 -0.233683 -1.123953 5.988900 1.588439 1.830855 -1.908889 0.142857 23.0 2.0 7 1.0 1.0 1 1 2.0 0.0 6 2.0 9 2 2 0.0 0 3.610195 3.0 1.95092 86.4203 1 1.0 0 0 1.0 1.0 2 1.0 1.0 1 1.0 0.0 0.0 0 0
12.667562 12.667562 0.128125 -3.038324 0.680178 11.473684 276.214 265.126 276.072177 104 0.422575 -0.325850 0.422575 0.325850 1.368421 1.947368 2.368421 19.413184 10.113472 2.380541 -2.111934 2.370708 -2.182376 5.918552 -0.387590 2.267257 3.194820 512.397141 14.792529 10.115253 10.115253 8.624916 5.291236 5.291236 4.130748 4.130748 2.290565 2.290565 1.286653 1.286653 -2.12 8776.553060 14.939242 5.249619 3.668048 106.117080 5.316789 5.563451 0.000000 5.90718 5.687386 6.176299 14.908855 0.000000 13.847474 12.132734 17.671659 4.923311 22.889093 17.281952 0.000000 5.917906 20.023773 5.316789 33.876871 0.000000 5.316789 24.546018 0.000000 0.000000 10.830491 10.970836 16.032224 19.410926 18.199101 0.0 0.000000 72.24 34.175533 28.080101 5.687386 6.066367 12.132734 0.000000 13.847474 0.000000 5.316789 0.000000 38.002686 0.000000 20.779928 12.786826 -2.564142 -0.882865 2.338125 -4.198066 3.149589 0.000000 0.363636 19.0 1.0 5 0.0 0.0 1 0 1.0 0.0 3 1.0 8 0 3 0.0 0 4.127649 1.0 3.20810 61.5661 0 0.0 0 0 1.0 1.0 1 1.0 1.0 1 0.0 0.0 2.5 0 0
12.774247 12.774247 0.018611 -0.677034 0.694749 12.217391 307.325 292.205 307.097583 116 0.338968 -0.650029 0.649890 0.338968 1.086957 1.739130 2.434783 16.394940 9.868920 2.218183 -2.221015 2.339043 -2.188697 5.843984 -0.267016 2.541895 2.258072 909.550973 16.396977 12.613603 12.613603 11.075387 7.347807 7.347807 5.497887 5.497887 3.840864 3.840864 2.795744 2.795744 -2.88 187785.023491 15.032579 6.084897 2.878886 132.552025 9.523678 11.366265 0.000000 0.00000 0.000000 5.625586 4.794537 4.794537 54.280448 18.553556 23.288403 0.000000 14.318216 16.752489 0.000000 0.000000 19.262465 0.000000 76.144330 5.749512 10.732114 0.000000 5.749512 0.000000 5.783245 4.794537 0.000000 30.389368 63.808992 0.0 10.969244 70.34 11.543492 14.695602 29.100050 5.386224 5.563451 6.923737 24.265468 30.331835 0.000000 4.417151 5.290790 0.000000 24.024608 13.127565 0.358492 -1.055721 15.721096 0.085668 1.447502 0.000000 0.157895 23.0 0.0 4 0.0 0.0 2 1 3.0 1.0 4 0.0 4 1 4 0.0 1 3.977030 3.0 2.97760 85.5130 0 0.0 0 0 1.0 1.0 0 0.0 0.0 2 1.0 0.0 0.0 1 0
15.192672 15.192672 0.069365 -1.421368 0.882035 17.920000 351.353 332.201 351.139448 134 0.340723 -0.477497 0.477497 0.340723 1.440000 2.160000 2.760000 19.145603 10.075879 2.264234 -2.338843 2.302961 -2.494632 5.934423 0.069451 2.552334 2.308728 910.371819 18.300600 13.974544 13.974544 11.845443 8.114875 8.114875 6.181400 6.181400 4.485705 4.485705 3.303674 3.303674 -2.48 366305.800966 17.346505 6.436819 2.862659 142.214437 19.890325 17.068059 5.817221 5.42879 0.000000 5.969305 4.794537 13.575367 0.000000 19.913841 38.417710 10.902925 18.681895 22.559616 9.883888 0.000000 26.434072 24.534179 39.684431 0.000000 15.645489 14.468216 0.000000 0.000000 41.319042 6.544756 11.634442 24.205463 17.057748 0.0 10.902925 74.57 28.595989 13.979489 29.176908 19.634269 12.263211 4.567100 11.823647 6.923737 5.316789 5.106527 31.172879 0.000000 25.180817 12.097158 -1.631913 -3.021586 1.020816 1.109275 5.332169 0.000000 0.411765 25.0 2.0 6 1.0 1.0 1 1 2.0 1.0 5 2.0 8 2 3 1.0 1 4.466253 3.0 1.79590 90.4350 0 1.0 1 1 1.0 0.0 2 1.0 1.0 1 1.0 0.0 2.0 0 1
Test - Rows: 33/Columns: 134
First rows of train y:
0
1
0
0
1
| MaxAbsEStateIndex | MaxEStateIndex | MinAbsEStateIndex | MinEStateIndex | qed | SPS | MolWt | HeavyAtomMolWt | ExactMolWt | NumValenceElectrons | ... | fr_C_O_noCOO | fr_NH0 | fr_NH1 | fr_aniline | fr_benzene | fr_bicyclic | fr_ether | fr_halogen | fr_para_hydroxylation | fr_pyridine | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | ... | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 | 129.000000 |
| mean | 11.352259 | 11.352259 | 0.193352 | -0.913807 | 0.606684 | 14.198433 | 317.702837 | 300.605333 | 317.265179 | 115.248062 | ... | 0.593023 | 1.263566 | 0.434109 | 0.500000 | 1.317829 | 0.604651 | 0.523256 | 0.670543 | 0.294574 | 0.232558 |
| std | 2.430989 | 2.430989 | 0.188957 | 1.107129 | 0.211797 | 4.792314 | 126.620808 | 122.168050 | 126.421616 | 43.814066 | ... | 0.772495 | 1.444382 | 0.632393 | 0.728869 | 0.819532 | 0.797149 | 0.800050 | 0.913219 | 0.564622 | 0.476177 |
| min | 6.194108 | 6.194108 | 0.000297 | -3.038324 | 0.139518 | 6.000000 | 46.069000 | 40.021000 | 46.041865 | 20.000000 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 25% | 10.206402 | 10.206402 | 0.052299 | -1.315329 | 0.481898 | 10.857143 | 232.239000 | 220.143000 | 232.084792 | 88.000000 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 50% | 11.846296 | 11.846296 | 0.124071 | -0.830880 | 0.652473 | 12.333333 | 313.788000 | 297.660000 | 313.098190 | 112.000000 | ... | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 75% | 12.881264 | 12.881264 | 0.277145 | -0.166667 | 0.791627 | 16.678571 | 381.379000 | 367.267000 | 381.075882 | 138.000000 | ... | 1.000000 | 2.000000 | 1.000000 | 1.000000 | 2.000000 | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 |
| max | 15.645307 | 15.645307 | 0.614414 | 1.311296 | 0.893230 | 25.410714 | 605.089000 | 587.953000 | 604.562518 | 213.000000 | ... | 2.500000 | 5.000000 | 2.500000 | 2.500000 | 3.000000 | 2.500000 | 2.500000 | 2.500000 | 2.000000 | 2.000000 |
8 rows × 134 columns
Model Training and Evaluation (XGBoost)¶
This section loads the preprocessed, leak-free training and testing datasets generated earlier
and trains an XGBoost binary classifier to predict phototoxicity outcomes.
Workflow Summary¶
Load data
X_train,X_test: feature matrices (numeric descriptors)y_train,y_test: corresponding target labels- Performs alignment checks to ensure features and labels match.
Initialize XGBoost model
Uses default core hyperparameters (tunable later via Optuna or grid search).tree_method="auto"automatically selects the best GPU/CPU backend.eval_metric=["logloss", "auc"]tracks classification performance.
Train model
Fits onX_train, evaluates on(X_test, y_test)without printing per-epoch logs.Predict and evaluate
- Computes Accuracy, Precision, Recall, F1, and ROC AUC.
- Prints a full classification report.
- Plots a confusion matrix and ROC curve for visual performance assessment.
Feature importance analysis
- Extracts and ranks features by gain-based importance (
model.feature_importances_). - Saves the full ordered feature list to
top_features_best.csv.
- Extracts and ranks features by gain-based importance (
Outputs
- Model performance metrics printed in console
- Confusion matrix and ROC curve plots
top_features_best.csvwith feature importance ranking
# Config
TRAIN_X_CSV = "in_chemico_x_train.csv"
TEST_X_CSV = "in_chemico_x_test.csv"
TRAIN_Y_CSV = "in_chemico_y_train.csv"
TEST_Y_CSV = "in_chemico_y_test.csv"
FEATURE_IMPORT_CSV = "top_features_best.csv"
# Read X
X_train = pd.read_csv(TRAIN_X_CSV)
X_test = pd.read_csv(TEST_X_CSV)
# Read y
y_train = pd.read_csv(TRAIN_Y_CSV)
y_test = pd.read_csv(TEST_Y_CSV)
# Checks
assert list(X_train.columns) == list(X_test.columns), "Train/Test feature columns are misaligned."
assert len(X_train) == len(y_train) and len(X_test) == len(y_test), "X/y rows are misaligned."
model = xgb.XGBClassifier(
random_state=42,
tree_method="auto",
n_jobs=-1,
eval_metric=["logloss", "auc"],
# --- Core training parameters ---
# n_estimators=100, # number of boosting rounds (default=100)
# learning_rate=0.3, # step size shrinkage used in update (default=0.3)
# max_depth=6, # maximum depth of each tree (default=6)
# min_child_weight=1, # minimum sum of instance weight (default=1)
# gamma=0.0, # minimum loss reduction to make a split (default=0.0)
# subsample=1.0, # fraction of samples per tree (default=1.0)
# colsample_bytree=1.0, # fraction of features per tree (default=1.0)
# --- Regularization (model complexity control) ---
# reg_alpha=0.0, # L1 regularization term (default=0.0)
# reg_lambda=1.0, # L2 regularization term (default=1.0)
# --- Randomization ---
# colsample_bylevel=1.0, # fraction of columns for each tree level (default=1.0)
# colsample_bynode=1.0, # fraction of columns per split (default=1.0)
# scale_pos_weight=1.0, # control imbalance between classes (default=1.0)
# --- Learning task ---
# objective="binary:logistic", # default for binary classification
# eval_metric="logloss", # default for classification (can add "auc")
# --- Advanced / system ---
# booster="gbtree", # default booster type ("gbtree", "dart", "gblinear")
# verbosity=1, # 0 = silent, 1 = warning, 2 = info, 3 = debug
)
# Train
model.fit(
X_train,
y_train,
eval_set=[(X_test, y_test)],
verbose=False,
)
# Predict
y_pred = model.predict(X_test)
y_prob = model.predict_proba(X_test)[:, 1]
acc = accuracy_score(y_test, y_pred)
prec = precision_score(y_test, y_pred)
rec = recall_score(y_test, y_pred)
f1 = f1_score(y_test, y_pred)
auc = roc_auc_score(y_test, y_prob)
print("\nModel performance:")
print(f"Accuracy: {acc:.4f}")
print(f"Precision: {prec:.4f}")
print(f"Recall: {rec:.4f}")
print(f"F1 score: {f1:.4f}")
print(f"ROC AUC: {auc:.4f}")
print("\nClassification report:")
print(classification_report(y_test, y_pred, digits=3))
# Gain-based by default model.feature_importances_
feat_imp = pd.DataFrame({
"feature": X_train.columns,
"importance": model.feature_importances_,
})
# Most important first
feat_imp = feat_imp.sort_values("importance", ascending=False).reset_index(drop=True)
print("\nTop 15 features (by XGBoost importance):")
print(feat_imp.head(15).to_string(index=False))
# Save ordered features
feat_imp.to_csv(FEATURE_IMPORT_CSV, index=False)
# Confusion Matrix
cm = confusion_matrix(y_test, y_pred)
plt.figure(figsize=(5, 4))
sns.heatmap(cm, annot=True, fmt="d", cmap="Blues", cbar=False)
plt.xlabel("Predicted")
plt.ylabel("Actual")
plt.title("Confusion matrix")
plt.tight_layout()
plt.show()
# ROC Curve
fpr, tpr, _ = roc_curve(y_test, y_prob)
plt.figure(figsize=(6, 5))
plt.plot(fpr, tpr, label=f"AUC = {auc:.3f}")
plt.plot([0, 1], [0, 1], linestyle="--", color="gray")
plt.xlabel("False positive rate")
plt.ylabel("True positive rate")
plt.title("ROC curve")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()
Model performance:
Accuracy: 0.6061
Precision: 0.6667
Recall: 0.5556
F1 score: 0.6061
ROC AUC: 0.6889
Classification report:
precision recall f1-score support
0 0.556 0.667 0.606 15
1 0.667 0.556 0.606 18
accuracy 0.606 33
macro avg 0.611 0.611 0.606 33
weighted avg 0.616 0.606 0.606 33
Top 15 features (by XGBoost importance):
feature importance
NumAromaticHeterocycles 0.113731
PEOE_VSA8 0.099809
MinAbsPartialCharge 0.044533
SMR_VSA4 0.043976
MinPartialCharge 0.040365
TPSA 0.040314
VSA_EState7 0.031364
BCUT2D_LOGPHI 0.031339
BertzCT 0.024400
SMR_VSA9 0.022846
FpDensityMorgan2 0.021536
qed 0.020458
SMR_VSA3 0.019890
VSA_EState10 0.018880
MinAbsEStateIndex 0.017970
Feature Selection Performance Sweep¶
This section evaluates how the model’s performance changes as we include more top-ranked features
(based on XGBoost’s feature importances).
Workflow Summary¶
Iterative training loop
- Start with the top 5 most important features.
- Incrementally add more features up to the full set.
- For each subset size
n, train a new XGBoost model and record:- Accuracy
- F1 Score
- ROC AUC
Result collection
- Results are stored in a DataFrame (
res_df) with columns:
Top_N,Accuracy,F1, andROC_AUC.
- Results are stored in a DataFrame (
Best feature count selection
- Identify the number of top features (
best_n) that gives the highest F1 score. - This helps balance precision and recall performance.
- Identify the number of top features (
Visualization
- Plot model performance (Accuracy, F1, ROC AUC) against the number of top features.
- Observe whether performance plateaus or degrades with too many features.
Output
- Prints the best-performing feature count and its corresponding metrics.
Purpose
This helps determine the optimal number of descriptors for the model,
avoiding redundant or noisy features while retaining strong predictive power.
results = []
# Test from top 5 features up to all available
for n in range(5, len(feat_imp) + 1):
top_feats = feat_imp["feature"].head(n).tolist()
model = xgb.XGBClassifier(
random_state=42,
tree_method="auto",
n_jobs=-1,
eval_metric=["logloss", "auc"],
)
model.fit(X_train[top_feats], y_train)
y_pred = model.predict(X_test[top_feats])
y_prob = model.predict_proba(X_test[top_feats])[:, 1]
acc = accuracy_score(y_test, y_pred)
f1 = f1_score(y_test, y_pred)
auc = roc_auc_score(y_test, y_prob)
results.append((n, acc, f1, auc))
# Convert results to DataFrame
res_df = pd.DataFrame(results, columns=["Top_N", "Accuracy", "F1", "ROC_AUC"])
# Find best by F1 score
best = res_df.iloc[res_df["F1"].idxmax()]
best_n = int(best.Top_N)
# Plot performance curves
plt.figure(figsize=(7, 4))
plt.plot(res_df["Top_N"], res_df["Accuracy"], label="Accuracy")
plt.plot(res_df["Top_N"], res_df["F1"], label="F1")
plt.plot(res_df["Top_N"], res_df["ROC_AUC"], label="ROC AUC")
plt.xlabel("Number of top features")
plt.ylabel("Score")
plt.title("Performance vs number of top features")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()
print("\nBest number of features:", best_n)
print(best)
Best number of features: 31 Top_N 31.000000 Accuracy 0.606061 F1 0.648649 ROC_AUC 0.603704 Name: 26, dtype: float64
results = []
best_params_per_n = {}
# iterate from top 5 features up to all
for n in range(5, len(feat_imp) + 1):
top_feats = feat_imp["feature"].head(n).tolist()
# Split
X_tr, X_val, y_tr, y_val = train_test_split(
X_train[top_feats], y_train, test_size=0.2, random_state=42, stratify=y_train
)
# Define objective
def objective(trial):
params = {
"objective": "binary:logistic",
"eval_metric": "auc",
"tree_method": "hist",
"random_state": 42,
"n_estimators": trial.suggest_int("n_estimators", 20, 250),
"learning_rate": trial.suggest_float("learning_rate", 0.01, 0.3, log=True),
"max_depth": trial.suggest_int("max_depth", 3, 10),
"min_child_weight": trial.suggest_int("min_child_weight", 1, 20),
"subsample": trial.suggest_float("subsample", 0.6, 1.0),
"colsample_bytree": trial.suggest_float("colsample_bytree", 0.6, 1.0),
"gamma": trial.suggest_float("gamma", 0.0, 5.0),
"reg_alpha": trial.suggest_float("reg_alpha", 0.0, 1.0),
"reg_lambda": trial.suggest_float("reg_lambda", 0.5, 3.0),
}
model = xgb.XGBClassifier(**params, n_jobs=-1)
model.fit(
X_tr, y_tr,
eval_set=[(X_val, y_val)],
verbose=False
)
y_prob_val = model.predict_proba(X_val)[:, 1]
auc_val = roc_auc_score(y_val, y_prob_val)
return auc_val
study = optuna.create_study(direction="maximize")
study.optimize(objective, n_trials=200)
# store best per-N
best_val_auc = study.best_value
results.append((n, best_val_auc))
best_params_per_n[n] = study.best_trial.params
res_df = pd.DataFrame(results, columns=["Top_N", "Val_ROC_AUC"])
# Pick best N by validation AUC
best_row = res_df.iloc[res_df["Val_ROC_AUC"].idxmax()]
best_n = int(best_row.Top_N)
best_val_auc = float(best_row.Val_ROC_AUC)
print(f"\nBest number of features by VAL AUC: {best_n} (Val ROC AUC = {best_val_auc:.4f})")
# Plot validation AUC curve vs N
plt.figure(figsize=(7, 4))
plt.plot(res_df["Top_N"], res_df["Val_ROC_AUC"], label="Validation ROC AUC")
plt.xlabel("Number of top features")
plt.ylabel("Validation ROC AUC")
plt.title("Validation AUC vs number of top features (train-only)")
plt.legend(loc="lower right")
plt.tight_layout()
plt.show()
# Final training
selected_features = feat_imp["feature"].head(best_n).tolist()
X_train_sel = X_train[selected_features].copy()
X_test_sel = X_test[selected_features].copy()
best_params = best_params_per_n[best_n]
final_model = xgb.XGBClassifier(
**best_params,
objective="binary:logistic",
eval_metric="auc",
tree_method="hist",
random_state=42,
n_jobs=-1,
)
final_model.fit(X_train_sel, y_train)
# Final test evaluation
y_prob_test = final_model.predict_proba(X_test_sel)[:, 1]
y_pred_test = final_model.predict(X_test_sel)
acc = accuracy_score(y_test, y_pred_test)
prec = precision_score(y_test, y_pred_test, zero_division=0)
rec = recall_score(y_test, y_pred_test, zero_division=0)
f1 = f1_score(y_test, y_pred_test, zero_division=0)
auc = roc_auc_score(y_test, y_prob_test)
print("\nFinal model (selected by validation AUC):")
print(f"Top-N features: {best_n}")
print("Best params:", best_params)
print("\nTest performance:")
print(f"Accuracy: {acc:.4f}")
print(f"Precision: {prec:.4f}")
print(f"Recall: {rec:.4f}")
print(f"F1 score: {f1:.4f}")
print(f"ROC AUC: {auc:.4f}")
[I 2025-11-03 19:16:30,291] A new study created in memory with name: no-name-a3858c5c-514b-4b06-b9c1-2de0441dd023
[I 2025-11-03 19:16:30,444] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.22917066233108935, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.930646347579167, 'colsample_bytree': 0.86545688745852, 'gamma': 3.4413428694345782, 'reg_alpha': 0.6254579578618032, 'reg_lambda': 0.5258939543924397}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:16:30,497] Trial 1 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.03229053312579258, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8900077731692895, 'colsample_bytree': 0.6879026806318749, 'gamma': 1.5065940161481155, 'reg_alpha': 0.8662496633837449, 'reg_lambda': 0.5863755232148375}. Best is trial 1 with value: 0.6636904761904763.
[I 2025-11-03 19:16:30,532] Trial 2 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.015595436722811712, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7640672953093344, 'colsample_bytree': 0.7449377457776005, 'gamma': 2.8950049430899814, 'reg_alpha': 0.21886387889146797, 'reg_lambda': 1.8959529480120194}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,600] Trial 3 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.23282377489190478, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7794852310615862, 'colsample_bytree': 0.8400404670371433, 'gamma': 4.377958803297727, 'reg_alpha': 0.07792656715550683, 'reg_lambda': 1.5394048666141678}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,710] Trial 4 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.03606799888685582, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8165190484160457, 'colsample_bytree': 0.8644445026655121, 'gamma': 0.12305850614478642, 'reg_alpha': 0.809683730555293, 'reg_lambda': 1.5401115998866195}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,777] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.02946988123807615, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9871438580251678, 'colsample_bytree': 0.8888883706877381, 'gamma': 1.8040352226718142, 'reg_alpha': 0.105067596366763, 'reg_lambda': 1.4858246919543645}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,849] Trial 6 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 228, 'learning_rate': 0.02483939818325124, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8531921611784141, 'colsample_bytree': 0.9985554547690614, 'gamma': 2.3319990335701926, 'reg_alpha': 0.4788342090944113, 'reg_lambda': 1.848145209791548}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,903] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.04124280173509356, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6774730834178877, 'colsample_bytree': 0.8796412222256069, 'gamma': 3.2144138218821556, 'reg_alpha': 0.20978224007082413, 'reg_lambda': 2.1776862921399087}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:30,995] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.045983077018151006, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7634500587722627, 'colsample_bytree': 0.7161191779831364, 'gamma': 1.409839060006799, 'reg_alpha': 0.33784780086323696, 'reg_lambda': 2.9439723574481405}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:31,149] Trial 9 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 162, 'learning_rate': 0.06761459920492849, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8942580826640043, 'colsample_bytree': 0.835843452030999, 'gamma': 0.6979238237031871, 'reg_alpha': 0.12348904882825684, 'reg_lambda': 1.9272460433996146}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:16:31,195] Trial 10 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.01121120079703682, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6339611614959713, 'colsample_bytree': 0.6038683530402824, 'gamma': 4.573922546498598, 'reg_alpha': 0.3729433999059858, 'reg_lambda': 2.611532852826297}. Best is trial 10 with value: 0.6904761904761906.
[I 2025-11-03 19:16:31,247] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 22, 'learning_rate': 0.010912500063620805, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6077700372750331, 'colsample_bytree': 0.6292270831730423, 'gamma': 4.71590820470933, 'reg_alpha': 0.3721612603691715, 'reg_lambda': 2.6569930671844277}. Best is trial 10 with value: 0.6904761904761906.
[I 2025-11-03 19:16:31,279] Trial 12 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.010726461864778747, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6176724464566969, 'colsample_bytree': 0.6011645398238935, 'gamma': 4.913233942225428, 'reg_alpha': 0.43781250531917104, 'reg_lambda': 2.9078504810464074}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,356] Trial 13 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 82, 'learning_rate': 0.010047753937910719, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6134089815929672, 'colsample_bytree': 0.6041508895462666, 'gamma': 4.104572998974962, 'reg_alpha': 0.6371103158204439, 'reg_lambda': 2.493315464678975}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,409] Trial 14 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.07797670071150532, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6839807071589709, 'colsample_bytree': 0.6609824969814015, 'gamma': 3.8977196530015332, 'reg_alpha': 0.5493302895549583, 'reg_lambda': 2.947786664729629}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,468] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.01816205239872697, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6872447484128534, 'colsample_bytree': 0.7326058224191986, 'gamma': 4.966879889341781, 'reg_alpha': 0.4088024447455379, 'reg_lambda': 2.4975984735768777}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,572] Trial 16 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 29, 'learning_rate': 0.12805350593452366, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6453091144832098, 'colsample_bytree': 0.6510971685717173, 'gamma': 3.7716096752978414, 'reg_alpha': 0.7268565838445072, 'reg_lambda': 2.2953714160754712}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,625] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.014444441472401138, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7241279821241583, 'colsample_bytree': 0.6034336483681711, 'gamma': 4.9649554669745735, 'reg_alpha': 0.2773749587461251, 'reg_lambda': 0.9800421606122469}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,685] Trial 18 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 97, 'learning_rate': 0.020661973142473436, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7212523850470219, 'colsample_bytree': 0.7889715720896439, 'gamma': 4.2885221726329315, 'reg_alpha': 0.4826753960621765, 'reg_lambda': 2.755949378822756}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,762] Trial 19 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 132, 'learning_rate': 0.014433254400125937, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6433254819871048, 'colsample_bytree': 0.9311175159078213, 'gamma': 2.6595765325725558, 'reg_alpha': 0.9414367117201201, 'reg_lambda': 2.2651485132823135}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,809] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.11880013578190465, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7253810192675486, 'colsample_bytree': 0.7838414769688382, 'gamma': 4.486349756065459, 'reg_alpha': 0.5665899916282838, 'reg_lambda': 2.724454101297612}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,865] Trial 21 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 89, 'learning_rate': 0.010258775729981701, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6026494914256622, 'colsample_bytree': 0.6170088702517483, 'gamma': 3.9651971770468126, 'reg_alpha': 0.633328517846925, 'reg_lambda': 2.4669108113215144}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,898] Trial 22 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.010387812265859643, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6399501178429864, 'colsample_bytree': 0.6670987797749525, 'gamma': 4.250907838539948, 'reg_alpha': 0.4371622959120087, 'reg_lambda': 2.547719962869913}. Best is trial 12 with value: 0.6934523809523809.
[I 2025-11-03 19:16:31,930] Trial 23 finished with value: 0.693452380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.01321483791519403, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6588673599920788, 'colsample_bytree': 0.6801047327122283, 'gamma': 4.5145976291380165, 'reg_alpha': 0.40757459778730143, 'reg_lambda': 2.1343698047456905}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:31,986] Trial 24 finished with value: 0.693452380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.023194265139131667, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6597701435473795, 'colsample_bytree': 0.695647430018374, 'gamma': 3.3811138236491343, 'reg_alpha': 0.282163729141397, 'reg_lambda': 2.1937054669927574}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,030] Trial 25 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 46, 'learning_rate': 0.023356446713033083, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6717972774341521, 'colsample_bytree': 0.6987172603519599, 'gamma': 3.422134311101379, 'reg_alpha': 0.2969845149799875, 'reg_lambda': 2.0663513621667806}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,094] Trial 26 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 113, 'learning_rate': 0.017250350936194578, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7131186875824196, 'colsample_bytree': 0.6465611818281063, 'gamma': 3.6349862438807, 'reg_alpha': 0.18376511247757252, 'reg_lambda': 1.2263433550121192}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,146] Trial 27 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 63, 'learning_rate': 0.014205898693344533, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6603695235019409, 'colsample_bytree': 0.7635520285119853, 'gamma': 2.8256793437222427, 'reg_alpha': 0.2760454297072359, 'reg_lambda': 2.0577122890069286}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,195] Trial 28 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 39, 'learning_rate': 0.023679432872418846, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6950548977214853, 'colsample_bytree': 0.6870760248063528, 'gamma': 2.235905468397871, 'reg_alpha': 0.5387564372246068, 'reg_lambda': 1.6470107000517822}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,237] Trial 29 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.28903014928360377, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8159788742383478, 'colsample_bytree': 0.7156794644518097, 'gamma': 3.2174787418649773, 'reg_alpha': 0.44675898821945925, 'reg_lambda': 1.2883988328558458}. Best is trial 23 with value: 0.693452380952381.
[I 2025-11-03 19:16:32,283] Trial 30 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.013611898177590941, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7435835411758176, 'colsample_bytree': 0.6409142669442623, 'gamma': 4.7280760425881425, 'reg_alpha': 0.004726822157835431, 'reg_lambda': 2.3485888637838155}. Best is trial 30 with value: 0.7023809523809524.
[I 2025-11-03 19:16:32,328] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.012504917989791739, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7484643841555044, 'colsample_bytree': 0.6341509088872702, 'gamma': 4.737311356659809, 'reg_alpha': 0.023188662238348368, 'reg_lambda': 2.2783067272210977}. Best is trial 31 with value: 0.7083333333333334.
[I 2025-11-03 19:16:32,389] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.013215216526799797, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7508960819689193, 'colsample_bytree': 0.6868545803140725, 'gamma': 4.670158636358902, 'reg_alpha': 0.003670746651624257, 'reg_lambda': 2.230978268534162}. Best is trial 31 with value: 0.7083333333333334.
[I 2025-11-03 19:16:32,440] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 112, 'learning_rate': 0.013416283323524724, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7499013509222862, 'colsample_bytree': 0.6375810378840991, 'gamma': 4.643567774874172, 'reg_alpha': 0.022144219638108302, 'reg_lambda': 2.3398812455426934}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,498] Trial 34 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.019018768861712738, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7546242919249423, 'colsample_bytree': 0.6356788952185846, 'gamma': 4.708989010069229, 'reg_alpha': 0.004467795554484141, 'reg_lambda': 2.283156388144369}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,558] Trial 35 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 116, 'learning_rate': 0.017491177304364964, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7943818072206623, 'colsample_bytree': 0.6361465312966991, 'gamma': 4.1318985206712515, 'reg_alpha': 0.00030257397835777716, 'reg_lambda': 2.3399270392858953}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,613] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.03060914598345727, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7559625515426065, 'colsample_bytree': 0.632418600954704, 'gamma': 3.7046771392962112, 'reg_alpha': 0.06115487180440538, 'reg_lambda': 2.3774933457562413}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,727] Trial 37 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.01924580488884302, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7884671299336612, 'colsample_bytree': 0.6659574924261017, 'gamma': 4.768819363825896, 'reg_alpha': 0.15024074203759374, 'reg_lambda': 1.9561420457639314}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,796] Trial 38 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.026551101955210647, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8455534105486403, 'colsample_bytree': 0.7438782752784059, 'gamma': 4.39653450496883, 'reg_alpha': 0.05661003985161744, 'reg_lambda': 1.7422977437419136}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,847] Trial 39 finished with value: 0.6875 and parameters: {'n_estimators': 122, 'learning_rate': 0.034189640649753814, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7493173725966329, 'colsample_bytree': 0.6281551249278592, 'gamma': 4.086362815654125, 'reg_alpha': 0.057764436038732256, 'reg_lambda': 0.5155010386842402}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,905] Trial 40 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.012881125128201094, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7413205257864922, 'colsample_bytree': 0.716587530892104, 'gamma': 1.6903329691313413, 'reg_alpha': 0.13798254669278526, 'reg_lambda': 1.8081730179567257}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:32,954] Trial 41 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.012626539467550464, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.771152944216334, 'colsample_bytree': 0.6505226437208929, 'gamma': 4.67297123349478, 'reg_alpha': 0.002859925504472078, 'reg_lambda': 2.364274328148835}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,006] Trial 42 finished with value: 0.6875 and parameters: {'n_estimators': 103, 'learning_rate': 0.0167318183685721, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.776653559052807, 'colsample_bytree': 0.6442535971483685, 'gamma': 4.69096395262996, 'reg_alpha': 0.02119744256058914, 'reg_lambda': 2.36978355866103}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,053] Trial 43 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 80, 'learning_rate': 0.020598362904526605, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8123239228636396, 'colsample_bytree': 0.6657772106735852, 'gamma': 4.405466654065638, 'reg_alpha': 0.09957176176257122, 'reg_lambda': 1.9918313583682494}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,098] Trial 44 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.0122689033112601, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8485544588095497, 'colsample_bytree': 0.6196968727236097, 'gamma': 4.800675040790566, 'reg_alpha': 0.17876608832963153, 'reg_lambda': 2.729320828355054}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,176] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.015823783472691564, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7680589348727037, 'colsample_bytree': 0.8226427801686124, 'gamma': 0.5397617417711285, 'reg_alpha': 0.07862776395179874, 'reg_lambda': 2.826015262154631}. Best is trial 33 with value: 0.7142857142857143.
[I 2025-11-03 19:16:33,268] Trial 46 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.04417859232809959, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.830894686846089, 'colsample_bytree': 0.9194970873156276, 'gamma': 4.993987619765646, 'reg_alpha': 0.22817494706424224, 'reg_lambda': 2.4278557830539307}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,345] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.05487512951275297, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8691172467079458, 'colsample_bytree': 0.9560528836001446, 'gamma': 4.970179450881865, 'reg_alpha': 0.2122154281715068, 'reg_lambda': 2.6070316935355398}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,415] Trial 48 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.04083227224856719, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.958528046464323, 'colsample_bytree': 0.9131428514967426, 'gamma': 4.472354954308837, 'reg_alpha': 0.12702735979366134, 'reg_lambda': 2.4395974890950605}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,473] Trial 49 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.08860211930456624, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8268004095597767, 'colsample_bytree': 0.9942262610755075, 'gamma': 4.2203840697502555, 'reg_alpha': 0.22729979496113323, 'reg_lambda': 2.1571121728732807}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,530] Trial 50 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.062262497899884785, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8954599560740132, 'colsample_bytree': 0.841686492268217, 'gamma': 3.989537868089926, 'reg_alpha': 0.045665986104276905, 'reg_lambda': 2.5572666514310756}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,578] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.011886671412146195, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.739086072708213, 'colsample_bytree': 0.6519566891477909, 'gamma': 4.622397631940234, 'reg_alpha': 0.08936459641103275, 'reg_lambda': 2.4077665832652797}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,624] Trial 52 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.015685542714713407, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7004466946955423, 'colsample_bytree': 0.6157122280244046, 'gamma': 4.587476054039682, 'reg_alpha': 0.0871927655418118, 'reg_lambda': 2.4155028677826555}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,679] Trial 53 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.011760064246813046, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7781979361816671, 'colsample_bytree': 0.6536596428882926, 'gamma': 4.89589885405938, 'reg_alpha': 0.16047664045302465, 'reg_lambda': 2.6759263063595156}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,732] Trial 54 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 133, 'learning_rate': 0.15925968906068827, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7993516706805142, 'colsample_bytree': 0.8737721023879537, 'gamma': 4.9510822676816355, 'reg_alpha': 0.17047634103709505, 'reg_lambda': 2.84478601369079}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,796] Trial 55 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 166, 'learning_rate': 0.0115115857214227, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7758252847092495, 'colsample_bytree': 0.6568407457943648, 'gamma': 4.999275074045366, 'reg_alpha': 0.12135711258924937, 'reg_lambda': 2.618234539132026}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,864] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.01175022766235555, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8380974958124872, 'colsample_bytree': 0.6775236119231598, 'gamma': 1.0621662787385167, 'reg_alpha': 0.2411066226679817, 'reg_lambda': 2.686863305759436}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,909] Trial 57 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.01178660445384439, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.731022576307481, 'colsample_bytree': 0.704827181625515, 'gamma': 4.288940990896013, 'reg_alpha': 0.09218528441051757, 'reg_lambda': 2.5401495336512765}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:33,957] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.015378347713860154, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8688036261789096, 'colsample_bytree': 0.7702936102895056, 'gamma': 3.7934833328779733, 'reg_alpha': 0.03640955655043204, 'reg_lambda': 2.99195869609326}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,013] Trial 59 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.010340862086837994, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8081431548100265, 'colsample_bytree': 0.900567994753949, 'gamma': 4.563171245437314, 'reg_alpha': 0.1541957083876338, 'reg_lambda': 2.780393926741845}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,072] Trial 60 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 129, 'learning_rate': 0.021180535932774754, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.784605483532675, 'colsample_bytree': 0.960706206227232, 'gamma': 4.82761272557629, 'reg_alpha': 0.3200747973858783, 'reg_lambda': 2.071159630536426}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,124] Trial 61 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 107, 'learning_rate': 0.026905682956440396, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7640307346248446, 'colsample_bytree': 0.6161999221674593, 'gamma': 4.607667319987185, 'reg_alpha': 0.042694525638080884, 'reg_lambda': 2.3010853461421577}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,172] Trial 62 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.014431284727474552, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7106667163098611, 'colsample_bytree': 0.6757205541239178, 'gamma': 4.806329457724502, 'reg_alpha': 0.10791688236672023, 'reg_lambda': 0.6642270917202175}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,225] Trial 63 finished with value: 0.693452380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.01911032165375675, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7383977700303815, 'colsample_bytree': 0.6586315842790453, 'gamma': 4.356846075181917, 'reg_alpha': 0.7821455745025134, 'reg_lambda': 2.425718943941309}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,272] Trial 64 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.01231006696259248, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7641227322096963, 'colsample_bytree': 0.6471029373982472, 'gamma': 4.5175639283883235, 'reg_alpha': 0.03029223590422695, 'reg_lambda': 2.2671848454408168}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,327] Trial 65 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.01232223288419016, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.771461406053164, 'colsample_bytree': 0.6499373097800486, 'gamma': 4.128273537980367, 'reg_alpha': 0.1941439081355867, 'reg_lambda': 2.212954232929027}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,377] Trial 66 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 93, 'learning_rate': 0.010133308722308835, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.82830458552734, 'colsample_bytree': 0.6027631708250294, 'gamma': 4.081505351698776, 'reg_alpha': 0.2508038345075019, 'reg_lambda': 2.2058109697477493}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,432] Trial 67 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.01319472785765958, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7646016075316376, 'colsample_bytree': 0.6234970793612293, 'gamma': 4.432937914670016, 'reg_alpha': 0.3504031066788166, 'reg_lambda': 2.0893231748749703}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,483] Trial 68 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 103, 'learning_rate': 0.1725406789216409, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8017216503591474, 'colsample_bytree': 0.6205688820345994, 'gamma': 4.216415255177824, 'reg_alpha': 0.35143016385894055, 'reg_lambda': 2.0975271382024414}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,538] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.09750821154115953, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7647663602339282, 'colsample_bytree': 0.6734997699720974, 'gamma': 3.553284748914196, 'reg_alpha': 0.3088939327258675, 'reg_lambda': 2.5006554494616084}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,589] Trial 70 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 111, 'learning_rate': 0.03921095444685278, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7806570071690949, 'colsample_bytree': 0.7284839984203229, 'gamma': 2.1929702669222744, 'reg_alpha': 0.19838947374466273, 'reg_lambda': 1.8890312838267873}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,638] Trial 71 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 101, 'learning_rate': 0.1601622205256658, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8015872614983072, 'colsample_bytree': 0.6207474105458937, 'gamma': 3.859361504567297, 'reg_alpha': 0.3998675295709599, 'reg_lambda': 2.0829120940769115}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,687] Trial 72 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.19502196179184694, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8265599253600728, 'colsample_bytree': 0.6453074639432823, 'gamma': 4.221012092669582, 'reg_alpha': 0.2624237332919119, 'reg_lambda': 1.9924928768374093}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,732] Trial 73 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 90, 'learning_rate': 0.2723352557316235, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7963840833035835, 'colsample_bytree': 0.6239617403225352, 'gamma': 4.443546782172911, 'reg_alpha': 0.34869710775449575, 'reg_lambda': 2.1564908522393242}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,787] Trial 74 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.013973978742260456, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7734882815214008, 'colsample_bytree': 0.6134265811884944, 'gamma': 3.131868552925246, 'reg_alpha': 0.3612749864082472, 'reg_lambda': 2.2552084953660607}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,837] Trial 75 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.015828551450618986, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7851358520685852, 'colsample_bytree': 0.6002528419286982, 'gamma': 4.842720246436796, 'reg_alpha': 0.5141182975822091, 'reg_lambda': 1.7393039621488615}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,889] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.01626360496564226, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7879708959927048, 'colsample_bytree': 0.6030915614831086, 'gamma': 4.829270069573191, 'reg_alpha': 0.524602043726323, 'reg_lambda': 1.6133428391060085}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,941] Trial 77 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.046825440725832106, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7598303598796312, 'colsample_bytree': 0.650483778653013, 'gamma': 4.505231537120858, 'reg_alpha': 0.4618302202775725, 'reg_lambda': 1.7683069437717656}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:34,990] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.011155646873741307, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7130861364519825, 'colsample_bytree': 0.6366034829277039, 'gamma': 4.3561837565407195, 'reg_alpha': 0.5626790301436675, 'reg_lambda': 1.3343033465608736}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,044] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.012906539106733004, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7327717304060661, 'colsample_bytree': 0.8168221495286498, 'gamma': 4.849195666739018, 'reg_alpha': 0.5835552174866203, 'reg_lambda': 1.6958420447766727}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,091] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.01792994748578185, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8188624614005814, 'colsample_bytree': 0.6996637081656466, 'gamma': 4.642042475777682, 'reg_alpha': 0.1670866076846956, 'reg_lambda': 1.5518650486830912}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,141] Trial 81 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.014408097346245076, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7913495381164485, 'colsample_bytree': 0.6236397238638641, 'gamma': 4.138900576159002, 'reg_alpha': 0.5038357056583492, 'reg_lambda': 1.9126398086526892}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,201] Trial 82 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.01502623462133635, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7862201327655602, 'colsample_bytree': 0.6295169302218468, 'gamma': 3.9539424652889523, 'reg_alpha': 0.4898238029421395, 'reg_lambda': 1.8900383572738293}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,248] Trial 83 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.013168633675172852, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7678348772586424, 'colsample_bytree': 0.6086936907930485, 'gamma': 4.894478291735437, 'reg_alpha': 0.5187723578537066, 'reg_lambda': 1.8314331811631386}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,301] Trial 84 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.014543187545649346, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7547312879923891, 'colsample_bytree': 0.660604324122292, 'gamma': 4.512074593542826, 'reg_alpha': 0.7074359282066087, 'reg_lambda': 2.217843335388807}. Best is trial 46 with value: 0.7232142857142857.
[I 2025-11-03 19:16:35,350] Trial 85 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 84, 'learning_rate': 0.010863925939066774, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.810209389095178, 'colsample_bytree': 0.6866013272077827, 'gamma': 4.090537031369212, 'reg_alpha': 0.3891676188474132, 'reg_lambda': 1.9930990743328358}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,395] Trial 86 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 82, 'learning_rate': 0.010797975427346845, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8114237792145611, 'colsample_bytree': 0.6868776049762686, 'gamma': 4.697057097951937, 'reg_alpha': 0.3831194796315443, 'reg_lambda': 2.014766464397872}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,440] Trial 87 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 66, 'learning_rate': 0.011282030344955228, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8117719487049874, 'colsample_bytree': 0.689002766199681, 'gamma': 4.689142402351852, 'reg_alpha': 0.2998321154899463, 'reg_lambda': 1.987070764489129}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,490] Trial 88 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.010118549355253708, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8356819228377632, 'colsample_bytree': 0.7108286196571177, 'gamma': 4.3259618240957955, 'reg_alpha': 0.38541697384619084, 'reg_lambda': 2.3209897983242382}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,538] Trial 89 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 87, 'learning_rate': 0.01232660023614531, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.82045209283375, 'colsample_bytree': 0.6699002811881685, 'gamma': 4.044216595637069, 'reg_alpha': 0.428646972922966, 'reg_lambda': 2.0346928704802103}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,586] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.01075618733767063, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8578745099810753, 'colsample_bytree': 0.6872335146229631, 'gamma': 3.9928747976910066, 'reg_alpha': 0.41231770864984424, 'reg_lambda': 2.0109210888643463}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,686] Trial 91 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.01241771281739539, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8226876137308108, 'colsample_bytree': 0.670160509913403, 'gamma': 0.07879385460304444, 'reg_alpha': 0.4293978388098039, 'reg_lambda': 2.1299783128511294}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,825] Trial 92 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 93, 'learning_rate': 0.012258770560524927, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.804336283091703, 'colsample_bytree': 0.6464445327265642, 'gamma': 4.4484928260675085, 'reg_alpha': 0.31921028783880206, 'reg_lambda': 2.0403972156561214}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,871] Trial 93 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 81, 'learning_rate': 0.013458976034865459, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8073811559531251, 'colsample_bytree': 0.6392763642428406, 'gamma': 4.4146565512594895, 'reg_alpha': 0.3272861623805644, 'reg_lambda': 2.0346141404194804}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,922] Trial 94 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.010663313741463959, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8794343299377566, 'colsample_bytree': 0.7258107478604942, 'gamma': 4.995138507559674, 'reg_alpha': 0.391905822924726, 'reg_lambda': 1.9538145675930572}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:35,966] Trial 95 finished with value: 0.693452380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.011340066435368595, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8438181296331376, 'colsample_bytree': 0.6830967369713911, 'gamma': 4.585465149366298, 'reg_alpha': 0.2807908031995904, 'reg_lambda': 2.127270995237967}. Best is trial 85 with value: 0.7291666666666666.
[I 2025-11-03 19:16:36,017] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.016664212727426245, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8577222827856411, 'colsample_bytree': 0.6669942477353897, 'gamma': 4.703075910702394, 'reg_alpha': 0.36741952803689426, 'reg_lambda': 2.488353991898838}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,059] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.016692094716521503, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9065371881237624, 'colsample_bytree': 0.6618302496370511, 'gamma': 4.754280520918406, 'reg_alpha': 0.3751169877074763, 'reg_lambda': 2.676515032811192}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,110] Trial 98 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 86, 'learning_rate': 0.02201362918424319, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8168112182412035, 'colsample_bytree': 0.8568943070152547, 'gamma': 4.712329434762824, 'reg_alpha': 0.45499903376882167, 'reg_lambda': 2.481904438390864}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,153] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.013625286484910007, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.852762859216952, 'colsample_bytree': 0.7412239630742902, 'gamma': 4.895879979479305, 'reg_alpha': 0.33407770561757144, 'reg_lambda': 2.356024165505163}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,222] Trial 100 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 158, 'learning_rate': 0.010001717303835766, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.861055951386517, 'colsample_bytree': 0.6701066676836928, 'gamma': 4.260084952205911, 'reg_alpha': 0.41647442467139567, 'reg_lambda': 2.545120715934217}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,286] Trial 101 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.01091986718641635, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8593856135862036, 'colsample_bytree': 0.6744069496596972, 'gamma': 4.271971884545688, 'reg_alpha': 0.4353025646499851, 'reg_lambda': 2.5948490262836588}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,348] Trial 102 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.011938492042890759, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8365967841035231, 'colsample_bytree': 0.6908510305318536, 'gamma': 4.441084566323316, 'reg_alpha': 0.4234950692580271, 'reg_lambda': 2.555440677778844}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,422] Trial 103 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 146, 'learning_rate': 0.01013519917189071, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8056152170326258, 'colsample_bytree': 0.6676361784624999, 'gamma': 4.627411717092031, 'reg_alpha': 0.47531817270091514, 'reg_lambda': 2.5077076387171613}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,481] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.012745844693846818, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8847166573946271, 'colsample_bytree': 0.6552453503851875, 'gamma': 3.615939590689886, 'reg_alpha': 0.3692232997539565, 'reg_lambda': 2.63837906593611}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,545] Trial 105 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 181, 'learning_rate': 0.013243012622341848, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9276720729235168, 'colsample_bytree': 0.7078578499409677, 'gamma': 4.106006913674638, 'reg_alpha': 0.3522601426781228, 'reg_lambda': 2.448027629021942}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,611] Trial 106 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 172, 'learning_rate': 0.013786946778487318, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9157558407102954, 'colsample_bytree': 0.7048852609952542, 'gamma': 3.6164961178615176, 'reg_alpha': 0.367568864752549, 'reg_lambda': 2.4444529260613836}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,676] Trial 107 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 189, 'learning_rate': 0.01747754959902308, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9468817373801768, 'colsample_bytree': 0.6793625803058075, 'gamma': 3.809938336343375, 'reg_alpha': 0.34553518438530356, 'reg_lambda': 2.7780511955472535}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,739] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.014876142465248012, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9850440821834653, 'colsample_bytree': 0.7215512665287265, 'gamma': 3.966503475994356, 'reg_alpha': 0.40559083225883397, 'reg_lambda': 2.6123094616489797}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,801] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.07011510699228785, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8862366696013414, 'colsample_bytree': 0.6980197381155104, 'gamma': 3.7237958899200128, 'reg_alpha': 0.30985545574463114, 'reg_lambda': 2.3874873325542354}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,869] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.012943617728662439, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8690411998651896, 'colsample_bytree': 0.6705869030057909, 'gamma': 4.131503709048665, 'reg_alpha': 0.3800974785127773, 'reg_lambda': 1.8457760634057023}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:36,944] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 228, 'learning_rate': 0.011127024478498565, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8695236912912561, 'colsample_bytree': 0.6630190203469603, 'gamma': 4.1822890824851955, 'reg_alpha': 0.3805650192533142, 'reg_lambda': 1.8497967040697139}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,021] Trial 112 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 231, 'learning_rate': 0.010982048520830397, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8815565258691824, 'colsample_bytree': 0.6658562859076284, 'gamma': 4.185786118034265, 'reg_alpha': 0.388504452976156, 'reg_lambda': 1.8269970620902045}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,090] Trial 113 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.012127498722426236, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8698695494707878, 'colsample_bytree': 0.6552976462473056, 'gamma': 3.486179203161774, 'reg_alpha': 0.37355194739046377, 'reg_lambda': 1.926959941331963}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,162] Trial 114 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.012740286966745416, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8966103018811682, 'colsample_bytree': 0.6788819778502334, 'gamma': 3.9106940258490708, 'reg_alpha': 0.9794039697354473, 'reg_lambda': 1.8639715029575543}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,238] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.011278548705201502, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8623295377761988, 'colsample_bytree': 0.6408414706309725, 'gamma': 4.313694421971554, 'reg_alpha': 0.46756043141777176, 'reg_lambda': 1.774468134104871}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,314] Trial 116 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 207, 'learning_rate': 0.010078432555121588, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.875379225892557, 'colsample_bytree': 0.6597936417473661, 'gamma': 4.379703693811364, 'reg_alpha': 0.41886290588704944, 'reg_lambda': 2.038456287170408}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,381] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.015377603953464606, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8478535188093653, 'colsample_bytree': 0.7632126342386673, 'gamma': 4.037092075867234, 'reg_alpha': 0.4472388550994342, 'reg_lambda': 1.666699061161715}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,456] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.019639815431493828, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8452930596249296, 'colsample_bytree': 0.7548819237344204, 'gamma': 4.0493641848462545, 'reg_alpha': 0.4374827845476974, 'reg_lambda': 1.7086849537483118}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,527] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.019950051577135235, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8405974586420643, 'colsample_bytree': 0.767549609909257, 'gamma': 4.077595716268783, 'reg_alpha': 0.3269402628051765, 'reg_lambda': 1.687963933162913}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,603] Trial 120 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.018847585474303003, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8495645772382452, 'colsample_bytree': 0.7957734012478561, 'gamma': 2.5240539465083027, 'reg_alpha': 0.4499556182500146, 'reg_lambda': 1.4278126463630485}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,674] Trial 121 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 243, 'learning_rate': 0.015742474358555386, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8334721107833972, 'colsample_bytree': 0.7761046835756499, 'gamma': 3.3145432927180676, 'reg_alpha': 0.440089282489802, 'reg_lambda': 1.642162467375721}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,747] Trial 122 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.017248823014786856, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8681950011361743, 'colsample_bytree': 0.7517503296685071, 'gamma': 3.895789692812753, 'reg_alpha': 0.3989667705222998, 'reg_lambda': 1.8026535073858017}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,825] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.014919731539100863, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.888656238015135, 'colsample_bytree': 0.7351487184955584, 'gamma': 4.017186273484436, 'reg_alpha': 0.37493305803628657, 'reg_lambda': 1.6951514521122224}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,897] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.01183258116670542, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8543869810292768, 'colsample_bytree': 0.6683767629096169, 'gamma': 3.6572625912882506, 'reg_alpha': 0.2914141337838261, 'reg_lambda': 1.5369073085721638}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:37,970] Trial 125 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 238, 'learning_rate': 0.051020817262313556, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8301037449940025, 'colsample_bytree': 0.8026410640929227, 'gamma': 3.7540261426623083, 'reg_alpha': 0.29047006536825765, 'reg_lambda': 1.5121392303401489}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,041] Trial 126 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 215, 'learning_rate': 0.03213388401285177, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8455179131225302, 'colsample_bytree': 0.7521975560781937, 'gamma': 3.596591076819987, 'reg_alpha': 0.2534453186635854, 'reg_lambda': 1.6233821733405747}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,114] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.014215497377066762, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8535810263490657, 'colsample_bytree': 0.6913963261119452, 'gamma': 3.0499928875323388, 'reg_alpha': 0.26526058871344826, 'reg_lambda': 1.4418239164695965}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,215] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.02649677023059578, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9010726075003096, 'colsample_bytree': 0.947708394388707, 'gamma': 3.6747808380666016, 'reg_alpha': 0.3170100054655043, 'reg_lambda': 1.5783767941749547}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,288] Trial 129 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.012735120522777048, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8259515100932783, 'colsample_bytree': 0.6968717138700494, 'gamma': 3.8239434994897747, 'reg_alpha': 0.2357698207216706, 'reg_lambda': 1.9637890830478535}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,364] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.011811038602520536, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8736015628553147, 'colsample_bytree': 0.9771210201327551, 'gamma': 4.202529922055581, 'reg_alpha': 0.33972968342137017, 'reg_lambda': 1.8622287437299068}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,449] Trial 131 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.011712924145982951, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8762922691205929, 'colsample_bytree': 0.9781818685110634, 'gamma': 4.041408906791471, 'reg_alpha': 0.35677328892632637, 'reg_lambda': 1.7465598737090018}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,528] Trial 132 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 233, 'learning_rate': 0.010828347340518666, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8642036060458532, 'colsample_bytree': 0.9099087662998795, 'gamma': 4.191828471037976, 'reg_alpha': 0.30066178213041017, 'reg_lambda': 1.8579452758541923}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,602] Trial 133 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.016137961833616626, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8205633340580845, 'colsample_bytree': 0.9287720168598222, 'gamma': 3.880604488821655, 'reg_alpha': 0.33647199862167254, 'reg_lambda': 1.8992706270567727}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,672] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.012481292717418893, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8416329802337633, 'colsample_bytree': 0.9941220902770646, 'gamma': 4.143408988000211, 'reg_alpha': 0.3882593181156236, 'reg_lambda': 1.7042089207246216}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,747] Trial 135 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.013683742253290155, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8425946001226842, 'colsample_bytree': 0.6447933793893377, 'gamma': 3.338035159112031, 'reg_alpha': 0.39050733340914595, 'reg_lambda': 1.5815198416954117}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,822] Trial 136 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.012833124685772862, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8115489931954722, 'colsample_bytree': 0.7831141553012506, 'gamma': 4.5055236259474505, 'reg_alpha': 0.43674915416235127, 'reg_lambda': 1.681953299130531}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,892] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.015318022693739164, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8511414246558928, 'colsample_bytree': 0.759138354042025, 'gamma': 4.035895283866565, 'reg_alpha': 0.49234528631725755, 'reg_lambda': 2.09283607127453}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:38,966] Trial 138 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 234, 'learning_rate': 0.12862950267157724, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8337264904224803, 'colsample_bytree': 0.85413333237166, 'gamma': 4.358532972704456, 'reg_alpha': 0.3687285129137174, 'reg_lambda': 1.7915255233686325}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,051] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.012449784574370367, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.858259910056888, 'colsample_bytree': 0.9946775211284596, 'gamma': 4.151785365131988, 'reg_alpha': 0.39875341374594897, 'reg_lambda': 1.4550658775360223}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,099] Trial 140 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 86, 'learning_rate': 0.013755791154487185, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8229229958882333, 'colsample_bytree': 0.8868246869036681, 'gamma': 3.48679973430901, 'reg_alpha': 0.2847208347711362, 'reg_lambda': 1.7323882271310098}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,172] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.011789944600379989, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8762235166983627, 'colsample_bytree': 0.9799488808628979, 'gamma': 4.208781771862303, 'reg_alpha': 0.3375491343134243, 'reg_lambda': 1.9267854385762049}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,252] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.011301955194516773, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8855346244049138, 'colsample_bytree': 0.9698189010712223, 'gamma': 3.961925658199918, 'reg_alpha': 0.3580920342593901, 'reg_lambda': 1.849728939921241}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,329] Trial 143 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 240, 'learning_rate': 0.010753456788872734, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8721587367338871, 'colsample_bytree': 0.9868165914955693, 'gamma': 4.321797386259206, 'reg_alpha': 0.4212000454058317, 'reg_lambda': 0.979447685758815}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,392] Trial 144 finished with value: 0.5 and parameters: {'n_estimators': 205, 'learning_rate': 0.012089826861860354, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8516686787544347, 'colsample_bytree': 0.9446395126694562, 'gamma': 2.066003581586193, 'reg_alpha': 0.32195939826376047, 'reg_lambda': 2.0097629238760275}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,468] Trial 145 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.014545577142097189, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9081932901805232, 'colsample_bytree': 0.683229820500108, 'gamma': 4.474368350246262, 'reg_alpha': 0.21633457401815778, 'reg_lambda': 1.515720140758785}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,515] Trial 146 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 78, 'learning_rate': 0.013138377832570663, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7971877998891145, 'colsample_bytree': 0.965444492991154, 'gamma': 4.140240609363251, 'reg_alpha': 0.37928235636694974, 'reg_lambda': 2.0494431883546076}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,568] Trial 147 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 91, 'learning_rate': 0.03720475768010784, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8148801135883802, 'colsample_bytree': 0.9975773188842265, 'gamma': 4.217955738887482, 'reg_alpha': 0.4072633933061919, 'reg_lambda': 1.6533288200340943}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,621] Trial 148 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.04267164307073924, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8114736454359196, 'colsample_bytree': 0.655348694435136, 'gamma': 4.5674852239943675, 'reg_alpha': 0.45783908465149986, 'reg_lambda': 1.6379652820595834}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,673] Trial 149 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.04430255818231985, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.81620218769546, 'colsample_bytree': 0.6300833968994357, 'gamma': 4.58178622347314, 'reg_alpha': 0.4576084794567476, 'reg_lambda': 1.6525250857521272}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,727] Trial 150 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 83, 'learning_rate': 0.05075199090125521, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8038019663960007, 'colsample_bytree': 0.6545298333063829, 'gamma': 4.429145253751683, 'reg_alpha': 0.4795647949100669, 'reg_lambda': 1.710895023444875}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,771] Trial 151 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 82, 'learning_rate': 0.03615003593292915, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8038067820661008, 'colsample_bytree': 0.6558325923890399, 'gamma': 4.4569732885747015, 'reg_alpha': 0.47898723592394915, 'reg_lambda': 1.7296445215981358}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,819] Trial 152 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 82, 'learning_rate': 0.036690194423180986, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8041518338128001, 'colsample_bytree': 0.8274014843870003, 'gamma': 4.73757948727872, 'reg_alpha': 0.478932477601602, 'reg_lambda': 1.7207261794009314}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,877] Trial 153 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.0373839427028578, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8074095942498711, 'colsample_bytree': 0.9979403322278444, 'gamma': 4.765843079484376, 'reg_alpha': 0.46831685354447505, 'reg_lambda': 1.7258310095287608}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,924] Trial 154 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 85, 'learning_rate': 0.04254394379370625, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7970820440735069, 'colsample_bytree': 0.8348796478102307, 'gamma': 4.594602803721588, 'reg_alpha': 0.49762595643924407, 'reg_lambda': 1.5882280603678987}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:39,973] Trial 155 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 83, 'learning_rate': 0.03445369196033639, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7953503012884227, 'colsample_bytree': 0.8305717759377814, 'gamma': 4.684932000109872, 'reg_alpha': 0.543767940483003, 'reg_lambda': 1.5725353999155398}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,021] Trial 156 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.044563583210748575, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7945031363868964, 'colsample_bytree': 0.8130477439577853, 'gamma': 4.538340277677792, 'reg_alpha': 0.5269890573825825, 'reg_lambda': 1.5881907271574873}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,098] Trial 157 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 97, 'learning_rate': 0.0531150692491009, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8142822594619736, 'colsample_bytree': 0.8297766381220794, 'gamma': 4.447458293326055, 'reg_alpha': 0.5402529844876666, 'reg_lambda': 1.6162108774795074}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,150] Trial 158 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 84, 'learning_rate': 0.034128629652599926, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7934058261412297, 'colsample_bytree': 0.8427616617276268, 'gamma': 4.619745284488958, 'reg_alpha': 0.5633118294347693, 'reg_lambda': 1.6604452464164783}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,200] Trial 159 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.04846934461856619, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8013321184320776, 'colsample_bytree': 0.8129724417992221, 'gamma': 4.904137406292108, 'reg_alpha': 0.44878628505623824, 'reg_lambda': 1.3383706534583737}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,252] Trial 160 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 74, 'learning_rate': 0.041872243872537636, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7796446776907322, 'colsample_bytree': 0.8044422286311999, 'gamma': 4.410699455249685, 'reg_alpha': 0.5941020044657969, 'reg_lambda': 1.774381557867928}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,301] Trial 161 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 83, 'learning_rate': 0.03576747046688444, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8051042339544099, 'colsample_bytree': 0.8275784871077914, 'gamma': 4.723679394219731, 'reg_alpha': 0.4927830165705782, 'reg_lambda': 1.6785250134541463}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,355] Trial 162 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 88, 'learning_rate': 0.03866768954675332, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8210057338435631, 'colsample_bytree': 0.8417459225372004, 'gamma': 4.798339769176608, 'reg_alpha': 0.48512242560585633, 'reg_lambda': 1.492074114158292}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,404] Trial 163 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 80, 'learning_rate': 0.029261319646810658, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8283559774794851, 'colsample_bytree': 0.8625113782316327, 'gamma': 4.645505083273094, 'reg_alpha': 0.5061038509525219, 'reg_lambda': 1.726513662387938}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,456] Trial 164 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 67, 'learning_rate': 0.04107370164053127, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8095782465716258, 'colsample_bytree': 0.8333273476602324, 'gamma': 4.556792084194116, 'reg_alpha': 0.4745274885247465, 'reg_lambda': 1.5785862314024615}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,511] Trial 165 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 106, 'learning_rate': 0.059304866393595355, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7912129511798476, 'colsample_bytree': 0.7922796298530885, 'gamma': 4.743625156815879, 'reg_alpha': 0.5107156011746553, 'reg_lambda': 1.388526521698193}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,562] Trial 166 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.04236173216901587, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8003053150817251, 'colsample_bytree': 0.822697485873454, 'gamma': 4.316946859100524, 'reg_alpha': 0.42795726520872157, 'reg_lambda': 1.5405261700907882}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,611] Trial 167 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 83, 'learning_rate': 0.034971916758668675, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8367899824716333, 'colsample_bytree': 0.8464759665856278, 'gamma': 4.848864188356941, 'reg_alpha': 0.4483647662629332, 'reg_lambda': 1.646078902212707}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,661] Trial 168 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 72, 'learning_rate': 0.0496058817520086, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8106548023429959, 'colsample_bytree': 0.6549260967504249, 'gamma': 4.440610552575854, 'reg_alpha': 0.41163799829781167, 'reg_lambda': 1.720166810629437}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,710] Trial 169 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 96, 'learning_rate': 0.032998255976969225, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7857819267555505, 'colsample_bytree': 0.8814722135375258, 'gamma': 4.658258398268997, 'reg_alpha': 0.5931086064571368, 'reg_lambda': 1.617022509723625}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,761] Trial 170 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 100, 'learning_rate': 0.03777846298042334, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.817293781288238, 'colsample_bytree': 0.6354014185171365, 'gamma': 4.970191328330752, 'reg_alpha': 0.5436267559494047, 'reg_lambda': 1.802918258633003}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:40,986] Trial 171 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 95, 'learning_rate': 0.0588840637886683, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8146697517624545, 'colsample_bytree': 0.8216386040353585, 'gamma': 4.458059657991256, 'reg_alpha': 0.5548538471684065, 'reg_lambda': 1.5673705609779143}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,044] Trial 172 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 86, 'learning_rate': 0.05259453238054922, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8302255382275942, 'colsample_bytree': 0.8498226188074781, 'gamma': 4.507269851973846, 'reg_alpha': 0.5318040129897347, 'reg_lambda': 1.6736059694615546}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,096] Trial 173 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 77, 'learning_rate': 0.029139939614651385, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8018797885335585, 'colsample_bytree': 0.9242994240774939, 'gamma': 4.303621179338071, 'reg_alpha': 0.4779303743231013, 'reg_lambda': 1.6169174824972397}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,150] Trial 174 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 75, 'learning_rate': 0.032119557202587974, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8040923505976795, 'colsample_bytree': 0.8713209314122675, 'gamma': 4.309711110653668, 'reg_alpha': 0.5031449148914677, 'reg_lambda': 2.173078948306055}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,201] Trial 175 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 79, 'learning_rate': 0.028906240485255766, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7975043721468076, 'colsample_bytree': 0.897280120773521, 'gamma': 4.258537542102953, 'reg_alpha': 0.479368458835233, 'reg_lambda': 1.774972707085185}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,250] Trial 176 finished with value: 0.625 and parameters: {'n_estimators': 60, 'learning_rate': 0.02900084017998014, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7961589941629024, 'colsample_bytree': 0.9234756727945634, 'gamma': 1.2885814995300024, 'reg_alpha': 0.4676904798884394, 'reg_lambda': 1.6083172266107841}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,304] Trial 177 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.030493667327337895, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8230016585548104, 'colsample_bytree': 0.9367653355175121, 'gamma': 4.267265981152204, 'reg_alpha': 0.4470009197242464, 'reg_lambda': 1.7713206304837306}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,354] Trial 178 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 70, 'learning_rate': 0.02496227760643957, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8413658840053179, 'colsample_bytree': 0.8993138914089415, 'gamma': 4.353168808811504, 'reg_alpha': 0.40611105087938865, 'reg_lambda': 1.5366356007519881}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,404] Trial 179 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 89, 'learning_rate': 0.04640643350795553, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7835840306605505, 'colsample_bytree': 0.9855154251005388, 'gamma': 4.063681343320562, 'reg_alpha': 0.4892967510375029, 'reg_lambda': 1.4915692844267647}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,454] Trial 180 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.028262749778577363, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7913753047809352, 'colsample_bytree': 0.9186596850759682, 'gamma': 4.550568399593079, 'reg_alpha': 0.4305290967108568, 'reg_lambda': 1.9649700558480934}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,531] Trial 181 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 81, 'learning_rate': 0.03873940131631643, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8020483243553483, 'colsample_bytree': 0.9063324049144446, 'gamma': 4.673098712523205, 'reg_alpha': 0.46425704684159047, 'reg_lambda': 1.7119807180734383}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,580] Trial 182 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.043985294450383794, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7773406340378566, 'colsample_bytree': 0.9025351722302201, 'gamma': 0.3604461451574643, 'reg_alpha': 0.4652187397408501, 'reg_lambda': 1.646516639780886}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,630] Trial 183 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.03996861772754597, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7995990527420791, 'colsample_bytree': 0.9060717535655991, 'gamma': 4.393555766306185, 'reg_alpha': 0.43292363965271113, 'reg_lambda': 2.098494298990465}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,678] Trial 184 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 84, 'learning_rate': 0.03983453881734831, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8161664696899684, 'colsample_bytree': 0.9416964649335313, 'gamma': 4.253389485106647, 'reg_alpha': 0.4071053999096951, 'reg_lambda': 1.7574552596171962}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,723] Trial 185 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 78, 'learning_rate': 0.035334571181945544, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8286291337984338, 'colsample_bytree': 0.9158287552361184, 'gamma': 4.595719829859869, 'reg_alpha': 0.4553212653322588, 'reg_lambda': 1.6697334744852537}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,770] Trial 186 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.031168958340426968, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8082017537536703, 'colsample_bytree': 0.8888652813222243, 'gamma': 4.671666144426279, 'reg_alpha': 0.49613905824807114, 'reg_lambda': 1.7113387912274578}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,821] Trial 187 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.02219575204728399, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.789223001953137, 'colsample_bytree': 0.9237723484780198, 'gamma': 2.822451833867964, 'reg_alpha': 0.8644198723197647, 'reg_lambda': 1.6100888947232288}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,874] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.048290197033630716, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8248430825960047, 'colsample_bytree': 0.6467818390684245, 'gamma': 4.402321958272399, 'reg_alpha': 0.5127202751016073, 'reg_lambda': 1.5654201703666852}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,922] Trial 189 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 81, 'learning_rate': 0.025092869352096498, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8371273233436851, 'colsample_bytree': 0.8944797373173073, 'gamma': 4.514032443658745, 'reg_alpha': 0.41794416185470346, 'reg_lambda': 2.025673990699156}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:41,970] Trial 190 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.04395072274960926, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8125072890989906, 'colsample_bytree': 0.6630214337194624, 'gamma': 4.2338374456174, 'reg_alpha': 0.47938878754351416, 'reg_lambda': 1.692376165822627}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,021] Trial 191 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 87, 'learning_rate': 0.03699665547426728, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8058566668777074, 'colsample_bytree': 0.9291232880046675, 'gamma': 4.803012149502149, 'reg_alpha': 0.48177878175575156, 'reg_lambda': 1.7354195049063237}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,071] Trial 192 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 81, 'learning_rate': 0.037069948240827696, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7992737782580965, 'colsample_bytree': 0.6524449036512937, 'gamma': 4.751430881946259, 'reg_alpha': 0.46607240386644017, 'reg_lambda': 1.8100979992830384}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,117] Trial 193 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.032973568155679485, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7999327032163124, 'colsample_bytree': 0.6764310494829532, 'gamma': 4.646609211840589, 'reg_alpha': 0.4408411677440991, 'reg_lambda': 1.8034030600607152}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,169] Trial 194 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 80, 'learning_rate': 0.040804036867859425, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7950822633265742, 'colsample_bytree': 0.6470963867287213, 'gamma': 4.905040325035984, 'reg_alpha': 0.46065030165169835, 'reg_lambda': 1.9178930491265467}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,220] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 87, 'learning_rate': 0.03899912718253987, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8189112868079346, 'colsample_bytree': 0.7814295795159844, 'gamma': 4.713875993253245, 'reg_alpha': 0.5258112031752099, 'reg_lambda': 1.8099030971340344}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,271] Trial 196 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.034080175163852096, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7719633811907834, 'colsample_bytree': 0.6608573966800673, 'gamma': 4.993281492621802, 'reg_alpha': 0.38999488799986975, 'reg_lambda': 1.6410817755760316}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,318] Trial 197 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 76, 'learning_rate': 0.037235357552965115, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7842475535898192, 'colsample_bytree': 0.9561981870663638, 'gamma': 4.561708986473044, 'reg_alpha': 0.43340867119865983, 'reg_lambda': 1.7676371948509215}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,368] Trial 198 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 84, 'learning_rate': 0.05614329425355365, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8437775181869686, 'colsample_bytree': 0.6536628443481941, 'gamma': 4.085342812631666, 'reg_alpha': 0.4012671511762369, 'reg_lambda': 1.9779182794924985}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,419] Trial 199 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 91, 'learning_rate': 0.02750498528607728, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8081605456022305, 'colsample_bytree': 0.6387442596997477, 'gamma': 4.82428662573194, 'reg_alpha': 0.4557239936183887, 'reg_lambda': 2.153508996918735}. Best is trial 96 with value: 0.7380952380952381.
[I 2025-11-03 19:16:42,422] A new study created in memory with name: no-name-2bbe5192-3b59-43a6-bcb4-e7c7f5e042a6
[I 2025-11-03 19:16:42,483] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.05256296949595492, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6769762770610208, 'colsample_bytree': 0.7901843955996121, 'gamma': 4.347362557948239, 'reg_alpha': 0.11942743992525207, 'reg_lambda': 1.0300120243860613}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:16:42,511] Trial 1 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 58, 'learning_rate': 0.262038676425155, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7636134304132296, 'colsample_bytree': 0.9957339346276944, 'gamma': 3.9827263525220475, 'reg_alpha': 0.7894321119393791, 'reg_lambda': 1.7939632353966868}. Best is trial 1 with value: 0.6636904761904763.
[I 2025-11-03 19:16:42,548] Trial 2 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 41, 'learning_rate': 0.13153704483583695, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8437785844423948, 'colsample_bytree': 0.6396477173266459, 'gamma': 0.3280214203774151, 'reg_alpha': 0.9464626399893267, 'reg_lambda': 1.2387051258294364}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,629] Trial 3 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 104, 'learning_rate': 0.010411897899018611, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9300925044999482, 'colsample_bytree': 0.9074817019508526, 'gamma': 4.617645599928938, 'reg_alpha': 0.7893202111930488, 'reg_lambda': 1.133909828571736}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,677] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.0640973048539598, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8819045423526366, 'colsample_bytree': 0.6820310153877973, 'gamma': 3.7041003054701997, 'reg_alpha': 0.03873652252266491, 'reg_lambda': 2.8798891400238014}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,722] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.03835612690450307, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.7356159613386515, 'colsample_bytree': 0.9957334742161854, 'gamma': 2.682338230383219, 'reg_alpha': 0.2843702578098134, 'reg_lambda': 0.9577888824748966}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,790] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.01935051010240693, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8117954007744133, 'colsample_bytree': 0.6112399354943919, 'gamma': 4.15422765837354, 'reg_alpha': 0.33632644831159386, 'reg_lambda': 2.681756794709519}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,850] Trial 7 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 191, 'learning_rate': 0.04112786695491469, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9989348814350983, 'colsample_bytree': 0.9078309197859685, 'gamma': 3.591074541024753, 'reg_alpha': 0.5823023893724066, 'reg_lambda': 0.6761268128735818}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,884] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.026741883381422273, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6243777266053055, 'colsample_bytree': 0.8508851959567594, 'gamma': 3.6502837060775133, 'reg_alpha': 0.5295891503990422, 'reg_lambda': 1.2784539233144456}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,936] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.15094669244440834, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8389343831152942, 'colsample_bytree': 0.7295204290717163, 'gamma': 4.3407706060998015, 'reg_alpha': 0.2550776720463156, 'reg_lambda': 1.9348736321316222}. Best is trial 2 with value: 0.6845238095238096.
[I 2025-11-03 19:16:42,973] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 26, 'learning_rate': 0.14267842899531302, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9401266831688965, 'colsample_bytree': 0.626783863564005, 'gamma': 0.29347552537994925, 'reg_alpha': 0.9778612691456348, 'reg_lambda': 2.2392570631430955}. Best is trial 10 with value: 0.6904761904761905.
[I 2025-11-03 19:16:43,004] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 24, 'learning_rate': 0.10935933765977615, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9413227863158095, 'colsample_bytree': 0.6094149730674434, 'gamma': 0.07930856061781413, 'reg_alpha': 0.9629093003563838, 'reg_lambda': 2.4095288781431887}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,061] Trial 12 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.1017732701801517, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.995024107319067, 'colsample_bytree': 0.7069649331238174, 'gamma': 0.015338565152891004, 'reg_alpha': 0.9948277073125716, 'reg_lambda': 2.3783805270442935}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,099] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.2603514920150019, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9215230998451551, 'colsample_bytree': 0.6009895293705673, 'gamma': 1.0862567705316675, 'reg_alpha': 0.7863672593193142, 'reg_lambda': 2.236835249958863}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,148] Trial 14 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.08886444871605666, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9409315683709258, 'colsample_bytree': 0.7568691407426396, 'gamma': 1.2112552434213346, 'reg_alpha': 0.6706839519639789, 'reg_lambda': 2.4398038502827273}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,184] Trial 15 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 23, 'learning_rate': 0.18614988451070952, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8800116722405873, 'colsample_bytree': 0.6647140783639385, 'gamma': 0.9754879225821518, 'reg_alpha': 0.9164576716469843, 'reg_lambda': 2.1047903047530068}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,233] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 95, 'learning_rate': 0.0673687656437756, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9578303698408934, 'colsample_bytree': 0.6393595846400775, 'gamma': 1.893467917209122, 'reg_alpha': 0.8650189690661055, 'reg_lambda': 1.618030610556401}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,284] Trial 17 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 106, 'learning_rate': 0.0729545067802499, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9786415258919801, 'colsample_bytree': 0.6794363909048333, 'gamma': 1.976943676821032, 'reg_alpha': 0.6736042684272084, 'reg_lambda': 1.529317637364926}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,335] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.09988076957082886, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8850056240111115, 'colsample_bytree': 0.7633826161666639, 'gamma': 2.0786774186852424, 'reg_alpha': 0.8426646882847101, 'reg_lambda': 1.5129315241073962}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,409] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 240, 'learning_rate': 0.0247698889007078, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.770758802548223, 'colsample_bytree': 0.8325330769503015, 'gamma': 2.865784103527617, 'reg_alpha': 0.43069886180854833, 'reg_lambda': 2.671939919886494}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,480] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.04817417975090557, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9067556689422787, 'colsample_bytree': 0.6487120849768323, 'gamma': 1.6173239658514647, 'reg_alpha': 0.6737599709814754, 'reg_lambda': 1.581645335053113}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,532] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 115, 'learning_rate': 0.06868305534065358, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.974131683435816, 'colsample_bytree': 0.6885864264361118, 'gamma': 1.8388434376485283, 'reg_alpha': 0.6602883246675972, 'reg_lambda': 1.5608668823969478}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,589] Trial 22 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 150, 'learning_rate': 0.07242170748215296, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9711004445213378, 'colsample_bytree': 0.7092875650718518, 'gamma': 3.0454331718523147, 'reg_alpha': 0.8724869058387743, 'reg_lambda': 1.8690729926808016}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,680] Trial 23 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 119, 'learning_rate': 0.10487470154766343, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.96841954414109, 'colsample_bytree': 0.6022623910544678, 'gamma': 2.3510685305627894, 'reg_alpha': 0.7356977429414607, 'reg_lambda': 1.5935253253554258}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,733] Trial 24 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 86, 'learning_rate': 0.032243089327098906, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9571603420231091, 'colsample_bytree': 0.656455803175798, 'gamma': 1.4466904502422235, 'reg_alpha': 0.8796649906560582, 'reg_lambda': 2.0258942640229103}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,770] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.19702559357211796, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.855344301997668, 'colsample_bytree': 0.7004027532473365, 'gamma': 0.7417663391372319, 'reg_alpha': 0.5341889101608858, 'reg_lambda': 1.388369335127388}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,819] Trial 26 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 76, 'learning_rate': 0.06168672070329426, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9073994851709489, 'colsample_bytree': 0.7425615283539594, 'gamma': 1.7726932395532906, 'reg_alpha': 0.637588546726024, 'reg_lambda': 1.7520627400980355}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,875] Trial 27 finished with value: 0.6785714285714287 and parameters: {'n_estimators': 127, 'learning_rate': 0.08263414211367373, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9522604243238555, 'colsample_bytree': 0.6237186015581004, 'gamma': 3.1900051740352415, 'reg_alpha': 0.443594706954545, 'reg_lambda': 2.9821420146307096}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,935] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.11790025425357001, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8046155655182826, 'colsample_bytree': 0.6748538667829727, 'gamma': 0.6798188203728035, 'reg_alpha': 0.7265004236994781, 'reg_lambda': 2.5779115670696617}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:43,993] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.05133797948694788, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6632369045460125, 'colsample_bytree': 0.7728034997152702, 'gamma': 2.334519753185175, 'reg_alpha': 0.8314287723318434, 'reg_lambda': 1.0673581129609673}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,047] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.17239840644813426, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7170964746977593, 'colsample_bytree': 0.821303767896478, 'gamma': 1.5345043400865919, 'reg_alpha': 0.9174132161619206, 'reg_lambda': 0.9091842794966107}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,098] Trial 31 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.07457994778233559, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9823746887002304, 'colsample_bytree': 0.6910476390434642, 'gamma': 1.970438855173931, 'reg_alpha': 0.7252861484449318, 'reg_lambda': 1.5357789593014555}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,145] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.05628569531215268, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9989341551726921, 'colsample_bytree': 0.6429686846158996, 'gamma': 2.0781818217428505, 'reg_alpha': 0.7847642974990454, 'reg_lambda': 1.657297476596726}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,186] Trial 33 finished with value: 0.6785714285714287 and parameters: {'n_estimators': 62, 'learning_rate': 0.05186356935774458, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.918047863350108, 'colsample_bytree': 0.6353477638286181, 'gamma': 2.5263969331202154, 'reg_alpha': 0.7940882391630958, 'reg_lambda': 1.7361903926399893}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,322] Trial 34 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 41, 'learning_rate': 0.041557388679089986, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9978081695441928, 'colsample_bytree': 0.6458056457189959, 'gamma': 1.3196408250824991, 'reg_alpha': 0.9354096725187412, 'reg_lambda': 1.3429514154323414}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,375] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.06038713571138697, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9529122169990295, 'colsample_bytree': 0.7252163754330319, 'gamma': 2.179410485461218, 'reg_alpha': 0.5878732813695937, 'reg_lambda': 1.8138001615522585}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:16:44,430] Trial 36 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 47, 'learning_rate': 0.013355650882437625, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8919435397626322, 'colsample_bytree': 0.6294835226127523, 'gamma': 0.677776458018118, 'reg_alpha': 0.7639427830307405, 'reg_lambda': 1.672120469173185}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,471] Trial 37 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 43, 'learning_rate': 0.0111605257469577, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8638738775977762, 'colsample_bytree': 0.6228541383632891, 'gamma': 0.5562670138747227, 'reg_alpha': 0.7957959513012615, 'reg_lambda': 2.096495486868677}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,516] Trial 38 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.012472742237439095, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8557597422981563, 'colsample_bytree': 0.6199418479617556, 'gamma': 0.46814821679070207, 'reg_alpha': 0.8790265126573877, 'reg_lambda': 2.1440545730226432}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,564] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.010060185806000451, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.837747802133174, 'colsample_bytree': 0.9640046549917412, 'gamma': 0.4113295884502536, 'reg_alpha': 0.9615495676843914, 'reg_lambda': 2.16165029810896}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,617] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.013470341978728694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.868157497035572, 'colsample_bytree': 0.6179841470187486, 'gamma': 0.15481937473787, 'reg_alpha': 0.020883956756667044, 'reg_lambda': 2.3844131968695597}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,699] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.013424484563608584, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8621465365826005, 'colsample_bytree': 0.6156861509641268, 'gamma': 0.0007856035797667582, 'reg_alpha': 0.03667118187467863, 'reg_lambda': 2.3500256688771746}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,744] Trial 42 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 30, 'learning_rate': 0.014358613998005339, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8238450886355314, 'colsample_bytree': 0.6198501184124148, 'gamma': 0.49076526038381507, 'reg_alpha': 0.24327590096915214, 'reg_lambda': 1.9828371662117965}. Best is trial 36 with value: 0.7291666666666666.
[I 2025-11-03 19:16:44,780] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.013208265543753317, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8900471140826709, 'colsample_bytree': 0.6636919474580719, 'gamma': 0.8525234778276289, 'reg_alpha': 0.15476251535877905, 'reg_lambda': 2.778718826645021}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,824] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.012739023467276617, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7786620228617682, 'colsample_bytree': 0.664523489748608, 'gamma': 0.8408613747483319, 'reg_alpha': 0.1921182551835824, 'reg_lambda': 2.793530922267093}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,870] Trial 45 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 53, 'learning_rate': 0.017515155868775056, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7903577827740822, 'colsample_bytree': 0.6609354614348827, 'gamma': 0.8356005986276186, 'reg_alpha': 0.14472700337887923, 'reg_lambda': 2.8193499665891943}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,912] Trial 46 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.01862802735509223, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7467375509375338, 'colsample_bytree': 0.6670899760844152, 'gamma': 0.24594505881602757, 'reg_alpha': 0.10656177268377806, 'reg_lambda': 2.548084103816689}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:44,976] Trial 47 finished with value: 0.693452380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.011602968456388389, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8868934034545448, 'colsample_bytree': 0.8728956494778225, 'gamma': 0.630248581302677, 'reg_alpha': 0.0016450271335557431, 'reg_lambda': 2.7900170472067214}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:16:45,013] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.015228233198900211, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7810768262494078, 'colsample_bytree': 0.7164770666012737, 'gamma': 0.9988810543266635, 'reg_alpha': 0.16739051800222954, 'reg_lambda': 2.92979947880465}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,062] Trial 49 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 34, 'learning_rate': 0.015844144613878217, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7837825076661245, 'colsample_bytree': 0.7192587100215417, 'gamma': 4.878413757595874, 'reg_alpha': 0.1726994210519281, 'reg_lambda': 2.825434717326648}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,101] Trial 50 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.024430964755729753, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7224250763429674, 'colsample_bytree': 0.6852034312408519, 'gamma': 0.9328931629893371, 'reg_alpha': 0.3411258594237918, 'reg_lambda': 2.6932727781705}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,137] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.021419778845442397, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7159439763020311, 'colsample_bytree': 0.7388989385347894, 'gamma': 0.9508947732257687, 'reg_alpha': 0.3350624300631727, 'reg_lambda': 2.927986670464716}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,179] Trial 52 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.02204487036399985, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7117138330168545, 'colsample_bytree': 0.7404753127087129, 'gamma': 1.0803856495143538, 'reg_alpha': 0.3792533669836815, 'reg_lambda': 2.9702918440543233}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,219] Trial 53 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 34, 'learning_rate': 0.022690669229168146, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6864845514104754, 'colsample_bytree': 0.8010567948154065, 'gamma': 1.1397484945361354, 'reg_alpha': 0.34757116365383667, 'reg_lambda': 2.995882519323858}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,252] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.02022108068042381, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.702355064000402, 'colsample_bytree': 0.7438415457906211, 'gamma': 1.3161949616318447, 'reg_alpha': 0.08815014754202426, 'reg_lambda': 2.913197183060633}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,287] Trial 55 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.020554553553358466, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6896057079567417, 'colsample_bytree': 0.7437473063440914, 'gamma': 1.2708216244079122, 'reg_alpha': 0.3032608383369317, 'reg_lambda': 2.938567053007511}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,319] Trial 56 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 28, 'learning_rate': 0.015872495803276602, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6474184580022823, 'colsample_bytree': 0.7424676891992004, 'gamma': 1.0321147187679, 'reg_alpha': 0.38369571688476983, 'reg_lambda': 2.8983728780219065}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,360] Trial 57 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 20, 'learning_rate': 0.029529245818590545, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7555493824152241, 'colsample_bytree': 0.7794567630575198, 'gamma': 1.3920406970893449, 'reg_alpha': 0.22711071048138187, 'reg_lambda': 2.5999303217341483}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,432] Trial 58 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 30, 'learning_rate': 0.02701330587217995, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7515574775348906, 'colsample_bytree': 0.784544025519135, 'gamma': 1.4340039355860763, 'reg_alpha': 0.11688687455352031, 'reg_lambda': 2.68957279909769}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,473] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 23, 'learning_rate': 0.031411473635049814, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7181084814879874, 'colsample_bytree': 0.7921828208393819, 'gamma': 1.741250912443772, 'reg_alpha': 0.07532066327212932, 'reg_lambda': 2.5874593106873456}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,504] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 32, 'learning_rate': 0.02984614200715644, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6993570681006382, 'colsample_bytree': 0.7651614481860401, 'gamma': 1.1210058344314038, 'reg_alpha': 0.23187583330799785, 'reg_lambda': 2.4993815430881603}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,549] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.021660283695271225, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7352920054523906, 'colsample_bytree': 0.7133573478747619, 'gamma': 1.2731881147748054, 'reg_alpha': 0.20582124323952486, 'reg_lambda': 2.9037148323552646}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,585] Trial 62 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 22, 'learning_rate': 0.017082421848963327, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7046829245553882, 'colsample_bytree': 0.7549197327880778, 'gamma': 0.9001066198547287, 'reg_alpha': 0.29749416018446684, 'reg_lambda': 2.7442571728651335}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,627] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.01956082912316814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6652830650070589, 'colsample_bytree': 0.7345024068609184, 'gamma': 0.7013960422840776, 'reg_alpha': 0.2656916534521264, 'reg_lambda': 2.8826506132142407}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,674] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.03744817606519247, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7581796787518482, 'colsample_bytree': 0.779375491473798, 'gamma': 1.5936017669377835, 'reg_alpha': 0.08846874844587625, 'reg_lambda': 2.6325194816242496}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,721] Trial 65 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 27, 'learning_rate': 0.015322170992986555, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7301969960344443, 'colsample_bytree': 0.697446944620624, 'gamma': 1.3670377119318484, 'reg_alpha': 0.15233551694594513, 'reg_lambda': 2.986423062013456}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,754] Trial 66 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.015526337014507735, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7684066654352706, 'colsample_bytree': 0.7009024763655333, 'gamma': 1.070663469209675, 'reg_alpha': 0.15377948967705551, 'reg_lambda': 2.7292669896114914}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,789] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.023346826260017595, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7672053262309279, 'colsample_bytree': 0.8049162111355117, 'gamma': 1.0518051541293922, 'reg_alpha': 0.39656428134038546, 'reg_lambda': 2.746749070859221}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,839] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.01764844283548234, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.768799330427644, 'colsample_bytree': 0.8033250697199268, 'gamma': 1.6294144941369817, 'reg_alpha': 0.21176370060299934, 'reg_lambda': 0.5028210881409034}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,874] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.02738135294475122, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.769062914472456, 'colsample_bytree': 0.818345803676002, 'gamma': 1.570639014884542, 'reg_alpha': 0.4420729777323349, 'reg_lambda': 0.7166307297837133}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,923] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.02432892843743222, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8183278884152546, 'colsample_bytree': 0.8615219809949359, 'gamma': 1.7124879279852387, 'reg_alpha': 0.2057073557620217, 'reg_lambda': 0.5706773825864895}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:45,967] Trial 71 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 37, 'learning_rate': 0.018395823445793144, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7984187353114062, 'colsample_bytree': 0.8010098216182354, 'gamma': 1.1709662859777792, 'reg_alpha': 0.07189387775430972, 'reg_lambda': 2.7642391720167807}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,053] Trial 72 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 201, 'learning_rate': 0.017030048479305854, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.740491583514589, 'colsample_bytree': 0.8161358126983029, 'gamma': 1.013351375767487, 'reg_alpha': 0.14320181005451268, 'reg_lambda': 2.8450134476759574}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,095] Trial 73 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 28, 'learning_rate': 0.020262785571770005, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.760058703803858, 'colsample_bytree': 0.7544368246853976, 'gamma': 1.423092844166169, 'reg_alpha': 0.22484801475412736, 'reg_lambda': 2.4714225402658405}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,173] Trial 74 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.03583275491984822, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7719503710419597, 'colsample_bytree': 0.7710169636151543, 'gamma': 0.8944474141439825, 'reg_alpha': 0.2660876493899571, 'reg_lambda': 2.7174720486810497}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,212] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.039760440315520035, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7765415267530134, 'colsample_bytree': 0.8321792704202269, 'gamma': 1.2361105177513132, 'reg_alpha': 0.26804310640911505, 'reg_lambda': 2.2951333577696906}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,263] Trial 76 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.0425430272428211, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.775855673197851, 'colsample_bytree': 0.8428226458386376, 'gamma': 1.2080221742044996, 'reg_alpha': 0.2683823541880701, 'reg_lambda': 2.2722820562129407}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,313] Trial 77 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.03371370891720282, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7954051695562685, 'colsample_bytree': 0.8312997737011951, 'gamma': 3.832537698757881, 'reg_alpha': 0.3120868511626543, 'reg_lambda': 2.63163817001561}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,360] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.045053893492537155, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8095958022112104, 'colsample_bytree': 0.8060599024967855, 'gamma': 0.3434152612225463, 'reg_alpha': 0.40173795107182236, 'reg_lambda': 2.5283558832748425}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,403] Trial 79 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.029232744002607763, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7623540424959494, 'colsample_bytree': 0.7735461445890338, 'gamma': 0.9818072221536016, 'reg_alpha': 0.5037589211234967, 'reg_lambda': 2.6928885320050564}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,451] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.03559569952025631, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7837713994249789, 'colsample_bytree': 0.8764202430894307, 'gamma': 0.7423810091029489, 'reg_alpha': 0.32330906220026645, 'reg_lambda': 2.3418907696730686}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,490] Trial 81 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 25, 'learning_rate': 0.025105912821675617, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7529892296263527, 'colsample_bytree': 0.7892860247902658, 'gamma': 1.521176746770159, 'reg_alpha': 0.2776853322584698, 'reg_lambda': 2.7254518585282526}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,522] Trial 82 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 26, 'learning_rate': 0.02319106376077223, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7484468110560056, 'colsample_bytree': 0.7910792394953807, 'gamma': 1.9091004636685622, 'reg_alpha': 0.2764937471555956, 'reg_lambda': 2.6053809956354153}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,560] Trial 83 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 41, 'learning_rate': 0.03826994607184315, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7695909779892898, 'colsample_bytree': 0.7650289142790748, 'gamma': 1.4840218761675275, 'reg_alpha': 0.18465131020861456, 'reg_lambda': 2.704914339791249}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,591] Trial 84 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.027102413427974988, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7299279501769117, 'colsample_bytree': 0.8116250951816373, 'gamma': 1.6875683864371367, 'reg_alpha': 0.25357619817706645, 'reg_lambda': 1.2196858705413387}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,662] Trial 85 finished with value: 0.699404761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.029872103548660555, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8253751600144458, 'colsample_bytree': 0.8360834957369823, 'gamma': 0.7965622498525066, 'reg_alpha': 0.3684014584287449, 'reg_lambda': 2.7330503231294005}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,702] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.033593744072749974, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.7899038904731618, 'colsample_bytree': 0.7284233671771085, 'gamma': 0.5589125499487829, 'reg_alpha': 0.21610582409844004, 'reg_lambda': 2.8455715878919157}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,747] Trial 87 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 45, 'learning_rate': 0.014786972707417932, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.751378102764734, 'colsample_bytree': 0.7922172642903121, 'gamma': 1.1958454296152203, 'reg_alpha': 0.4178823242664693, 'reg_lambda': 2.4381232350653024}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,792] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.04631989219302271, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.740442606555648, 'colsample_bytree': 0.8272079352696317, 'gamma': 0.9375425048544364, 'reg_alpha': 0.24593593989142834, 'reg_lambda': 0.9445871646194455}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,865] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 52, 'learning_rate': 0.025703046097312405, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8068465235603017, 'colsample_bytree': 0.8540845037787403, 'gamma': 1.8394952243365124, 'reg_alpha': 0.34780506559523927, 'reg_lambda': 2.637153795279177}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,947] Trial 90 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.011485462519693602, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7769466265174254, 'colsample_bytree': 0.7736653818839141, 'gamma': 3.4075813241207324, 'reg_alpha': 0.2848931061126885, 'reg_lambda': 2.557127349767357}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:46,991] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.020044055732095625, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7582723523070785, 'colsample_bytree': 0.7186826705337851, 'gamma': 1.333178724125218, 'reg_alpha': 0.17644449982969448, 'reg_lambda': 2.898911871863453}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,020] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.021828956099727563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7674809265974047, 'colsample_bytree': 0.7028839534043116, 'gamma': 1.541956322450527, 'reg_alpha': 0.47646909243044255, 'reg_lambda': 2.9392232238055307}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,059] Trial 93 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.017966042771538054, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7672718245755396, 'colsample_bytree': 0.7543151061772663, 'gamma': 2.1937102174913337, 'reg_alpha': 0.4546724562793667, 'reg_lambda': 2.8444619787738823}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,090] Trial 94 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.018343809814585377, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7679732825613214, 'colsample_bytree': 0.7050845602749232, 'gamma': 2.640140693349671, 'reg_alpha': 0.4682883186241567, 'reg_lambda': 2.812568719425785}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,134] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.01675772470367427, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7865586781911265, 'colsample_bytree': 0.7051880433545087, 'gamma': 2.8201348195191436, 'reg_alpha': 0.4844616885523085, 'reg_lambda': 2.8548567052465366}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,179] Trial 96 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.017524344304403687, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7731703235048718, 'colsample_bytree': 0.6818604948128525, 'gamma': 2.308232272148901, 'reg_alpha': 0.4780174290000112, 'reg_lambda': 2.791806056050803}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,218] Trial 97 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 39, 'learning_rate': 0.022916680770735776, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7679155244501589, 'colsample_bytree': 0.7556247801447346, 'gamma': 2.1580835740930624, 'reg_alpha': 0.5303073834797996, 'reg_lambda': 0.8271067846408671}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,259] Trial 98 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.018909157083749142, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7934812257940662, 'colsample_bytree': 0.6931226998022555, 'gamma': 2.527282608031614, 'reg_alpha': 0.577652820219588, 'reg_lambda': 2.65420073832795}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,300] Trial 99 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.01424847229791912, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8012212867221795, 'colsample_bytree': 0.7064404410639121, 'gamma': 3.022932826354046, 'reg_alpha': 0.4633024627313426, 'reg_lambda': 2.9455185835962117}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,338] Trial 100 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.0141591433388475, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7802728197857527, 'colsample_bytree': 0.7214539512414571, 'gamma': 2.6351281057155944, 'reg_alpha': 0.5088728593040159, 'reg_lambda': 1.9086433799153226}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,371] Trial 101 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.025501967715188357, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7534631932283186, 'colsample_bytree': 0.8095371077977167, 'gamma': 1.6331876106813912, 'reg_alpha': 0.5482237469589162, 'reg_lambda': 2.7755953423160515}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,407] Trial 102 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.0160232311359613, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7450971302692553, 'colsample_bytree': 0.783447657643202, 'gamma': 1.5008904914425836, 'reg_alpha': 0.4657665237514777, 'reg_lambda': 2.739047127282026}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,478] Trial 103 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.028704546470754422, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7663468930881954, 'colsample_bytree': 0.6740853104759128, 'gamma': 2.4276585426092057, 'reg_alpha': 0.4332216630042416, 'reg_lambda': 2.818032297845964}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,524] Trial 104 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 42, 'learning_rate': 0.018099274517812194, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7258438920601022, 'colsample_bytree': 0.7984103992718652, 'gamma': 2.0977633601207826, 'reg_alpha': 0.1379034417625628, 'reg_lambda': 2.4944970262647876}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,561] Trial 105 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 26, 'learning_rate': 0.023738473317811717, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.73672314162385, 'colsample_bytree': 0.7834267646657512, 'gamma': 1.1100797701541825, 'reg_alpha': 0.40577209400945047, 'reg_lambda': 2.850187589401037}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,607] Trial 106 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 34, 'learning_rate': 0.012255448953530826, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7604884745368247, 'colsample_bytree': 0.7510282379109949, 'gamma': 1.7921733988330575, 'reg_alpha': 0.19508174239816226, 'reg_lambda': 2.58388880257843}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,648] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.021908196114039345, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7802390641112221, 'colsample_bytree': 0.7675209774645406, 'gamma': 1.4466725924947998, 'reg_alpha': 0.1660128648313055, 'reg_lambda': 2.6981600587115913}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,689] Trial 108 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.031731452126364836, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8173861204929644, 'colsample_bytree': 0.823339137928089, 'gamma': 1.977987701064301, 'reg_alpha': 0.2381298453938289, 'reg_lambda': 2.942864382595532}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,730] Trial 109 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 38, 'learning_rate': 0.016135945505924867, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7552486863909965, 'colsample_bytree': 0.6997263199723376, 'gamma': 2.7262532048727732, 'reg_alpha': 0.35928006031553184, 'reg_lambda': 2.8710994215802175}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,792] Trial 110 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 100, 'learning_rate': 0.036674347796735854, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8010177849650243, 'colsample_bytree': 0.7314838556895816, 'gamma': 1.2776299733375591, 'reg_alpha': 0.6130042406725751, 'reg_lambda': 2.7366019738003744}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,839] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.018361855741110614, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7254126535333564, 'colsample_bytree': 0.7983597943596106, 'gamma': 1.978497462973964, 'reg_alpha': 0.12678756745053307, 'reg_lambda': 1.4661745898589222}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,869] Trial 112 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.017936107473817537, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.743939075424217, 'colsample_bytree': 0.803725874796415, 'gamma': 2.2757353869027823, 'reg_alpha': 0.12826126577609145, 'reg_lambda': 2.516574346850472}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,911] Trial 113 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.020750898749181033, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7729448650753908, 'colsample_bytree': 0.7777460998192276, 'gamma': 2.0875972671401595, 'reg_alpha': 0.21179077108891503, 'reg_lambda': 2.273736938497059}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,950] Trial 114 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.0188647319073503, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7845282337918239, 'colsample_bytree': 0.7916494964315459, 'gamma': 1.5539067345470061, 'reg_alpha': 0.28172047680655615, 'reg_lambda': 2.4699392072288804}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:47,998] Trial 115 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.015087744038103102, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7634097203203275, 'colsample_bytree': 0.838069016896006, 'gamma': 1.0324184176996072, 'reg_alpha': 0.55085161256392, 'reg_lambda': 2.6503259442123697}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,040] Trial 116 finished with value: 0.699404761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.025211084701847138, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7308836049722738, 'colsample_bytree': 0.846958255561063, 'gamma': 2.2270183877294043, 'reg_alpha': 0.3875393590622536, 'reg_lambda': 2.9943518231983126}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,113] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.04171082262152024, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7932534257206032, 'colsample_bytree': 0.7983891946487756, 'gamma': 1.3832481520089588, 'reg_alpha': 0.09745311579984198, 'reg_lambda': 2.4157075365465523}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,151] Trial 118 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.021590873498882158, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7525144147201974, 'colsample_bytree': 0.8140725529081975, 'gamma': 2.3867731576571005, 'reg_alpha': 0.32247753781209854, 'reg_lambda': 2.7968502033192872}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,221] Trial 119 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.05551543730367124, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7698931478850176, 'colsample_bytree': 0.7614819705834039, 'gamma': 1.7057727671239906, 'reg_alpha': 0.16416729945876374, 'reg_lambda': 2.3394496031391676}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,266] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 60, 'learning_rate': 0.03461912536210107, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8302067187935154, 'colsample_bytree': 0.7172320632595045, 'gamma': 1.2266613836401021, 'reg_alpha': 0.4533517711398895, 'reg_lambda': 2.59529428475307}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,307] Trial 121 finished with value: 0.7351190476190474 and parameters: {'n_estimators': 23, 'learning_rate': 0.02093969622127702, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7210268552796154, 'colsample_bytree': 0.7374435545445636, 'gamma': 0.8294049900809595, 'reg_alpha': 0.30199867814499876, 'reg_lambda': 2.92294195941042}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,346] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.028234929494343617, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7435579046997487, 'colsample_bytree': 0.7133309189851921, 'gamma': 0.6122162854117674, 'reg_alpha': 0.3020345538227046, 'reg_lambda': 2.9126818176905793}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,390] Trial 123 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 25, 'learning_rate': 0.01984441403327623, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7350553782830438, 'colsample_bytree': 0.7490027278897303, 'gamma': 0.8537439768301144, 'reg_alpha': 0.24698717898000594, 'reg_lambda': 2.756813198668609}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,423] Trial 124 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 31, 'learning_rate': 0.023352016711054288, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7125542765625942, 'colsample_bytree': 0.7359061224820693, 'gamma': 4.242737827515366, 'reg_alpha': 0.2204293835249087, 'reg_lambda': 2.6811725864109137}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,463] Trial 125 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.01691840266235719, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7629139287262771, 'colsample_bytree': 0.7251521504331924, 'gamma': 1.174234104369997, 'reg_alpha': 0.26229141042595033, 'reg_lambda': 2.8354107824355568}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,510] Trial 126 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 46, 'learning_rate': 0.016686401567482682, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7764319616256751, 'colsample_bytree': 0.6902917057730449, 'gamma': 1.0832398592006651, 'reg_alpha': 0.048169229918558265, 'reg_lambda': 2.8119085215859663}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,547] Trial 127 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 37, 'learning_rate': 0.013970383179065892, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7634715675500597, 'colsample_bytree': 0.7250913502327906, 'gamma': 2.5990186373203237, 'reg_alpha': 0.141482721073573, 'reg_lambda': 2.716936605759365}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,593] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.015287069285855484, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7888319347635467, 'colsample_bytree': 0.7067641489260551, 'gamma': 1.3475543437824444, 'reg_alpha': 0.19078955061739383, 'reg_lambda': 2.874892239178472}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,667] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 184, 'learning_rate': 0.010629589171255165, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7872896587556676, 'colsample_bytree': 0.7005935643236609, 'gamma': 1.3539405300673872, 'reg_alpha': 0.19776996450946246, 'reg_lambda': 2.858044964703365}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,741] Trial 130 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.01290087733553368, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8133825515303033, 'colsample_bytree': 0.7076112440052698, 'gamma': 1.1660995882566267, 'reg_alpha': 0.2611438844202798, 'reg_lambda': 2.8859162128358204}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,783] Trial 131 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.01591577298266272, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7733100699231996, 'colsample_bytree': 0.9591412196074022, 'gamma': 1.617359559289167, 'reg_alpha': 0.22912674391215132, 'reg_lambda': 2.819509046840473}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,828] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.01524958602239426, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.757282541249342, 'colsample_bytree': 0.6747330739439622, 'gamma': 1.5308050734682912, 'reg_alpha': 0.17686513381476954, 'reg_lambda': 1.1307980812569074}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,867] Trial 133 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.01745769486108393, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.7497955449759085, 'colsample_bytree': 0.7728425253400574, 'gamma': 1.2411976295626137, 'reg_alpha': 0.5067459747316031, 'reg_lambda': 2.999492424292685}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,904] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.019085149349551883, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7840001400246707, 'colsample_bytree': 0.7883548295225048, 'gamma': 1.0349679088317707, 'reg_alpha': 0.1900883908491823, 'reg_lambda': 2.7764036325444454}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,943] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.01925072399526072, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.796466605146698, 'colsample_bytree': 0.685464300469531, 'gamma': 0.9930909255920836, 'reg_alpha': 0.2666533886359216, 'reg_lambda': 2.780795582755602}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:48,979] Trial 136 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 26, 'learning_rate': 0.025622477515693774, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7825350796416176, 'colsample_bytree': 0.7870540364031298, 'gamma': 1.0593217123196288, 'reg_alpha': 0.18974119886804047, 'reg_lambda': 2.7260569397476493}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,018] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 29, 'learning_rate': 0.0395352447069767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6016935427332547, 'colsample_bytree': 0.7251183957089675, 'gamma': 0.7455137674829675, 'reg_alpha': 0.18881045164582566, 'reg_lambda': 2.864121804070671}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,060] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.016667391517074494, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.804811790586441, 'colsample_bytree': 0.6947683985939236, 'gamma': 0.9110357079970073, 'reg_alpha': 0.4846697151479947, 'reg_lambda': 2.663182829481734}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,127] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 126, 'learning_rate': 0.030502751460731815, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7868582661657778, 'colsample_bytree': 0.7815346864621379, 'gamma': 1.0674696044521337, 'reg_alpha': 0.15749041941151165, 'reg_lambda': 2.9335025783610873}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,163] Trial 140 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.012218232487891275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7810634407048465, 'colsample_bytree': 0.7604344399370148, 'gamma': 1.3090433745610472, 'reg_alpha': 0.11362983838764895, 'reg_lambda': 2.7680954843240384}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,197] Trial 141 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.027028622798880728, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7635858062447559, 'colsample_bytree': 0.7882802475480014, 'gamma': 1.1659989539246047, 'reg_alpha': 0.20842232739719527, 'reg_lambda': 2.730189372295248}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,241] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.024821186620813143, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7752600894159676, 'colsample_bytree': 0.7678330581078043, 'gamma': 1.4017681216776892, 'reg_alpha': 0.24299620888184342, 'reg_lambda': 2.03753217174866}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,308] Trial 143 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.022770051276486875, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7775637431493592, 'colsample_bytree': 0.767294670064309, 'gamma': 1.3877093054434753, 'reg_alpha': 0.23637422101905664, 'reg_lambda': 2.0892694399585814}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,348] Trial 144 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 20, 'learning_rate': 0.02256299475322661, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7782655975793862, 'colsample_bytree': 0.768166034436517, 'gamma': 1.4076534860555057, 'reg_alpha': 0.2312955905087712, 'reg_lambda': 2.167302400673336}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,393] Trial 145 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.02543243691593103, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7923512702957036, 'colsample_bytree': 0.7486373968894814, 'gamma': 0.9981663197807447, 'reg_alpha': 0.18826649410957308, 'reg_lambda': 2.0388047362708837}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,439] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 31, 'learning_rate': 0.03254782438820857, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7920637817029731, 'colsample_bytree': 0.7513714596910609, 'gamma': 0.9885675881407523, 'reg_alpha': 0.19750800137162297, 'reg_lambda': 2.0283012224693424}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,477] Trial 147 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.02467297730369165, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8002382858115263, 'colsample_bytree': 0.7789444296560268, 'gamma': 1.1000695659264597, 'reg_alpha': 0.18093259961971092, 'reg_lambda': 2.0439620205703752}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,515] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.02381735399984052, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8108697836353447, 'colsample_bytree': 0.80853484896954, 'gamma': 0.894201608073329, 'reg_alpha': 0.17068277848015181, 'reg_lambda': 2.027364441862894}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,553] Trial 149 finished with value: 0.699404761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.028172565424369397, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7964078409884561, 'colsample_bytree': 0.782523018798273, 'gamma': 1.0821202536282295, 'reg_alpha': 0.18291745281279895, 'reg_lambda': 1.8255266370052348}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,601] Trial 150 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 38, 'learning_rate': 0.02607728575076214, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8017700174111875, 'colsample_bytree': 0.7732988904994356, 'gamma': 1.28192333373546, 'reg_alpha': 0.22630630866804513, 'reg_lambda': 1.9619260444417628}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,633] Trial 151 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.29205000347259014, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8147793466025376, 'colsample_bytree': 0.8084767395800287, 'gamma': 0.7744663090052164, 'reg_alpha': 0.15954160074997997, 'reg_lambda': 2.0833498996998787}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,675] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.02495797222106518, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.804878503396668, 'colsample_bytree': 0.8229885757471913, 'gamma': 0.9115392898389328, 'reg_alpha': 0.17938564236837265, 'reg_lambda': 2.06615416916031}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,714] Trial 153 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 35, 'learning_rate': 0.02489857762743497, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.787352939169636, 'colsample_bytree': 0.7670425729276047, 'gamma': 0.9574951218491092, 'reg_alpha': 0.24713949448022063, 'reg_lambda': 2.1853182258524866}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,761] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.029951761869367766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8367843415499722, 'colsample_bytree': 0.7904196539130626, 'gamma': 0.6641838177335531, 'reg_alpha': 0.21119916263657854, 'reg_lambda': 2.0962998906284276}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,837] Trial 155 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.02203361567526548, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.780637356737097, 'colsample_bytree': 0.8204446009996617, 'gamma': 1.4390220833846261, 'reg_alpha': 0.18593000769485388, 'reg_lambda': 2.2266803390085226}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,912] Trial 156 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 158, 'learning_rate': 0.02750414750979874, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8052781407614956, 'colsample_bytree': 0.777343208314194, 'gamma': 1.1341439369755448, 'reg_alpha': 0.14771379449563227, 'reg_lambda': 1.9140513625021978}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,953] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.02429262183968879, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7915931257016307, 'colsample_bytree': 0.8297810933930143, 'gamma': 1.0458630375423597, 'reg_alpha': 0.1253080968809432, 'reg_lambda': 1.973616804768624}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:49,989] Trial 158 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.02614148070607495, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7739794627728542, 'colsample_bytree': 0.7960911235304327, 'gamma': 1.3300342507506353, 'reg_alpha': 0.2434007586625886, 'reg_lambda': 1.8702642622962509}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,028] Trial 159 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.020530583937873197, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.772741705477763, 'colsample_bytree': 0.7961728423209532, 'gamma': 1.3303632287203813, 'reg_alpha': 0.23563746787083975, 'reg_lambda': 1.7465319955319445}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,065] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.031355187061949986, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.7796147093287633, 'colsample_bytree': 0.8049015505184343, 'gamma': 1.39468065684402, 'reg_alpha': 0.2870170803323049, 'reg_lambda': 2.1111358345773623}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,211] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.0262035384968468, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7868000016065578, 'colsample_bytree': 0.8175758443010752, 'gamma': 1.2330741204610298, 'reg_alpha': 0.20678611240826555, 'reg_lambda': 2.058996291402242}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,251] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.022991710231445073, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7721273049659768, 'colsample_bytree': 0.8183851746985407, 'gamma': 1.232213214854791, 'reg_alpha': 0.21005610771543357, 'reg_lambda': 1.852013159243533}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,280] Trial 163 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.026839936448866633, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7851854824625066, 'colsample_bytree': 0.8314398027093373, 'gamma': 1.492679893274685, 'reg_alpha': 0.24347836647869786, 'reg_lambda': 2.0613052549781505}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,323] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 34, 'learning_rate': 0.021717920186315205, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7981235518705021, 'colsample_bytree': 0.8242824454564779, 'gamma': 1.2228726872391014, 'reg_alpha': 0.21407590463953302, 'reg_lambda': 1.9026778559570339}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,363] Trial 165 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.029137799639192788, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.774327642504161, 'colsample_bytree': 0.7983212042206173, 'gamma': 1.634520909028809, 'reg_alpha': 0.17648611676396417, 'reg_lambda': 2.000214179782295}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,409] Trial 166 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 37, 'learning_rate': 0.023922094982521215, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7576554113709423, 'colsample_bytree': 0.8529804655395931, 'gamma': 1.0952604627520417, 'reg_alpha': 0.25191507514786177, 'reg_lambda': 2.2123380110159445}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,483] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.034345942530182534, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7811469729542136, 'colsample_bytree': 0.8168421202508896, 'gamma': 1.3481776522574254, 'reg_alpha': 0.14958888607726087, 'reg_lambda': 2.1406874378258327}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,530] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 31, 'learning_rate': 0.02666168900086768, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8233057978318201, 'colsample_bytree': 0.7846693565458014, 'gamma': 0.8487574931113305, 'reg_alpha': 0.2002995127090165, 'reg_lambda': 2.1277610407153555}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,565] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.048588357188405755, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7667010805445901, 'colsample_bytree': 0.8103011149128806, 'gamma': 4.524637401113704, 'reg_alpha': 0.22443395349226514, 'reg_lambda': 1.9479769520053873}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,604] Trial 170 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.019768976701431656, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8085611161509971, 'colsample_bytree': 0.8415471457518836, 'gamma': 1.148696167251411, 'reg_alpha': 0.27543511828029793, 'reg_lambda': 2.2578439775904253}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,639] Trial 171 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 23, 'learning_rate': 0.020618660311224196, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8074167916221565, 'colsample_bytree': 0.8625285692266256, 'gamma': 1.2129644332329121, 'reg_alpha': 0.28331039030647925, 'reg_lambda': 2.3023756850396015}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,680] Trial 172 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 23, 'learning_rate': 0.02012745301480111, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8092864756000451, 'colsample_bytree': 0.8688247228559406, 'gamma': 1.1806866453182001, 'reg_alpha': 0.320717265849312, 'reg_lambda': 2.265119413945134}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,723] Trial 173 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 23, 'learning_rate': 0.02044423322151982, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8492374985484946, 'colsample_bytree': 0.8724451904833487, 'gamma': 1.1452788527851765, 'reg_alpha': 0.31720858865537427, 'reg_lambda': 2.2794938641104294}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,761] Trial 174 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.021527024667698538, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8098510764506236, 'colsample_bytree': 0.8839711750577517, 'gamma': 0.9305981689276058, 'reg_alpha': 0.289529553566597, 'reg_lambda': 2.3307141353895755}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,804] Trial 175 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.01945956653053676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8205635048367508, 'colsample_bytree': 0.9069999968371218, 'gamma': 0.9150456095264782, 'reg_alpha': 0.28574226576572564, 'reg_lambda': 2.3327959821940483}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:16:50,842] Trial 176 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.01926182250416455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8242454924356879, 'colsample_bytree': 0.8956594199128151, 'gamma': 0.8991148425176541, 'reg_alpha': 0.2887813069693904, 'reg_lambda': 2.3652214937027716}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:50,881] Trial 177 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.02076958489486856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.823765708384526, 'colsample_bytree': 0.899763780154752, 'gamma': 0.7605042763418525, 'reg_alpha': 0.291932216071607, 'reg_lambda': 2.3960150228370596}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:50,922] Trial 178 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.01884680002173274, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8314533829698095, 'colsample_bytree': 0.8962032174072577, 'gamma': 0.911028275329469, 'reg_alpha': 0.3325276276740793, 'reg_lambda': 2.3277056418568827}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:50,994] Trial 179 finished with value: 0.732142857142857 and parameters: {'n_estimators': 26, 'learning_rate': 0.022789170446494294, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8191121228265559, 'colsample_bytree': 0.9224188578340385, 'gamma': 0.9319237865069081, 'reg_alpha': 0.2805515917627816, 'reg_lambda': 2.2492535507439912}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,034] Trial 180 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.019297175005907184, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8099937709650628, 'colsample_bytree': 0.9146058884589074, 'gamma': 0.6158715546483012, 'reg_alpha': 0.3107004348330555, 'reg_lambda': 2.372841961655965}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,073] Trial 181 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.019329077648377716, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8467067600558736, 'colsample_bytree': 0.8634329008487869, 'gamma': 1.028809890971459, 'reg_alpha': 0.28108453427903135, 'reg_lambda': 2.318642608403714}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,111] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.021924346365628452, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8304192232955888, 'colsample_bytree': 0.8873882605798171, 'gamma': 0.8251386249418334, 'reg_alpha': 0.2694988310968452, 'reg_lambda': 2.226666969677229}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,151] Trial 183 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.020411905628599507, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8077867745134962, 'colsample_bytree': 0.880067517027957, 'gamma': 1.0949029667857957, 'reg_alpha': 0.3523566126376356, 'reg_lambda': 2.1958012103251487}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,181] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.0205380773314069, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8101867135256458, 'colsample_bytree': 0.8919989356512357, 'gamma': 1.102862875608741, 'reg_alpha': 0.3241513457037355, 'reg_lambda': 2.2010154822538883}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,223] Trial 185 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.024265393348327724, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8174851299423007, 'colsample_bytree': 0.8755311712683581, 'gamma': 0.9862992976796274, 'reg_alpha': 0.3415081051992383, 'reg_lambda': 2.266352965413607}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,258] Trial 186 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.019557170119081965, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8051705883769784, 'colsample_bytree': 0.9296283235473055, 'gamma': 0.5223569558713919, 'reg_alpha': 0.3633730738862676, 'reg_lambda': 2.173321118909713}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,307] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.02229174193088236, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8362933399472295, 'colsample_bytree': 0.8797284926063866, 'gamma': 0.903302014185047, 'reg_alpha': 0.300513878615721, 'reg_lambda': 2.3106557435010675}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,340] Trial 188 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.02316425462608312, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8015708402822693, 'colsample_bytree': 0.8659291511953776, 'gamma': 1.1525337330605, 'reg_alpha': 0.3542795625055407, 'reg_lambda': 2.4320047857238656}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,435] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 219, 'learning_rate': 0.02591734376044129, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8259389607756887, 'colsample_bytree': 0.8850046805566145, 'gamma': 0.7091610187020743, 'reg_alpha': 0.25799163034259276, 'reg_lambda': 2.3553612877665833}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,514] Trial 190 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.02107079535402297, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8162979121174884, 'colsample_bytree': 0.9005835113508543, 'gamma': 1.037775546137533, 'reg_alpha': 0.29957666227168955, 'reg_lambda': 2.135500804672861}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,557] Trial 191 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.023164010559365854, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.801925397082491, 'colsample_bytree': 0.8624460365503371, 'gamma': 1.172866942666797, 'reg_alpha': 0.3429244029704691, 'reg_lambda': 2.4608749890770922}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,597] Trial 192 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 24, 'learning_rate': 0.023766785241706403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8066411125716632, 'colsample_bytree': 0.8590602467284681, 'gamma': 1.2198362861479406, 'reg_alpha': 0.3377100324082814, 'reg_lambda': 2.3991192222700937}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,633] Trial 193 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.018063111223294043, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7984118264724128, 'colsample_bytree': 0.8832918362799433, 'gamma': 1.0641066893172557, 'reg_alpha': 0.31925974782486044, 'reg_lambda': 2.291403691602908}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,668] Trial 194 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.01777980192604172, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7979994333189704, 'colsample_bytree': 0.8404693042091583, 'gamma': 0.8052445136013897, 'reg_alpha': 0.3167535722582216, 'reg_lambda': 2.473383429647517}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,708] Trial 195 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.01828139609688543, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7973824275977416, 'colsample_bytree': 0.8485902299870148, 'gamma': 0.935496479932775, 'reg_alpha': 0.37943142843464694, 'reg_lambda': 2.553050997861623}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,750] Trial 196 finished with value: 0.7232142857142856 and parameters: {'n_estimators': 25, 'learning_rate': 0.028530502072370952, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8143932486839885, 'colsample_bytree': 0.8684784486574846, 'gamma': 1.1966046802260566, 'reg_alpha': 0.28466849160124347, 'reg_lambda': 2.291369278398313}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,781] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.025965699770114665, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7948362358839464, 'colsample_bytree': 0.9075535868249679, 'gamma': 1.027916458907139, 'reg_alpha': 0.26139099373474334, 'reg_lambda': 2.3678966427671866}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,827] Trial 198 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.025339624198637112, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7905047300781654, 'colsample_bytree': 0.9108437489240382, 'gamma': 1.2776180420363048, 'reg_alpha': 0.2590284348330736, 'reg_lambda': 2.441540630064507}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,874] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.02654697356238867, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7973003857974629, 'colsample_bytree': 0.9280359142510293, 'gamma': 1.0397240297070254, 'reg_alpha': 0.23116905551610523, 'reg_lambda': 2.3774930856850736}. Best is trial 176 with value: 0.7529761904761906.
[I 2025-11-03 19:16:51,877] A new study created in memory with name: no-name-f891d582-5b0e-4e88-bb05-69e20a26fbdf
[I 2025-11-03 19:16:51,909] Trial 0 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.25576250397948125, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7328957768540828, 'colsample_bytree': 0.7670685505882304, 'gamma': 3.6324727157162506, 'reg_alpha': 0.29067753807105234, 'reg_lambda': 0.7806614350562144}. Best is trial 0 with value: 0.6994047619047619.
[I 2025-11-03 19:16:51,990] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.026779982900842964, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6149728559985994, 'colsample_bytree': 0.9978578054806915, 'gamma': 3.883378135366967, 'reg_alpha': 0.5248915542443467, 'reg_lambda': 2.7347868026041113}. Best is trial 0 with value: 0.6994047619047619.
[I 2025-11-03 19:16:52,059] Trial 2 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 220, 'learning_rate': 0.07582927806043045, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.750467772777969, 'colsample_bytree': 0.8744439588157271, 'gamma': 0.6632416359541687, 'reg_alpha': 0.6728109918208092, 'reg_lambda': 2.5829919922233526}. Best is trial 0 with value: 0.6994047619047619.
[I 2025-11-03 19:16:52,109] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.08686793205066505, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9619881702827142, 'colsample_bytree': 0.8236181945266154, 'gamma': 3.656637413301282, 'reg_alpha': 0.8450450865967268, 'reg_lambda': 1.3446982664874072}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 19:16:52,151] Trial 4 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.01080192596496208, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6296100035571924, 'colsample_bytree': 0.9339293114077674, 'gamma': 3.2911704804472324, 'reg_alpha': 0.37749373844136136, 'reg_lambda': 2.97034747859666}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 19:16:52,223] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 230, 'learning_rate': 0.07108791612979105, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6052091578707464, 'colsample_bytree': 0.8966180087197562, 'gamma': 1.5499186714019986, 'reg_alpha': 0.36983471570704296, 'reg_lambda': 2.4198865964496186}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 19:16:52,273] Trial 6 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.1416715067320322, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9983680172269634, 'colsample_bytree': 0.8289999035422981, 'gamma': 0.4114342042902752, 'reg_alpha': 0.2561700345179897, 'reg_lambda': 2.866230286365392}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,334] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.051000515157155944, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8191179523421852, 'colsample_bytree': 0.8242804451734042, 'gamma': 2.0040209996473908, 'reg_alpha': 0.10012376820089897, 'reg_lambda': 1.4799182325708078}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,391] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.055117751668855366, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.8664293044057501, 'colsample_bytree': 0.8062179854591528, 'gamma': 3.2310749399388135, 'reg_alpha': 0.5988911769728466, 'reg_lambda': 0.8165617665958484}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,429] Trial 9 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 58, 'learning_rate': 0.11263374268854993, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6649670697810427, 'colsample_bytree': 0.9976819262416977, 'gamma': 0.057708391291489414, 'reg_alpha': 0.6055095681031758, 'reg_lambda': 2.843092613591622}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,481] Trial 10 finished with value: 0.699404761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.26765586336602976, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9848233202154681, 'colsample_bytree': 0.6433657803411159, 'gamma': 1.167258433824606, 'reg_alpha': 0.022286791979931997, 'reg_lambda': 2.059755075665087}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,541] Trial 11 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 136, 'learning_rate': 0.14718881774248466, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9851974182405212, 'colsample_bytree': 0.7159966824185333, 'gamma': 2.4959733006984592, 'reg_alpha': 0.9861170387764335, 'reg_lambda': 1.4129437579017385}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,628] Trial 12 finished with value: 0.6755952380952382 and parameters: {'n_estimators': 99, 'learning_rate': 0.14451558509945775, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9213705433151763, 'colsample_bytree': 0.7346261419037395, 'gamma': 4.979692417198049, 'reg_alpha': 0.8822804090482721, 'reg_lambda': 2.032968998298391}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,662] Trial 13 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 25, 'learning_rate': 0.03574988783892866, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9225410062058659, 'colsample_bytree': 0.8516994995012983, 'gamma': 4.548189925485906, 'reg_alpha': 0.7916161588391054, 'reg_lambda': 1.230273809554368}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,730] Trial 14 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.10235129123601962, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9241796729585348, 'colsample_bytree': 0.6590739630230317, 'gamma': 2.3484257424405715, 'reg_alpha': 0.21592562346925095, 'reg_lambda': 1.782989444811735}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,780] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.1806935748747179, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9992560153199399, 'colsample_bytree': 0.927747878940755, 'gamma': 3.069733679508264, 'reg_alpha': 0.7329869742828449, 'reg_lambda': 1.0716709327481047}. Best is trial 6 with value: 0.7113095238095238.
[I 2025-11-03 19:16:52,838] Trial 16 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 85, 'learning_rate': 0.021294253490748972, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8651955173401554, 'colsample_bytree': 0.7609920994446807, 'gamma': 0.23863967215969373, 'reg_alpha': 0.41790344838345506, 'reg_lambda': 2.2379911870986136}. Best is trial 16 with value: 0.7291666666666666.
[I 2025-11-03 19:16:52,891] Trial 17 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 82, 'learning_rate': 0.01638725205272522, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8480776986029044, 'colsample_bytree': 0.712593275832198, 'gamma': 0.28055471779369523, 'reg_alpha': 0.44128652711913874, 'reg_lambda': 2.3378047463501197}. Best is trial 16 with value: 0.7291666666666666.
[I 2025-11-03 19:16:52,928] Trial 18 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.014127451918848524, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8425383152229647, 'colsample_bytree': 0.606131401799543, 'gamma': 1.1022215032697058, 'reg_alpha': 0.450634867847972, 'reg_lambda': 2.2865349014951275}. Best is trial 16 with value: 0.7291666666666666.
[I 2025-11-03 19:16:52,971] Trial 19 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 22, 'learning_rate': 0.016856986211352367, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7665130901534518, 'colsample_bytree': 0.6106775928700665, 'gamma': 0.9900650374290572, 'reg_alpha': 0.4960593865570951, 'reg_lambda': 2.101529471458506}. Best is trial 19 with value: 0.7351190476190477.
[I 2025-11-03 19:16:53,022] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.023125154542071525, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7625742092487389, 'colsample_bytree': 0.6798745990549587, 'gamma': 0.9617020075800116, 'reg_alpha': 0.162360576571276, 'reg_lambda': 1.8509339020341837}. Best is trial 19 with value: 0.7351190476190477.
[I 2025-11-03 19:16:53,059] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.012492718909755854, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8042773595175163, 'colsample_bytree': 0.6069908927071404, 'gamma': 1.4627418103425753, 'reg_alpha': 0.47389807410453477, 'reg_lambda': 2.2657967193744084}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:16:53,137] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.01883117879482497, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7926284296757601, 'colsample_bytree': 0.6168097003614139, 'gamma': 1.6967753010556978, 'reg_alpha': 0.5273715612367634, 'reg_lambda': 2.089191199903285}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:16:53,175] Trial 23 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 22, 'learning_rate': 0.010428595889487061, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7065280466341269, 'colsample_bytree': 0.6070993128187926, 'gamma': 1.9135470616963697, 'reg_alpha': 0.5181971791960327, 'reg_lambda': 1.629870231474566}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,222] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.010024760425903952, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7131586844548905, 'colsample_bytree': 0.636045542457036, 'gamma': 1.7750323275063433, 'reg_alpha': 0.5758363914134298, 'reg_lambda': 1.5929702510975345}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,267] Trial 25 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 65, 'learning_rate': 0.01292561584971951, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6998899039517116, 'colsample_bytree': 0.6827714770163753, 'gamma': 2.161346687996046, 'reg_alpha': 0.6727544182357017, 'reg_lambda': 1.670655639029143}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,301] Trial 26 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 39, 'learning_rate': 0.03035664357394062, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7938367531470268, 'colsample_bytree': 0.6089270494099929, 'gamma': 1.60034110273291, 'reg_alpha': 0.537466210251235, 'reg_lambda': 1.864910223465444}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,342] Trial 27 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 38, 'learning_rate': 0.01869791319253627, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7989062399995133, 'colsample_bytree': 0.6764141283459548, 'gamma': 2.6532783836291136, 'reg_alpha': 0.3182629961616519, 'reg_lambda': 2.500762506921913}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,382] Trial 28 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 20, 'learning_rate': 0.012463324594436064, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6838730004066754, 'colsample_bytree': 0.6358979868619961, 'gamma': 1.4869927657634927, 'reg_alpha': 0.6648550874063528, 'reg_lambda': 1.9326093173471084}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,431] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.042911707907851974, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7257850489933649, 'colsample_bytree': 0.7061484182765206, 'gamma': 2.8475045278599485, 'reg_alpha': 0.31659481188255967, 'reg_lambda': 2.648224374633154}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,476] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.015746031265026803, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7903204783050548, 'colsample_bytree': 0.7695361709642929, 'gamma': 1.931818994056498, 'reg_alpha': 0.46162392530161633, 'reg_lambda': 0.7032977397042166}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,522] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.010898086529937602, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7363593488389599, 'colsample_bytree': 0.6421638259100046, 'gamma': 1.780702056844367, 'reg_alpha': 0.5688321335337796, 'reg_lambda': 1.5803019868528743}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,603] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.01002424706090777, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7085247005660565, 'colsample_bytree': 0.6323116069126575, 'gamma': 1.347329431849019, 'reg_alpha': 0.5168814447718925, 'reg_lambda': 1.683796296895643}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,656] Trial 33 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 71, 'learning_rate': 0.013275103864313364, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6479530095932176, 'colsample_bytree': 0.603077800603179, 'gamma': 1.3474649344773917, 'reg_alpha': 0.5258760160083056, 'reg_lambda': 2.1366100897781424}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,694] Trial 34 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.0239388442665686, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6880432347394115, 'colsample_bytree': 0.6608895849021987, 'gamma': 0.6130903387279187, 'reg_alpha': 0.3805153022837807, 'reg_lambda': 1.0837568147168855}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,743] Trial 35 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 54, 'learning_rate': 0.019261662403590642, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7745136507872833, 'colsample_bytree': 0.6251100610729957, 'gamma': 2.2200742392095734, 'reg_alpha': 0.62848200148811, 'reg_lambda': 1.9717215888129693}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,811] Trial 36 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.02889948532463667, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7397310099327405, 'colsample_bytree': 0.6603377055417406, 'gamma': 0.7279370469845833, 'reg_alpha': 0.7473989158455064, 'reg_lambda': 1.7259493346516954}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,893] Trial 37 finished with value: 0.675595238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.010741309064789954, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.822676501002398, 'colsample_bytree': 0.6245257976846562, 'gamma': 1.3647828391117292, 'reg_alpha': 0.5005838363337412, 'reg_lambda': 1.3164406377355782}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:53,943] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.014144437825321685, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6291477648104378, 'colsample_bytree': 0.6992726722719725, 'gamma': 1.7392452426318674, 'reg_alpha': 0.3697940120188682, 'reg_lambda': 2.2157573102357113}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,008] Trial 39 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.011731912872991256, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6663666453864026, 'colsample_bytree': 0.7415166593304049, 'gamma': 2.0317494837224106, 'reg_alpha': 0.49572808239649024, 'reg_lambda': 2.43452267471081}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,084] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.018845754226168524, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8893220875342326, 'colsample_bytree': 0.6570160717483103, 'gamma': 1.2558701802901509, 'reg_alpha': 0.7201960865958543, 'reg_lambda': 1.545946233419652}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,128] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.01021580922385474, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.715050720537848, 'colsample_bytree': 0.6290835400026206, 'gamma': 1.7816737936979543, 'reg_alpha': 0.5651457036635955, 'reg_lambda': 1.6472991176004004}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,173] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.014652496564276089, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7108202358717312, 'colsample_bytree': 0.6220526066818832, 'gamma': 0.7657438017341656, 'reg_alpha': 0.596005215606798, 'reg_lambda': 1.7890184496039483}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,210] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.010458756446328538, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7569798159529427, 'colsample_bytree': 0.602102386875235, 'gamma': 1.512097584606663, 'reg_alpha': 0.6403491507418726, 'reg_lambda': 1.4647382211258224}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,256] Trial 44 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 61, 'learning_rate': 0.012188396219946352, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8213483556826098, 'colsample_bytree': 0.6458685649061752, 'gamma': 2.5032655755888804, 'reg_alpha': 0.40854714403433173, 'reg_lambda': 1.2230965204448694}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,295] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.010240717429807427, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6714277138235645, 'colsample_bytree': 0.6867753812017704, 'gamma': 1.925167990513968, 'reg_alpha': 0.563185516784446, 'reg_lambda': 1.596945110348167}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,332] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.015095570160501481, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7439676315362935, 'colsample_bytree': 0.6477253722462416, 'gamma': 1.6807375084113572, 'reg_alpha': 0.486901951735213, 'reg_lambda': 1.9753076586688265}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,378] Trial 47 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.017375389570957647, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6453617238061929, 'colsample_bytree': 0.6685615413140946, 'gamma': 2.2565333067798754, 'reg_alpha': 0.7025620055906906, 'reg_lambda': 1.3863451169131777}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,429] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.06763284236632443, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7773735389680795, 'colsample_bytree': 0.6229248390057808, 'gamma': 3.574018057207117, 'reg_alpha': 0.7989609600205523, 'reg_lambda': 2.1676344653216724}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,518] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 197, 'learning_rate': 0.012460995699526498, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7043010015955784, 'colsample_bytree': 0.9823981637058743, 'gamma': 0.850519881461382, 'reg_alpha': 0.6034837538933399, 'reg_lambda': 2.3558418611785426}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,592] Trial 50 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 75, 'learning_rate': 0.020875800016839818, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7250311457251485, 'colsample_bytree': 0.7963315602350772, 'gamma': 1.180518417799865, 'reg_alpha': 0.33854160318252835, 'reg_lambda': 2.5796431249151164}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,640] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.01001134411944452, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7158650193617151, 'colsample_bytree': 0.6356740244797013, 'gamma': 1.866966160841622, 'reg_alpha': 0.5520761686569813, 'reg_lambda': 1.6430972226379987}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,687] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.011912965080572048, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7505710882586175, 'colsample_bytree': 0.6197593985218549, 'gamma': 2.075693448311476, 'reg_alpha': 0.4536098955953609, 'reg_lambda': 1.73085023591388}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,727] Trial 53 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 32, 'learning_rate': 0.010144374364754866, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6892771675771258, 'colsample_bytree': 0.633447399395055, 'gamma': 1.4434425810111429, 'reg_alpha': 0.5740724444925822, 'reg_lambda': 1.84267531921978}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,770] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.013949050052463441, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8125847839718392, 'colsample_bytree': 0.6153597523348897, 'gamma': 2.4447988292822864, 'reg_alpha': 0.5212555764024417, 'reg_lambda': 1.498720226418858}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,800] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.014211771650066471, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8090921847558518, 'colsample_bytree': 0.6012988087826348, 'gamma': 2.8478395132552894, 'reg_alpha': 0.4072774923035892, 'reg_lambda': 1.5081563461070273}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,840] Trial 56 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 21, 'learning_rate': 0.016435622107198698, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8402963843865534, 'colsample_bytree': 0.6499360144652201, 'gamma': 2.436844388481308, 'reg_alpha': 0.5300886217444543, 'reg_lambda': 1.3125740369140182}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,903] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.025478267496858196, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8806343150494493, 'colsample_bytree': 0.6149461280025541, 'gamma': 2.808014620120475, 'reg_alpha': 0.4779645806514552, 'reg_lambda': 0.948094295785679}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,950] Trial 58 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 66, 'learning_rate': 0.03542795924746169, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8589211343153844, 'colsample_bytree': 0.6932422194812956, 'gamma': 2.598521199527354, 'reg_alpha': 0.2762071609774046, 'reg_lambda': 1.2233889649051404}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:54,980] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.011684923993690793, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7838189895551015, 'colsample_bytree': 0.8897875606215288, 'gamma': 4.270977421365724, 'reg_alpha': 0.6276753142044607, 'reg_lambda': 1.4802580642057188}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,052] Trial 60 finished with value: 0.6875 and parameters: {'n_estimators': 27, 'learning_rate': 0.22011262117243088, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8285384106029021, 'colsample_bytree': 0.6694524541906526, 'gamma': 1.053464258675682, 'reg_alpha': 0.4170977763377848, 'reg_lambda': 2.0201980679844103}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,096] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.013033364224386647, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8037714026202385, 'colsample_bytree': 0.6325410160041958, 'gamma': 1.592108415458685, 'reg_alpha': 0.5169067105705276, 'reg_lambda': 1.649408217510083}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,146] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.011772522613139567, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7281789197950249, 'colsample_bytree': 0.6162063392239464, 'gamma': 1.781742157714593, 'reg_alpha': 0.5830315299043112, 'reg_lambda': 1.8974237444909208}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,187] Trial 63 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.013884479673822088, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6067102130078899, 'colsample_bytree': 0.6388008599248989, 'gamma': 2.134940042575248, 'reg_alpha': 0.6534814847248922, 'reg_lambda': 1.7119027747712954}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,228] Trial 64 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 20, 'learning_rate': 0.016096992920386424, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6995833224844366, 'colsample_bytree': 0.7241730593683602, 'gamma': 2.3062447534015105, 'reg_alpha': 0.5334972206882213, 'reg_lambda': 1.8072295780513496}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,287] Trial 65 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.015430161576582767, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6769108793635012, 'colsample_bytree': 0.7225393618997719, 'gamma': 2.3707500378580164, 'reg_alpha': 0.4337511182341731, 'reg_lambda': 1.8189370895389825}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,332] Trial 66 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.020209823671975213, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6535130714002007, 'colsample_bytree': 0.7582151311778353, 'gamma': 3.2469002883521862, 'reg_alpha': 0.5227846317694532, 'reg_lambda': 2.0413394501169395}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,384] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.017416458109427158, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6935945924001373, 'colsample_bytree': 0.7926917379719418, 'gamma': 3.054288692394451, 'reg_alpha': 0.4676803526313893, 'reg_lambda': 2.272197350816826}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,457] Trial 68 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.02246841001758427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7637871646693885, 'colsample_bytree': 0.6532125024180371, 'gamma': 0.5147102802249102, 'reg_alpha': 0.3760482735311682, 'reg_lambda': 0.5083402807888109}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,527] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 27, 'learning_rate': 0.01133383269928598, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6250302727446381, 'colsample_bytree': 0.6009146335523429, 'gamma': 1.9947829557543884, 'reg_alpha': 0.6103128500738587, 'reg_lambda': 2.1193293731558382}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,577] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.01306054320699157, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8088376498394334, 'colsample_bytree': 0.8402850895300527, 'gamma': 1.2929208146663913, 'reg_alpha': 0.5342163176725965, 'reg_lambda': 1.9226711093961681}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,620] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.011299934258422389, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.716207179037941, 'colsample_bytree': 0.6299659215297831, 'gamma': 1.648947204697865, 'reg_alpha': 0.5558519416203435, 'reg_lambda': 1.40477386950794}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,660] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.017734837683600506, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.706164443787295, 'colsample_bytree': 0.6133515712963048, 'gamma': 1.5947995804476671, 'reg_alpha': 0.6904753905800173, 'reg_lambda': 1.3778353399559413}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,694] Trial 73 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.015313956578507384, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6579426367522088, 'colsample_bytree': 0.6735237073219048, 'gamma': 2.29494784287843, 'reg_alpha': 0.4797891880282332, 'reg_lambda': 1.54707331578161}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,738] Trial 74 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.011157220371745416, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.6778979053835461, 'colsample_bytree': 0.6631284219251806, 'gamma': 1.4186570193901769, 'reg_alpha': 0.5464181272794878, 'reg_lambda': 1.138228495353618}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,788] Trial 75 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 68, 'learning_rate': 0.013237103836974972, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6959670170631868, 'colsample_bytree': 0.6128213100962392, 'gamma': 1.8773328162601288, 'reg_alpha': 0.5056701838023163, 'reg_lambda': 1.4592423581326015}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,836] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.014024080759603399, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7191753152996054, 'colsample_bytree': 0.6436327580019621, 'gamma': 0.8998251300439819, 'reg_alpha': 0.006909991931268844, 'reg_lambda': 1.765895305729832}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,873] Trial 77 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 25, 'learning_rate': 0.011254137849197134, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7710054637349978, 'colsample_bytree': 0.6283616055542539, 'gamma': 1.6588348580029726, 'reg_alpha': 0.6212269724893458, 'reg_lambda': 1.3034884443081465}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:55,957] Trial 78 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.11318610622068341, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7381544543068678, 'colsample_bytree': 0.7272894545548116, 'gamma': 1.1260504937969538, 'reg_alpha': 0.4500601762037834, 'reg_lambda': 1.5915125150968783}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,021] Trial 79 finished with value: 0.699404761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.016079496364500897, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7486968173015177, 'colsample_bytree': 0.6539150918694172, 'gamma': 2.1424222780891307, 'reg_alpha': 0.593043577326666, 'reg_lambda': 1.4307115533985464}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,065] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.04819874268593609, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8337881588353114, 'colsample_bytree': 0.6815972960822395, 'gamma': 2.6168006442773994, 'reg_alpha': 0.9945126495660614, 'reg_lambda': 1.6799909006534786}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,243] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.011044538573182126, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7107044679397803, 'colsample_bytree': 0.6297060947289094, 'gamma': 1.8164429092151397, 'reg_alpha': 0.5450522345535186, 'reg_lambda': 1.64283947704905}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,323] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.010247826656172375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7288958604907106, 'colsample_bytree': 0.6106155647915239, 'gamma': 1.9822320384833256, 'reg_alpha': 0.5662269205991374, 'reg_lambda': 1.519576564724811}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,370] Trial 83 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 42, 'learning_rate': 0.012568735862674178, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7865812488322086, 'colsample_bytree': 0.6204197451734389, 'gamma': 1.51850956183047, 'reg_alpha': 0.4987468119315038, 'reg_lambda': 1.7606194847785224}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,415] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.2962154502309626, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9369534297726004, 'colsample_bytree': 0.6402360189538076, 'gamma': 1.7382602391773376, 'reg_alpha': 0.5787189999696798, 'reg_lambda': 2.3841134529123327}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,459] Trial 85 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.010077945272054212, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6844195712854502, 'colsample_bytree': 0.6008379882735893, 'gamma': 1.2688562310772142, 'reg_alpha': 0.6566201984744905, 'reg_lambda': 1.606771038693082}. Best is trial 23 with value: 0.7767857142857142.
[I 2025-11-03 19:16:56,494] Trial 86 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.012512098341569938, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7188255525523952, 'colsample_bytree': 0.6317689511615179, 'gamma': 2.2011993074060805, 'reg_alpha': 0.43810563684195325, 'reg_lambda': 1.388932353237053}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,598] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.019007851677454956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.719776503441931, 'colsample_bytree': 0.70501590968737, 'gamma': 2.2628969504337872, 'reg_alpha': 0.3568051820190512, 'reg_lambda': 1.4031792745894724}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,637] Trial 88 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.014969442722392496, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7546259550604293, 'colsample_bytree': 0.6461902535918951, 'gamma': 2.443362236713892, 'reg_alpha': 0.43154702461019, 'reg_lambda': 1.1583057117932318}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,679] Trial 89 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 39, 'learning_rate': 0.012292739462371525, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7384936181643464, 'colsample_bytree': 0.6232543299665466, 'gamma': 2.0556697559547246, 'reg_alpha': 0.47180210372164216, 'reg_lambda': 1.2817962313460967}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,712] Trial 90 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 37, 'learning_rate': 0.012411147864215235, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.699955448311018, 'colsample_bytree': 0.8079949091196266, 'gamma': 2.742551964432046, 'reg_alpha': 0.40931663833379656, 'reg_lambda': 1.2485793272601087}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,756] Trial 91 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.013784677465173705, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7352693017856837, 'colsample_bytree': 0.6212574460878502, 'gamma': 2.082594484011492, 'reg_alpha': 0.46777736470837444, 'reg_lambda': 1.3471023893377192}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,795] Trial 92 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 30, 'learning_rate': 0.013788118912733743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7337272063961278, 'colsample_bytree': 0.6112808350335173, 'gamma': 2.088319099264501, 'reg_alpha': 0.4603369466065562, 'reg_lambda': 1.3523493501854855}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,839] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.013651835179978216, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7302407928899978, 'colsample_bytree': 0.6078327887536283, 'gamma': 2.1356609560242, 'reg_alpha': 0.4555296505973293, 'reg_lambda': 0.9610838225080668}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,878] Trial 94 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.011940674633895698, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7429069725496782, 'colsample_bytree': 0.6240722672505968, 'gamma': 2.0413889334437907, 'reg_alpha': 0.48213138636838615, 'reg_lambda': 1.3477564978998613}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,916] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.01609602355765153, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.745270452340255, 'colsample_bytree': 0.6329433736253856, 'gamma': 2.5672914747015674, 'reg_alpha': 0.4952431024969785, 'reg_lambda': 1.3396148546765667}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:56,991] Trial 96 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.010975733522674277, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7597387326007968, 'colsample_bytree': 0.6640054389207056, 'gamma': 2.2305867555391194, 'reg_alpha': 0.4278530268738021, 'reg_lambda': 1.1448894444633306}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,034] Trial 97 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.014714012394310718, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7057267340589062, 'colsample_bytree': 0.613169243833031, 'gamma': 2.9666197204122526, 'reg_alpha': 0.39456238805688126, 'reg_lambda': 2.8974020896855572}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,072] Trial 98 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 25, 'learning_rate': 0.011776882575166412, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7215953080712845, 'colsample_bytree': 0.6402498973587597, 'gamma': 2.3523059250861578, 'reg_alpha': 0.07834375116592701, 'reg_lambda': 1.3549479006074527}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,112] Trial 99 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.013204356042431007, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7197485968048671, 'colsample_bytree': 0.6224374032407725, 'gamma': 2.37320100234894, 'reg_alpha': 0.20505356113809342, 'reg_lambda': 1.055711910045949}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,144] Trial 100 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 25, 'learning_rate': 0.013557683909676167, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.716212519400115, 'colsample_bytree': 0.6528867182514093, 'gamma': 2.3865015782033367, 'reg_alpha': 0.06637754647822347, 'reg_lambda': 0.9984911590169832}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,187] Trial 101 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 29, 'learning_rate': 0.011813399294180748, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7788921360558846, 'colsample_bytree': 0.620900656167425, 'gamma': 2.489313758688252, 'reg_alpha': 0.1686191763702931, 'reg_lambda': 1.1890932485870689}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,227] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.01735079828352054, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7338711606862559, 'colsample_bytree': 0.6074082999589664, 'gamma': 2.349796282410096, 'reg_alpha': 0.18735844351610875, 'reg_lambda': 1.3508368466129466}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,273] Trial 103 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.014259752523570556, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7257492801996094, 'colsample_bytree': 0.6421640857196309, 'gamma': 2.7129769761189886, 'reg_alpha': 0.08163479073392145, 'reg_lambda': 1.4506188636202841}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,317] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 34, 'learning_rate': 0.014631191976995746, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.726145103373375, 'colsample_bytree': 0.6420730576566615, 'gamma': 2.6646558946815517, 'reg_alpha': 0.11913901684779757, 'reg_lambda': 1.0566413129229886}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,427] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.013139892295310606, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6930279929891684, 'colsample_bytree': 0.6267802124611809, 'gamma': 2.728123733909022, 'reg_alpha': 0.08745492491049826, 'reg_lambda': 1.4221669376869297}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,471] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.011778915244867766, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.7210952394472288, 'colsample_bytree': 0.6402558557911132, 'gamma': 2.9124020843305223, 'reg_alpha': 0.04580673706448, 'reg_lambda': 0.8309528600711751}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,509] Trial 107 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 43, 'learning_rate': 0.016475253487874455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.744598782790227, 'colsample_bytree': 0.6577518809474128, 'gamma': 2.509348968825433, 'reg_alpha': 0.23329651817464725, 'reg_lambda': 1.2799443571125528}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,552] Trial 108 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.06514698637461527, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7673224674885494, 'colsample_bytree': 0.6195909638904195, 'gamma': 1.9402749056173616, 'reg_alpha': 0.14683362230503466, 'reg_lambda': 1.4961041106226391}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,592] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.018198462082810198, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6983767308400014, 'colsample_bytree': 0.6336485955284159, 'gamma': 2.0960102882867573, 'reg_alpha': 0.10954015750847365, 'reg_lambda': 1.5451523288834905}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,634] Trial 110 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.014025580207943566, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6785589895835596, 'colsample_bytree': 0.6920960500683196, 'gamma': 2.3129950846628935, 'reg_alpha': 0.062394883011536256, 'reg_lambda': 1.3760121477522609}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,674] Trial 111 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.014052505596675122, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6682039551697172, 'colsample_bytree': 0.7434581141930592, 'gamma': 2.2181379830846577, 'reg_alpha': 0.054088183627722164, 'reg_lambda': 1.3736407140795819}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,711] Trial 112 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 26, 'learning_rate': 0.010807936104449358, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6798195069653441, 'colsample_bytree': 0.6743539777490678, 'gamma': 2.2858474204720594, 'reg_alpha': 0.020127778013816384, 'reg_lambda': 1.4415047990139862}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,757] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.01289611353488141, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7037436914821994, 'colsample_bytree': 0.6930795322411785, 'gamma': 1.9834335363277398, 'reg_alpha': 0.08282403654420294, 'reg_lambda': 1.2602888591988186}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,826] Trial 114 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 24, 'learning_rate': 0.015020052526390106, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6876811301710308, 'colsample_bytree': 0.6273023252288293, 'gamma': 2.3784256370284997, 'reg_alpha': 0.13092334658220092, 'reg_lambda': 1.18654512186101}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,865] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.01611546710624021, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7340956364410282, 'colsample_bytree': 0.649392782975464, 'gamma': 2.2046195335727354, 'reg_alpha': 0.19861065498982194, 'reg_lambda': 1.3363408234384082}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,925] Trial 116 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 114, 'learning_rate': 0.012249355134182783, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7115246921648642, 'colsample_bytree': 0.6002064482489673, 'gamma': 1.8786610504361045, 'reg_alpha': 0.3181126277047068, 'reg_lambda': 1.4848655976038037}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:57,971] Trial 117 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 45, 'learning_rate': 0.02062286730922254, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7240975461513507, 'colsample_bytree': 0.6659569616132233, 'gamma': 2.7204868862037874, 'reg_alpha': 0.03890258412848198, 'reg_lambda': 1.3909071658621959}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,017] Trial 118 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 35, 'learning_rate': 0.013760649864239997, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7515744469287654, 'colsample_bytree': 0.9298535963569844, 'gamma': 3.4340585077268626, 'reg_alpha': 0.2365585089041176, 'reg_lambda': 1.1116230778998697}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,044] Trial 119 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.011427954475985594, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6750622342203078, 'colsample_bytree': 0.615037056166186, 'gamma': 2.534716000036168, 'reg_alpha': 0.9079930100048651, 'reg_lambda': 1.5691550159185055}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,091] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.015585204226511742, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6409267622740937, 'colsample_bytree': 0.6380926307776397, 'gamma': 2.0800413288294473, 'reg_alpha': 0.07114827670336958, 'reg_lambda': 1.222750586211361}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,135] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.01277890706121797, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7964116364387474, 'colsample_bytree': 0.6117226533821208, 'gamma': 2.3235092740002607, 'reg_alpha': 0.5121115908525506, 'reg_lambda': 1.4409900415351937}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,206] Trial 122 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.012620158834816344, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7145985952568709, 'colsample_bytree': 0.8637989990376472, 'gamma': 2.4274021822446086, 'reg_alpha': 0.5162426715468345, 'reg_lambda': 1.447975768811487}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,249] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.010699621316007768, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7984381892542545, 'colsample_bytree': 0.7788217800104366, 'gamma': 2.348970105578034, 'reg_alpha': 0.5535105222948482, 'reg_lambda': 1.328198530245021}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,285] Trial 124 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.014174985819882175, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.816672807564677, 'colsample_bytree': 0.6102459897721177, 'gamma': 2.1709159894189263, 'reg_alpha': 0.4825733055946752, 'reg_lambda': 1.5192590252568232}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,323] Trial 125 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.08789094918271846, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7413985130904243, 'colsample_bytree': 0.619977345043793, 'gamma': 2.5959587837131073, 'reg_alpha': 0.5402040170925754, 'reg_lambda': 1.416023143815704}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,370] Trial 126 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 40, 'learning_rate': 0.011670885897628762, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.65999252434717, 'colsample_bytree': 0.6278897133559784, 'gamma': 2.0453093930507054, 'reg_alpha': 0.2715680279169675, 'reg_lambda': 1.6101640200767862}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,409] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.013192533893330645, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7027232095985292, 'colsample_bytree': 0.6066320517402725, 'gamma': 2.2844299547284423, 'reg_alpha': 0.5090530832648495, 'reg_lambda': 1.3716948500449848}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,451] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.010877262019184682, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8497085638253604, 'colsample_bytree': 0.647608195990008, 'gamma': 1.8698885849023874, 'reg_alpha': 0.4384688012959662, 'reg_lambda': 1.2908882599890683}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,499] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.01696693582859312, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6916237344081735, 'colsample_bytree': 0.63538829576712, 'gamma': 2.4649836385991195, 'reg_alpha': 0.0031299813500500484, 'reg_lambda': 1.460091280885767}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,581] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.012211673237496135, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7341488702545033, 'colsample_bytree': 0.6142136824553683, 'gamma': 1.9669179747690262, 'reg_alpha': 0.46599430763712224, 'reg_lambda': 1.5226710149924256}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,623] Trial 131 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 23, 'learning_rate': 0.014949600305394517, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8147764560677339, 'colsample_bytree': 0.625620866514845, 'gamma': 1.6275396355738883, 'reg_alpha': 0.09796200512566738, 'reg_lambda': 2.757948429311332}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,668] Trial 132 finished with value: 0.693452380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.01322535617480672, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8270327885159298, 'colsample_bytree': 0.6068504967837361, 'gamma': 1.7415589538179599, 'reg_alpha': 0.48933362097583627, 'reg_lambda': 0.7304698302958865}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,702] Trial 133 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.011458793879812053, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7945763319978345, 'colsample_bytree': 0.6001438809087868, 'gamma': 2.162162138769916, 'reg_alpha': 0.522131788467982, 'reg_lambda': 1.4069584629400944}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,740] Trial 134 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 26, 'learning_rate': 0.011233061642660146, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7929147285112124, 'colsample_bytree': 0.9444143294146732, 'gamma': 2.1105139806420445, 'reg_alpha': 0.5196691309383181, 'reg_lambda': 1.7068026463199917}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,784] Trial 135 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 38, 'learning_rate': 0.014166014244108335, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7589632084271073, 'colsample_bytree': 0.6178272864253981, 'gamma': 2.2889285239884622, 'reg_alpha': 0.5342612141340012, 'reg_lambda': 1.41010277704429}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,817] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.012266549937854655, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7220210083901901, 'colsample_bytree': 0.6014655010377369, 'gamma': 2.6492682224797326, 'reg_alpha': 0.4500861438396963, 'reg_lambda': 1.2320356618589583}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,862] Trial 137 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.16207805516695098, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7285262211516871, 'colsample_bytree': 0.7146542353239704, 'gamma': 2.1992159749594262, 'reg_alpha': 0.5912379507078124, 'reg_lambda': 1.4702567823346908}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,942] Trial 138 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.010637250297143524, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7103874752717008, 'colsample_bytree': 0.6312182625504457, 'gamma': 3.1433390293190913, 'reg_alpha': 0.5601819809288644, 'reg_lambda': 1.3405456951467558}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:58,988] Trial 139 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.013165953395891565, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7718791169566583, 'colsample_bytree': 0.6428468081771421, 'gamma': 2.361852771406893, 'reg_alpha': 0.14336984705396522, 'reg_lambda': 1.5684773025512835}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,024] Trial 140 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.011591242556943231, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.750848376896617, 'colsample_bytree': 0.6183807194777763, 'gamma': 2.5378797112985736, 'reg_alpha': 0.49852488555027896, 'reg_lambda': 0.8835449004501936}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,055] Trial 141 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.011454282735387357, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.753271554735228, 'colsample_bytree': 0.619952420256855, 'gamma': 2.5282098587670494, 'reg_alpha': 0.5044329671883295, 'reg_lambda': 0.807653396059667}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,096] Trial 142 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 26, 'learning_rate': 0.012572087142116894, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7165889027767715, 'colsample_bytree': 0.6138061430773671, 'gamma': 2.8273400125635275, 'reg_alpha': 0.4790778819991692, 'reg_lambda': 1.0430350013797636}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,125] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.03651193615862299, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7414979270430924, 'colsample_bytree': 0.600005914652109, 'gamma': 2.4448594000186032, 'reg_alpha': 0.032760718363699745, 'reg_lambda': 1.2787005275077536}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,170] Trial 144 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 34, 'learning_rate': 0.011758556621727053, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7809424782680411, 'colsample_bytree': 0.6242879779153723, 'gamma': 2.037933023251341, 'reg_alpha': 0.5306495552089989, 'reg_lambda': 0.9113522544564976}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,219] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.010131317300867743, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7304477382512143, 'colsample_bytree': 0.6111799691647637, 'gamma': 2.1834899075265253, 'reg_alpha': 0.4627891845429908, 'reg_lambda': 1.376225886645189}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,291] Trial 146 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.01395184398459857, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8069899910716528, 'colsample_bytree': 0.6345853966970507, 'gamma': 2.296656089383701, 'reg_alpha': 0.5022065005186753, 'reg_lambda': 1.4319472749062467}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,338] Trial 147 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 38, 'learning_rate': 0.01546231990524015, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6968454906564002, 'colsample_bytree': 0.6594918004444268, 'gamma': 1.909154784399256, 'reg_alpha': 0.551656318678261, 'reg_lambda': 1.5095143457419051}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,374] Trial 148 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.010861559150440656, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.747509853023078, 'colsample_bytree': 0.6284858935061969, 'gamma': 2.6734143377829054, 'reg_alpha': 0.4011928467563989, 'reg_lambda': 1.1868398900642043}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,417] Trial 149 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 29, 'learning_rate': 0.013136120295034685, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7070917129303054, 'colsample_bytree': 0.607947561241422, 'gamma': 2.134833072169129, 'reg_alpha': 0.43882002662051695, 'reg_lambda': 0.8790781632183698}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,458] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.014632830730450406, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6830033122588175, 'colsample_bytree': 0.6084995992673685, 'gamma': 1.8032029881580138, 'reg_alpha': 0.3484563975642147, 'reg_lambda': 0.5850798957137537}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,496] Trial 151 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 28, 'learning_rate': 0.012913465371097426, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7075589091070017, 'colsample_bytree': 0.6199199330743638, 'gamma': 2.0762089611976804, 'reg_alpha': 0.4308156109907496, 'reg_lambda': 0.8295611127928082}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,537] Trial 152 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.013275628839653573, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7070206727042708, 'colsample_bytree': 0.6080801052915124, 'gamma': 2.1106077474549787, 'reg_alpha': 0.42887426442710597, 'reg_lambda': 0.6590068228668117}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,586] Trial 153 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.012690281547452203, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7022370021132329, 'colsample_bytree': 0.6375465512182407, 'gamma': 1.9972468929826752, 'reg_alpha': 0.38984404410006446, 'reg_lambda': 0.735272283938987}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,687] Trial 154 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 141, 'learning_rate': 0.015699270686991788, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7187646803086482, 'colsample_bytree': 0.6236853095638862, 'gamma': 2.1888133859853465, 'reg_alpha': 0.45885187975330033, 'reg_lambda': 0.8803163798934606}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,734] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.013589408902569664, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6944051049607917, 'colsample_bytree': 0.6466574254186981, 'gamma': 4.852913395802833, 'reg_alpha': 0.06300361778463931, 'reg_lambda': 1.8178143799364683}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,791] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.01692830255610148, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7229192414660698, 'colsample_bytree': 0.6156146115440764, 'gamma': 2.39196020978033, 'reg_alpha': 0.41909839658273546, 'reg_lambda': 1.3088353715299994}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,849] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.011915511857123445, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7121093144568122, 'colsample_bytree': 0.6301722933884765, 'gamma': 2.2644144172500043, 'reg_alpha': 0.48299877459222557, 'reg_lambda': 1.0232719999227384}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,901] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.012067846692856854, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7075425795128636, 'colsample_bytree': 0.6286321006813728, 'gamma': 2.0564691462963114, 'reg_alpha': 0.4445762174001447, 'reg_lambda': 0.9913148171426933}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,939] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.012233675637850895, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7128508671884405, 'colsample_bytree': 0.6326413283283319, 'gamma': 3.886790120198751, 'reg_alpha': 0.4428155716459238, 'reg_lambda': 0.8598225527518494}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:16:59,984] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.010877950603127129, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7055245879377109, 'colsample_bytree': 0.6001503482113498, 'gamma': 1.9252165430895416, 'reg_alpha': 0.5197881571367753, 'reg_lambda': 0.9668483015471434}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,032] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.010973536873476497, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7089491763683728, 'colsample_bytree': 0.6010460704053031, 'gamma': 1.85992133306519, 'reg_alpha': 0.5248133445311457, 'reg_lambda': 1.0205919264336991}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,105] Trial 162 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 20, 'learning_rate': 0.010259598450552306, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7011857811977387, 'colsample_bytree': 0.6100559544963765, 'gamma': 1.9593496297565796, 'reg_alpha': 0.4736450525020861, 'reg_lambda': 0.952567649904058}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,145] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.010411262066876285, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6870573219072195, 'colsample_bytree': 0.6138813292594503, 'gamma': 2.1429491982531474, 'reg_alpha': 0.4769361829677093, 'reg_lambda': 0.9215053454426578}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,177] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 23, 'learning_rate': 0.011819734825920025, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7194088640488008, 'colsample_bytree': 0.6215369402712353, 'gamma': 2.247546352200147, 'reg_alpha': 0.4227281903873082, 'reg_lambda': 0.9837395995563872}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,225] Trial 165 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.010100469901015837, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7261924371418222, 'colsample_bytree': 0.6104552060853476, 'gamma': 2.200500639371085, 'reg_alpha': 0.29630900257316967, 'reg_lambda': 0.806000638752024}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,292] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.01309078274171677, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7169769328522609, 'colsample_bytree': 0.6187501941103241, 'gamma': 2.258609153438589, 'reg_alpha': 0.369103349964622, 'reg_lambda': 1.0915762876861839}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,337] Trial 167 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 43, 'learning_rate': 0.011411601386005806, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6957166616399548, 'colsample_bytree': 0.652367589663216, 'gamma': 1.6901201936077412, 'reg_alpha': 0.4099872281638762, 'reg_lambda': 0.7792782488671951}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,373] Trial 168 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.012578819971826692, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7358287078634976, 'colsample_bytree': 0.6241067489867022, 'gamma': 2.463231104949129, 'reg_alpha': 0.48817930048829766, 'reg_lambda': 0.9547353863879592}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,409] Trial 169 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 23, 'learning_rate': 0.012671170196679758, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7309426232004682, 'colsample_bytree': 0.6404199686990839, 'gamma': 2.428186844081372, 'reg_alpha': 0.4304134170198045, 'reg_lambda': 1.0506452902554073}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,478] Trial 170 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.014557843173345195, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7361004096133911, 'colsample_bytree': 0.6250261761142409, 'gamma': 2.410612794551241, 'reg_alpha': 0.4595445287360327, 'reg_lambda': 0.9322028445851396}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,517] Trial 171 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.014808762781756466, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7346640535188533, 'colsample_bytree': 0.6248720593368545, 'gamma': 2.3221217731353865, 'reg_alpha': 0.46104081057197094, 'reg_lambda': 0.9330550040708224}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,554] Trial 172 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.014470695598853799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7389771026912734, 'colsample_bytree': 0.628783756779439, 'gamma': 2.3326945843071973, 'reg_alpha': 0.4654828219610825, 'reg_lambda': 0.9433075253027593}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,590] Trial 173 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.014645838365351535, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7417343050773896, 'colsample_bytree': 0.6298524619935583, 'gamma': 2.3201881758872847, 'reg_alpha': 0.46254398851737005, 'reg_lambda': 0.9233029044634791}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,628] Trial 174 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.014896156029327824, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.737056462366392, 'colsample_bytree': 0.6222965146990238, 'gamma': 2.3262963730752073, 'reg_alpha': 0.4726706389662045, 'reg_lambda': 0.9209173505878522}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,682] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.016262525710958823, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7373854530288644, 'colsample_bytree': 0.6330054477515525, 'gamma': 2.325145289642289, 'reg_alpha': 0.4618885690981467, 'reg_lambda': 0.9339927623786577}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,721] Trial 176 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.018077335705877436, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7368498452238355, 'colsample_bytree': 0.623583868165203, 'gamma': 2.5144573069202063, 'reg_alpha': 0.48371256473625773, 'reg_lambda': 0.868830373101531}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,757] Trial 177 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.018018907563506405, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.75999409053967, 'colsample_bytree': 0.6209268831445156, 'gamma': 2.2680067693293955, 'reg_alpha': 0.4178282016853786, 'reg_lambda': 0.8530868844008057}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,824] Trial 178 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 23, 'learning_rate': 0.015151636344030573, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7394170062888435, 'colsample_bytree': 0.6107271049948629, 'gamma': 2.57752793016002, 'reg_alpha': 0.4847599546448529, 'reg_lambda': 0.9921911353656954}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,864] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.019284951086830524, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7317097438619514, 'colsample_bytree': 0.6364932045284764, 'gamma': 2.4964402403186927, 'reg_alpha': 0.4408493684240645, 'reg_lambda': 0.9113941550651179}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,902] Trial 180 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.015378399311066077, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7441937118825434, 'colsample_bytree': 0.6275455264779688, 'gamma': 0.015707440187344268, 'reg_alpha': 0.4918063067726024, 'reg_lambda': 0.7915196405089956}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,941] Trial 181 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.014993543554703686, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7352403983364512, 'colsample_bytree': 0.6214109218539726, 'gamma': 2.3875347765275867, 'reg_alpha': 0.4647063250215022, 'reg_lambda': 0.9671729318880437}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:00,978] Trial 182 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.016962303436371534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7250148500325261, 'colsample_bytree': 0.6173930926211797, 'gamma': 2.2626577324047163, 'reg_alpha': 0.47293740755936076, 'reg_lambda': 0.9700060595853474}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,128] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.014450031007786825, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.748057069330006, 'colsample_bytree': 0.6080097864393103, 'gamma': 2.1070734098226063, 'reg_alpha': 0.4438652093942326, 'reg_lambda': 0.8481994285797042}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,214] Trial 184 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.013826596992764494, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7346912870813351, 'colsample_bytree': 0.6207302170045608, 'gamma': 2.3520507448047843, 'reg_alpha': 0.3854315088547213, 'reg_lambda': 0.8871212299038365}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,253] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.016047717890406366, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7213397321122816, 'colsample_bytree': 0.6398095875646307, 'gamma': 2.0088940628291803, 'reg_alpha': 0.46876942595450855, 'reg_lambda': 1.006351960471421}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,334] Trial 186 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.012992422793162681, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7111036116023879, 'colsample_bytree': 0.6319371504658484, 'gamma': 2.234260469618187, 'reg_alpha': 0.49785392514466703, 'reg_lambda': 1.110174022810406}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,372] Trial 187 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.014977779620993295, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7116640679506173, 'colsample_bytree': 0.6460538110946974, 'gamma': 2.208693063954678, 'reg_alpha': 0.42297354755497585, 'reg_lambda': 1.1191505366092491}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,457] Trial 188 finished with value: 0.699404761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.01359819392727269, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6974056811616839, 'colsample_bytree': 0.6335320433266685, 'gamma': 2.072251173931145, 'reg_alpha': 0.5062391997685047, 'reg_lambda': 1.0799659765971947}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,498] Trial 189 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.05928502787172457, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7156340777467877, 'colsample_bytree': 0.6129778160345787, 'gamma': 2.327422263825567, 'reg_alpha': 0.4534329170105789, 'reg_lambda': 0.7735941735993291}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,538] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.01795826883043273, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7013378330235874, 'colsample_bytree': 0.6304611033475289, 'gamma': 2.159750335026342, 'reg_alpha': 0.40012829325583077, 'reg_lambda': 1.0138386155029604}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,573] Trial 191 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 25, 'learning_rate': 0.01300183356581728, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7262088590461476, 'colsample_bytree': 0.6241034336968001, 'gamma': 2.4509854041171697, 'reg_alpha': 0.49049314958856527, 'reg_lambda': 0.9455817162118267}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,615] Trial 192 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.012398869769519377, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7401665566866794, 'colsample_bytree': 0.6172811610063096, 'gamma': 2.551688589433098, 'reg_alpha': 0.48174421218019053, 'reg_lambda': 0.8898294825952887}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,659] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.014500580609456427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7331224732878333, 'colsample_bytree': 0.6074013417194701, 'gamma': 2.2580832340251002, 'reg_alpha': 0.45413494306120883, 'reg_lambda': 0.8305648319489554}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,732] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.012113324704495837, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7555385324009568, 'colsample_bytree': 0.626272573974255, 'gamma': 2.369804218035912, 'reg_alpha': 0.5050903623959273, 'reg_lambda': 0.9590338430857547}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,794] Trial 195 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 26, 'learning_rate': 0.013473198194678168, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.721524218552008, 'colsample_bytree': 0.6403494978283483, 'gamma': 2.475657054484434, 'reg_alpha': 0.4691322840095888, 'reg_lambda': 1.0414381287971364}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,846] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 32, 'learning_rate': 0.015979848744920422, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7206071698502492, 'colsample_bytree': 0.6503629154954101, 'gamma': 1.9905275851837314, 'reg_alpha': 0.46663818448420485, 'reg_lambda': 1.033622507897752}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,887] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.01585388491024873, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7099380781138291, 'colsample_bytree': 0.6556499544276363, 'gamma': 1.9705093364968338, 'reg_alpha': 0.43407845701220504, 'reg_lambda': 1.0471516559136522}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,930] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.017038033889949063, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7205192863991907, 'colsample_bytree': 0.6471116685390086, 'gamma': 2.2257453736422668, 'reg_alpha': 0.4709058357698408, 'reg_lambda': 0.6858158282761766}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,971] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 32, 'learning_rate': 0.0195111261979664, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7027619833329727, 'colsample_bytree': 0.6420939224740423, 'gamma': 2.3297423242034534, 'reg_alpha': 0.5041475057769056, 'reg_lambda': 1.1069024110925874}. Best is trial 86 with value: 0.7797619047619048.
[I 2025-11-03 19:17:01,975] A new study created in memory with name: no-name-d98571ce-825c-4a74-a0fa-5eed8a1ad601
[I 2025-11-03 19:17:02,003] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.03446346650576931, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7504419700437757, 'colsample_bytree': 0.649011757857019, 'gamma': 3.4954307830104008, 'reg_alpha': 0.49072091118532624, 'reg_lambda': 0.6022249829655547}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:02,063] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.05264433490548373, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9701102477507483, 'colsample_bytree': 0.9664445759995793, 'gamma': 2.2738279144378377, 'reg_alpha': 0.4433015396161367, 'reg_lambda': 2.467073491154591}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:02,086] Trial 2 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.17852664892814482, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9878172170706923, 'colsample_bytree': 0.6830404569083047, 'gamma': 2.026993748826764, 'reg_alpha': 0.380289582282759, 'reg_lambda': 2.356581087401163}. Best is trial 2 with value: 0.6815476190476191.
[I 2025-11-03 19:17:02,121] Trial 3 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.24449365048731903, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9388542575359765, 'colsample_bytree': 0.8524035992143536, 'gamma': 3.9387720574160214, 'reg_alpha': 0.1388963002988356, 'reg_lambda': 1.293124539362986}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,149] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.29278948833310464, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9992390308395234, 'colsample_bytree': 0.6370801152553328, 'gamma': 3.071585305061229, 'reg_alpha': 0.9449327236821164, 'reg_lambda': 0.8546932839705247}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,197] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.04860724499521334, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.978310367982416, 'colsample_bytree': 0.7024572819881851, 'gamma': 1.227333942611516, 'reg_alpha': 0.2375758075742258, 'reg_lambda': 1.643917780677239}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,251] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 115, 'learning_rate': 0.015162160366641699, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.820409945686611, 'colsample_bytree': 0.975049092935675, 'gamma': 2.345536760197009, 'reg_alpha': 0.8199410831730939, 'reg_lambda': 1.3309457361535233}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,267] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.1476061265637532, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9250786229799113, 'colsample_bytree': 0.7957520868544178, 'gamma': 4.572354549637884, 'reg_alpha': 0.5609766848614317, 'reg_lambda': 1.1130532049605055}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,318] Trial 8 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.014135844026426956, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9870992799330889, 'colsample_bytree': 0.6852994851807352, 'gamma': 1.8562504921028729, 'reg_alpha': 0.576096438880807, 'reg_lambda': 1.8325854422966281}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,367] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.2766965417241837, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7155255366725254, 'colsample_bytree': 0.9636788104172512, 'gamma': 4.942358015923411, 'reg_alpha': 0.7332359633619174, 'reg_lambda': 2.6123135781515723}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,439] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.096880357478253, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6050449825092514, 'colsample_bytree': 0.8609076606095958, 'gamma': 0.25323279756477524, 'reg_alpha': 0.06033200197090616, 'reg_lambda': 1.9173729668755943}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,509] Trial 11 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.12369545237789929, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8739475163955912, 'colsample_bytree': 0.8139306628793864, 'gamma': 4.611472955986582, 'reg_alpha': 0.018365504485876483, 'reg_lambda': 1.1434319214341433}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,561] Trial 12 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 86, 'learning_rate': 0.12021469021059336, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8953197591850618, 'colsample_bytree': 0.8741625859137716, 'gamma': 4.057850475660791, 'reg_alpha': 0.24356932515427782, 'reg_lambda': 1.2055796438964554}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,620] Trial 13 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 163, 'learning_rate': 0.17828491565453541, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8949046974838532, 'colsample_bytree': 0.7661517114854952, 'gamma': 3.953773573868562, 'reg_alpha': 0.6485850085953737, 'reg_lambda': 1.517816911721697}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,668] Trial 14 finished with value: 0.675595238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.08833341459866938, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9246397113908206, 'colsample_bytree': 0.7738983281164782, 'gamma': 3.081765082413721, 'reg_alpha': 0.2111998753255413, 'reg_lambda': 0.8498829029064237}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,760] Trial 15 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 166, 'learning_rate': 0.18895649151610547, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8306085578455934, 'colsample_bytree': 0.8930453701716681, 'gamma': 4.403747234571968, 'reg_alpha': 0.36543095005744436, 'reg_lambda': 2.0718802465402026}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,802] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.025707646380282792, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9356312779703934, 'colsample_bytree': 0.8344014153408112, 'gamma': 3.60521930723991, 'reg_alpha': 0.6373860206986842, 'reg_lambda': 0.5130468809280899}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,880] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.0766055196198631, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7549936266806372, 'colsample_bytree': 0.91832809550944, 'gamma': 4.994255046687961, 'reg_alpha': 0.16380780957788002, 'reg_lambda': 0.98932930271489}. Best is trial 3 with value: 0.7113095238095238.
[I 2025-11-03 19:17:02,907] Trial 18 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 20, 'learning_rate': 0.18587188701810967, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8614621966274838, 'colsample_bytree': 0.75391202771505, 'gamma': 2.950750319835543, 'reg_alpha': 0.33478721194272376, 'reg_lambda': 2.962945365884627}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:02,960] Trial 19 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 101, 'learning_rate': 0.22907400352382576, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8556881075092895, 'colsample_bytree': 0.756598159125199, 'gamma': 2.759229173794794, 'reg_alpha': 0.12342667933969492, 'reg_lambda': 2.210100322308307}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,100] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.07187492580040993, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.7899407830674764, 'colsample_bytree': 0.7127877532921025, 'gamma': 1.664863585260128, 'reg_alpha': 0.3304220107767407, 'reg_lambda': 2.8785751869836833}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,136] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 21, 'learning_rate': 0.14510878428785018, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9332319154288174, 'colsample_bytree': 0.8008407317373586, 'gamma': 3.636194069419942, 'reg_alpha': 0.30004628034617825, 'reg_lambda': 1.428594984217966}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,220] Trial 22 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.21282810657030546, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9125467333529346, 'colsample_bytree': 0.7481982318452214, 'gamma': 4.290898397199991, 'reg_alpha': 0.5359636080947751, 'reg_lambda': 2.8841243488917563}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,261] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.1400692565711612, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8610675130207189, 'colsample_bytree': 0.8429722493000964, 'gamma': 3.106273328364015, 'reg_alpha': 0.43023893186609535, 'reg_lambda': 1.6870580733400011}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,304] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.24834578358600534, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.662263791820832, 'colsample_bytree': 0.8002504542109363, 'gamma': 3.891311975478277, 'reg_alpha': 0.13485684922495575, 'reg_lambda': 1.1212598412911687}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,345] Trial 25 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 23, 'learning_rate': 0.10474595822994338, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9479422505354207, 'colsample_bytree': 0.9237626282674429, 'gamma': 2.7772142401255415, 'reg_alpha': 0.2832602216321689, 'reg_lambda': 0.75021089852236}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,389] Trial 26 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 72, 'learning_rate': 0.1653172056592733, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8825286698627952, 'colsample_bytree': 0.7287199687629439, 'gamma': 4.56644274884732, 'reg_alpha': 0.7278639867507766, 'reg_lambda': 1.399680898706491}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,427] Trial 27 finished with value: 0.699404761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.06336596711698492, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8384860747886154, 'colsample_bytree': 0.8310508727794428, 'gamma': 3.303902317117666, 'reg_alpha': 0.08001467940817389, 'reg_lambda': 1.6018253707243904}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,472] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 87, 'learning_rate': 0.29656581682441174, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7946894653608841, 'colsample_bytree': 0.6140455879916964, 'gamma': 4.160726436293087, 'reg_alpha': 0.4265950700766967, 'reg_lambda': 2.6630747398858237}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,552] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.02965495045216081, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9568352647433243, 'colsample_bytree': 0.7832670832400582, 'gamma': 3.7401271209451292, 'reg_alpha': 0.5476043343465651, 'reg_lambda': 0.6807514826083073}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,611] Trial 30 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 153, 'learning_rate': 0.22667645993257085, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9147562814114834, 'colsample_bytree': 0.9230530273234708, 'gamma': 2.7049738857943897, 'reg_alpha': 0.4919846151691951, 'reg_lambda': 1.2563327684943826}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,643] Trial 31 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 21, 'learning_rate': 0.13600218159387759, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9403667553329295, 'colsample_bytree': 0.7958251489981784, 'gamma': 3.3947988335867687, 'reg_alpha': 0.30739117976613695, 'reg_lambda': 1.4491942822145614}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,679] Trial 32 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 35, 'learning_rate': 0.14055963625876186, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9000051648205756, 'colsample_bytree': 0.8139373683314859, 'gamma': 3.6053544860243685, 'reg_alpha': 0.18292709133662396, 'reg_lambda': 1.0145231026546848}. Best is trial 18 with value: 0.7470238095238096.
[I 2025-11-03 19:17:03,717] Trial 33 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.044575244110926664, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9623725254470674, 'colsample_bytree': 0.738347741556768, 'gamma': 4.7019106082970525, 'reg_alpha': 0.35803337241837235, 'reg_lambda': 0.9813910348216635}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,766] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 54, 'learning_rate': 0.024235592024510158, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9646087116790218, 'colsample_bytree': 0.7301083027969119, 'gamma': 4.632295903692722, 'reg_alpha': 0.4368328047239132, 'reg_lambda': 0.9581989867893522}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,810] Trial 35 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 49, 'learning_rate': 0.03559702265726584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9643112235647041, 'colsample_bytree': 0.6615722867284076, 'gamma': 4.763409881728919, 'reg_alpha': 0.39443841638068244, 'reg_lambda': 0.8091647121972151}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,891] Trial 36 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 120, 'learning_rate': 0.04369551252607604, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9963555488227319, 'colsample_bytree': 0.6589722892851748, 'gamma': 4.840479061720483, 'reg_alpha': 0.35557190074593165, 'reg_lambda': 0.82462495502791}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:03,949] Trial 37 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 107, 'learning_rate': 0.040697217756529964, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9846289923441718, 'colsample_bytree': 0.6673635569492359, 'gamma': 0.8326636075190668, 'reg_alpha': 0.3947137859416671, 'reg_lambda': 0.5939272250382626}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,008] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.0439167848179163, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9657997900208573, 'colsample_bytree': 0.6420456508816148, 'gamma': 4.811220809636378, 'reg_alpha': 0.36882779933931803, 'reg_lambda': 0.8097322303531702}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,066] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.01854927216839098, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9909214096421444, 'colsample_bytree': 0.6089774047490646, 'gamma': 4.359931736126847, 'reg_alpha': 0.48057292429108683, 'reg_lambda': 2.3368565604354394}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,117] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.05644887533473309, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9592210207952306, 'colsample_bytree': 0.6678589450491982, 'gamma': 2.176890207298892, 'reg_alpha': 0.24683617531149823, 'reg_lambda': 0.6662367030357339}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,154] Trial 41 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 49, 'learning_rate': 0.034796865554891504, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9986615499452385, 'colsample_bytree': 0.6978817467240753, 'gamma': 4.7076021037389255, 'reg_alpha': 0.3406939153369187, 'reg_lambda': 0.9590389057361575}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,198] Trial 42 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 48, 'learning_rate': 0.03448902725411068, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9960118524238563, 'colsample_bytree': 0.6940052933661545, 'gamma': 4.741048278032874, 'reg_alpha': 0.375372830331248, 'reg_lambda': 0.9316256608321707}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,279] Trial 43 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 85, 'learning_rate': 0.03540004696236157, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9999289080462653, 'colsample_bytree': 0.6981041358027091, 'gamma': 4.968929960137891, 'reg_alpha': 0.9914567072458589, 'reg_lambda': 0.8544023080873322}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,318] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 50, 'learning_rate': 0.03553745833177397, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9757840101305615, 'colsample_bytree': 0.6607280589866611, 'gamma': 4.74157336947414, 'reg_alpha': 0.3737689412830118, 'reg_lambda': 0.9700313013301043}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,370] Trial 45 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 66, 'learning_rate': 0.02906255569590394, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.999932569810892, 'colsample_bytree': 0.6267589359279233, 'gamma': 4.403284113847929, 'reg_alpha': 0.45071649476354814, 'reg_lambda': 0.576730149109929}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,439] Trial 46 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 189, 'learning_rate': 0.02082859433460599, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.975078440646347, 'colsample_bytree': 0.6839078699704525, 'gamma': 4.766332391430151, 'reg_alpha': 0.2563601053783172, 'reg_lambda': 0.7493319637316889}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,487] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.050270771782537756, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9517380001563911, 'colsample_bytree': 0.7196422723615302, 'gamma': 4.1723093662321356, 'reg_alpha': 0.34073753953300423, 'reg_lambda': 1.0659714803661573}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,548] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 118, 'learning_rate': 0.04338607055272725, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9751015952418747, 'colsample_bytree': 0.6979336735738007, 'gamma': 4.46249846763971, 'reg_alpha': 0.6220971151547108, 'reg_lambda': 0.8932990088362193}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,588] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.03054498864791821, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9798758358505067, 'colsample_bytree': 0.6540156600477358, 'gamma': 3.8952118900613097, 'reg_alpha': 0.512937638054531, 'reg_lambda': 1.3089015975907023}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,672] Trial 50 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 96, 'learning_rate': 0.055035614744006436, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9169980966966884, 'colsample_bytree': 0.6781770202381371, 'gamma': 4.810414108756756, 'reg_alpha': 0.4003329764883776, 'reg_lambda': 0.5169427911112552}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,712] Trial 51 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.037634015865388344, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9486447189180687, 'colsample_bytree': 0.7423192855419243, 'gamma': 1.4812011291386822, 'reg_alpha': 0.3340568336635567, 'reg_lambda': 1.1521141979400935}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,743] Trial 52 finished with value: 0.7380952380952382 and parameters: {'n_estimators': 30, 'learning_rate': 0.04812965787637671, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7618265840107746, 'colsample_bytree': 0.7058927448592062, 'gamma': 4.170912159009661, 'reg_alpha': 0.28330025814021226, 'reg_lambda': 1.7965754245529921}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,782] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.024310342571046143, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7197797158041783, 'colsample_bytree': 0.6277901593822215, 'gamma': 0.0962893188804621, 'reg_alpha': 0.20150763740528066, 'reg_lambda': 1.9118574653399139}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,830] Trial 54 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 61, 'learning_rate': 0.010463740935497182, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9893746992419414, 'colsample_bytree': 0.6447944292589197, 'gamma': 4.618909332063029, 'reg_alpha': 0.46149073037399185, 'reg_lambda': 0.9302374493337822}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,875] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.06695774290139056, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9322302247686207, 'colsample_bytree': 0.7352738944622542, 'gamma': 4.959857871345527, 'reg_alpha': 0.3495273776003257, 'reg_lambda': 2.99593143107878}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,914] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.03965908758045292, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8124593186220027, 'colsample_bytree': 0.7554066332365345, 'gamma': 4.493960416297072, 'reg_alpha': 0.3995026079223003, 'reg_lambda': 0.7074835070025788}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:04,982] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.03211337483685453, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9682113597631732, 'colsample_bytree': 0.6893658073550116, 'gamma': 4.001455590515839, 'reg_alpha': 0.2603865511410952, 'reg_lambda': 1.2218576364546267}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,022] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.08077301003774034, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9887925382434914, 'colsample_bytree': 0.7173192482096242, 'gamma': 0.9425577751359162, 'reg_alpha': 0.3231522279943737, 'reg_lambda': 2.0920093469021186}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,101] Trial 59 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 238, 'learning_rate': 0.027349142039929372, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8989353275039131, 'colsample_bytree': 0.6806857377156473, 'gamma': 4.780378882898824, 'reg_alpha': 0.22389838410963103, 'reg_lambda': 1.0720086556190909}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,148] Trial 60 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 75, 'learning_rate': 0.058425600864975634, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8838061809486869, 'colsample_bytree': 0.6005990634817698, 'gamma': 4.267071968494497, 'reg_alpha': 0.5762324858900646, 'reg_lambda': 0.814092320941539}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,222] Trial 61 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.026961016765933477, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8470344674700766, 'colsample_bytree': 0.7687951301281954, 'gamma': 4.703551306317541, 'reg_alpha': 0.21829961609526022, 'reg_lambda': 1.0529449284687047}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,292] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.04653583551070935, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9027192734398014, 'colsample_bytree': 0.6821492232975275, 'gamma': 4.816224511622494, 'reg_alpha': 0.284044702919378, 'reg_lambda': 1.1688613762370546}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,376] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.017999608793380747, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9408982438396555, 'colsample_bytree': 0.6724221808537351, 'gamma': 4.9984748149644656, 'reg_alpha': 0.41419954793006897, 'reg_lambda': 1.0641154294840365}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,505] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.035235294651106426, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8658766078818304, 'colsample_bytree': 0.6960053906458932, 'gamma': 4.462156765832958, 'reg_alpha': 0.3631051054596361, 'reg_lambda': 0.7867685413866145}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,575] Trial 65 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.02168612826349841, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9248522448220005, 'colsample_bytree': 0.6539528456677591, 'gamma': 2.480185501521644, 'reg_alpha': 0.1597298201558247, 'reg_lambda': 0.9235602841416605}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,613] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.03193332301773506, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6083001698201276, 'colsample_bytree': 0.7117830926269896, 'gamma': 4.282159275866178, 'reg_alpha': 0.0920420941855638, 'reg_lambda': 2.481041880875682}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,653] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 41, 'learning_rate': 0.03833965371722372, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9573075713545238, 'colsample_bytree': 0.721213653959291, 'gamma': 3.7895114160237426, 'reg_alpha': 0.3141087796783275, 'reg_lambda': 0.8645853639887071}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,700] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.025944625415446274, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8822014203448918, 'colsample_bytree': 0.6281578676215577, 'gamma': 4.586582811448443, 'reg_alpha': 0.8873033746624615, 'reg_lambda': 1.3469049575472867}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,774] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.04365365326747433, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9893041762614743, 'colsample_bytree': 0.7448961154371655, 'gamma': 4.080868014453425, 'reg_alpha': 0.22289995346535268, 'reg_lambda': 1.5428537882875095}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,816] Trial 70 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 56, 'learning_rate': 0.061478544999948814, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.946062664054349, 'colsample_bytree': 0.7574318214620076, 'gamma': 4.794149510085698, 'reg_alpha': 0.01083554377910892, 'reg_lambda': 2.6481061768777776}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,918] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.04767301700506397, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9027548694921922, 'colsample_bytree': 0.6841820798891735, 'gamma': 4.863898534698859, 'reg_alpha': 0.2881115690882974, 'reg_lambda': 1.1003292039041308}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:05,992] Trial 72 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 207, 'learning_rate': 0.051342674743005204, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9101738138192933, 'colsample_bytree': 0.6736062915915761, 'gamma': 4.647046666314604, 'reg_alpha': 0.27366650710025153, 'reg_lambda': 1.2044343550563792}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,059] Trial 73 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 196, 'learning_rate': 0.02841486318997547, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9289333691334923, 'colsample_bytree': 0.661648694774478, 'gamma': 4.5561158070233025, 'reg_alpha': 0.3817339882315621, 'reg_lambda': 1.1753275904932992}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,133] Trial 74 finished with value: 0.699404761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.03296949589539383, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8906323531144047, 'colsample_bytree': 0.7024089436346204, 'gamma': 4.908468409433956, 'reg_alpha': 0.30744567253813904, 'reg_lambda': 1.0188439947385004}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,197] Trial 75 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 174, 'learning_rate': 0.0446979079149005, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9657130261492696, 'colsample_bytree': 0.7786400284112343, 'gamma': 4.36102242683971, 'reg_alpha': 0.35773926843935683, 'reg_lambda': 0.6418794779978554}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,269] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.022706993396978556, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8235771858581358, 'colsample_bytree': 0.6908320502553624, 'gamma': 4.706731343697521, 'reg_alpha': 0.4172978553255298, 'reg_lambda': 0.7642296545214653}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,327] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.040115414944033236, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8654366172042404, 'colsample_bytree': 0.7341143155644237, 'gamma': 4.847876922904224, 'reg_alpha': 0.46344335166536704, 'reg_lambda': 0.9970886342639017}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,414] Trial 78 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 104, 'learning_rate': 0.03548753003995098, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.979503720012642, 'colsample_bytree': 0.650212721174921, 'gamma': 4.450508166845792, 'reg_alpha': 0.19114418943705566, 'reg_lambda': 0.8610113038215562}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,460] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.09489681288365753, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.851184300110488, 'colsample_bytree': 0.6401988825824785, 'gamma': 3.2018023220485006, 'reg_alpha': 0.24421599827450194, 'reg_lambda': 1.2719448666716682}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,519] Trial 80 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 126, 'learning_rate': 0.019121426958192664, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9999221069963449, 'colsample_bytree': 0.7122585291213839, 'gamma': 1.8818694869896055, 'reg_alpha': 0.32663463131754433, 'reg_lambda': 0.9444582389401102}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,589] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.04698289801202705, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9052453262418795, 'colsample_bytree': 0.6720448373432302, 'gamma': 4.8542869115365, 'reg_alpha': 0.3034015513574442, 'reg_lambda': 1.109526659153859}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,626] Trial 82 finished with value: 0.6875 and parameters: {'n_estimators': 25, 'learning_rate': 0.05189227725079761, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8732920420700606, 'colsample_bytree': 0.684670930668462, 'gamma': 2.923930342134929, 'reg_alpha': 0.3507028726887793, 'reg_lambda': 1.0983351330149382}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,704] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.06842120603147643, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8918689280449439, 'colsample_bytree': 0.6802539944943375, 'gamma': 4.703071659368224, 'reg_alpha': 0.27384870783009946, 'reg_lambda': 0.6995409552261462}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:06,800] Trial 84 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 151, 'learning_rate': 0.04774140379755388, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9177364542647732, 'colsample_bytree': 0.6614805622080562, 'gamma': 4.872745451709653, 'reg_alpha': 0.28168928610846594, 'reg_lambda': 0.8939888657770033}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:07,009] Trial 85 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.04155358345008468, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9602463843594096, 'colsample_bytree': 0.7233279207343724, 'gamma': 4.9952965438635095, 'reg_alpha': 0.23028198109557763, 'reg_lambda': 1.0231546017761899}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:07,108] Trial 86 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 112, 'learning_rate': 0.037595264754317494, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9044056664517917, 'colsample_bytree': 0.7024358629527728, 'gamma': 4.334397854799976, 'reg_alpha': 0.38667082113415424, 'reg_lambda': 1.125867401057577}. Best is trial 33 with value: 0.7648809523809523.
[I 2025-11-03 19:17:07,165] Trial 87 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 110, 'learning_rate': 0.028410421392724674, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9390095929413604, 'colsample_bytree': 0.6985375218299384, 'gamma': 4.549751023443538, 'reg_alpha': 0.386288173412501, 'reg_lambda': 1.3522287135598123}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:07,461] Trial 88 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 125, 'learning_rate': 0.027715186948745644, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9497125686348123, 'colsample_bytree': 0.6999376734758755, 'gamma': 4.229895525987901, 'reg_alpha': 0.43693031830292733, 'reg_lambda': 1.3813547349767579}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:07,928] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.02413046728812799, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9408034159438202, 'colsample_bytree': 0.9974768615609915, 'gamma': 4.158612437067958, 'reg_alpha': 0.5120366102007566, 'reg_lambda': 1.3915960011897188}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:07,981] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.028004752470804018, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9518878666080598, 'colsample_bytree': 0.7076623472010752, 'gamma': 4.533367886728081, 'reg_alpha': 0.44220266439754125, 'reg_lambda': 1.4547502785001905}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,032] Trial 91 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.031177493824230768, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9708744864805177, 'colsample_bytree': 0.6943290153907608, 'gamma': 4.292805935235567, 'reg_alpha': 0.3846829922971658, 'reg_lambda': 1.5466900857350705}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,132] Trial 92 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.03052537066468116, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.973330891335906, 'colsample_bytree': 0.691116222235323, 'gamma': 4.255532142641002, 'reg_alpha': 0.4790863221553298, 'reg_lambda': 1.5065518592168385}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,188] Trial 93 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.03025726920997674, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9713765762461278, 'colsample_bytree': 0.6917265211496402, 'gamma': 4.2244928632062795, 'reg_alpha': 0.48256969830120644, 'reg_lambda': 1.601444880770784}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,243] Trial 94 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 121, 'learning_rate': 0.016286175400890432, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9834041400269578, 'colsample_bytree': 0.7297552036922146, 'gamma': 3.534610108017161, 'reg_alpha': 0.4190600336224067, 'reg_lambda': 1.7085086335759128}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,296] Trial 95 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 91, 'learning_rate': 0.03401853721790899, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9907506745940948, 'colsample_bytree': 0.7436953095713051, 'gamma': 3.929521349170244, 'reg_alpha': 0.5300398387816243, 'reg_lambda': 1.5287102346322765}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,350] Trial 96 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 134, 'learning_rate': 0.03098208487382125, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9734779225304522, 'colsample_bytree': 0.6335364713160228, 'gamma': 3.8179993248494553, 'reg_alpha': 0.464404824243504, 'reg_lambda': 1.6099378880331183}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,409] Trial 97 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.024914688923512913, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9606457490272526, 'colsample_bytree': 0.6638922723670049, 'gamma': 4.089106147013056, 'reg_alpha': 0.40023641689663425, 'reg_lambda': 1.4825812995077696}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,464] Trial 98 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 111, 'learning_rate': 0.02487598207259737, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9617337977847761, 'colsample_bytree': 0.6173281555664604, 'gamma': 4.061298765264605, 'reg_alpha': 0.43308776266195326, 'reg_lambda': 1.4547333636932078}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,559] Trial 99 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 144, 'learning_rate': 0.022409810891933824, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9840236476682884, 'colsample_bytree': 0.6564660650908315, 'gamma': 4.378369200480356, 'reg_alpha': 0.3939857795708265, 'reg_lambda': 1.3710918175380533}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,613] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.03716723528004005, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9943636931974698, 'colsample_bytree': 0.6636166571447687, 'gamma': 4.508009817063624, 'reg_alpha': 0.3703824589311925, 'reg_lambda': 1.6770637550452467}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,669] Trial 101 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 127, 'learning_rate': 0.02633977193997959, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9704683080708293, 'colsample_bytree': 0.6943610598167822, 'gamma': 4.618303112642552, 'reg_alpha': 0.3423877933518061, 'reg_lambda': 1.5061632494862056}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,730] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.026187932862683224, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9547594935118406, 'colsample_bytree': 0.691191945558213, 'gamma': 4.655904192218366, 'reg_alpha': 0.4097053515420614, 'reg_lambda': 1.5659887353728479}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,783] Trial 103 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.029401462380202584, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9689361748221225, 'colsample_bytree': 0.7001427544944059, 'gamma': 4.244700438102981, 'reg_alpha': 0.3437439693034298, 'reg_lambda': 1.8284867592522926}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,838] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.0332414061344165, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9773638782855085, 'colsample_bytree': 0.6465364533443715, 'gamma': 4.10972251123047, 'reg_alpha': 0.5001964698459004, 'reg_lambda': 1.7495144092529702}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,896] Trial 105 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 126, 'learning_rate': 0.02028382019533408, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9441972713106839, 'colsample_bytree': 0.6697472506298745, 'gamma': 4.401416018228885, 'reg_alpha': 0.4416460917979027, 'reg_lambda': 1.494922093459086}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:08,981] Trial 106 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 100, 'learning_rate': 0.013061741417972735, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9360960427704406, 'colsample_bytree': 0.674022808686918, 'gamma': 3.6806465600490688, 'reg_alpha': 0.45183660521854424, 'reg_lambda': 1.4984601194417237}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,031] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.020194636997346672, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9454800912965908, 'colsample_bytree': 0.6662954287642163, 'gamma': 4.0089240615508155, 'reg_alpha': 0.5639362876180916, 'reg_lambda': 1.2878623017268245}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,084] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.023292136664579677, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9945444362225518, 'colsample_bytree': 0.7088946738213949, 'gamma': 4.34951525661698, 'reg_alpha': 0.47024930220914984, 'reg_lambda': 1.4080058711237804}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,126] Trial 109 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 51, 'learning_rate': 0.01700336995890355, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9224640841605086, 'colsample_bytree': 0.6367551147008507, 'gamma': 4.45887157872677, 'reg_alpha': 0.5986782149111138, 'reg_lambda': 1.3236679641356426}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,180] Trial 110 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 106, 'learning_rate': 0.02103978068557252, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9824523375025436, 'colsample_bytree': 0.7191002004954402, 'gamma': 4.569234575897685, 'reg_alpha': 0.4375064282984065, 'reg_lambda': 1.234609943428645}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,241] Trial 111 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 126, 'learning_rate': 0.02654279332138381, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9680295312922651, 'colsample_bytree': 0.6966123662521868, 'gamma': 4.631092665673167, 'reg_alpha': 0.3808998297297429, 'reg_lambda': 1.647578450615884}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,332] Trial 112 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 129, 'learning_rate': 0.031564176183168854, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9550105844885682, 'colsample_bytree': 0.6770774533911459, 'gamma': 4.751004964176129, 'reg_alpha': 0.3960999086216709, 'reg_lambda': 1.4974218164453545}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,398] Trial 113 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.0322690702679572, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9576739131490749, 'colsample_bytree': 0.6762944279611671, 'gamma': 4.6971056877816535, 'reg_alpha': 0.4005188181438479, 'reg_lambda': 1.483054383697401}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,453] Trial 114 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 122, 'learning_rate': 0.029305652845820606, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9432404218278414, 'colsample_bytree': 0.6501928968479467, 'gamma': 4.749534721547838, 'reg_alpha': 0.3656225451779099, 'reg_lambda': 1.5863342999538115}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,511] Trial 115 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 158, 'learning_rate': 0.041080230037727705, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9318674838030236, 'colsample_bytree': 0.6837015510578821, 'gamma': 4.44524924034048, 'reg_alpha': 0.41835602543231376, 'reg_lambda': 1.3452322909324996}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,568] Trial 116 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.036111470516615354, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9513570997290148, 'colsample_bytree': 0.6680984645094585, 'gamma': 4.245519868227115, 'reg_alpha': 0.49975595666251504, 'reg_lambda': 1.9051687557121664}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,628] Trial 117 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 137, 'learning_rate': 0.03643936555506444, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9793928482957894, 'colsample_bytree': 0.6718701584611436, 'gamma': 4.277893416622535, 'reg_alpha': 0.5238543883554461, 'reg_lambda': 0.7400960337591745}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,834] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.03377244644171824, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9510425967299105, 'colsample_bytree': 0.6890117493196162, 'gamma': 4.9147636424137975, 'reg_alpha': 0.49409907746401976, 'reg_lambda': 2.0501917272891887}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,874] Trial 119 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 59, 'learning_rate': 0.042023886553439645, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9961453251169626, 'colsample_bytree': 0.7068178266243673, 'gamma': 4.399254800619161, 'reg_alpha': 0.5478202680900047, 'reg_lambda': 1.9831861479852866}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,917] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.038997966374344314, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9845411876063184, 'colsample_bytree': 0.6585405933237786, 'gamma': 4.540385857984573, 'reg_alpha': 0.6895237722909082, 'reg_lambda': 1.7568158815546029}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:09,953] Trial 121 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.03126195114429931, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9629641331144465, 'colsample_bytree': 0.665505470220876, 'gamma': 4.158034735937196, 'reg_alpha': 0.3881067922726967, 'reg_lambda': 1.4149391962975784}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,008] Trial 122 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 114, 'learning_rate': 0.027857124056505252, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.948938609154196, 'colsample_bytree': 0.644399381407471, 'gamma': 4.758411255238077, 'reg_alpha': 0.4432528308835835, 'reg_lambda': 1.8750771439479106}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,050] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 47, 'learning_rate': 0.028475166999110797, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9476792249215666, 'colsample_bytree': 0.6429175803440275, 'gamma': 4.753079221091101, 'reg_alpha': 0.45326575371325206, 'reg_lambda': 1.9615220448212531}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,135] Trial 124 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 117, 'learning_rate': 0.035124370046073314, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9336006613563465, 'colsample_bytree': 0.6527132006001445, 'gamma': 4.9179503269048634, 'reg_alpha': 0.43201493453959017, 'reg_lambda': 1.7319442984738656}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,198] Trial 125 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 143, 'learning_rate': 0.03461504590825612, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9384995150822413, 'colsample_bytree': 0.6229902226987559, 'gamma': 4.998791045321132, 'reg_alpha': 0.43052999393921193, 'reg_lambda': 1.7188151494971842}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,256] Trial 126 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 134, 'learning_rate': 0.037773403075546705, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9282952456946313, 'colsample_bytree': 0.6526621637879058, 'gamma': 4.851677994284927, 'reg_alpha': 0.3614311555117569, 'reg_lambda': 1.878896027651272}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,316] Trial 127 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 137, 'learning_rate': 0.0384864457101446, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9287582104070661, 'colsample_bytree': 0.6510877682968359, 'gamma': 4.906207633560029, 'reg_alpha': 0.3414386021806615, 'reg_lambda': 1.908775743822573}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,374] Trial 128 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 129, 'learning_rate': 0.0443225173894378, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9190293895833855, 'colsample_bytree': 0.6558959437848938, 'gamma': 4.794363487646042, 'reg_alpha': 0.32264828684677427, 'reg_lambda': 1.886986216213015}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,433] Trial 129 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 133, 'learning_rate': 0.03477463995868126, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9349976307131591, 'colsample_bytree': 0.6411505934438471, 'gamma': 4.671999085512001, 'reg_alpha': 0.3571075929804244, 'reg_lambda': 1.8135284701365455}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,530] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.05510506582001172, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.953262617237676, 'colsample_bytree': 0.6352447054934878, 'gamma': 4.866831464158407, 'reg_alpha': 0.4421554036239591, 'reg_lambda': 2.0230710579735427}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,582] Trial 131 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 123, 'learning_rate': 0.03636871050266672, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9258696438455511, 'colsample_bytree': 0.6764398283608518, 'gamma': 4.5715385294789215, 'reg_alpha': 0.3820486992275412, 'reg_lambda': 1.7719674840886546}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,643] Trial 132 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 118, 'learning_rate': 0.03977418328490425, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9288752917977686, 'colsample_bytree': 0.6712355131371951, 'gamma': 4.7370842223759, 'reg_alpha': 0.41271901012344137, 'reg_lambda': 1.8497803866592277}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,698] Trial 133 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 123, 'learning_rate': 0.0369846445241983, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9419919502920014, 'colsample_bytree': 0.6772899863988688, 'gamma': 4.5754331245108455, 'reg_alpha': 0.37781323962181196, 'reg_lambda': 1.972251954369623}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,763] Trial 134 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 147, 'learning_rate': 0.04347501601041869, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9108448288556967, 'colsample_bytree': 0.6514941522816202, 'gamma': 4.846068674911442, 'reg_alpha': 0.31202286466282, 'reg_lambda': 2.1861303034195876}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,820] Trial 135 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 115, 'learning_rate': 0.03330879370114014, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9264806860777618, 'colsample_bytree': 0.6101506816864001, 'gamma': 4.4942687701355055, 'reg_alpha': 0.3559755803941126, 'reg_lambda': 2.1533784129895652}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,914] Trial 136 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.035974614214369906, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9504097454841726, 'colsample_bytree': 0.6297565704461633, 'gamma': 4.917786782968132, 'reg_alpha': 0.42609568769156486, 'reg_lambda': 1.8689792488594041}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:10,976] Trial 137 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.04584936851132889, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9505140536600152, 'colsample_bytree': 0.6277600347619405, 'gamma': 4.9336855653851455, 'reg_alpha': 0.47800868765073923, 'reg_lambda': 1.7702110649328608}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,036] Trial 138 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.04992708961708967, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9478797690265486, 'colsample_bytree': 0.6229964112320139, 'gamma': 4.94035096021204, 'reg_alpha': 0.47543523617879957, 'reg_lambda': 1.7681155124124692}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,098] Trial 139 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 136, 'learning_rate': 0.05062384640140984, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9454519775258426, 'colsample_bytree': 0.6017707292201547, 'gamma': 4.944926699898674, 'reg_alpha': 0.5172096082288503, 'reg_lambda': 1.7895699528026754}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,159] Trial 140 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 142, 'learning_rate': 0.05809091995457887, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9356483976867913, 'colsample_bytree': 0.6166030620915205, 'gamma': 4.986022899804526, 'reg_alpha': 0.48658993555582697, 'reg_lambda': 1.8826914000103956}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,220] Trial 141 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.04555803753869264, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9524280304350464, 'colsample_bytree': 0.6244589474361383, 'gamma': 4.801405207011394, 'reg_alpha': 0.4650103065456317, 'reg_lambda': 1.8424488851920167}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,305] Trial 142 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 150, 'learning_rate': 0.04180145570696584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9191102970211681, 'colsample_bytree': 0.6287198631813885, 'gamma': 4.890949401255568, 'reg_alpha': 0.43743274454557113, 'reg_lambda': 1.6810764742620155}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,366] Trial 143 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.05213749137007144, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7813629265958437, 'colsample_bytree': 0.644384425840476, 'gamma': 4.640155673186413, 'reg_alpha': 0.5038530555419816, 'reg_lambda': 1.7618056490617422}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,431] Trial 144 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.03701074098134913, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9563426358784421, 'colsample_bytree': 0.6366191432780417, 'gamma': 4.735979390055649, 'reg_alpha': 0.4202460397628453, 'reg_lambda': 1.6418490862000903}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,490] Trial 145 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.048570477059049856, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9441525623923198, 'colsample_bytree': 0.6185578285062184, 'gamma': 4.837530380397867, 'reg_alpha': 0.4519033740691463, 'reg_lambda': 1.9373094455010957}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,546] Trial 146 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 136, 'learning_rate': 0.04885407421643657, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9445026571934603, 'colsample_bytree': 0.6089416927651545, 'gamma': 4.565335832487122, 'reg_alpha': 0.47842568420949594, 'reg_lambda': 1.922857689825985}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,603] Trial 147 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.04885064870731935, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9386384164935183, 'colsample_bytree': 0.6194771671550725, 'gamma': 4.571298574840478, 'reg_alpha': 0.48007656958564404, 'reg_lambda': 1.9387977282290005}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,697] Trial 148 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 135, 'learning_rate': 0.048676688405461674, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9391907771937249, 'colsample_bytree': 0.6048494567693171, 'gamma': 4.566442926438112, 'reg_alpha': 0.4758641895541993, 'reg_lambda': 1.9443483352158102}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,756] Trial 149 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 129, 'learning_rate': 0.060659359938411574, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9116954370046804, 'colsample_bytree': 0.6190770285917363, 'gamma': 4.419249353041469, 'reg_alpha': 0.5402052916175712, 'reg_lambda': 2.108748190659111}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,815] Trial 150 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 147, 'learning_rate': 0.0605541184957519, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9113887342918232, 'colsample_bytree': 0.6188152814459431, 'gamma': 4.458065967973322, 'reg_alpha': 0.5364230778324022, 'reg_lambda': 2.0417242917810965}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,871] Trial 151 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 129, 'learning_rate': 0.06136466666445519, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9260584768972422, 'colsample_bytree': 0.611393205726191, 'gamma': 4.6103716360890195, 'reg_alpha': 0.5029712191068404, 'reg_lambda': 2.1097220048483765}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,928] Trial 152 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 131, 'learning_rate': 0.06825851056080334, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9236525561825032, 'colsample_bytree': 0.6101550285757682, 'gamma': 4.385497563912828, 'reg_alpha': 0.5667961279189395, 'reg_lambda': 1.9956568113324369}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:11,984] Trial 153 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 128, 'learning_rate': 0.07022044235773801, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9221816269192475, 'colsample_bytree': 0.6098257750215499, 'gamma': 4.619739924041796, 'reg_alpha': 0.565363932648374, 'reg_lambda': 2.1124042004640087}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,076] Trial 154 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.07814350512648241, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9243218545983359, 'colsample_bytree': 0.6081056732832889, 'gamma': 4.382766808673943, 'reg_alpha': 0.584379555513582, 'reg_lambda': 2.1329176825346066}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,140] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.06842821713060583, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9149508645703771, 'colsample_bytree': 0.6130309434797256, 'gamma': 4.604259055503981, 'reg_alpha': 0.5578545834506947, 'reg_lambda': 2.3067297467521515}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,194] Trial 156 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 129, 'learning_rate': 0.0738442505049826, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9329297410539499, 'colsample_bytree': 0.6209996541764858, 'gamma': 4.55905749414108, 'reg_alpha': 0.6199660439348733, 'reg_lambda': 2.11176845885816}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,249] Trial 157 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 124, 'learning_rate': 0.06683306955842827, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9238741888997325, 'colsample_bytree': 0.6125520419096009, 'gamma': 4.463286403637994, 'reg_alpha': 0.5956058723345226, 'reg_lambda': 1.997211445983222}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,299] Trial 158 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.06399426159553039, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9079506229320563, 'colsample_bytree': 0.6304880416538622, 'gamma': 4.889563983557395, 'reg_alpha': 0.5299911637293075, 'reg_lambda': 2.258315038805135}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,359] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.08894528425318576, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8970370994403634, 'colsample_bytree': 0.6045517703139105, 'gamma': 4.641250504970402, 'reg_alpha': 0.5520672461814022, 'reg_lambda': 2.057447133773499}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,451] Trial 160 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 153, 'learning_rate': 0.056544112451956584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9324604272908416, 'colsample_bytree': 0.6001750538145093, 'gamma': 4.342822224549482, 'reg_alpha': 0.48322578922330917, 'reg_lambda': 2.08847275916077}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,512] Trial 161 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 155, 'learning_rate': 0.057828861151315615, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9358351461414435, 'colsample_bytree': 0.6214782735049018, 'gamma': 4.3754429404455175, 'reg_alpha': 0.49081937502460743, 'reg_lambda': 2.232415198110118}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,575] Trial 162 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 162, 'learning_rate': 0.055053345346535346, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9347809288692224, 'colsample_bytree': 0.6208553005785173, 'gamma': 4.340286774535912, 'reg_alpha': 0.4865928794752848, 'reg_lambda': 2.0884080432680836}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,637] Trial 163 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 154, 'learning_rate': 0.06103561972620841, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9165155785600188, 'colsample_bytree': 0.6007806970863329, 'gamma': 0.4977216011863774, 'reg_alpha': 0.5121944710948715, 'reg_lambda': 2.2270966363557902}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,757] Trial 164 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.056708390270664426, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.927127135750646, 'colsample_bytree': 0.6097014621071414, 'gamma': 4.477927474507536, 'reg_alpha': 0.46231961341566297, 'reg_lambda': 2.0100119961871843}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,820] Trial 165 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.07240968069853203, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9230695161705147, 'colsample_bytree': 0.6164471072869633, 'gamma': 4.660217741635951, 'reg_alpha': 0.5422645029728412, 'reg_lambda': 2.1718977392202286}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,904] Trial 166 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 133, 'learning_rate': 0.05864668756408768, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9423311577860565, 'colsample_bytree': 0.6287922318481308, 'gamma': 4.370645446740414, 'reg_alpha': 0.4964181801961326, 'reg_lambda': 2.4451125380330905}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:12,961] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.08203219574939033, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7091572757531617, 'colsample_bytree': 0.6252800879695078, 'gamma': 4.838351068490436, 'reg_alpha': 0.4746511907486241, 'reg_lambda': 2.274377090261566}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,026] Trial 168 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 161, 'learning_rate': 0.06333183045990408, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9332492270832036, 'colsample_bytree': 0.6000982797542215, 'gamma': 4.533884463956572, 'reg_alpha': 0.5798243514455296, 'reg_lambda': 2.095496160414769}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,091] Trial 169 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 163, 'learning_rate': 0.05194661091350279, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9306014686725588, 'colsample_bytree': 0.6095490985721834, 'gamma': 4.908173767399876, 'reg_alpha': 0.5958245661308549, 'reg_lambda': 2.3863660950421175}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,155] Trial 170 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 158, 'learning_rate': 0.06381576668834225, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9172568885837507, 'colsample_bytree': 0.6011982546577218, 'gamma': 4.996036690430132, 'reg_alpha': 0.6249706247657609, 'reg_lambda': 2.1151088473803568}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,220] Trial 171 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 142, 'learning_rate': 0.05345854763154625, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9397080894408704, 'colsample_bytree': 0.6158174670750347, 'gamma': 4.533418155675981, 'reg_alpha': 0.5767698714620609, 'reg_lambda': 2.2091421286350243}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,313] Trial 172 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 137, 'learning_rate': 0.06720583146069292, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9332581459629528, 'colsample_bytree': 0.6335580726330364, 'gamma': 4.665248643589951, 'reg_alpha': 0.5656212077702891, 'reg_lambda': 1.952280026070106}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,373] Trial 173 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 138, 'learning_rate': 0.06953404963979865, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9322655834847131, 'colsample_bytree': 0.6333868651727718, 'gamma': 4.668811949414281, 'reg_alpha': 0.5149975438648319, 'reg_lambda': 2.0787758067079323}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,437] Trial 174 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.06896996403735121, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.930017148014447, 'colsample_bytree': 0.6348143816929622, 'gamma': 4.687637817403822, 'reg_alpha': 0.5648745148932073, 'reg_lambda': 2.0670174282201192}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,493] Trial 175 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 130, 'learning_rate': 0.06512450944476023, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9089724715010947, 'colsample_bytree': 0.6310864390520582, 'gamma': 4.822611128669214, 'reg_alpha': 0.6488541648267179, 'reg_lambda': 2.128903550340422}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,643] Trial 176 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 144, 'learning_rate': 0.0739778756963646, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9319430193492252, 'colsample_bytree': 0.6365647706723914, 'gamma': 4.3740798645826215, 'reg_alpha': 0.5109369518904703, 'reg_lambda': 2.0063200468075233}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,698] Trial 177 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 127, 'learning_rate': 0.062044153619234904, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9220030698395841, 'colsample_bytree': 0.6268220924796135, 'gamma': 4.7083986602913726, 'reg_alpha': 0.5364791497409203, 'reg_lambda': 1.8231582740578909}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,794] Trial 178 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 160, 'learning_rate': 0.08409866627455312, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9147362207107618, 'colsample_bytree': 0.8898555712473701, 'gamma': 2.198855763296079, 'reg_alpha': 0.5670846634375604, 'reg_lambda': 2.075823271610488}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,855] Trial 179 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 120, 'learning_rate': 0.07660980699579995, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9383647866281625, 'colsample_bytree': 0.6186577331632631, 'gamma': 4.48989918710327, 'reg_alpha': 0.6075999370408681, 'reg_lambda': 2.1980775305862217}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,912] Trial 180 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 138, 'learning_rate': 0.059855192054670145, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9244324541801535, 'colsample_bytree': 0.6265377807260043, 'gamma': 4.812152557667359, 'reg_alpha': 0.6587257808795269, 'reg_lambda': 1.9632155781462763}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:13,976] Trial 181 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 170, 'learning_rate': 0.06994000903535899, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9462073903697632, 'colsample_bytree': 0.6001326773700126, 'gamma': 4.592407348574025, 'reg_alpha': 0.5264725408740132, 'reg_lambda': 1.7832735163070343}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,039] Trial 182 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 138, 'learning_rate': 0.05591729392803508, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.94581906605717, 'colsample_bytree': 0.6105048172300471, 'gamma': 4.667384003404804, 'reg_alpha': 0.45231261899264136, 'reg_lambda': 1.9361366563345226}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,094] Trial 183 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 133, 'learning_rate': 0.06480295455887404, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9328327287988764, 'colsample_bytree': 0.610313516953222, 'gamma': 4.467463376932618, 'reg_alpha': 0.5131655084934871, 'reg_lambda': 1.8616908026192922}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,211] Trial 184 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.06425352233333986, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.931425017423547, 'colsample_bytree': 0.636486457556929, 'gamma': 4.423362585296555, 'reg_alpha': 0.548484428762322, 'reg_lambda': 1.8685232112006538}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,271] Trial 185 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 145, 'learning_rate': 0.07141264821711123, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9011171915254309, 'colsample_bytree': 0.6225632634329039, 'gamma': 1.502168069470186, 'reg_alpha': 0.5785985979707077, 'reg_lambda': 2.0260901796463995}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,330] Trial 186 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 124, 'learning_rate': 0.0578398912289425, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9217273097498394, 'colsample_bytree': 0.6130576481585199, 'gamma': 4.29766396866796, 'reg_alpha': 0.5161149632777462, 'reg_lambda': 1.7258009798226364}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,392] Trial 187 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 151, 'learning_rate': 0.06615749658747441, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9355284915508119, 'colsample_bytree': 0.6322203325987757, 'gamma': 4.771675214328605, 'reg_alpha': 0.49849957375908976, 'reg_lambda': 1.810054510617651}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,451] Trial 188 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 117, 'learning_rate': 0.07632976911550327, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9136076834312338, 'colsample_bytree': 0.6426152956517118, 'gamma': 4.994159563487025, 'reg_alpha': 0.5291005557951978, 'reg_lambda': 2.1491137773253466}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,510] Trial 189 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 132, 'learning_rate': 0.06115974908572819, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9573841990263461, 'colsample_bytree': 0.6073967109293412, 'gamma': 4.190896997440042, 'reg_alpha': 0.45362780421664406, 'reg_lambda': 2.086197586317578}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,604] Trial 190 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 143, 'learning_rate': 0.05332836798784297, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9404579125301245, 'colsample_bytree': 0.6201414516203217, 'gamma': 4.908094079265837, 'reg_alpha': 0.5574669472330948, 'reg_lambda': 1.8571584601815527}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,661] Trial 191 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.05020186173441841, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9472716073533278, 'colsample_bytree': 0.6072407128162047, 'gamma': 4.538376286645192, 'reg_alpha': 0.48375015294319734, 'reg_lambda': 1.9255046055541487}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,726] Trial 192 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 126, 'learning_rate': 0.04697751514516361, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9282854753832237, 'colsample_bytree': 0.6005769755988692, 'gamma': 4.435766141792136, 'reg_alpha': 0.467373859658707, 'reg_lambda': 1.9734444588647073}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,782] Trial 193 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 126, 'learning_rate': 0.04684124337356667, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9285853400197028, 'colsample_bytree': 0.6005176764617836, 'gamma': 4.423155762433724, 'reg_alpha': 0.4225301738151509, 'reg_lambda': 2.034788628463237}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,842] Trial 194 finished with value: 0.7708333333333335 and parameters: {'n_estimators': 129, 'learning_rate': 0.01378994461282583, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9352179712334392, 'colsample_bytree': 0.6150562705166661, 'gamma': 4.656501867895399, 'reg_alpha': 0.5079087097674652, 'reg_lambda': 1.9740237271316041}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,903] Trial 195 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.01215150945065524, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9222696250666478, 'colsample_bytree': 0.616314636406879, 'gamma': 4.342792730301208, 'reg_alpha': 0.510940528474397, 'reg_lambda': 1.9911809620155614}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:14,995] Trial 196 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.014837394191386296, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9348979388180669, 'colsample_bytree': 0.6272500074562137, 'gamma': 4.663787699065927, 'reg_alpha': 0.5456290908607222, 'reg_lambda': 1.7495464153001519}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,052] Trial 197 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 115, 'learning_rate': 0.013288074257154345, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9289640178074497, 'colsample_bytree': 0.6117962744985579, 'gamma': 4.49236691924859, 'reg_alpha': 0.4964033531550728, 'reg_lambda': 2.2507552449166086}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,105] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.06440519365027342, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9064088831231578, 'colsample_bytree': 0.6000664684286912, 'gamma': 4.618730375455607, 'reg_alpha': 0.8034876466992671, 'reg_lambda': 2.109387487548945}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,160] Trial 199 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 130, 'learning_rate': 0.07001784606871055, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9162916254707144, 'colsample_bytree': 0.6487167106669973, 'gamma': 4.423837905651277, 'reg_alpha': 0.5832253610876752, 'reg_lambda': 1.8800462752631384}. Best is trial 87 with value: 0.7708333333333335.
[I 2025-11-03 19:17:15,163] A new study created in memory with name: no-name-2ea3a29d-cab2-4e7d-b749-8e7fe31c981f
[I 2025-11-03 19:17:15,226] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.10255075435423489, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.875856955605519, 'colsample_bytree': 0.883677244227816, 'gamma': 2.304466353930874, 'reg_alpha': 0.2834239211209647, 'reg_lambda': 1.2416546370428763}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,261] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.02048693138088726, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.808648956320585, 'colsample_bytree': 0.977502998002957, 'gamma': 1.1443083124753688, 'reg_alpha': 0.420794337487745, 'reg_lambda': 2.690677059391365}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,343] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.12092760988743798, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7951715464779784, 'colsample_bytree': 0.6857893805607771, 'gamma': 0.8889261297519674, 'reg_alpha': 0.924908118946073, 'reg_lambda': 2.9084158415280004}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,384] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.07995812422205181, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6570123534493456, 'colsample_bytree': 0.7228792144109188, 'gamma': 2.572474755664631, 'reg_alpha': 0.8365520434905174, 'reg_lambda': 1.490506671899268}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:17:15,436] Trial 4 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 101, 'learning_rate': 0.023774247101653777, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7872560748010293, 'colsample_bytree': 0.7339958045707671, 'gamma': 0.4103380212366997, 'reg_alpha': 0.863198351776406, 'reg_lambda': 1.3388808305515978}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,473] Trial 5 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 71, 'learning_rate': 0.05654091518868982, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8505752064546858, 'colsample_bytree': 0.7830371910667002, 'gamma': 1.2220924431477564, 'reg_alpha': 0.0634070997216375, 'reg_lambda': 2.7979449667575693}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,521] Trial 6 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 126, 'learning_rate': 0.060033322184327303, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7610377335874953, 'colsample_bytree': 0.8787714969852012, 'gamma': 3.2326096974353207, 'reg_alpha': 0.38521699682259003, 'reg_lambda': 0.7861006362867757}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,589] Trial 7 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 196, 'learning_rate': 0.05681340820412537, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8399257664369577, 'colsample_bytree': 0.8829207995517538, 'gamma': 0.5520352544442214, 'reg_alpha': 0.5613248260004354, 'reg_lambda': 2.1564114402486316}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,650] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 72, 'learning_rate': 0.06213187129570642, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.7324443233895577, 'colsample_bytree': 0.7359646433773782, 'gamma': 1.4402842630960473, 'reg_alpha': 0.12194386957131542, 'reg_lambda': 1.3377254066216624}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,717] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.03787440404708841, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7286251596340519, 'colsample_bytree': 0.6171420807932707, 'gamma': 4.7842713085925395, 'reg_alpha': 0.9448014981688363, 'reg_lambda': 2.142960654760553}. Best is trial 4 with value: 0.6666666666666666.
[I 2025-11-03 19:17:15,801] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.29448389631172245, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9802090160963325, 'colsample_bytree': 0.6041066792691343, 'gamma': 0.08411561181285654, 'reg_alpha': 0.6885762195003147, 'reg_lambda': 0.609585801330019}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:17:15,892] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.2848428631253475, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9820656786638814, 'colsample_bytree': 0.6121043542390596, 'gamma': 0.12261501182614679, 'reg_alpha': 0.6835207175600634, 'reg_lambda': 0.548784846354007}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:15,972] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.25711521737100707, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9817300223979518, 'colsample_bytree': 0.6121318195079214, 'gamma': 0.20068885375250944, 'reg_alpha': 0.6591946384491846, 'reg_lambda': 0.5799781687643317}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,056] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.27790623290317124, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9859217124166312, 'colsample_bytree': 0.6500437813342771, 'gamma': 0.1427041575412793, 'reg_alpha': 0.67751453194644, 'reg_lambda': 0.9088366174899702}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,110] Trial 14 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 26, 'learning_rate': 0.16282075657442618, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.924829074478664, 'colsample_bytree': 0.6021585749139022, 'gamma': 1.9711459936880786, 'reg_alpha': 0.742770087486655, 'reg_lambda': 0.5137248235917081}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,193] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.010289639411697953, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9324297201882206, 'colsample_bytree': 0.6791156951254653, 'gamma': 4.046878530265665, 'reg_alpha': 0.5583292006802247, 'reg_lambda': 0.975576538589843}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,287] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 220, 'learning_rate': 0.1798623935178345, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9144735204790346, 'colsample_bytree': 0.6609718668998575, 'gamma': 0.0037262796873638315, 'reg_alpha': 0.7565607408424658, 'reg_lambda': 1.8152726759442506}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,364] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.194337826009827, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9939526104213001, 'colsample_bytree': 0.779082411162399, 'gamma': 1.7288390828234388, 'reg_alpha': 0.6213868727944132, 'reg_lambda': 1.033204440304499}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,425] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.1404556523596736, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.6248498472225665, 'colsample_bytree': 0.8219640923781046, 'gamma': 3.0190131409030263, 'reg_alpha': 0.45181030039727055, 'reg_lambda': 0.7063665354632221}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,489] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.29010226987739046, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9429814069187743, 'colsample_bytree': 0.9950383823452034, 'gamma': 0.7356269072972879, 'reg_alpha': 0.27893172565920443, 'reg_lambda': 1.6930206471997502}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,599] Trial 20 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 204, 'learning_rate': 0.1997865586867405, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8778277325106972, 'colsample_bytree': 0.6438003411763582, 'gamma': 3.890400682942017, 'reg_alpha': 0.8296271644196147, 'reg_lambda': 1.067420191071057}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,687] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 249, 'learning_rate': 0.298334510652914, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9615071528985185, 'colsample_bytree': 0.6431964274888399, 'gamma': 0.06797653220207403, 'reg_alpha': 0.716708673570485, 'reg_lambda': 0.8469246728390991}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,766] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 237, 'learning_rate': 0.2231664572939415, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9600540045104029, 'colsample_bytree': 0.6998278738365225, 'gamma': 0.7755106272286334, 'reg_alpha': 0.747083087396486, 'reg_lambda': 0.7358075147347483}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,856] Trial 23 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.1051285387455746, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8877223745596523, 'colsample_bytree': 0.6407815244254083, 'gamma': 0.052812314251480974, 'reg_alpha': 0.5262612068776586, 'reg_lambda': 0.5112804909991255}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:16,932] Trial 24 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 227, 'learning_rate': 0.28822760855706825, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9584367351010259, 'colsample_bytree': 0.6014993428650016, 'gamma': 0.5726444888848988, 'reg_alpha': 0.9974531979766983, 'reg_lambda': 0.8039620370708248}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,004] Trial 25 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.14480598130823702, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9988929271246769, 'colsample_bytree': 0.703897098280018, 'gamma': 1.4581180364520838, 'reg_alpha': 0.6069939472381304, 'reg_lambda': 1.1414724059589183}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,100] Trial 26 finished with value: 0.636904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.21960559614376116, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9058894368483343, 'colsample_bytree': 0.6330162479001737, 'gamma': 0.9298943728663495, 'reg_alpha': 0.7136457781831094, 'reg_lambda': 0.6874633269046821}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,181] Trial 27 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.08302290833261063, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9662412354093247, 'colsample_bytree': 0.6606017859147826, 'gamma': 0.4274861593494145, 'reg_alpha': 0.8170677052134288, 'reg_lambda': 0.9056685824099442}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,265] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 216, 'learning_rate': 0.04008547166370456, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9481853162254754, 'colsample_bytree': 0.8269278567993279, 'gamma': 1.8344416964120631, 'reg_alpha': 0.4871202172971563, 'reg_lambda': 1.474922263602692}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,336] Trial 29 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 192, 'learning_rate': 0.22699899461154424, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.861705028001301, 'colsample_bytree': 0.7579055406317114, 'gamma': 2.273265624884564, 'reg_alpha': 0.29902730577641956, 'reg_lambda': 1.1849536057453702}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,404] Trial 30 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.12664119322911208, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9007289802024736, 'colsample_bytree': 0.9341718459046735, 'gamma': 1.1413011599459397, 'reg_alpha': 0.6724860861457326, 'reg_lambda': 0.6387948846128552}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,487] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.2296946269898838, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.953268079406392, 'colsample_bytree': 0.6893940089467853, 'gamma': 0.3629244871600381, 'reg_alpha': 0.7750028547534096, 'reg_lambda': 0.8159148382429603}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,604] Trial 32 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 236, 'learning_rate': 0.16636348340760998, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.967754600851746, 'colsample_bytree': 0.6729054735784337, 'gamma': 0.3867682043604902, 'reg_alpha': 0.759293764855767, 'reg_lambda': 0.8469776557528474}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,699] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.29085573819028265, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9314313795674459, 'colsample_bytree': 0.6281581625749217, 'gamma': 0.005547706623082918, 'reg_alpha': 0.9091942213430235, 'reg_lambda': 2.5325889905856256}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,772] Trial 34 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 207, 'learning_rate': 0.23627444225802216, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9808951682124541, 'colsample_bytree': 0.6972229260527308, 'gamma': 0.8728570430543677, 'reg_alpha': 0.6131521109288225, 'reg_lambda': 0.5991030739237586}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,851] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 232, 'learning_rate': 0.18423855371008482, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9972553662253947, 'colsample_bytree': 0.6265395433517043, 'gamma': 0.3306229667281195, 'reg_alpha': 0.7979472017715217, 'reg_lambda': 0.9718883846460652}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:17,928] Trial 36 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 233, 'learning_rate': 0.09595530657747468, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.815252281396939, 'colsample_bytree': 0.7178762643614633, 'gamma': 1.1683196668188782, 'reg_alpha': 0.8682587648153496, 'reg_lambda': 1.260343658169207}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,085] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 150, 'learning_rate': 0.017725604289872833, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.947253508945681, 'colsample_bytree': 0.6629957943783018, 'gamma': 0.6463383214824334, 'reg_alpha': 0.6890937439379671, 'reg_lambda': 0.7729888474363472}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,175] Trial 38 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 94, 'learning_rate': 0.24075982134750598, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9034168426205031, 'colsample_bytree': 0.6837228097115742, 'gamma': 0.3889744507482461, 'reg_alpha': 0.3769352323009635, 'reg_lambda': 1.636843748540817}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,209] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 21, 'learning_rate': 0.1092326406773596, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8248590033397442, 'colsample_bytree': 0.7510026053694101, 'gamma': 0.9647351425252111, 'reg_alpha': 0.7842715923141544, 'reg_lambda': 1.8509099191925702}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,285] Trial 40 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 204, 'learning_rate': 0.1495080109943556, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.971495456201111, 'colsample_bytree': 0.6005748941628054, 'gamma': 0.22762132829876036, 'reg_alpha': 0.5851831199924122, 'reg_lambda': 1.3743442225132925}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:17:18,368] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.219902416161336, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9545127093294801, 'colsample_bytree': 0.7148570834785744, 'gamma': 0.6955406202423794, 'reg_alpha': 0.878768790301603, 'reg_lambda': 0.7063055635043527}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,451] Trial 42 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 241, 'learning_rate': 0.25325067323433037, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9277479149656314, 'colsample_bytree': 0.7176145831523972, 'gamma': 0.6753889832950368, 'reg_alpha': 0.885203234815934, 'reg_lambda': 0.6348553526980132}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,524] Trial 43 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 217, 'learning_rate': 0.20588403810227832, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6739072367223095, 'colsample_bytree': 0.6466938595586593, 'gamma': 1.3869969605114165, 'reg_alpha': 0.9565742443002845, 'reg_lambda': 0.8593324902457028}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,641] Trial 44 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.2967400479331568, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9464775781719957, 'colsample_bytree': 0.6173475982236628, 'gamma': 0.4970246814031605, 'reg_alpha': 0.8627250070524215, 'reg_lambda': 1.0765016755181862}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,720] Trial 45 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 228, 'learning_rate': 0.24999051548353776, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7826159405797151, 'colsample_bytree': 0.687201504596622, 'gamma': 0.2474936618891066, 'reg_alpha': 0.6428813259035885, 'reg_lambda': 0.5211667958490571}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,799] Trial 46 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 247, 'learning_rate': 0.17571481655074186, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.981130646849273, 'colsample_bytree': 0.7415935373200906, 'gamma': 1.061410760439009, 'reg_alpha': 0.7244261661626592, 'reg_lambda': 0.7212119279918447}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,835] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.12638918316542874, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8565706817546282, 'colsample_bytree': 0.6604135596932434, 'gamma': 0.040232140683661266, 'reg_alpha': 0.7967706097786144, 'reg_lambda': 2.056539565518578}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:18,940] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.04032925312115768, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8836053270306334, 'colsample_bytree': 0.7663716226717463, 'gamma': 0.2447304137307638, 'reg_alpha': 0.9585424369319882, 'reg_lambda': 0.9486146043119152}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,020] Trial 49 finished with value: 0.5982142857142858 and parameters: {'n_estimators': 215, 'learning_rate': 0.20115542473907755, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9184616887993331, 'colsample_bytree': 0.6197299668524779, 'gamma': 2.714536951039545, 'reg_alpha': 0.6991793337047181, 'reg_lambda': 0.6318625111564579}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,106] Trial 50 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.26370880076100617, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7076919040825115, 'colsample_bytree': 0.8116473357349004, 'gamma': 0.5838369473892445, 'reg_alpha': 0.8436350269609922, 'reg_lambda': 0.5104315618726225}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,190] Trial 51 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 240, 'learning_rate': 0.225080672765272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9615310364678553, 'colsample_bytree': 0.7048247300647736, 'gamma': 0.7824626805425137, 'reg_alpha': 0.7468632686268186, 'reg_lambda': 0.7744415553250938}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,270] Trial 52 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.16720211912182262, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9803619016580449, 'colsample_bytree': 0.8630885195706486, 'gamma': 4.970824662296927, 'reg_alpha': 0.7819849842097568, 'reg_lambda': 0.7975908130985302}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,347] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.29913143308714707, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9563368207921911, 'colsample_bytree': 0.7284752916573298, 'gamma': 0.8439623026396564, 'reg_alpha': 0.9068248396910397, 'reg_lambda': 0.8955709489956492}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,433] Trial 54 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2163010852617425, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9379950480317666, 'colsample_bytree': 0.6470936127796048, 'gamma': 1.398542942272896, 'reg_alpha': 0.6562865375720028, 'reg_lambda': 2.5619719603615145}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,547] Trial 55 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 242, 'learning_rate': 0.25771137642604447, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9708201429097001, 'colsample_bytree': 0.7072143433261739, 'gamma': 0.1855996593984056, 'reg_alpha': 0.5538185481874898, 'reg_lambda': 1.0262291515600377}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,637] Trial 56 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.04812408260246614, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9886662299461292, 'colsample_bytree': 0.6762336301693032, 'gamma': 0.5521157143763509, 'reg_alpha': 0.7263504619832384, 'reg_lambda': 0.6657370996922789}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,709] Trial 57 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.025779241505201958, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9578885193634665, 'colsample_bytree': 0.7909843624181847, 'gamma': 3.642622341549073, 'reg_alpha': 0.753777469380704, 'reg_lambda': 0.7834135490803519}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,788] Trial 58 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 210, 'learning_rate': 0.19505524403839103, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9294900121193636, 'colsample_bytree': 0.6333376044677267, 'gamma': 0.7887246979328773, 'reg_alpha': 0.8293613115864852, 'reg_lambda': 1.1605277955348825}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,870] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 231, 'learning_rate': 0.15079148219599722, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9161079430388682, 'colsample_bytree': 0.6117146577142824, 'gamma': 0.4071233737714604, 'reg_alpha': 0.5041373730769824, 'reg_lambda': 0.565674913544818}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:19,984] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 240, 'learning_rate': 0.26195776422508316, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.998932383946021, 'colsample_bytree': 0.6557559842258005, 'gamma': 1.5969615271185018, 'reg_alpha': 0.6313652681725217, 'reg_lambda': 0.7426517782909382}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,068] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.22743042624398702, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9589832472397545, 'colsample_bytree': 0.7024393219572684, 'gamma': 0.7114268564354888, 'reg_alpha': 0.7456462614491439, 'reg_lambda': 0.6975187148562936}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,159] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.21981550791126853, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9738987679906813, 'colsample_bytree': 0.6943971766003576, 'gamma': 0.16966828699817652, 'reg_alpha': 0.044965507862351484, 'reg_lambda': 0.8622378615197687}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,368] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 249, 'learning_rate': 0.2343283143763854, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9479165055188429, 'colsample_bytree': 0.6738001854924236, 'gamma': 1.0208377446787196, 'reg_alpha': 0.6914207453793908, 'reg_lambda': 0.700071687358378}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,446] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 224, 'learning_rate': 0.07139941590618351, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8941516709252988, 'colsample_bytree': 0.7361417708651732, 'gamma': 2.164634984038392, 'reg_alpha': 0.7645100669422912, 'reg_lambda': 0.585943939836548}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,564] Trial 65 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.1866754065079939, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9611115367692267, 'colsample_bytree': 0.7150299015429837, 'gamma': 4.4140098026609875, 'reg_alpha': 0.12426013480748832, 'reg_lambda': 1.0197801796351058}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,769] Trial 66 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 139, 'learning_rate': 0.27616388761375227, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9417482329500577, 'colsample_bytree': 0.6363903906461202, 'gamma': 1.2353807169863626, 'reg_alpha': 0.5835496489177021, 'reg_lambda': 0.8213311505190696}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,853] Trial 67 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 218, 'learning_rate': 0.1633222621017096, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9130185922003675, 'colsample_bytree': 0.6682099959391136, 'gamma': 0.695964290551689, 'reg_alpha': 0.8198227582935537, 'reg_lambda': 2.9993947493846993}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:20,939] Trial 68 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.20632597897110674, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9892413785021977, 'colsample_bytree': 0.6907852888051936, 'gamma': 0.0992950345388789, 'reg_alpha': 0.7234485333212796, 'reg_lambda': 1.105821491498206}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,021] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.23337560267563087, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9762111269145092, 'colsample_bytree': 0.6145849566030852, 'gamma': 0.32830620811765737, 'reg_alpha': 0.6619071586911655, 'reg_lambda': 0.912686884169729}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,185] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.01043368178070462, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.870932416664143, 'colsample_bytree': 0.9364849506752949, 'gamma': 0.5030112240071942, 'reg_alpha': 0.92471324847629, 'reg_lambda': 0.6565653456240886}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,287] Trial 71 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 243, 'learning_rate': 0.21536577387171452, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9675235439051232, 'colsample_bytree': 0.703374641793155, 'gamma': 0.015550784124627709, 'reg_alpha': 0.007900811140852858, 'reg_lambda': 0.8385400005057804}. Best is trial 41 with value: 0.75.
[I 2025-11-03 19:17:21,373] Trial 72 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 245, 'learning_rate': 0.2734110670015868, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9560688909667396, 'colsample_bytree': 0.6955818736599295, 'gamma': 0.20014474613483452, 'reg_alpha': 0.998360290215355, 'reg_lambda': 0.5708848074550278}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,461] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2694199706193206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9547988669326641, 'colsample_bytree': 0.7710548147409703, 'gamma': 0.2685770593375576, 'reg_alpha': 0.9849153863540919, 'reg_lambda': 0.5707235833765331}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,548] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.2729140121234592, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.952796305491399, 'colsample_bytree': 0.7669446179834482, 'gamma': 0.3143272896011664, 'reg_alpha': 0.9745210730260262, 'reg_lambda': 0.5011478126167046}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,671] Trial 75 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 249, 'learning_rate': 0.271829420276756, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9356842768624453, 'colsample_bytree': 0.7547049176961783, 'gamma': 0.3563325624358394, 'reg_alpha': 0.9945913050937633, 'reg_lambda': 0.5043116506568773}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,755] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.24866302355786477, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9535393707980149, 'colsample_bytree': 0.7722497054125017, 'gamma': 0.2732728429972098, 'reg_alpha': 0.9767709286482754, 'reg_lambda': 0.5869251398276695}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,834] Trial 77 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 231, 'learning_rate': 0.18403566251585443, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9200006195831717, 'colsample_bytree': 0.7779443125466783, 'gamma': 0.49593044246314283, 'reg_alpha': 0.9847483178268328, 'reg_lambda': 0.5708821558182854}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,913] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.24655496322594186, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9505518940354855, 'colsample_bytree': 0.7655447025738891, 'gamma': 0.27406566779217967, 'reg_alpha': 0.952394564233513, 'reg_lambda': 0.5770884745119997}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:21,991] Trial 79 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 201, 'learning_rate': 0.2764752908083887, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8432583803180108, 'colsample_bytree': 0.7935256656728632, 'gamma': 0.6146658443714207, 'reg_alpha': 0.9308968457901027, 'reg_lambda': 0.6909344659600782}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,100] Trial 80 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.13695975978222896, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9286771852994705, 'colsample_bytree': 0.8070548915453042, 'gamma': 0.16854772912421973, 'reg_alpha': 0.8881166225591285, 'reg_lambda': 0.5919213416344419}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,184] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.2998313929774938, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9531778901546326, 'colsample_bytree': 0.8323165021878833, 'gamma': 0.43231208168166363, 'reg_alpha': 0.9742544271412266, 'reg_lambda': 0.7107953874829198}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,271] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 235, 'learning_rate': 0.24833558549438184, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9379378396091592, 'colsample_bytree': 0.8606316255435577, 'gamma': 0.38958179048716635, 'reg_alpha': 0.975639066067506, 'reg_lambda': 0.7305079647856686}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,361] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.2697001581691153, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9540180170554623, 'colsample_bytree': 0.8234246870435328, 'gamma': 0.6824535458715077, 'reg_alpha': 0.9075575754239914, 'reg_lambda': 0.6619603346568992}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,427] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 161, 'learning_rate': 0.29900610403612676, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9880444605611619, 'colsample_bytree': 0.8502935354586667, 'gamma': 0.48713464435999654, 'reg_alpha': 0.9714860224797295, 'reg_lambda': 0.5137250024652192}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,563] Trial 85 finished with value: 0.6875 and parameters: {'n_estimators': 229, 'learning_rate': 0.19797952538548935, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9694399137078041, 'colsample_bytree': 0.8400748889344805, 'gamma': 0.9123720078192189, 'reg_alpha': 0.9377986902885519, 'reg_lambda': 0.6396900246478382}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,645] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.23823403074145266, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8999449729257083, 'colsample_bytree': 0.7449155801694681, 'gamma': 0.2860171203831156, 'reg_alpha': 0.8564399073570401, 'reg_lambda': 0.5579676110175228}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,727] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.27068969801799514, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9420454380732806, 'colsample_bytree': 0.727473805478261, 'gamma': 0.12504824601380057, 'reg_alpha': 0.8834764440380923, 'reg_lambda': 0.7222570504398739}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,911] Trial 88 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.21432118075385567, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7558340791643614, 'colsample_bytree': 0.77446475119728, 'gamma': 0.5975391872669029, 'reg_alpha': 0.9997652459218633, 'reg_lambda': 0.9528327994781973}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:22,994] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.1787106869732904, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9113540685564456, 'colsample_bytree': 0.784791506197079, 'gamma': 0.7505007111000859, 'reg_alpha': 0.924474412869182, 'reg_lambda': 0.6279890320247701}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,103] Trial 90 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.2502758979589094, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9809995734902127, 'colsample_bytree': 0.8031141347387436, 'gamma': 3.136352912866273, 'reg_alpha': 0.9639687334284766, 'reg_lambda': 0.7666660629468616}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,200] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.2949286497444892, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9546048973178067, 'colsample_bytree': 0.8357342107418538, 'gamma': 0.010508283393588974, 'reg_alpha': 0.8953482206571642, 'reg_lambda': 0.6916586811743121}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,283] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.23781776709089616, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9656970486675451, 'colsample_bytree': 0.758712470420307, 'gamma': 0.14958445488904426, 'reg_alpha': 0.9410283476295827, 'reg_lambda': 0.5624000856203032}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,366] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 221, 'learning_rate': 0.27567192389523276, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9241593775230922, 'colsample_bytree': 0.745426760492075, 'gamma': 0.28880525871812945, 'reg_alpha': 0.8673066025627388, 'reg_lambda': 0.8243370309222573}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,452] Trial 94 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 250, 'learning_rate': 0.22730596779719883, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9906545063326875, 'colsample_bytree': 0.7126990884180014, 'gamma': 0.3941554668684132, 'reg_alpha': 0.8406967130583782, 'reg_lambda': 0.6362345080402015}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,572] Trial 95 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 239, 'learning_rate': 0.2551953785262265, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9490318844279404, 'colsample_bytree': 0.6833158684575896, 'gamma': 0.465696701178173, 'reg_alpha': 0.9823800972106009, 'reg_lambda': 0.8940520482783926}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,662] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.1954522891862691, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9339339663952475, 'colsample_bytree': 0.7251967119061886, 'gamma': 0.1254164878019941, 'reg_alpha': 0.8004898200297749, 'reg_lambda': 0.7351167319232692}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,737] Trial 97 finished with value: 0.693452380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.2831578525943777, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9636926932163833, 'colsample_bytree': 0.8127251574644774, 'gamma': 2.62437837926332, 'reg_alpha': 0.9166807980832333, 'reg_lambda': 0.5062034573618489}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,823] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 235, 'learning_rate': 0.1556238306656255, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9801472892431065, 'colsample_bytree': 0.7357208034211137, 'gamma': 0.2391697892104669, 'reg_alpha': 0.9606341684227913, 'reg_lambda': 1.943373152075104}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:23,900] Trial 99 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 213, 'learning_rate': 0.20867510686951463, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9984438415675658, 'colsample_bytree': 0.6526968853694516, 'gamma': 0.8635355171198125, 'reg_alpha': 0.77225335665607, 'reg_lambda': 1.284153439754244}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,044] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.2985159623725825, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9563623570464148, 'colsample_bytree': 0.8895535530993018, 'gamma': 0.5924896055888303, 'reg_alpha': 0.9445165638338653, 'reg_lambda': 2.217169367173739}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,099] Trial 101 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 56, 'learning_rate': 0.2506527579603706, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9411146803470856, 'colsample_bytree': 0.8790457704625279, 'gamma': 0.39755062805080454, 'reg_alpha': 0.9758985002437432, 'reg_lambda': 0.7627672774882005}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,183] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 234, 'learning_rate': 0.2572641068730779, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9744378364957639, 'colsample_bytree': 0.8694134821479604, 'gamma': 0.34068125441524677, 'reg_alpha': 0.9763078776345573, 'reg_lambda': 0.6044214326595014}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,269] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.2349625786729627, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6248120132810807, 'colsample_bytree': 0.8899334282529259, 'gamma': 0.07540517062138805, 'reg_alpha': 0.8872639689622288, 'reg_lambda': 0.6969151403031167}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,362] Trial 104 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.22434125815202322, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6403205124691203, 'colsample_bytree': 0.764317708557696, 'gamma': 0.06212249849060267, 'reg_alpha': 0.7072630246652617, 'reg_lambda': 0.681593210726006}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,485] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.17057026846141926, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7286946513411736, 'colsample_bytree': 0.916294802042935, 'gamma': 0.2274725774797397, 'reg_alpha': 0.8819121604314291, 'reg_lambda': 0.5550848491716661}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,575] Trial 106 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 239, 'learning_rate': 0.2771044274018708, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6121108174086105, 'colsample_bytree': 0.8943883450233874, 'gamma': 0.4897173474932877, 'reg_alpha': 0.9996008222600089, 'reg_lambda': 0.8001785482281629}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,674] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.21403445103956703, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.696381512168214, 'colsample_bytree': 0.9694636767701517, 'gamma': 0.002287451764141968, 'reg_alpha': 0.8163978965693233, 'reg_lambda': 1.5674512423872258}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,761] Trial 108 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 231, 'learning_rate': 0.23495129702803016, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6655914310570288, 'colsample_bytree': 0.6241814419607219, 'gamma': 0.13264799776900804, 'reg_alpha': 0.8562981169477336, 'reg_lambda': 0.9925475381293816}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,840] Trial 109 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.1893118570102978, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8013173607345583, 'colsample_bytree': 0.6661283108426816, 'gamma': 3.4964183312890116, 'reg_alpha': 0.9077758838409761, 'reg_lambda': 0.6259341988688729}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:24,964] Trial 110 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 226, 'learning_rate': 0.26429789213785876, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7385551269344567, 'colsample_bytree': 0.7919287098399546, 'gamma': 0.21422092453627667, 'reg_alpha': 0.9454886186028968, 'reg_lambda': 0.8865327529860283}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,043] Trial 111 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 240, 'learning_rate': 0.2418513161207985, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9390487855293532, 'colsample_bytree': 0.8674064861516201, 'gamma': 0.3869359759535881, 'reg_alpha': 0.9577060893774448, 'reg_lambda': 0.7351768268859973}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,123] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.28440351205899084, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9634375746694653, 'colsample_bytree': 0.9161610388065113, 'gamma': 0.6829923911103297, 'reg_alpha': 0.9764050002855413, 'reg_lambda': 0.6946733654777023}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,205] Trial 113 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.2766643735359512, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9599816950663552, 'colsample_bytree': 0.900803025162955, 'gamma': 0.699600891415393, 'reg_alpha': 0.7423522882650336, 'reg_lambda': 0.6798416926096429}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,308] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.028584413777635077, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9610882037202777, 'colsample_bytree': 0.9032347583552731, 'gamma': 0.7240787602476741, 'reg_alpha': 0.9245096782436808, 'reg_lambda': 0.5437753677670427}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,427] Trial 115 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 242, 'learning_rate': 0.265716550668089, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9704713708438679, 'colsample_bytree': 0.9329544730770468, 'gamma': 0.6417586912289381, 'reg_alpha': 0.7402629129111183, 'reg_lambda': 0.6654983356322349}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,505] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.284973662022356, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9496887357573925, 'colsample_bytree': 0.9271046816659724, 'gamma': 0.5623380438897847, 'reg_alpha': 0.7998791280029224, 'reg_lambda': 0.5917136892166411}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,586] Trial 117 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.20509037393162627, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9248313499037876, 'colsample_bytree': 0.9484106158049799, 'gamma': 0.9874998578749987, 'reg_alpha': 0.7913396473251118, 'reg_lambda': 0.6067353723565637}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,667] Trial 118 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.22981800474979333, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9499365769401811, 'colsample_bytree': 0.9231471339825278, 'gamma': 1.1106348512382047, 'reg_alpha': 0.8963290152708072, 'reg_lambda': 0.5520757214035023}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,743] Trial 119 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.2991406600372505, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7787177431028773, 'colsample_bytree': 0.9516178872197257, 'gamma': 0.537888448413657, 'reg_alpha': 0.8320377851719712, 'reg_lambda': 0.5949119340974564}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,850] Trial 120 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 242, 'learning_rate': 0.2536958104894033, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9846984946743071, 'colsample_bytree': 0.911046116308914, 'gamma': 0.8088757685698429, 'reg_alpha': 0.8742487105677721, 'reg_lambda': 0.5004481332091175}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:25,996] Trial 121 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2807412885158333, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9450075494532234, 'colsample_bytree': 0.9077780674691127, 'gamma': 0.45956578235069234, 'reg_alpha': 0.7669189149328836, 'reg_lambda': 0.6981332783962103}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,085] Trial 122 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 246, 'learning_rate': 0.2828568975661295, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9747240980658982, 'colsample_bytree': 0.8975200162726429, 'gamma': 0.6799099344238682, 'reg_alpha': 0.42065027214513334, 'reg_lambda': 0.7999667270840192}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,169] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.2226268702277353, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.973678406081151, 'colsample_bytree': 0.8860471161394669, 'gamma': 1.2198909363611947, 'reg_alpha': 0.40864850126988295, 'reg_lambda': 0.807019664668069}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,252] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.2827067969980332, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9521050802808124, 'colsample_bytree': 0.9196030628811381, 'gamma': 0.30853355764931184, 'reg_alpha': 0.36217814127577697, 'reg_lambda': 0.7756038824439343}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,503] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.24238679899811028, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9658339349044115, 'colsample_bytree': 0.7718137285842109, 'gamma': 0.5571136716572638, 'reg_alpha': 0.4542587376424805, 'reg_lambda': 0.6345081116279765}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,591] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.08770387294833717, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9772859304423666, 'colsample_bytree': 0.9526703671731074, 'gamma': 0.9144358090020364, 'reg_alpha': 0.3327454470178564, 'reg_lambda': 0.8541803489664757}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,664] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.2588788620548384, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8289445754135851, 'colsample_bytree': 0.6985486745811709, 'gamma': 0.30426454434779915, 'reg_alpha': 0.23821359879167403, 'reg_lambda': 0.7244076061389055}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,739] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.2059359830932202, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9897040822843759, 'colsample_bytree': 0.9311575599392822, 'gamma': 0.6510103648458516, 'reg_alpha': 0.46382634002284673, 'reg_lambda': 0.5990095288989314}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,829] Trial 129 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 246, 'learning_rate': 0.23453327788607667, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9287430035741312, 'colsample_bytree': 0.7514637007300439, 'gamma': 0.1815843644827712, 'reg_alpha': 0.430014546287733, 'reg_lambda': 0.6750197647456964}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:26,918] Trial 130 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.29882212086540055, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9551542226786345, 'colsample_bytree': 0.7836920851704087, 'gamma': 0.8076939583214845, 'reg_alpha': 0.9996352419998555, 'reg_lambda': 0.9257619467444299}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,003] Trial 131 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.26906101169656943, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9609576940925282, 'colsample_bytree': 0.9060184545514459, 'gamma': 0.6580695450304475, 'reg_alpha': 0.7412648921313264, 'reg_lambda': 0.6798696677329067}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,085] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.2831862246104989, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9445409497773304, 'colsample_bytree': 0.9002344116910019, 'gamma': 0.4982538975096663, 'reg_alpha': 0.8142466787400433, 'reg_lambda': 0.5352523918681122}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,191] Trial 133 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 240, 'learning_rate': 0.2567641548542272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9351386219292392, 'colsample_bytree': 0.9259595546727953, 'gamma': 0.5038036564506022, 'reg_alpha': 0.9425600744097702, 'reg_lambda': 0.5391858988133376}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,357] Trial 134 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 233, 'learning_rate': 0.2826629515582264, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9463375621580749, 'colsample_bytree': 0.8982390445788333, 'gamma': 0.4023519580403671, 'reg_alpha': 0.8040790010331951, 'reg_lambda': 0.5976422404604828}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,475] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 250, 'learning_rate': 0.22289807556284633, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9829041317791873, 'colsample_bytree': 0.8785621667297717, 'gamma': 0.2984324819872772, 'reg_alpha': 0.8460969374080575, 'reg_lambda': 0.5072098776487219}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,555] Trial 136 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 241, 'learning_rate': 0.24345698083786785, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.968516471454089, 'colsample_bytree': 0.941097357644639, 'gamma': 0.10417480928006584, 'reg_alpha': 0.9749899904651712, 'reg_lambda': 0.7393551384953907}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,632] Trial 137 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.26515914952024316, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9445199593844553, 'colsample_bytree': 0.9132309848201771, 'gamma': 2.050255570202151, 'reg_alpha': 0.8212910574141302, 'reg_lambda': 0.5513418471766034}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,714] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.2966390088780097, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9740862711451741, 'colsample_bytree': 0.9644061794856909, 'gamma': 0.5637012329223108, 'reg_alpha': 0.9200734186641417, 'reg_lambda': 0.6368998227873173}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,792] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.24532451665734298, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9522314105367334, 'colsample_bytree': 0.7179257235115719, 'gamma': 0.4121465656473773, 'reg_alpha': 0.7779172423025821, 'reg_lambda': 0.8177379511862762}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:27,865] Trial 140 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 223, 'learning_rate': 0.2156497920154108, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9364391032524644, 'colsample_bytree': 0.8477736867756486, 'gamma': 0.2490555412035053, 'reg_alpha': 0.9552604741051663, 'reg_lambda': 0.7674630953576268}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,124] Trial 141 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.28388571200646995, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9754398932893262, 'colsample_bytree': 0.9797840123268411, 'gamma': 0.507196143937902, 'reg_alpha': 0.918495957368057, 'reg_lambda': 0.6399851080115658}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,207] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.2796650392759957, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9636286062352689, 'colsample_bytree': 0.99710930297632, 'gamma': 0.7498124135309049, 'reg_alpha': 0.9024204475977791, 'reg_lambda': 0.5826512632225709}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,289] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.2615701745143012, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9920252192967848, 'colsample_bytree': 0.9934145271699787, 'gamma': 0.8344964964502666, 'reg_alpha': 0.9036195497579285, 'reg_lambda': 0.5992664095883133}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,380] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.07081309974197635, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9658883632574004, 'colsample_bytree': 0.9873625681816157, 'gamma': 0.7210339969375692, 'reg_alpha': 0.9313675864598498, 'reg_lambda': 0.6474877250221305}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,435] Trial 145 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 128, 'learning_rate': 0.2990341372294276, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9778538270028931, 'colsample_bytree': 0.9957667016873687, 'gamma': 1.0540396841446928, 'reg_alpha': 0.9742645082473614, 'reg_lambda': 0.7122181492689409}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,577] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 245, 'learning_rate': 0.013467165739902701, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9589021284190867, 'colsample_bytree': 0.9862679317067379, 'gamma': 0.9493164187807651, 'reg_alpha': 0.9575933731711125, 'reg_lambda': 2.3581322524104484}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,662] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 238, 'learning_rate': 0.2397268230253279, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9697312730115424, 'colsample_bytree': 0.9602747517681824, 'gamma': 0.11788301288009648, 'reg_alpha': 0.8714674655020131, 'reg_lambda': 2.7360664277253077}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,740] Trial 148 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 231, 'learning_rate': 0.2714270543644335, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.98509938585326, 'colsample_bytree': 0.9789044895318051, 'gamma': 0.5949230516666251, 'reg_alpha': 0.517649961870797, 'reg_lambda': 1.3992307907258472}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:28,822] Trial 149 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 247, 'learning_rate': 0.19454990813790063, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9541004424170378, 'colsample_bytree': 0.9774051682400607, 'gamma': 0.36154637471479045, 'reg_alpha': 0.9914222058603842, 'reg_lambda': 0.5974290555844025}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,035] Trial 150 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.22875668309023364, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6947937695678668, 'colsample_bytree': 0.6946486883443416, 'gamma': 0.2244233077679575, 'reg_alpha': 0.9376641165707907, 'reg_lambda': 0.6690039774217409}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,152] Trial 151 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 240, 'learning_rate': 0.2797647057819467, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9633731887843631, 'colsample_bytree': 0.6818866601312916, 'gamma': 0.47632715030724665, 'reg_alpha': 0.8975236148587107, 'reg_lambda': 0.5011152645057468}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,234] Trial 152 finished with value: 0.738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.2811971732858897, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9514822431050863, 'colsample_bytree': 0.7067225509114057, 'gamma': 0.45740783613566943, 'reg_alpha': 0.8483842584883688, 'reg_lambda': 0.5507089130870267}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,309] Trial 153 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 235, 'learning_rate': 0.25800524586195644, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.955645779394378, 'colsample_bytree': 0.711168371309621, 'gamma': 0.7257288649190665, 'reg_alpha': 0.9188438562962009, 'reg_lambda': 0.567150285530278}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,388] Trial 154 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.24947748479099932, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.975114750660319, 'colsample_bytree': 0.6898620673358641, 'gamma': 0.4280035918452787, 'reg_alpha': 0.8639472494842503, 'reg_lambda': 0.7163398749899763}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,479] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.05193912339300826, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9339999673768041, 'colsample_bytree': 0.7069295633544916, 'gamma': 0.5806466825993433, 'reg_alpha': 0.8465030646752583, 'reg_lambda': 0.6357988580191093}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,593] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.27714926318607114, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.995114099001595, 'colsample_bytree': 0.7588005014525295, 'gamma': 0.33319975518163786, 'reg_alpha': 0.977086959444476, 'reg_lambda': 0.7753620232294499}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,677] Trial 157 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 241, 'learning_rate': 0.11435279724856563, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9660890279495368, 'colsample_bytree': 0.7965959789099489, 'gamma': 0.2099052234026948, 'reg_alpha': 0.8832705642287598, 'reg_lambda': 0.568576669298264}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,755] Trial 158 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.22651979119275337, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9218036412161694, 'colsample_bytree': 0.7371276468866453, 'gamma': 0.0066305655399584995, 'reg_alpha': 0.9627017942054644, 'reg_lambda': 0.6283719735981531}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,835] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.267415859538393, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9477458050225969, 'colsample_bytree': 0.718537825024463, 'gamma': 0.7754564995433078, 'reg_alpha': 0.9106778606035658, 'reg_lambda': 0.7028302164677482}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:29,923] Trial 160 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.25826334307909715, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9426337869012653, 'colsample_bytree': 0.7217978943862103, 'gamma': 0.8837041480874183, 'reg_alpha': 0.9098164831867847, 'reg_lambda': 0.8721456822724023}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,039] Trial 161 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.297974410262924, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9493835209957581, 'colsample_bytree': 0.7024450223078981, 'gamma': 4.367995523014447, 'reg_alpha': 0.9311017863389289, 'reg_lambda': 0.6945583390859371}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,121] Trial 162 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 246, 'learning_rate': 0.2742344527160771, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9598059438694162, 'colsample_bytree': 0.6729021552525669, 'gamma': 0.7695390486229412, 'reg_alpha': 0.8931167956506544, 'reg_lambda': 0.7590399006957407}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,201] Trial 163 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 237, 'learning_rate': 0.24462008192017842, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6018526941200334, 'colsample_bytree': 0.7259216035519751, 'gamma': 0.635385769706373, 'reg_alpha': 0.9522828290469363, 'reg_lambda': 0.5608976860839845}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,280] Trial 164 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2822656917478035, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9507542006717715, 'colsample_bytree': 0.815019629751085, 'gamma': 2.446182192099009, 'reg_alpha': 0.9859724911427918, 'reg_lambda': 0.6521357221722547}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,362] Trial 165 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 241, 'learning_rate': 0.23654774673915727, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9812331698467673, 'colsample_bytree': 0.7159518735462129, 'gamma': 0.45512869175635395, 'reg_alpha': 0.8352647088045122, 'reg_lambda': 0.8118829108086364}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,475] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.2645898884256307, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9703890631971857, 'colsample_bytree': 0.7305569783236261, 'gamma': 0.30322596111754596, 'reg_alpha': 0.8651145217121847, 'reg_lambda': 0.6074967371807969}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,563] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.21172468720315232, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9305572792910242, 'colsample_bytree': 0.769697933192359, 'gamma': 0.1328680755688735, 'reg_alpha': 0.9988570641390838, 'reg_lambda': 0.6789722287356117}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,614] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 76, 'learning_rate': 0.29743502283272627, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9599996818704862, 'colsample_bytree': 0.6873751321159302, 'gamma': 0.5540806498148197, 'reg_alpha': 0.9441928462182995, 'reg_lambda': 0.7175825191288768}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,680] Trial 169 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 160, 'learning_rate': 0.2526677308846632, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6455740654052327, 'colsample_bytree': 0.8330485333823423, 'gamma': 2.828109684503004, 'reg_alpha': 0.9239936788033473, 'reg_lambda': 0.5629351815903999}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,763] Trial 170 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 225, 'learning_rate': 0.2687030250916093, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.940808567456656, 'colsample_bytree': 0.9999932549067024, 'gamma': 0.6810842820059887, 'reg_alpha': 0.9711777344255853, 'reg_lambda': 0.5280754927179883}. Best is trial 72 with value: 0.7500000000000001.
[I 2025-11-03 19:17:30,944] Trial 171 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.27475356239117293, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9450035336618751, 'colsample_bytree': 0.8874779867104456, 'gamma': 0.506417781419468, 'reg_alpha': 0.8168787496114672, 'reg_lambda': 0.5323534756868749}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,024] Trial 172 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 238, 'learning_rate': 0.28228537456525926, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9468679798576117, 'colsample_bytree': 0.8888783162921241, 'gamma': 0.39566956128585473, 'reg_alpha': 0.7884901762070721, 'reg_lambda': 0.500251432808603}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,101] Trial 173 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 245, 'learning_rate': 0.23446022810835843, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9550396246170748, 'colsample_bytree': 0.8799242356391266, 'gamma': 0.7714645488291842, 'reg_alpha': 0.8075975409446755, 'reg_lambda': 0.602199039335113}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,184] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.25887585356332327, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9654721385092618, 'colsample_bytree': 0.8714291716995679, 'gamma': 0.5254377419583913, 'reg_alpha': 0.483440201569243, 'reg_lambda': 0.6419264660512571}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,272] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.25721632973129804, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9666715447660704, 'colsample_bytree': 0.8749703455168731, 'gamma': 0.2761758022161973, 'reg_alpha': 0.4265921307819141, 'reg_lambda': 0.6552156442774443}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,479] Trial 176 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 241, 'learning_rate': 0.22191182019280237, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9758639809366254, 'colsample_bytree': 0.8587201486410357, 'gamma': 0.46567689515589794, 'reg_alpha': 0.5537323562915536, 'reg_lambda': 0.7547294283974657}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,561] Trial 177 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.247540405126074, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9645733338084319, 'colsample_bytree': 0.893937259379395, 'gamma': 0.18532835689692037, 'reg_alpha': 0.4794139181319645, 'reg_lambda': 0.5568113143160001}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,647] Trial 178 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.2637900342386812, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9844661392413874, 'colsample_bytree': 0.8565603926045328, 'gamma': 0.337032169572199, 'reg_alpha': 0.3896975464595665, 'reg_lambda': 0.6981241082395409}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,734] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 228, 'learning_rate': 0.2360748592817927, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9390612877006904, 'colsample_bytree': 0.8727922921817411, 'gamma': 0.08201408465200993, 'reg_alpha': 0.8856670404638323, 'reg_lambda': 0.6312525003028687}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:31,903] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.29788493442745145, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.95769227094708, 'colsample_bytree': 0.8854494588088281, 'gamma': 0.6300005576247631, 'reg_alpha': 0.4751818386383855, 'reg_lambda': 0.7155052361051603}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,022] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.28181563835758683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9592372516761118, 'colsample_bytree': 0.7794924519937725, 'gamma': 0.6268699746939326, 'reg_alpha': 0.5056778342530285, 'reg_lambda': 0.7251766973402066}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,104] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.2978739790366759, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9549292153874781, 'colsample_bytree': 0.7810914158430797, 'gamma': 0.5250903088197604, 'reg_alpha': 0.5206935921659612, 'reg_lambda': 0.8291825181257438}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,216] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.2956031761254465, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9527116433354618, 'colsample_bytree': 0.7778659619401996, 'gamma': 0.6111347746132072, 'reg_alpha': 0.4993906106965186, 'reg_lambda': 1.752594229462575}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,337] Trial 184 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.29849511020212444, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9578882977854664, 'colsample_bytree': 0.7801685111041068, 'gamma': 0.8355308845221752, 'reg_alpha': 0.4983630300038384, 'reg_lambda': 1.7785596196432043}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,414] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.2805369297633168, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9453157646373884, 'colsample_bytree': 0.7908032743142556, 'gamma': 0.5864085666652376, 'reg_alpha': 0.5217782100128352, 'reg_lambda': 1.630298480339157}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,547] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.267637492760822, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9448359561315061, 'colsample_bytree': 0.7861423223373689, 'gamma': 0.5741795957495142, 'reg_alpha': 0.552945155747425, 'reg_lambda': 0.8581354348719159}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,629] Trial 187 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.27091334618090507, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9312110904204436, 'colsample_bytree': 0.7773219733803052, 'gamma': 0.6176521586473657, 'reg_alpha': 0.527109479742267, 'reg_lambda': 1.8558762633741215}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,707] Trial 188 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 220, 'learning_rate': 0.29951028639609345, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9730694607453874, 'colsample_bytree': 0.8018497609249902, 'gamma': 0.4961159504343651, 'reg_alpha': 0.48178543443982513, 'reg_lambda': 1.6671380330490446}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,793] Trial 189 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 230, 'learning_rate': 0.25134281934938474, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9529521700202079, 'colsample_bytree': 0.7638951660244249, 'gamma': 0.6556205088167127, 'reg_alpha': 0.530602953676423, 'reg_lambda': 1.5885525269296712}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:32,883] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.27736380283583606, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9407633403228706, 'colsample_bytree': 0.7879201627371193, 'gamma': 0.5329945807764579, 'reg_alpha': 0.5796267090154038, 'reg_lambda': 1.4492981218485677}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,002] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.2804381520352819, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9600781320025661, 'colsample_bytree': 0.7771680841358923, 'gamma': 0.7120323220543309, 'reg_alpha': 0.43870972614370546, 'reg_lambda': 0.7924386008037084}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,160] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.033605577408779126, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9687205677212372, 'colsample_bytree': 0.7987484732431553, 'gamma': 0.9095977933668619, 'reg_alpha': 0.4634422765362844, 'reg_lambda': 2.029166447448879}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,252] Trial 193 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.25989845846925524, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9489479919962194, 'colsample_bytree': 0.767111784246054, 'gamma': 0.7829610099718871, 'reg_alpha': 0.5137919640454938, 'reg_lambda': 1.8897318896125492}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,329] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.25572938569317405, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9497260486997432, 'colsample_bytree': 0.7708745934405531, 'gamma': 1.0073580750979056, 'reg_alpha': 0.5015181240737979, 'reg_lambda': 1.7285216218981414}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,409] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 234, 'learning_rate': 0.2572532047991981, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9481440599027776, 'colsample_bytree': 0.7640417202026774, 'gamma': 1.0090308208896004, 'reg_alpha': 0.5101483705831964, 'reg_lambda': 1.741626394801225}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,531] Trial 196 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.298958380788302, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9368024866826069, 'colsample_bytree': 0.7518862812801316, 'gamma': 0.7996308188606012, 'reg_alpha': 0.4916742744412005, 'reg_lambda': 1.8334418080897557}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,618] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.24918793321788005, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9558772743755143, 'colsample_bytree': 0.7703480897922775, 'gamma': 0.874521845255965, 'reg_alpha': 0.5329216684207871, 'reg_lambda': 1.8583979576770062}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,701] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.26590791866750113, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9448717936183423, 'colsample_bytree': 0.7904828523688335, 'gamma': 0.601861286901844, 'reg_alpha': 0.47230854313964454, 'reg_lambda': 1.9110654965834155}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,783] Trial 199 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.2781821058353239, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9243233695806538, 'colsample_bytree': 0.7823721147944807, 'gamma': 0.6960476822357702, 'reg_alpha': 0.6050279118776344, 'reg_lambda': 1.7814368130220415}. Best is trial 171 with value: 0.7678571428571429.
[I 2025-11-03 19:17:33,787] A new study created in memory with name: no-name-b833808d-781f-462f-acfb-e04e757de524
[I 2025-11-03 19:17:33,819] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.044786849981739464, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7460086716051348, 'colsample_bytree': 0.9141002047251273, 'gamma': 3.272024259049655, 'reg_alpha': 0.4167557042247487, 'reg_lambda': 2.483955571593981}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:33,922] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.15064206456209656, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7524797770420872, 'colsample_bytree': 0.9051266049799, 'gamma': 1.5461629013134615, 'reg_alpha': 0.9407993339683827, 'reg_lambda': 1.8186964118918323}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:33,970] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.09720104610328596, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.78459070158757, 'colsample_bytree': 0.8105233747177509, 'gamma': 0.2984404143876296, 'reg_alpha': 0.946838531388004, 'reg_lambda': 2.9898308365842494}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:34,130] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.028538838654126774, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8375923800902415, 'colsample_bytree': 0.708682631570033, 'gamma': 3.2829886104644324, 'reg_alpha': 0.13666744087291094, 'reg_lambda': 1.6467797154327999}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:17:34,204] Trial 4 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.21073669341080778, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9406682829720175, 'colsample_bytree': 0.9660162809986546, 'gamma': 3.4804581932531398, 'reg_alpha': 0.5225082029680684, 'reg_lambda': 2.169501986565435}. Best is trial 4 with value: 0.6577380952380952.
[I 2025-11-03 19:17:34,269] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.042333763522383404, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8253236767472931, 'colsample_bytree': 0.842579552298301, 'gamma': 4.071777703724894, 'reg_alpha': 0.21463694651619158, 'reg_lambda': 2.9037399786782583}. Best is trial 4 with value: 0.6577380952380952.
[I 2025-11-03 19:17:34,374] Trial 6 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 198, 'learning_rate': 0.011331066117535817, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6887733094611499, 'colsample_bytree': 0.6298118368659341, 'gamma': 1.6185242773729425, 'reg_alpha': 0.7576393131272107, 'reg_lambda': 1.0620774067103127}. Best is trial 6 with value: 0.6607142857142857.
[I 2025-11-03 19:17:34,440] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.07203293865567231, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6153082096036794, 'colsample_bytree': 0.961699487354952, 'gamma': 4.450890330411844, 'reg_alpha': 0.9037483031959119, 'reg_lambda': 2.083541463163781}. Best is trial 6 with value: 0.6607142857142857.
[I 2025-11-03 19:17:34,476] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.04339445718356944, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.6986158229683475, 'colsample_bytree': 0.7862707936197089, 'gamma': 3.1518109423638716, 'reg_alpha': 0.77272751408733, 'reg_lambda': 2.1842126837332048}. Best is trial 6 with value: 0.6607142857142857.
[I 2025-11-03 19:17:34,512] Trial 9 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.11498287647256603, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9561673786942779, 'colsample_bytree': 0.9276768903913756, 'gamma': 1.2566508340089277, 'reg_alpha': 0.4554838159379273, 'reg_lambda': 2.400781060986818}. Best is trial 9 with value: 0.7083333333333334.
[I 2025-11-03 19:17:34,590] Trial 10 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.2704384362897453, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9720486188743274, 'colsample_bytree': 0.9992586045829612, 'gamma': 0.010458127011051754, 'reg_alpha': 0.4299000775484504, 'reg_lambda': 0.6774745932493715}. Best is trial 9 with value: 0.7083333333333334.
[I 2025-11-03 19:17:34,678] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.011341647007964048, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8975888223682322, 'colsample_bytree': 0.6025702090398666, 'gamma': 1.7968290389232435, 'reg_alpha': 0.6348832333778383, 'reg_lambda': 1.0893179288074206}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:17:34,725] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 31, 'learning_rate': 0.011333617460736956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8987527265331772, 'colsample_bytree': 0.6141161318148046, 'gamma': 1.643826588507804, 'reg_alpha': 0.5600106481757654, 'reg_lambda': 1.3306228065497239}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,780] Trial 13 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.01030973361766538, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8871438157749774, 'colsample_bytree': 0.6033054655066608, 'gamma': 2.0649998310661184, 'reg_alpha': 0.6313059312335693, 'reg_lambda': 1.3120097941928501}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,814] Trial 14 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 21, 'learning_rate': 0.018599757956504315, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8889344775616612, 'colsample_bytree': 0.6760590092383514, 'gamma': 0.8660571769594718, 'reg_alpha': 0.29178775151747727, 'reg_lambda': 0.5218904972321556}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,884] Trial 15 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.017439650368607566, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8954355564699903, 'colsample_bytree': 0.7200440875273735, 'gamma': 2.2857555133839265, 'reg_alpha': 0.6293849365342883, 'reg_lambda': 1.087985210426309}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:34,979] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 121, 'learning_rate': 0.018318130309079025, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8571584155337314, 'colsample_bytree': 0.6698702417699409, 'gamma': 2.5396505850567745, 'reg_alpha': 0.6269593160008805, 'reg_lambda': 1.4410899031551383}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,025] Trial 17 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.02778452135885399, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9910678476758331, 'colsample_bytree': 0.7535733399181275, 'gamma': 0.8082638560059436, 'reg_alpha': 0.011509306419044407, 'reg_lambda': 0.827883501899635}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,063] Trial 18 finished with value: 0.699404761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.014254577783205496, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9239354790790872, 'colsample_bytree': 0.6004529290653421, 'gamma': 2.0506134936407565, 'reg_alpha': 0.7638350663023499, 'reg_lambda': 1.0792598547620065}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,134] Trial 19 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 147, 'learning_rate': 0.0270536259819873, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7995349312888997, 'colsample_bytree': 0.6489550083526194, 'gamma': 2.618408140125549, 'reg_alpha': 0.3295229062515798, 'reg_lambda': 1.4417165616411498}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,192] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.013558033197501061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9218520314843276, 'colsample_bytree': 0.6995561991751958, 'gamma': 0.8794129237857808, 'reg_alpha': 0.5531489110616656, 'reg_lambda': 1.8075770525272434}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,274] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 38, 'learning_rate': 0.1128461174745543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9576682842311657, 'colsample_bytree': 0.8427832154904269, 'gamma': 1.4886293586918402, 'reg_alpha': 0.4341138486016742, 'reg_lambda': 2.726936975958667}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,318] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.07972377319257573, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.865416017215652, 'colsample_bytree': 0.8982949843899922, 'gamma': 1.2613720475170112, 'reg_alpha': 0.7050477596677515, 'reg_lambda': 2.519167008202926}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,372] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.06114439207913009, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8666607437826009, 'colsample_bytree': 0.8495034287783534, 'gamma': 1.858596731644458, 'reg_alpha': 0.8347728257155911, 'reg_lambda': 0.883758776841064}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,432] Trial 24 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 111, 'learning_rate': 0.07786675527949823, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9137748945877938, 'colsample_bytree': 0.7498873372048364, 'gamma': 1.1486133663705034, 'reg_alpha': 0.69605253505975, 'reg_lambda': 1.277975858487804}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,593] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.024147327443416924, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8425614863249771, 'colsample_bytree': 0.6361724263409376, 'gamma': 0.551723598783884, 'reg_alpha': 0.579178619457208, 'reg_lambda': 1.5461041280306376}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,650] Trial 26 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.03292468449315715, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.811904918108402, 'colsample_bytree': 0.8878773626054012, 'gamma': 2.8148292285571257, 'reg_alpha': 0.6775856993831175, 'reg_lambda': 1.9082411326221174}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,707] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.014021843070161662, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8754403479579111, 'colsample_bytree': 0.6696454098616712, 'gamma': 1.7708266572431848, 'reg_alpha': 0.8659329627140673, 'reg_lambda': 1.289287287849442}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,765] Trial 28 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 99, 'learning_rate': 0.05564213921189896, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7800578332223839, 'colsample_bytree': 0.8725248380486963, 'gamma': 1.2444076951885343, 'reg_alpha': 0.7234741481268788, 'reg_lambda': 2.526247499094343}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,817] Trial 29 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 71, 'learning_rate': 0.03675752736187032, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9981986014791608, 'colsample_bytree': 0.7987614373952102, 'gamma': 2.235572654341968, 'reg_alpha': 0.49888136679386397, 'reg_lambda': 0.9032569096690741}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,861] Trial 30 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.021701868731736153, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8991715319722027, 'colsample_bytree': 0.6294185846579137, 'gamma': 1.1170653765204483, 'reg_alpha': 0.3604718648058828, 'reg_lambda': 2.4826556927871146}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,939] Trial 31 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.010089034990124377, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8459488645083975, 'colsample_bytree': 0.6288754844634878, 'gamma': 0.3620326665273462, 'reg_alpha': 0.5700249750402085, 'reg_lambda': 1.6248956906813483}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:35,995] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 59, 'learning_rate': 0.021168436780831763, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8609151590930363, 'colsample_bytree': 0.6455623162693783, 'gamma': 0.5294336856831946, 'reg_alpha': 0.5998882510429189, 'reg_lambda': 1.5187929985514135}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:17:36,049] Trial 33 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.01272351347401585, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8591475681424292, 'colsample_bytree': 0.6110292923338814, 'gamma': 0.559652591592854, 'reg_alpha': 0.4913500615942785, 'reg_lambda': 1.9458383920848377}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,106] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.013572730242227653, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7535506194106212, 'colsample_bytree': 0.6033804848227143, 'gamma': 0.17867345587165295, 'reg_alpha': 0.48329418065665597, 'reg_lambda': 1.9293949771984746}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,163] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 81, 'learning_rate': 0.015963469665401034, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9307594463700389, 'colsample_bytree': 0.6544884958585622, 'gamma': 0.5310798479653298, 'reg_alpha': 0.3788979468391065, 'reg_lambda': 1.6849926976094258}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,292] Trial 36 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 84, 'learning_rate': 0.012022005285505843, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8242709744497064, 'colsample_bytree': 0.693714484830281, 'gamma': 0.6521723095005556, 'reg_alpha': 0.9827679414697469, 'reg_lambda': 1.19132306758499}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,349] Trial 37 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 99, 'learning_rate': 0.021580568724808784, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9440785032864079, 'colsample_bytree': 0.7301984262067351, 'gamma': 1.5792146240559513, 'reg_alpha': 0.5287348520578885, 'reg_lambda': 1.4336871241190317}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,401] Trial 38 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 60, 'learning_rate': 0.012548686400809647, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.770379830863397, 'colsample_bytree': 0.6221869966579605, 'gamma': 0.31134258067632825, 'reg_alpha': 0.24655602151010297, 'reg_lambda': 2.058846468685023}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,444] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.015832694550143845, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9043723066138939, 'colsample_bytree': 0.652715814837741, 'gamma': 3.719737137413052, 'reg_alpha': 0.6133107254123774, 'reg_lambda': 1.5430225318786477}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,533] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.011388388721159914, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7064875665079261, 'colsample_bytree': 0.6825520497863781, 'gamma': 1.0172966037300089, 'reg_alpha': 0.815241596899994, 'reg_lambda': 1.7677968068820025}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,615] Trial 41 finished with value: 0.5744047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.1755614592251452, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8662616868106129, 'colsample_bytree': 0.6198267580813821, 'gamma': 4.992115836161787, 'reg_alpha': 0.7146988401698751, 'reg_lambda': 2.3259099114186643}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,659] Trial 42 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 49, 'learning_rate': 0.07845734015194308, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8315389960870264, 'colsample_bytree': 0.9458501193332185, 'gamma': 1.4248714066417465, 'reg_alpha': 0.6668069019073048, 'reg_lambda': 2.8236715019763956}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,698] Trial 43 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.010182011260708697, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8775210493233482, 'colsample_bytree': 0.6470713308834596, 'gamma': 1.7421199191477175, 'reg_alpha': 0.5890073312102977, 'reg_lambda': 2.250705164653085}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,753] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.021151512005988266, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8019869722442055, 'colsample_bytree': 0.6176867862598336, 'gamma': 1.4322966365709207, 'reg_alpha': 0.47517612362294864, 'reg_lambda': 0.9957893793264725}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:36,831] Trial 45 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.04746525028912127, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8534501941391129, 'colsample_bytree': 0.8172819429772014, 'gamma': 0.6921481697544228, 'reg_alpha': 0.5494430378994879, 'reg_lambda': 2.6279008846459826}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,023] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.015241265210570133, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.886187220441443, 'colsample_bytree': 0.9166921615675615, 'gamma': 1.963266698399916, 'reg_alpha': 0.6490153134179183, 'reg_lambda': 2.024253308489028}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,103] Trial 47 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 209, 'learning_rate': 0.0938293500138056, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8188712521131395, 'colsample_bytree': 0.6622556304385722, 'gamma': 0.9034526439011312, 'reg_alpha': 0.7568436534814034, 'reg_lambda': 2.9733695431611125}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,142] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.1489270320948608, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9094056230082608, 'colsample_bytree': 0.9956404496477431, 'gamma': 0.0652254441915322, 'reg_alpha': 0.5060325644779405, 'reg_lambda': 1.1853704727536436}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,209] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.017324419919700806, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9721129977880163, 'colsample_bytree': 0.60144491419805, 'gamma': 1.3024131737501188, 'reg_alpha': 0.39723551779198335, 'reg_lambda': 0.766266796083182}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,265] Trial 50 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.018230185256730886, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9496999605924121, 'colsample_bytree': 0.6015180505909549, 'gamma': 0.4276143872912087, 'reg_alpha': 0.39256226986228315, 'reg_lambda': 0.6610589708277355}. Best is trial 33 with value: 0.7380952380952381.
[I 2025-11-03 19:17:37,372] Trial 51 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.011384454036797238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9868132572111706, 'colsample_bytree': 0.6392158018757574, 'gamma': 1.3371624150282257, 'reg_alpha': 0.4581365757451759, 'reg_lambda': 0.8201562028493702}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,447] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 109, 'learning_rate': 0.012007547235239282, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9745956563442503, 'colsample_bytree': 0.6368629524234748, 'gamma': 2.203827211794654, 'reg_alpha': 0.4313878982588558, 'reg_lambda': 0.7670534463375126}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,509] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 112, 'learning_rate': 0.012033937392542321, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9769994769228334, 'colsample_bytree': 0.688209418398724, 'gamma': 2.3222874374066205, 'reg_alpha': 0.2988428293965507, 'reg_lambda': 0.7449131687910957}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,578] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.016749242889168004, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9746283987767216, 'colsample_bytree': 0.6411398797140346, 'gamma': 1.3319243963018792, 'reg_alpha': 0.42283172530956153, 'reg_lambda': 0.5270791889534728}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,652] Trial 55 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.020053165767126332, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9618652942481952, 'colsample_bytree': 0.6144968473243737, 'gamma': 1.342803914580419, 'reg_alpha': 0.15563264283426753, 'reg_lambda': 0.531756148324427}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,751] Trial 56 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.024853097303895757, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6050419772212378, 'colsample_bytree': 0.6423655115477426, 'gamma': 0.9883120023708389, 'reg_alpha': 0.44921143940112995, 'reg_lambda': 0.6010136757871841}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,805] Trial 57 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 81, 'learning_rate': 0.01741476580204904, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.982544607251425, 'colsample_bytree': 0.6673188335789784, 'gamma': 1.6683764159021106, 'reg_alpha': 0.3367206982030814, 'reg_lambda': 0.6709838596216181}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,868] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.01616714142570765, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9389887998596746, 'colsample_bytree': 0.7124697262747015, 'gamma': 0.7258360358109248, 'reg_alpha': 0.4051363863060276, 'reg_lambda': 0.9919409083857476}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:37,937] Trial 59 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 105, 'learning_rate': 0.03399468608631366, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9603097976210909, 'colsample_bytree': 0.6190845417334527, 'gamma': 1.0103459799187182, 'reg_alpha': 0.25294238485710147, 'reg_lambda': 0.5184613630346984}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,006] Trial 60 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 119, 'learning_rate': 0.033544222148651666, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.959323442264983, 'colsample_bytree': 0.6113581961925577, 'gamma': 1.104707568681937, 'reg_alpha': 0.13684294750160758, 'reg_lambda': 0.8211418395483681}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,107] Trial 61 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 126, 'learning_rate': 0.031470763028932335, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9552831304079158, 'colsample_bytree': 0.6150427352300095, 'gamma': 1.0887157035097057, 'reg_alpha': 0.03431458524853609, 'reg_lambda': 0.8096942218409074}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,182] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.031965316729710126, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9611418192113198, 'colsample_bytree': 0.6120471356635508, 'gamma': 1.0867487837225756, 'reg_alpha': 0.008844755991920084, 'reg_lambda': 0.8174349677220369}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,258] Trial 63 finished with value: 0.744047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.032641579909322094, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9613734055157506, 'colsample_bytree': 0.6127007949847455, 'gamma': 0.9758661573369736, 'reg_alpha': 0.02499967581981999, 'reg_lambda': 0.8305717162241835}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,336] Trial 64 finished with value: 0.755952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.040647169236221185, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9965030316240757, 'colsample_bytree': 0.6279734613231744, 'gamma': 0.8501101137559046, 'reg_alpha': 0.08960238555464914, 'reg_lambda': 0.9558834123363406}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,410] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.04180592657720073, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9893267110454437, 'colsample_bytree': 0.626631904972808, 'gamma': 0.8988393991182427, 'reg_alpha': 0.054408778633027524, 'reg_lambda': 0.925520236935989}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,521] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.037424370815481, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9931290849080366, 'colsample_bytree': 0.6612563892231369, 'gamma': 0.7894341556303529, 'reg_alpha': 0.08884477471539831, 'reg_lambda': 0.6001302789141433}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,682] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 152, 'learning_rate': 0.0490832054403012, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9999854630840141, 'colsample_bytree': 0.6302426832487514, 'gamma': 0.21695858166474646, 'reg_alpha': 0.14545552207660917, 'reg_lambda': 1.1413153551086817}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,765] Trial 68 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.03054060892908842, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9261214216113087, 'colsample_bytree': 0.6149986840265143, 'gamma': 1.1328182199454528, 'reg_alpha': 0.18466386841476776, 'reg_lambda': 0.983429291302925}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,832] Trial 69 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 119, 'learning_rate': 0.03609725759743084, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9378008719060271, 'colsample_bytree': 0.6328990802005946, 'gamma': 0.6187556475685458, 'reg_alpha': 0.09324305636624036, 'reg_lambda': 0.8307428229674005}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:38,904] Trial 70 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 164, 'learning_rate': 0.05946421168181286, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9582595167287143, 'colsample_bytree': 0.6550252137594722, 'gamma': 0.4553646840861305, 'reg_alpha': 0.045519314570166544, 'reg_lambda': 0.6198080571348993}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,022] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.027542752767478976, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9700145768764975, 'colsample_bytree': 0.6034483244155181, 'gamma': 1.228111042291836, 'reg_alpha': 0.2308735395101234, 'reg_lambda': 0.7330088835387928}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,104] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.04174802543948073, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9478820630553023, 'colsample_bytree': 0.6070635906038588, 'gamma': 1.0146398191787684, 'reg_alpha': 0.09364320344478266, 'reg_lambda': 0.8656181143662903}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,181] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.034372362238013696, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.966937120232748, 'colsample_bytree': 0.6194716095314212, 'gamma': 1.4746729414307334, 'reg_alpha': 0.12038328329475978, 'reg_lambda': 0.7309484315703506}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,256] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.02434968757456472, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9830040319192644, 'colsample_bytree': 0.6004635217958643, 'gamma': 0.8149173397342522, 'reg_alpha': 0.1888762984044148, 'reg_lambda': 0.9289121289713654}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,326] Trial 75 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.024459635651122014, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9814236517520321, 'colsample_bytree': 0.6744461392857498, 'gamma': 0.7948941630901587, 'reg_alpha': 0.19664026578546967, 'reg_lambda': 1.0243752610875934}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,420] Trial 76 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.029771827054487107, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9179640239708693, 'colsample_bytree': 0.6255616963608615, 'gamma': 0.915702717591562, 'reg_alpha': 0.045364831646829216, 'reg_lambda': 0.9424709854025975}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,500] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.0391629537431515, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9860592382165416, 'colsample_bytree': 0.6430458161846091, 'gamma': 0.5679783554554662, 'reg_alpha': 0.2680462113376503, 'reg_lambda': 1.0564091471735604}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,567] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.05031497658687681, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9526504757212902, 'colsample_bytree': 0.6350949861981073, 'gamma': 1.1244357842417925, 'reg_alpha': 0.1834371976908114, 'reg_lambda': 1.896791030991917}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,625] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.026173678607282355, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9346070968947362, 'colsample_bytree': 0.6125832642719709, 'gamma': 0.21844957808575927, 'reg_alpha': 0.1212120777583185, 'reg_lambda': 0.8447606092507214}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,722] Trial 80 finished with value: 0.625 and parameters: {'n_estimators': 156, 'learning_rate': 0.03331960635777145, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7140349741427438, 'colsample_bytree': 0.6565424467786539, 'gamma': 2.9811441569694024, 'reg_alpha': 0.0691818277407104, 'reg_lambda': 0.9321886265597626}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,790] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.023388512468946118, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9667498992810278, 'colsample_bytree': 0.6101902272068817, 'gamma': 1.5653529142488563, 'reg_alpha': 0.024394157953398443, 'reg_lambda': 0.7807244731834178}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,858] Trial 82 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 103, 'learning_rate': 0.02297802134337193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.638506288864806, 'colsample_bytree': 0.6228535558446142, 'gamma': 1.6129846694907566, 'reg_alpha': 0.0062425338112076754, 'reg_lambda': 0.6931510009647561}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:39,919] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.028953252955123365, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9876934783632506, 'colsample_bytree': 0.6113174551457017, 'gamma': 0.701830959297199, 'reg_alpha': 0.02449807571975318, 'reg_lambda': 0.8179623453013707}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,014] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.02935463056272263, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9921530631335469, 'colsample_bytree': 0.7692115261363486, 'gamma': 0.7386479145190854, 'reg_alpha': 0.06413888537432824, 'reg_lambda': 0.7945338103204188}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,081] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 99, 'learning_rate': 0.04491413207907071, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9999093281946952, 'colsample_bytree': 0.6111091331852571, 'gamma': 1.0159618543819031, 'reg_alpha': 0.028512201732983633, 'reg_lambda': 1.1128543054425333}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,140] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.026260318722185712, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9654320347478995, 'colsample_bytree': 0.6476961557912874, 'gamma': 1.2080593807452678, 'reg_alpha': 0.16058807339111342, 'reg_lambda': 0.5649180088472618}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,258] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.02637559999120344, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9833301220587146, 'colsample_bytree': 0.6494156993064756, 'gamma': 1.1966421196209382, 'reg_alpha': 0.12700386042123057, 'reg_lambda': 0.5041452773927342}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,357] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.01928334420809838, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9535603739673575, 'colsample_bytree': 0.6340234243898997, 'gamma': 1.5637542765149617, 'reg_alpha': 0.16142520478329545, 'reg_lambda': 0.5830643606106196}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,428] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 97, 'learning_rate': 0.023726294945452482, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9696531442610494, 'colsample_bytree': 0.7021016877349504, 'gamma': 1.3887081390891869, 'reg_alpha': 0.2168875960341206, 'reg_lambda': 0.6879348895667766}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,490] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.03902958644082747, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9410980681685172, 'colsample_bytree': 0.6779513032644804, 'gamma': 0.3922114942668963, 'reg_alpha': 0.09588309537945401, 'reg_lambda': 0.6319326391899789}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,561] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.03124599712736127, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9642280015871106, 'colsample_bytree': 0.600384759232764, 'gamma': 1.8832942956740775, 'reg_alpha': 0.029381297533513026, 'reg_lambda': 0.8843384287848468}. Best is trial 51 with value: 0.755952380952381.
[I 2025-11-03 19:17:40,663] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.02755285514333381, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9812905152747269, 'colsample_bytree': 0.6247809792608562, 'gamma': 0.8481628185425323, 'reg_alpha': 0.07509048302319549, 'reg_lambda': 0.7123434402012137}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:40,723] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 65, 'learning_rate': 0.029282355704805335, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9808021834849456, 'colsample_bytree': 0.6258615000188921, 'gamma': 0.8762280385925216, 'reg_alpha': 0.07409640746536852, 'reg_lambda': 0.5739091584606649}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:40,790] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 78, 'learning_rate': 0.035097646881557795, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9904391803737307, 'colsample_bytree': 0.6416954258627701, 'gamma': 0.6588588473093476, 'reg_alpha': 0.1074600677197329, 'reg_lambda': 0.723846416715143}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:40,851] Trial 95 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 76, 'learning_rate': 0.0354553641094905, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9880988587748807, 'colsample_bytree': 0.6412286604967278, 'gamma': 0.6895422868500485, 'reg_alpha': 0.1698052633943355, 'reg_lambda': 0.711310373491029}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,164] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.04502529618757387, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9773203520106073, 'colsample_bytree': 0.6489118609075023, 'gamma': 0.4771796023509596, 'reg_alpha': 0.10596908458861404, 'reg_lambda': 0.6490455157389731}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,216] Trial 97 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.06997210247615311, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9925266039400236, 'colsample_bytree': 0.6695022939941114, 'gamma': 0.7889628732425754, 'reg_alpha': 0.13806691517641673, 'reg_lambda': 0.5542872488771835}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,274] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.06586628393571785, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9930167424977261, 'colsample_bytree': 0.6606014123650642, 'gamma': 0.6072160217956127, 'reg_alpha': 0.13826086052953285, 'reg_lambda': 0.5554177542610819}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,327] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.06401649495193498, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.949070287396537, 'colsample_bytree': 0.6810027121613109, 'gamma': 0.062333035951410376, 'reg_alpha': 0.13366009435414006, 'reg_lambda': 0.5431150510101568}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,537] Trial 100 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 69, 'learning_rate': 0.08873791876034313, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9290062836530698, 'colsample_bytree': 0.6641648920465165, 'gamma': 1.0520365447786157, 'reg_alpha': 0.14959659303709977, 'reg_lambda': 0.5580299916474285}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,594] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.06450151974649634, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9931175623190537, 'colsample_bytree': 0.6894784408538345, 'gamma': 0.6125916043850663, 'reg_alpha': 0.2570941050193273, 'reg_lambda': 0.6096675042761829}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,662] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.07416377519988392, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9976520253650336, 'colsample_bytree': 0.6696129791047833, 'gamma': 0.33452568621661904, 'reg_alpha': 0.07353764899793587, 'reg_lambda': 0.5098197445867351}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,720] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.054914380703479024, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9728734967380305, 'colsample_bytree': 0.6565012310032841, 'gamma': 1.2251099250718085, 'reg_alpha': 0.11344451637484454, 'reg_lambda': 0.6638329697709852}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,822] Trial 104 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.07004326778378611, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9906677124382253, 'colsample_bytree': 0.6367534341569278, 'gamma': 0.9336189736597383, 'reg_alpha': 0.1394408124529558, 'reg_lambda': 0.7165609716821542}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,883] Trial 105 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.06913880503147107, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9532192002524046, 'colsample_bytree': 0.6207007067075373, 'gamma': 0.9138588344646206, 'reg_alpha': 0.2053192413072206, 'reg_lambda': 0.7883342179522876}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:41,929] Trial 106 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 44, 'learning_rate': 0.08762694737639629, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9592541275706744, 'colsample_bytree': 0.7300622441877064, 'gamma': 3.4287641997577083, 'reg_alpha': 0.13926000219750304, 'reg_lambda': 0.6474781550718656}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,099] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.05811726805260957, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9774228723836181, 'colsample_bytree': 0.6306754405598728, 'gamma': 0.7988470540348204, 'reg_alpha': 0.231422461183737, 'reg_lambda': 0.8701387857926615}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,188] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.10191867187104542, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.999890280669538, 'colsample_bytree': 0.6354445353235278, 'gamma': 1.1024482291469093, 'reg_alpha': 0.17471900835689136, 'reg_lambda': 0.5777903959917692}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,244] Trial 109 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 89, 'learning_rate': 0.05076716977989522, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9450405056977121, 'colsample_bytree': 0.6494974719232887, 'gamma': 1.3193564508999631, 'reg_alpha': 0.30747671164882845, 'reg_lambda': 0.5001072421049801}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,288] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.07157630193062642, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9680526444077454, 'colsample_bytree': 0.6219260562326266, 'gamma': 0.9468113705375405, 'reg_alpha': 0.049268301305473966, 'reg_lambda': 0.7565725381525471}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,338] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.27154435479333167, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9902514596797107, 'colsample_bytree': 0.643304804461039, 'gamma': 0.6467350753154985, 'reg_alpha': 0.10817241434231113, 'reg_lambda': 0.7382542650593857}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,444] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.24886694473116291, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9909029818398669, 'colsample_bytree': 0.6582409591030397, 'gamma': 0.5209157115981788, 'reg_alpha': 0.08177203287729795, 'reg_lambda': 0.6872754205427272}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,502] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.1437765030487767, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9826452149395344, 'colsample_bytree': 0.6369245175201111, 'gamma': 0.7380407240261667, 'reg_alpha': 0.12878146051537676, 'reg_lambda': 0.8139748368009383}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,564] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.21155911512382625, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9744864876597502, 'colsample_bytree': 0.6275840672567394, 'gamma': 1.1677824555968181, 'reg_alpha': 0.15844984494865522, 'reg_lambda': 0.6205913253893003}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,614] Trial 115 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 66, 'learning_rate': 0.11709844901228905, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9886762083596831, 'colsample_bytree': 0.6668372195181281, 'gamma': 0.8311355208220977, 'reg_alpha': 0.04167585637916706, 'reg_lambda': 0.9691215949600476}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,746] Trial 116 finished with value: 0.744047619047619 and parameters: {'n_estimators': 139, 'learning_rate': 0.03952125305135898, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9604515834268172, 'colsample_bytree': 0.6186288431264111, 'gamma': 1.031335094022085, 'reg_alpha': 0.002820289019528327, 'reg_lambda': 0.7231940909945609}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,804] Trial 117 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.028187024635696924, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9789176486897233, 'colsample_bytree': 0.6468159562602777, 'gamma': 4.288205776405961, 'reg_alpha': 0.06795595294898145, 'reg_lambda': 0.8828757889549739}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,866] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.05265886387010523, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9998034711131002, 'colsample_bytree': 0.6092676942372983, 'gamma': 0.6210844405714748, 'reg_alpha': 0.10221897433271591, 'reg_lambda': 0.5587715219319995}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:42,920] Trial 119 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 54, 'learning_rate': 0.025881343550896885, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.966053211644166, 'colsample_bytree': 0.6380642909062975, 'gamma': 1.2789541844381438, 'reg_alpha': 0.14365400344197132, 'reg_lambda': 0.7707980591604635}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,027] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.06629203323804284, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9868880268582817, 'colsample_bytree': 0.6283208941341211, 'gamma': 0.26578879617642825, 'reg_alpha': 0.20567505487040644, 'reg_lambda': 1.0371193227144473}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,083] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.03220327240138125, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9664883319283772, 'colsample_bytree': 0.6398484416735036, 'gamma': 1.4042819683502903, 'reg_alpha': 0.15003813220961637, 'reg_lambda': 0.7851638845371461}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,138] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.031044885481624193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.973531418930764, 'colsample_bytree': 0.6402816387855973, 'gamma': 1.4325286698168336, 'reg_alpha': 0.13718115125708416, 'reg_lambda': 0.7885219527917671}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,197] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.03279521501259568, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9572737131245093, 'colsample_bytree': 0.8246345945669529, 'gamma': 1.4551468097287197, 'reg_alpha': 0.22186716633426057, 'reg_lambda': 0.7589189693378656}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,294] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.031508457903502436, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9699216639869991, 'colsample_bytree': 0.6402417182617385, 'gamma': 1.29576207678771, 'reg_alpha': 0.14306984160264058, 'reg_lambda': 0.8995525487724659}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,339] Trial 125 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 39, 'learning_rate': 0.03794938063785298, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9724913412504924, 'colsample_bytree': 0.6741292988028899, 'gamma': 1.3595497310691893, 'reg_alpha': 0.2728528727854331, 'reg_lambda': 0.9079609283730229}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,485] Trial 126 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 50, 'learning_rate': 0.0430228528758396, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9429918592047005, 'colsample_bytree': 0.6382897772256981, 'gamma': 1.8014917916737492, 'reg_alpha': 0.14640535026523388, 'reg_lambda': 0.6824125947442051}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,534] Trial 127 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.29349195764346275, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9660585479835821, 'colsample_bytree': 0.6606750538997468, 'gamma': 1.2755694371669648, 'reg_alpha': 0.18501855424130895, 'reg_lambda': 1.2377390281122618}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,618] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.04688889620963069, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9791506283443294, 'colsample_bytree': 0.653325471807874, 'gamma': 1.6811637725399735, 'reg_alpha': 0.1262134974476682, 'reg_lambda': 0.870469535532475}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,664] Trial 129 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.1280073008141613, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9936847108218672, 'colsample_bytree': 0.6426763979153003, 'gamma': 1.4490151861146394, 'reg_alpha': 0.1739288248389146, 'reg_lambda': 1.3603422739597133}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,712] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.03393094525926774, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9734894016331886, 'colsample_bytree': 0.6328593404519582, 'gamma': 0.9842108023065936, 'reg_alpha': 0.08657945099027248, 'reg_lambda': 0.7331350095544219}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,766] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.03154263503495031, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9523426820146815, 'colsample_bytree': 0.6201159698121447, 'gamma': 1.0888528646319693, 'reg_alpha': 0.10768744272243168, 'reg_lambda': 0.7967675219695108}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,859] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.03101979347219826, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9336626289244887, 'colsample_bytree': 0.870119134079195, 'gamma': 1.150567961656242, 'reg_alpha': 0.14410875506793164, 'reg_lambda': 0.9696993679107011}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,910] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.08062827333278313, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9842557488808528, 'colsample_bytree': 0.6200450168700984, 'gamma': 1.5151744328882375, 'reg_alpha': 0.10139584795644324, 'reg_lambda': 0.7726820845099899}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:43,960] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.02767140590476853, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9489453911540086, 'colsample_bytree': 0.6398226494243549, 'gamma': 0.8646096127161984, 'reg_alpha': 0.11359241003201913, 'reg_lambda': 0.8428711356388585}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,017] Trial 135 finished with value: 0.744047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.03620684966641385, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9656492181480548, 'colsample_bytree': 0.6245879419685607, 'gamma': 1.32086276564862, 'reg_alpha': 0.13380901967160178, 'reg_lambda': 0.6296638319670661}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,088] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.02525090861618093, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9929684422945361, 'colsample_bytree': 0.6531045009145645, 'gamma': 1.051299193808433, 'reg_alpha': 0.16571932350478233, 'reg_lambda': 0.6908586843608913}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,151] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.022139795471461596, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9801085967753181, 'colsample_bytree': 0.6304829969978555, 'gamma': 0.9397806714522114, 'reg_alpha': 0.24452419755781196, 'reg_lambda': 0.8108629783996049}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,206] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.02119165034536548, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9808974606216116, 'colsample_bytree': 0.6641572313879295, 'gamma': 0.9108230938964851, 'reg_alpha': 0.24115108974972752, 'reg_lambda': 0.7825957925188565}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,257] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.027012249135010276, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9722645055812976, 'colsample_bytree': 0.6307966954400968, 'gamma': 0.7588853077652937, 'reg_alpha': 0.19908437842644422, 'reg_lambda': 0.9102440168286484}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,342] Trial 140 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 41, 'learning_rate': 0.021908452928007197, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7347546154558486, 'colsample_bytree': 0.646490366640224, 'gamma': 0.7308745980623212, 'reg_alpha': 0.20090129972755355, 'reg_lambda': 0.9024474153592172}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,397] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.02952286087076101, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9736227820169753, 'colsample_bytree': 0.6305365707125307, 'gamma': 0.8039851898713659, 'reg_alpha': 0.1879137447252732, 'reg_lambda': 0.9588180437926185}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,456] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.026852177585164116, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9713235149556849, 'colsample_bytree': 0.6335226520635039, 'gamma': 0.4369536031333723, 'reg_alpha': 0.1783493472055551, 'reg_lambda': 1.02538516677276}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,516] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.02945672935944999, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9860217137865254, 'colsample_bytree': 0.633629413770306, 'gamma': 0.42203762373010656, 'reg_alpha': 0.1509541586861053, 'reg_lambda': 1.0068482905876248}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,602] Trial 144 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 35, 'learning_rate': 0.17560350433168584, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9877431264096461, 'colsample_bytree': 0.6406113140712149, 'gamma': 0.4359605725227894, 'reg_alpha': 0.11626008358216777, 'reg_lambda': 1.046831766723478}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,659] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.030761079726103802, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9996245424100022, 'colsample_bytree': 0.6576583043658919, 'gamma': 0.5757084067581657, 'reg_alpha': 0.15621075967892253, 'reg_lambda': 1.1012212062617703}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,715] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.026310051419462757, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9997909640987189, 'colsample_bytree': 0.6586276904386393, 'gamma': 0.541664701151284, 'reg_alpha': 0.15760276357163908, 'reg_lambda': 1.1628753625013557}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,776] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.029513239105994304, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9930245995265197, 'colsample_bytree': 0.6841828843582818, 'gamma': 0.39091154436699527, 'reg_alpha': 0.08521776808436651, 'reg_lambda': 1.0774406256350324}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,928] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 45, 'learning_rate': 0.02813262325776352, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9880018457853055, 'colsample_bytree': 0.6722962267910434, 'gamma': 0.3143490600679072, 'reg_alpha': 0.17929723439043188, 'reg_lambda': 0.9971442126183032}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:44,987] Trial 149 finished with value: 0.761904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.025463324341229533, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9805734272624521, 'colsample_bytree': 0.6513917733470422, 'gamma': 0.11887082270711724, 'reg_alpha': 0.059090799880602465, 'reg_lambda': 1.0931955852731319}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,049] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.02046429159645959, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9842510793342385, 'colsample_bytree': 0.6510078970562272, 'gamma': 0.11676582951884407, 'reg_alpha': 0.051598276050652855, 'reg_lambda': 1.1178770185937235}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,101] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.024928437749574, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9673557130760929, 'colsample_bytree': 0.6341497735954207, 'gamma': 0.17008877566753527, 'reg_alpha': 0.11638471386687968, 'reg_lambda': 0.965024427766991}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,187] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.03046500526245048, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9953698541640175, 'colsample_bytree': 0.6569961041442004, 'gamma': 0.5069995716401396, 'reg_alpha': 0.06644065594085735, 'reg_lambda': 1.1989316186836132}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,241] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.028826972215010665, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9999337328589969, 'colsample_bytree': 0.6657238522898771, 'gamma': 0.6203953368531105, 'reg_alpha': 0.10012406107621008, 'reg_lambda': 1.0178697548309366}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,289] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.023543766867312493, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9781147880049403, 'colsample_bytree': 0.6471119585022227, 'gamma': 0.29437902445731856, 'reg_alpha': 0.15897534805019012, 'reg_lambda': 1.1109837639370592}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,350] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.032262040892987925, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9873035550844985, 'colsample_bytree': 0.6238174021725307, 'gamma': 0.013264672421546608, 'reg_alpha': 0.14786475894522108, 'reg_lambda': 0.9619864342898264}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,437] Trial 156 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 71, 'learning_rate': 0.05887009744008502, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6709926963835018, 'colsample_bytree': 0.635830765115396, 'gamma': 0.38322271439241584, 'reg_alpha': 0.08036312108945752, 'reg_lambda': 1.0781531331833865}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,517] Trial 157 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.02580794404641947, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9541865617633168, 'colsample_bytree': 0.6966333883504054, 'gamma': 0.5665632837542356, 'reg_alpha': 0.12122169739052326, 'reg_lambda': 0.9255370019093022}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,569] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.015094761999961457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9704636096884818, 'colsample_bytree': 0.6453882789904308, 'gamma': 0.8196757666547961, 'reg_alpha': 0.180870045269724, 'reg_lambda': 1.0320417406493811}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,634] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.040633211160270515, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9779805837808884, 'colsample_bytree': 0.6535233440468127, 'gamma': 0.6487777075388051, 'reg_alpha': 0.06291149696303164, 'reg_lambda': 0.8559838263847347}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,724] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 73, 'learning_rate': 0.03567541374203066, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9614216948317373, 'colsample_bytree': 0.6168604719887025, 'gamma': 0.42282286261974267, 'reg_alpha': 0.10538518495632015, 'reg_lambda': 1.223820675508697}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:17:45,783] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.03059076481655542, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9733981241207867, 'colsample_bytree': 0.641349082735376, 'gamma': 0.7013727843051641, 'reg_alpha': 0.14455041915421474, 'reg_lambda': 0.8551524157129969}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:45,892] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.03185309349818424, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9905851592297311, 'colsample_bytree': 0.6278800824614394, 'gamma': 0.7134627161004408, 'reg_alpha': 0.13985157281703287, 'reg_lambda': 0.8704577489872632}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:45,952] Trial 163 finished with value: 0.755952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.029412980382559215, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9840607230449124, 'colsample_bytree': 0.6420445694268859, 'gamma': 0.20649404254750214, 'reg_alpha': 0.17630631913211375, 'reg_lambda': 0.9511854023211181}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,098] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.026996904378092882, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9843920575092928, 'colsample_bytree': 0.7748281171760795, 'gamma': 0.17353379411939507, 'reg_alpha': 0.19940621150131227, 'reg_lambda': 0.9607981793940642}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,150] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.029178441772417782, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9930264094690932, 'colsample_bytree': 0.6648772552603646, 'gamma': 0.24280814117568317, 'reg_alpha': 0.22324987383636868, 'reg_lambda': 1.007512150262113}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,208] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.027732544082780766, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9780397386631117, 'colsample_bytree': 0.6466039749743901, 'gamma': 0.10549779519669866, 'reg_alpha': 0.17746220909521782, 'reg_lambda': 0.9139830064851506}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,266] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.02381916237659015, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9994227478894961, 'colsample_bytree': 0.6340612569509888, 'gamma': 0.4963896135781386, 'reg_alpha': 0.08837729000277394, 'reg_lambda': 1.0733576618440606}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,443] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.03683914554050879, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9730214108023306, 'colsample_bytree': 0.6242118905870271, 'gamma': 0.6183809195557659, 'reg_alpha': 0.12451300137384683, 'reg_lambda': 1.1625261156743174}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,538] Trial 169 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.03422301855716074, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9852448215293279, 'colsample_bytree': 0.6533459334124146, 'gamma': 0.8613179711113924, 'reg_alpha': 0.16336493237438846, 'reg_lambda': 0.8419678430579465}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,596] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.06311883752787882, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9808400903066419, 'colsample_bytree': 0.6725025056925511, 'gamma': 0.311824561835538, 'reg_alpha': 0.1333785597210677, 'reg_lambda': 0.717057189698942}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,656] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.029743119038471325, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9642100262210602, 'colsample_bytree': 0.6413196953583942, 'gamma': 0.7819438207269906, 'reg_alpha': 0.15968102165401432, 'reg_lambda': 0.7425518190849618}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,742] Trial 172 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.08225754855040764, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.958632427539272, 'colsample_bytree': 0.6413417991632581, 'gamma': 3.8216218530437582, 'reg_alpha': 0.16230349371499944, 'reg_lambda': 0.7404674880785826}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,793] Trial 173 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.07521537053400425, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9695604973383548, 'colsample_bytree': 0.6311636910728828, 'gamma': 2.6589703604830977, 'reg_alpha': 0.8986224051647811, 'reg_lambda': 0.9383184982813244}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,848] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.029925484859868196, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9918480855014996, 'colsample_bytree': 0.6589686642753603, 'gamma': 0.7850221593486486, 'reg_alpha': 0.20788424517415513, 'reg_lambda': 0.8657555755719257}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,900] Trial 175 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.03045285662344193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9754742992286255, 'colsample_bytree': 0.617488543771915, 'gamma': 0.7833627842465681, 'reg_alpha': 0.18695536304903304, 'reg_lambda': 0.8760774366914856}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:46,987] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.025044528768463952, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9633146361606223, 'colsample_bytree': 0.646869626814845, 'gamma': 0.7265970679818701, 'reg_alpha': 0.2098327476740457, 'reg_lambda': 0.8307481067166494}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,047] Trial 177 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 52, 'learning_rate': 0.029116018169475864, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.986021061794717, 'colsample_bytree': 0.6364766018789892, 'gamma': 0.9677058065384755, 'reg_alpha': 0.10300935392572302, 'reg_lambda': 1.0079030524798231}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,098] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.02683687637246287, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9924857071863545, 'colsample_bytree': 0.6282602409598582, 'gamma': 0.9513130557863168, 'reg_alpha': 0.10109485782346866, 'reg_lambda': 0.9904895816687778}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,150] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.03319612224405646, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9465889112984769, 'colsample_bytree': 0.7472929009770931, 'gamma': 0.8743496058670636, 'reg_alpha': 0.07542183457678468, 'reg_lambda': 0.8938429881704605}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,229] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.0109115724125912, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9749127321659836, 'colsample_bytree': 0.6067077176886266, 'gamma': 1.0882123930465186, 'reg_alpha': 0.11205947692025962, 'reg_lambda': 1.0529408762241426}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,283] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.029700592374597625, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9836418452555995, 'colsample_bytree': 0.6396206705706313, 'gamma': 0.47343718369950927, 'reg_alpha': 0.1690501017197043, 'reg_lambda': 0.9461267142937985}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,345] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.028116077258495367, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9872019246208897, 'colsample_bytree': 0.6358734597428554, 'gamma': 0.48954561754490755, 'reg_alpha': 0.15024152675918218, 'reg_lambda': 1.0207603989561758}. Best is trial 161 with value: 0.7738095238095238.
[I 2025-11-03 19:17:47,397] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.030072350536547526, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9815066608038704, 'colsample_bytree': 0.6216887405110485, 'gamma': 0.7916481964942387, 'reg_alpha': 0.12814821362330647, 'reg_lambda': 1.134361116910138}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,487] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.025308360261703543, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9659948966486035, 'colsample_bytree': 0.6200158171800777, 'gamma': 0.8021109611555466, 'reg_alpha': 0.08715363097086527, 'reg_lambda': 0.8227201010576829}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,548] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 53, 'learning_rate': 0.0298172961983166, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9542218161840084, 'colsample_bytree': 0.6254905476287863, 'gamma': 0.9755155240315552, 'reg_alpha': 0.1263530946110067, 'reg_lambda': 0.752734937395876}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,696] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.029632093669779192, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9571695418874671, 'colsample_bytree': 0.6118383829067565, 'gamma': 0.7057140909441285, 'reg_alpha': 0.12411286632688741, 'reg_lambda': 0.7653917074867793}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,759] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.02752452741669213, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9499388764728396, 'colsample_bytree': 0.6346500728336116, 'gamma': 0.9822466783931225, 'reg_alpha': 0.529570079818469, 'reg_lambda': 0.6863454215281162}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,847] Trial 188 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.03420013800636453, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.969536649371271, 'colsample_bytree': 0.6245230218515064, 'gamma': 1.1660060011005144, 'reg_alpha': 0.1386215858826061, 'reg_lambda': 0.7448578167725015}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,897] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.10377062332487849, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9788540612163986, 'colsample_bytree': 0.6390451781198196, 'gamma': 1.0296597879260039, 'reg_alpha': 0.34946994647120866, 'reg_lambda': 0.8547581679434925}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:47,957] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.02307391535007907, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9627165358985146, 'colsample_bytree': 0.6182993046114157, 'gamma': 1.244559244377835, 'reg_alpha': 0.20043912624617372, 'reg_lambda': 0.6494335871481782}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,018] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 61, 'learning_rate': 0.03270039514489748, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9829776198075634, 'colsample_bytree': 0.6262124909921923, 'gamma': 0.8559198280121421, 'reg_alpha': 0.10638952413646227, 'reg_lambda': 0.9275088935169689}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,108] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 57, 'learning_rate': 0.03103978208100653, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9823307814022453, 'colsample_bytree': 0.6282697844926729, 'gamma': 0.9079971800698073, 'reg_alpha': 0.11295091245770902, 'reg_lambda': 0.9199396640795852}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,167] Trial 193 finished with value: 0.761904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.030970761861996283, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9741450695257942, 'colsample_bytree': 0.6268890358519388, 'gamma': 0.8968089089607785, 'reg_alpha': 0.1158524326915468, 'reg_lambda': 0.9034771740700805}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,227] Trial 194 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 61, 'learning_rate': 0.03272749499175986, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.981443934041048, 'colsample_bytree': 0.6073191354135065, 'gamma': 0.9409939683880214, 'reg_alpha': 0.11153238399119833, 'reg_lambda': 0.9133992512527446}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,279] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.03269891698143617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9825803556044198, 'colsample_bytree': 0.611730928791207, 'gamma': 0.9616091223106888, 'reg_alpha': 0.05721074251094756, 'reg_lambda': 0.7892448793870956}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,366] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.026278603387674272, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9856995529875138, 'colsample_bytree': 0.6168763930444495, 'gamma': 0.6941551969532176, 'reg_alpha': 0.09506340632278759, 'reg_lambda': 0.9081734425126349}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,424] Trial 197 finished with value: 0.744047619047619 and parameters: {'n_estimators': 64, 'learning_rate': 0.025513547083438542, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9667284848287878, 'colsample_bytree': 0.6163068347130387, 'gamma': 0.6628117763462933, 'reg_alpha': 0.1010683605634847, 'reg_lambda': 1.0080825326556357}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,484] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.027097096359064664, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9557765539631242, 'colsample_bytree': 0.6004221265896922, 'gamma': 0.9186962408603601, 'reg_alpha': 0.07338084776405286, 'reg_lambda': 0.924409430651225}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,547] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.0355887573744524, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9842718143563348, 'colsample_bytree': 0.6045655896511716, 'gamma': 0.6813950992086464, 'reg_alpha': 0.11197088294200461, 'reg_lambda': 0.7233825296333981}. Best is trial 183 with value: 0.7797619047619048.
[I 2025-11-03 19:17:48,550] A new study created in memory with name: no-name-6b345c2b-6276-4a8e-b6fc-8843b999e4e1
[I 2025-11-03 19:17:48,664] Trial 0 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.05194092261012648, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9297791616868021, 'colsample_bytree': 0.8446943618639741, 'gamma': 0.48024168396380684, 'reg_alpha': 0.5358278538150543, 'reg_lambda': 1.992070355255965}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:48,731] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.07660671189856498, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6545244073384902, 'colsample_bytree': 0.8171217181938701, 'gamma': 2.0261196433622275, 'reg_alpha': 0.17008622545989704, 'reg_lambda': 1.6438520278110613}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:48,780] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.05361537508031201, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6789474845278446, 'colsample_bytree': 0.8974708314113282, 'gamma': 3.9167066381495608, 'reg_alpha': 0.39808135966862734, 'reg_lambda': 2.532170199447067}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:48,899] Trial 3 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.151028969983782, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9133537160048413, 'colsample_bytree': 0.889027619684639, 'gamma': 2.4369045951807147, 'reg_alpha': 0.17125874959538612, 'reg_lambda': 0.6246370022081966}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,040] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.21122384337707029, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6175701905880498, 'colsample_bytree': 0.605381876775165, 'gamma': 4.219833596870527, 'reg_alpha': 0.3008993987442906, 'reg_lambda': 1.50289047481518}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,108] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.012101885502004169, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.834492304279433, 'colsample_bytree': 0.8168998346199676, 'gamma': 0.22873111210991115, 'reg_alpha': 0.3375140791432615, 'reg_lambda': 1.0207362452494886}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,171] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.12151284153682766, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.8892370773750827, 'colsample_bytree': 0.6609206641220747, 'gamma': 4.874986079755391, 'reg_alpha': 0.08508565261338763, 'reg_lambda': 0.7053399350727334}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,231] Trial 7 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 154, 'learning_rate': 0.029292896503484232, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9165349721484335, 'colsample_bytree': 0.965069512760849, 'gamma': 3.693902835417245, 'reg_alpha': 0.40467268738200934, 'reg_lambda': 1.4484106049978458}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,346] Trial 8 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 222, 'learning_rate': 0.03677994572576918, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8955045043280412, 'colsample_bytree': 0.8755354658142047, 'gamma': 1.7309633458161073, 'reg_alpha': 0.08503574010768, 'reg_lambda': 1.8647564507326613}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,415] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.05307474383098879, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6268943886478343, 'colsample_bytree': 0.6557785114393374, 'gamma': 3.6309963983445934, 'reg_alpha': 0.6758149737818538, 'reg_lambda': 0.8891716723842598}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:17:49,458] Trial 10 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.016076065717735368, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9988680659039828, 'colsample_bytree': 0.7379242241013819, 'gamma': 0.17040614732134407, 'reg_alpha': 0.9865405979027984, 'reg_lambda': 2.853620508080843}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,509] Trial 11 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.010771314539119496, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9974791034695533, 'colsample_bytree': 0.7284086135612102, 'gamma': 0.11116663705155144, 'reg_alpha': 0.9392467215748632, 'reg_lambda': 2.960197615731299}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,581] Trial 12 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 24, 'learning_rate': 0.010025046471528496, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9992462114383118, 'colsample_bytree': 0.7282815925751959, 'gamma': 1.0602861101671284, 'reg_alpha': 0.9859914886815402, 'reg_lambda': 2.943213472976162}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,624] Trial 13 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 32, 'learning_rate': 0.0177595358227962, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9915415579509406, 'colsample_bytree': 0.7542354411050832, 'gamma': 1.1804778600470534, 'reg_alpha': 0.9717239868356614, 'reg_lambda': 2.9114806698652504}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,664] Trial 14 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 21, 'learning_rate': 0.01905098085028855, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7389741839695494, 'colsample_bytree': 0.7422531040047996, 'gamma': 1.275280970646021, 'reg_alpha': 0.7863195066337507, 'reg_lambda': 2.377747365047926}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,721] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 71, 'learning_rate': 0.01839199941521285, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.821839588952374, 'colsample_bytree': 0.6961679241669787, 'gamma': 1.0171599050423326, 'reg_alpha': 0.7924858716591057, 'reg_lambda': 2.5141369483510476}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,815] Trial 16 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 118, 'learning_rate': 0.010288941842714535, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.957914029045892, 'colsample_bytree': 0.772707975744213, 'gamma': 0.6871348667727412, 'reg_alpha': 0.8476001501559655, 'reg_lambda': 2.225726901528095}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,869] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.02691437316056333, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7602899731580842, 'colsample_bytree': 0.6953216493714579, 'gamma': 3.1580748302507287, 'reg_alpha': 0.6443153291430488, 'reg_lambda': 2.75680173974998}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,931] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.015791071420454956, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8574551180414365, 'colsample_bytree': 0.6037635521937011, 'gamma': 1.5717975166117306, 'reg_alpha': 0.9049694165925906, 'reg_lambda': 2.6644010896923547}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:49,979] Trial 19 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.024429183455223692, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9526549972742006, 'colsample_bytree': 0.7884218944226842, 'gamma': 0.7785375613611767, 'reg_alpha': 0.999032262354646, 'reg_lambda': 2.153173451100205}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:50,077] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.013269081402333321, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7767192695104617, 'colsample_bytree': 0.9931280933644318, 'gamma': 0.024839944639134137, 'reg_alpha': 0.6889253913358995, 'reg_lambda': 2.9934074431277273}. Best is trial 10 with value: 0.7113095238095238.
[I 2025-11-03 19:17:50,125] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.010958770158095892, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9931309023498399, 'colsample_bytree': 0.7246977796801329, 'gamma': 0.008553936683634161, 'reg_alpha': 0.8965768983435631, 'reg_lambda': 2.765244477065551}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,159] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 24, 'learning_rate': 0.013778831796289389, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9689086714667536, 'colsample_bytree': 0.7080612348545218, 'gamma': 0.5570526980187938, 'reg_alpha': 0.8639799286708395, 'reg_lambda': 2.722890146399574}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,217] Trial 23 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 72, 'learning_rate': 0.022483095560580913, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9974335683888292, 'colsample_bytree': 0.6638798800919913, 'gamma': 0.06030163415076421, 'reg_alpha': 0.7537868126005637, 'reg_lambda': 2.3722304817307727}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,375] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.035784140079765256, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.948963309224006, 'colsample_bytree': 0.7639903558973982, 'gamma': 0.9752129648550312, 'reg_alpha': 0.5514988791590336, 'reg_lambda': 2.723580134142172}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,421] Trial 25 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.03637316300940242, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9436319573493335, 'colsample_bytree': 0.7740900499053566, 'gamma': 2.3237310967237823, 'reg_alpha': 0.5371875573639532, 'reg_lambda': 2.593002205555042}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,478] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 86, 'learning_rate': 0.08232695435788462, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8847049894363453, 'colsample_bytree': 0.8445798956431665, 'gamma': 1.4977255799357034, 'reg_alpha': 0.5965724014899723, 'reg_lambda': 2.1905873871913935}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,524] Trial 27 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 42, 'learning_rate': 0.031131878506060463, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9635008847883939, 'colsample_bytree': 0.8009107393845513, 'gamma': 2.867220107062077, 'reg_alpha': 0.8643336831607924, 'reg_lambda': 2.437914676076438}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,641] Trial 28 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.041797257176828875, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.860295351184468, 'colsample_bytree': 0.7579452160614586, 'gamma': 0.36554992402316033, 'reg_alpha': 0.734864058457102, 'reg_lambda': 2.803260835575421}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,708] Trial 29 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.022232700488917616, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9283646349816628, 'colsample_bytree': 0.8470771294725742, 'gamma': 0.5916565801281704, 'reg_alpha': 0.5868455021883221, 'reg_lambda': 1.970609499451883}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,754] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.07299740986229038, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9679310752940061, 'colsample_bytree': 0.6373385305639752, 'gamma': 0.9327495894701455, 'reg_alpha': 0.4840494534510858, 'reg_lambda': 2.7795832950744916}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,815] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.021527990274923227, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9305861124985646, 'colsample_bytree': 0.8587320744688074, 'gamma': 0.4834642826956805, 'reg_alpha': 0.5512487997422522, 'reg_lambda': 1.9317984546957616}. Best is trial 21 with value: 0.7142857142857143.
[I 2025-11-03 19:17:50,941] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.014643143555510609, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9313319056800058, 'colsample_bytree': 0.713423360191082, 'gamma': 0.39215285506193487, 'reg_alpha': 0.48893556155961626, 'reg_lambda': 2.2829881711143347}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,005] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.013374139019295052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9337770971977567, 'colsample_bytree': 0.8410863846026597, 'gamma': 1.9427549900786434, 'reg_alpha': 0.46135525861414006, 'reg_lambda': 2.0106684083514987}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,077] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.04503858344396728, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9120798925335736, 'colsample_bytree': 0.9389879929983681, 'gamma': 0.4874675205527632, 'reg_alpha': 0.23615968599109932, 'reg_lambda': 1.6081906195064846}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,137] Trial 35 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.020895138262481103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8636650557909546, 'colsample_bytree': 0.920452287392134, 'gamma': 0.3943686420309629, 'reg_alpha': 0.5377762624656656, 'reg_lambda': 1.752295499964926}. Best is trial 32 with value: 0.7202380952380952.
[I 2025-11-03 19:17:51,244] Trial 36 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.0159235781502329, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9021093399685732, 'colsample_bytree': 0.8196888498154031, 'gamma': 0.813876343522735, 'reg_alpha': 0.41229698738981896, 'reg_lambda': 2.2835719847240648}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,316] Trial 37 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 117, 'learning_rate': 0.2779903244099856, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7057130682709611, 'colsample_bytree': 0.8176810549240181, 'gamma': 1.3255904822672078, 'reg_alpha': 0.4165179328384155, 'reg_lambda': 2.3059551183800098}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,387] Trial 38 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 137, 'learning_rate': 0.06541732677285818, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.824500377462071, 'colsample_bytree': 0.7163567406062213, 'gamma': 0.834639549219872, 'reg_alpha': 0.32317921277854744, 'reg_lambda': 1.3167078081740402}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,461] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.12101122651805572, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9768927904061824, 'colsample_bytree': 0.6871617091164295, 'gamma': 2.0647752587215145, 'reg_alpha': 0.013779948542803011, 'reg_lambda': 2.55216118453964}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,549] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.014746390742407942, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8942970794427408, 'colsample_bytree': 0.8039500340977267, 'gamma': 1.801621195834671, 'reg_alpha': 0.2510830484492991, 'reg_lambda': 2.115731533780118}. Best is trial 36 with value: 0.7261904761904762.
[I 2025-11-03 19:17:51,683] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.015431351014716843, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9073526577959774, 'colsample_bytree': 0.8154659685424064, 'gamma': 1.7963944535028928, 'reg_alpha': 0.23053496836313375, 'reg_lambda': 2.099861104349251}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:51,730] Trial 42 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 38, 'learning_rate': 0.014974565425429758, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8950547923670809, 'colsample_bytree': 0.8213895429434446, 'gamma': 2.502513527884741, 'reg_alpha': 0.26047772554383675, 'reg_lambda': 2.07824425750029}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:51,793] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.012357626591898136, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8788701925795674, 'colsample_bytree': 0.8043402619751554, 'gamma': 1.879376489151158, 'reg_alpha': 0.1940539957732884, 'reg_lambda': 1.8160012224022686}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,179] Trial 44 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.012784765659924284, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8731213863865711, 'colsample_bytree': 0.8680358147618971, 'gamma': 1.7241327644153301, 'reg_alpha': 0.15495357360747822, 'reg_lambda': 1.7598084450933398}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,243] Trial 45 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 73, 'learning_rate': 0.016253599936518197, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8409138764044279, 'colsample_bytree': 0.7939312200184047, 'gamma': 2.2127903368659254, 'reg_alpha': 0.3726445026134786, 'reg_lambda': 1.851949941452213}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,302] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.011630756056858729, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.9102861701524579, 'colsample_bytree': 0.8832453129208084, 'gamma': 2.591730993295336, 'reg_alpha': 0.23142761463923592, 'reg_lambda': 2.067445314216329}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,353] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 60, 'learning_rate': 0.017668219738030403, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8027916403015429, 'colsample_bytree': 0.8071669802931658, 'gamma': 1.9230352863672748, 'reg_alpha': 0.1776347513763194, 'reg_lambda': 2.2529030884209633}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,443] Trial 48 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 112, 'learning_rate': 0.014864386501019549, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9046870409327747, 'colsample_bytree': 0.8321208274872356, 'gamma': 2.8348296665086536, 'reg_alpha': 0.28619149198494054, 'reg_lambda': 1.3775276436186572}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,506] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.025999840154633205, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8765850609685527, 'colsample_bytree': 0.7845103942872255, 'gamma': 4.95521692527857, 'reg_alpha': 0.12206580292875327, 'reg_lambda': 1.6678223023342744}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,558] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 65, 'learning_rate': 0.01977107746467941, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.842348064885779, 'colsample_bytree': 0.9010326794099847, 'gamma': 1.4376897178094277, 'reg_alpha': 0.3636486360224741, 'reg_lambda': 1.1902330681724052}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,610] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 53, 'learning_rate': 0.011513970127163249, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9263484129258299, 'colsample_bytree': 0.7426510450893185, 'gamma': 0.24306278581134239, 'reg_alpha': 0.20033803139308115, 'reg_lambda': 2.09530447070301}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,686] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.010011038120908207, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.895278393685924, 'colsample_bytree': 0.8287046919712132, 'gamma': 1.7323536342901886, 'reg_alpha': 0.4267956062381603, 'reg_lambda': 0.5022421001101707}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,736] Trial 53 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.011779147785165315, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.97935286220478, 'colsample_bytree': 0.6722206758962939, 'gamma': 1.679331779121695, 'reg_alpha': 0.055919337089729626, 'reg_lambda': 1.8719476688368397}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,789] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 52, 'learning_rate': 0.0163421923369795, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9147003430654269, 'colsample_bytree': 0.8072819108806989, 'gamma': 1.1142695282278972, 'reg_alpha': 0.2945235199605475, 'reg_lambda': 2.468075111263151}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,843] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 78, 'learning_rate': 0.01369738729775672, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9407690225532547, 'colsample_bytree': 0.7841077854680253, 'gamma': 4.391419667370862, 'reg_alpha': 0.13348316886587613, 'reg_lambda': 2.2871730013782727}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,943] Trial 56 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.011429496798580106, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8841123897399045, 'colsample_bytree': 0.7273318160113093, 'gamma': 1.2491343599881446, 'reg_alpha': 0.351426908993459, 'reg_lambda': 2.371153636234121}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:52,981] Trial 57 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.018461989005083862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6041061177054643, 'colsample_bytree': 0.630500660614781, 'gamma': 0.742240520944384, 'reg_alpha': 0.457246408215855, 'reg_lambda': 1.5368529404481435}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,031] Trial 58 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.014447713966722687, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8499204874015888, 'colsample_bytree': 0.7768178613332195, 'gamma': 0.2149326363501217, 'reg_alpha': 0.2180287998588246, 'reg_lambda': 2.628547437849786}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,082] Trial 59 finished with value: 0.6875 and parameters: {'n_estimators': 59, 'learning_rate': 0.02950363523398348, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9848927299760968, 'colsample_bytree': 0.7505002974333175, 'gamma': 2.157186858604984, 'reg_alpha': 0.09987242545307456, 'reg_lambda': 2.1678699855120587}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,173] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 69, 'learning_rate': 0.016506815618356464, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.871763089352972, 'colsample_bytree': 0.8532389922201573, 'gamma': 3.3041906696772356, 'reg_alpha': 0.2702115917876565, 'reg_lambda': 1.8228295390399845}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,327] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.012945878651956686, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9499531138536677, 'colsample_bytree': 0.7706883065968227, 'gamma': 0.9533354527419148, 'reg_alpha': 0.6502809877677561, 'reg_lambda': 2.699689761399236}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,376] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 29, 'learning_rate': 0.012459497104352919, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9546611838871601, 'colsample_bytree': 0.7656024853677463, 'gamma': 0.28416253765742266, 'reg_alpha': 0.6604293037644743, 'reg_lambda': 2.8692127267448324}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,426] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 42, 'learning_rate': 0.010174809420308049, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9200138193833672, 'colsample_bytree': 0.718591209075658, 'gamma': 0.6235033804608727, 'reg_alpha': 0.6229600216953163, 'reg_lambda': 2.4966977251690268}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,530] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.01271541769251926, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9009210287656945, 'colsample_bytree': 0.8041484429004779, 'gamma': 1.4095434139412333, 'reg_alpha': 0.3214073578600013, 'reg_lambda': 2.361170235836015}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,597] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.018378253543330576, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8967148609856272, 'colsample_bytree': 0.797008762580741, 'gamma': 1.3731243856555302, 'reg_alpha': 0.32365712138053065, 'reg_lambda': 2.361921862106103}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,659] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.012911203861834822, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9041757687673448, 'colsample_bytree': 0.8123952512899874, 'gamma': 1.9135899097377078, 'reg_alpha': 0.37871888439528706, 'reg_lambda': 2.006645121272511}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,729] Trial 67 finished with value: 0.699404761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.015123868709892335, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9392971301683483, 'colsample_bytree': 0.8344640491684068, 'gamma': 1.8239969974243735, 'reg_alpha': 0.5009716347458502, 'reg_lambda': 2.0052342327991903}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,836] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.024085023034823905, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9219916919462701, 'colsample_bytree': 0.8175863443621126, 'gamma': 1.1424289327527954, 'reg_alpha': 0.38766621639591176, 'reg_lambda': 1.9331822896750244}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:53,952] Trial 69 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.017195423468210146, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8058055590451587, 'colsample_bytree': 0.8679008229314529, 'gamma': 2.2954421932744826, 'reg_alpha': 0.4988979933971973, 'reg_lambda': 2.1456154669316843}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,009] Trial 70 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.019589415566679758, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8847507396179678, 'colsample_bytree': 0.8110359181069094, 'gamma': 2.008635898066409, 'reg_alpha': 0.4450591901570458, 'reg_lambda': 2.226790952901663}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,072] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 77, 'learning_rate': 0.013114228782962, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9073797586498222, 'colsample_bytree': 0.7934742841651942, 'gamma': 1.5644742593578342, 'reg_alpha': 0.3968527347744556, 'reg_lambda': 2.3043701521467352}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,173] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.012348968518064456, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9516282248617889, 'colsample_bytree': 0.8244420129866274, 'gamma': 0.8406129079636337, 'reg_alpha': 0.3294907579310598, 'reg_lambda': 2.044303723706109}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,238] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.014009261720619936, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9010639946716476, 'colsample_bytree': 0.7749630003218532, 'gamma': 1.6324669357100248, 'reg_alpha': 0.2530603314387242, 'reg_lambda': 2.1370423472870246}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,290] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.011148913151203237, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8596539002521885, 'colsample_bytree': 0.8354114228539465, 'gamma': 1.4416670942147867, 'reg_alpha': 0.19304172850688714, 'reg_lambda': 2.4288875162900436}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,364] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.01532905795208694, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6622317435079659, 'colsample_bytree': 0.8096020711925723, 'gamma': 0.9850982231026353, 'reg_alpha': 0.31679236124813737, 'reg_lambda': 1.66208894073334}. Best is trial 41 with value: 0.7321428571428572.
[I 2025-11-03 19:17:54,447] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.012541871310067818, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9355274207549699, 'colsample_bytree': 0.7627728350265368, 'gamma': 1.875667030641237, 'reg_alpha': 0.28700750051853113, 'reg_lambda': 1.9162412567168743}. Best is trial 76 with value: 0.7380952380952381.
[I 2025-11-03 19:17:54,497] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.01068309124566524, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9647707493457226, 'colsample_bytree': 0.7382483729750173, 'gamma': 1.8642646187598715, 'reg_alpha': 0.16878559962655004, 'reg_lambda': 1.9444926900846666}. Best is trial 76 with value: 0.7380952380952381.
[I 2025-11-03 19:17:54,642] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 27, 'learning_rate': 0.010703770473298091, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9661742398392877, 'colsample_bytree': 0.7386372914293434, 'gamma': 1.8139768223229973, 'reg_alpha': 0.14398683753216351, 'reg_lambda': 1.905011423753834}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,688] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.010875306812931307, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.968659117619181, 'colsample_bytree': 0.7029603190440566, 'gamma': 2.4536386035694377, 'reg_alpha': 0.15729325475919675, 'reg_lambda': 1.925443043151282}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,772] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.010630085305443375, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9673976358309643, 'colsample_bytree': 0.7029848667204005, 'gamma': 2.4101227459167145, 'reg_alpha': 0.14213907040066587, 'reg_lambda': 1.922701572855861}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,813] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.010589123632445017, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9694463243058123, 'colsample_bytree': 0.6948948857888024, 'gamma': 2.7342431076719964, 'reg_alpha': 0.1382061602651771, 'reg_lambda': 1.9273042843977917}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,861] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.010764591756702925, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9741779989349203, 'colsample_bytree': 0.7352302581699977, 'gamma': 2.71233192490276, 'reg_alpha': 0.05606126180675618, 'reg_lambda': 1.803256290917391}. Best is trial 78 with value: 0.7559523809523809.
[I 2025-11-03 19:17:54,907] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.01008716801088573, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9740641847896568, 'colsample_bytree': 0.6868832548748002, 'gamma': 2.7137086357942586, 'reg_alpha': 0.07621845689699969, 'reg_lambda': 1.8326174340218049}. Best is trial 83 with value: 0.7619047619047619.
[I 2025-11-03 19:17:54,986] Trial 84 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 25, 'learning_rate': 0.01083602927652934, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9842309418067865, 'colsample_bytree': 0.6888435927819879, 'gamma': 2.7543431479549905, 'reg_alpha': 0.04891862617633355, 'reg_lambda': 1.805663146425612}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,027] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.01023617119445318, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9870802989769251, 'colsample_bytree': 0.6894008548897654, 'gamma': 3.084865646388507, 'reg_alpha': 0.025874179609123055, 'reg_lambda': 1.7148550425257152}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,076] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.010099183480293155, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9875062701000532, 'colsample_bytree': 0.685053013626912, 'gamma': 3.0599426811046593, 'reg_alpha': 0.0022209141399223767, 'reg_lambda': 1.7204985531920096}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,121] Trial 87 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 29, 'learning_rate': 0.011662942901638492, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9882660749786396, 'colsample_bytree': 0.6759049664947475, 'gamma': 3.145591298032099, 'reg_alpha': 0.004619797487090315, 'reg_lambda': 1.5871554520396491}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,192] Trial 88 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.010258107084283437, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9971690767167227, 'colsample_bytree': 0.6532374962951508, 'gamma': 3.0453321494787597, 'reg_alpha': 0.04579790010440986, 'reg_lambda': 1.6957648292732013}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,241] Trial 89 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.010183946305940876, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9975414518583393, 'colsample_bytree': 0.6468895159653957, 'gamma': 3.0224003831395057, 'reg_alpha': 0.04219827103678797, 'reg_lambda': 1.7263725978143916}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,286] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.010060397562849295, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9870515142593835, 'colsample_bytree': 0.6183642259061273, 'gamma': 3.279434426990594, 'reg_alpha': 0.09047485780843201, 'reg_lambda': 1.7323746039253218}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,324] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.011963666374271525, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9822213236331967, 'colsample_bytree': 0.6813462478653223, 'gamma': 3.456466606948459, 'reg_alpha': 0.028998466463915143, 'reg_lambda': 1.472111022757676}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,404] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.01193930236086499, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9614178360147186, 'colsample_bytree': 0.6534300398288501, 'gamma': 2.839593116597647, 'reg_alpha': 0.06500247696897843, 'reg_lambda': 1.6921923537558539}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,457] Trial 93 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 46, 'learning_rate': 0.013918280094346782, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9998052104432882, 'colsample_bytree': 0.6899369409679447, 'gamma': 2.9988455801528198, 'reg_alpha': 0.12082627612263222, 'reg_lambda': 1.7954512589965839}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,509] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.013924251747494175, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.974957509462693, 'colsample_bytree': 0.6927865116375131, 'gamma': 2.9622253661096387, 'reg_alpha': 0.11844206663691831, 'reg_lambda': 1.8702490456001655}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,557] Trial 95 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 30, 'learning_rate': 0.011107588706889073, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9991142597776609, 'colsample_bytree': 0.6685302134519016, 'gamma': 2.6698076262107775, 'reg_alpha': 0.08008976130026518, 'reg_lambda': 1.5767602264701879}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,626] Trial 96 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.011096704421655725, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9926450680792773, 'colsample_bytree': 0.6640900179554378, 'gamma': 2.6985491795871974, 'reg_alpha': 0.07352618441596384, 'reg_lambda': 1.5784270546286172}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,842] Trial 97 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.011080072594781352, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9997962320291212, 'colsample_bytree': 0.6866300443598322, 'gamma': 3.5564113288690646, 'reg_alpha': 0.030713796080744007, 'reg_lambda': 1.777869826988007}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,886] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.09651218686256618, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9797156458346968, 'colsample_bytree': 0.6690030559406905, 'gamma': 3.847669489786594, 'reg_alpha': 0.09242425515775476, 'reg_lambda': 1.4141234030197516}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:55,930] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.010027987360004929, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9585980968378797, 'colsample_bytree': 0.6417963303923567, 'gamma': 2.6729129535855036, 'reg_alpha': 0.11095970189134967, 'reg_lambda': 1.639204230313937}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,009] Trial 100 finished with value: 0.6607142857142856 and parameters: {'n_estimators': 30, 'learning_rate': 0.2021781237731738, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9905957416883224, 'colsample_bytree': 0.6526314029333686, 'gamma': 3.057070876557229, 'reg_alpha': 0.0085525845171603, 'reg_lambda': 1.5146165926373554}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,061] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.011737525114731768, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9745617176772576, 'colsample_bytree': 0.6964417192380876, 'gamma': 2.588736032627704, 'reg_alpha': 0.07453777152876882, 'reg_lambda': 1.6997257146232416}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,112] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.013769071784757829, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9741988097105005, 'colsample_bytree': 0.7086824403243159, 'gamma': 2.942904374602462, 'reg_alpha': 0.07680050334632589, 'reg_lambda': 1.7260236026528435}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,161] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.01212223756432721, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9732529132467492, 'colsample_bytree': 0.7108469265672318, 'gamma': 2.575559752443284, 'reg_alpha': 0.07500698143673408, 'reg_lambda': 1.714833406617343}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,238] Trial 104 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 25, 'learning_rate': 0.01141220612035442, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9440165438930742, 'colsample_bytree': 0.7005168599400566, 'gamma': 3.1742928842096485, 'reg_alpha': 0.05017983708406265, 'reg_lambda': 1.8766184425249468}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,288] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.013190658051114693, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9865923221056213, 'colsample_bytree': 0.7206581493431115, 'gamma': 2.910815941644165, 'reg_alpha': 0.030724528070311424, 'reg_lambda': 1.3107794711841536}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,377] Trial 106 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 210, 'learning_rate': 0.013202990387425784, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9825288613830437, 'colsample_bytree': 0.7211105401810666, 'gamma': 2.863462740054707, 'reg_alpha': 0.034918614792096056, 'reg_lambda': 1.2678130119897275}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,430] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.010778204260995457, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9593949204037868, 'colsample_bytree': 0.6795876399501058, 'gamma': 3.250968955594873, 'reg_alpha': 0.021978675789054415, 'reg_lambda': 0.9072848053032154}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,520] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.01341200826147614, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9908728863552904, 'colsample_bytree': 0.6606922390566325, 'gamma': 2.792522192847896, 'reg_alpha': 0.0012692464604534674, 'reg_lambda': 1.6352276505679502}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,565] Trial 109 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.012483749875002293, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7365719244160602, 'colsample_bytree': 0.7311704363638561, 'gamma': 3.4202934094750694, 'reg_alpha': 0.13828285364752738, 'reg_lambda': 1.5569306295943601}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,609] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.04952239567111954, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9360583066943118, 'colsample_bytree': 0.6268611961803636, 'gamma': 2.3447372337925554, 'reg_alpha': 0.10100590084543666, 'reg_lambda': 1.8669659957105973}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,661] Trial 111 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.011557293840287012, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9703291226306715, 'colsample_bytree': 0.7486369214390896, 'gamma': 2.933869025950866, 'reg_alpha': 0.07371661812405464, 'reg_lambda': 1.1305669732239758}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,741] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.010084855353016646, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9847699946907434, 'colsample_bytree': 0.7073215332981692, 'gamma': 2.59460714297018, 'reg_alpha': 0.04723447740593871, 'reg_lambda': 1.758594326472412}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,786] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.010565264135093363, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9848102674283015, 'colsample_bytree': 0.7090315877125116, 'gamma': 2.501760886248509, 'reg_alpha': 0.09191480355433433, 'reg_lambda': 1.7579101154238268}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,829] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.010266369402705412, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9557933441691033, 'colsample_bytree': 0.6843782053249609, 'gamma': 2.7212688680943127, 'reg_alpha': 0.02900414612397512, 'reg_lambda': 1.468455313449982}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:56,938] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.014310510393533815, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9807013447329129, 'colsample_bytree': 0.7229102422201278, 'gamma': 3.127491303820905, 'reg_alpha': 0.0587102983291119, 'reg_lambda': 1.8211398870332758}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,019] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.012541629110463377, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9481250148097311, 'colsample_bytree': 0.6721192495998094, 'gamma': 2.228717692336912, 'reg_alpha': 0.0010658253711834614, 'reg_lambda': 1.6211334095051642}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,068] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.01106554505771114, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9638410834623228, 'colsample_bytree': 0.7586033781984781, 'gamma': 2.937960759447541, 'reg_alpha': 0.045330388877231204, 'reg_lambda': 1.9688004133340096}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,115] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 33, 'learning_rate': 0.010057619264899554, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9932315485294464, 'colsample_bytree': 0.7098938896447512, 'gamma': 2.5818180120325986, 'reg_alpha': 0.15148031801018702, 'reg_lambda': 1.899683079238614}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,198] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.012475864461096527, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9878989041064536, 'colsample_bytree': 0.6685764851297084, 'gamma': 2.780711584361114, 'reg_alpha': 0.1269123271482845, 'reg_lambda': 1.3405073544740709}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,278] Trial 120 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.03362433888725457, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9771200124979895, 'colsample_bytree': 0.6974128758363846, 'gamma': 2.121472287920362, 'reg_alpha': 0.10538587749888041, 'reg_lambda': 2.0316156988763114}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,324] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.010041782267088895, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9923338354990909, 'colsample_bytree': 0.7107512847498346, 'gamma': 2.5886645203093437, 'reg_alpha': 0.04373653337183872, 'reg_lambda': 1.896510937060459}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,372] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 32, 'learning_rate': 0.01096995584356532, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9675496385564926, 'colsample_bytree': 0.7058794024739758, 'gamma': 2.6529969629170616, 'reg_alpha': 0.17161918016320798, 'reg_lambda': 1.8339811262265198}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,421] Trial 123 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.012027396760436107, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.995130027373142, 'colsample_bytree': 0.7179519002103715, 'gamma': 2.376999851429094, 'reg_alpha': 0.14048153673016223, 'reg_lambda': 1.6767308950761644}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,567] Trial 124 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 25, 'learning_rate': 0.010767117368769256, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9837133893338073, 'colsample_bytree': 0.7437137237094197, 'gamma': 3.365478668939434, 'reg_alpha': 0.021925247204846263, 'reg_lambda': 1.7574157248644047}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,611] Trial 125 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.01147667036926803, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9576067461171589, 'colsample_bytree': 0.7299789185533605, 'gamma': 2.5139717283050733, 'reg_alpha': 0.08287580484549496, 'reg_lambda': 1.9593494946709882}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,671] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.01340650792144809, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9724748357816279, 'colsample_bytree': 0.678526598337678, 'gamma': 2.9101120894498784, 'reg_alpha': 0.15330378520616733, 'reg_lambda': 1.800560384106339}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,725] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.010525554584121683, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9980742194951783, 'colsample_bytree': 0.6937329217951642, 'gamma': 3.0766807936973986, 'reg_alpha': 0.053489873317449685, 'reg_lambda': 1.8996261738982378}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,809] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.01003054745305981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9467675917204049, 'colsample_bytree': 0.6574509140193058, 'gamma': 3.213036076197736, 'reg_alpha': 0.1836413290991297, 'reg_lambda': 1.9970634991815281}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,870] Trial 129 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.012941636904225425, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9999888912156122, 'colsample_bytree': 0.7158339483760131, 'gamma': 2.7787549199099177, 'reg_alpha': 0.21861008415892988, 'reg_lambda': 1.6026860982971356}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,915] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.01673929372423613, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9799104548223693, 'colsample_bytree': 0.6898133735210544, 'gamma': 2.7818146484696067, 'reg_alpha': 0.2089945369986216, 'reg_lambda': 1.5512783882119}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:57,961] Trial 131 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.01286889485929384, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9913755894927376, 'colsample_bytree': 0.704718757348278, 'gamma': 3.0542533905772733, 'reg_alpha': 0.10566496139509587, 'reg_lambda': 1.7174476388145892}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,048] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.014740799572072463, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9651145817132367, 'colsample_bytree': 0.7126279039087066, 'gamma': 2.8715068511297375, 'reg_alpha': 0.0708583723003048, 'reg_lambda': 1.6524433840615598}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,093] Trial 133 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.011551833168880407, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.99966248375264, 'colsample_bytree': 0.7233258673764756, 'gamma': 2.755295862369933, 'reg_alpha': 0.01641973178391022, 'reg_lambda': 1.837725836388666}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,127] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 21, 'learning_rate': 0.011766943753558133, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9855006681154664, 'colsample_bytree': 0.7234857809671228, 'gamma': 2.730182783959101, 'reg_alpha': 0.02000850307172383, 'reg_lambda': 1.608047726773238}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,199] Trial 135 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.011767031029637227, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9769453547541216, 'colsample_bytree': 0.7436978292755669, 'gamma': 2.7465696763949907, 'reg_alpha': 0.00040388505039864325, 'reg_lambda': 1.6087070373540246}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,322] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.011645860959782256, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9762244440693422, 'colsample_bytree': 0.7335946541839398, 'gamma': 2.7477647160160052, 'reg_alpha': 0.015945801747602892, 'reg_lambda': 1.4890413789154116}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,360] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.011840175957712919, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9720923771980904, 'colsample_bytree': 0.7338643557442731, 'gamma': 2.7310863743031812, 'reg_alpha': 0.012674958019944435, 'reg_lambda': 1.5060924535944935}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,404] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.011462952260161375, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9841860927595207, 'colsample_bytree': 0.7408628403303256, 'gamma': 2.4639654997474714, 'reg_alpha': 0.04466480817045317, 'reg_lambda': 1.4429126156348526}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,449] Trial 139 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.015528515650774368, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9775144460413452, 'colsample_bytree': 0.7262751308329428, 'gamma': 3.0237840661681425, 'reg_alpha': 0.0018792500039471263, 'reg_lambda': 1.607876707321137}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,524] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.012281794914682256, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9589975465511895, 'colsample_bytree': 0.6852546691021372, 'gamma': 2.8216917368847603, 'reg_alpha': 0.021465833846549136, 'reg_lambda': 1.7701876680721196}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,571] Trial 141 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.014060576392697033, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9633029820829202, 'colsample_bytree': 0.687752722284907, 'gamma': 2.817758615130141, 'reg_alpha': 0.024195989075207376, 'reg_lambda': 1.760470054527677}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,613] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.011985891137259296, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9529640189448577, 'colsample_bytree': 0.7175615827946332, 'gamma': 2.6591674335791162, 'reg_alpha': 0.061016309688007156, 'reg_lambda': 1.8278523990376743}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,650] Trial 143 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.010888962424603394, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9996025911737646, 'colsample_bytree': 0.6944748261688026, 'gamma': 3.1290622073713754, 'reg_alpha': 0.02071689847747252, 'reg_lambda': 1.6949693254974432}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,725] Trial 144 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 26, 'learning_rate': 0.010886171195133089, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9996878704490041, 'colsample_bytree': 0.6782353257647039, 'gamma': 3.161599053264146, 'reg_alpha': 0.04087988674493042, 'reg_lambda': 1.6862347328720546}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,773] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.010825420681803765, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9885440772677756, 'colsample_bytree': 0.7004070258524334, 'gamma': 2.988943698315743, 'reg_alpha': 0.018624791394834507, 'reg_lambda': 1.7623055125923661}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,814] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.01065105651585714, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9857986674038479, 'colsample_bytree': 0.7029346705280319, 'gamma': 2.9637113304620253, 'reg_alpha': 0.022549766747178734, 'reg_lambda': 1.7631139318156912}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,872] Trial 147 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 36, 'learning_rate': 0.010796665885848624, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9879872422639332, 'colsample_bytree': 0.6981814883153284, 'gamma': 3.545355122115292, 'reg_alpha': 0.0593501756124929, 'reg_lambda': 1.7791158097236763}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,940] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.010605379470521191, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9673766669839562, 'colsample_bytree': 0.7010282655392872, 'gamma': 3.3116080387904026, 'reg_alpha': 0.030753058776038143, 'reg_lambda': 1.7393426383785493}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:58,988] Trial 149 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 29, 'learning_rate': 0.010012002468438256, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9858106374526213, 'colsample_bytree': 0.6832630387882077, 'gamma': 2.971784946547123, 'reg_alpha': 0.0918982305988742, 'reg_lambda': 1.8503364311566544}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,113] Trial 150 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 37, 'learning_rate': 0.011133890326536902, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6348470506353137, 'colsample_bytree': 0.6978104480833561, 'gamma': 3.0883249999300917, 'reg_alpha': 0.04499050082754276, 'reg_lambda': 1.7094955125000921}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,156] Trial 151 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 24, 'learning_rate': 0.012168657183549416, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9756238156244463, 'colsample_bytree': 0.6914058119811217, 'gamma': 2.8812618169153095, 'reg_alpha': 0.019927682130808175, 'reg_lambda': 1.671621737869716}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,252] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.01227410993249916, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9900910800916978, 'colsample_bytree': 0.6894030952427785, 'gamma': 2.9475664885688584, 'reg_alpha': 0.02030099319887353, 'reg_lambda': 1.6608983040557574}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,297] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.012257033841979358, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9895381194180866, 'colsample_bytree': 0.6882916506022262, 'gamma': 2.9756534393478242, 'reg_alpha': 0.01704521362284651, 'reg_lambda': 1.666552792932191}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,341] Trial 154 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.013786070360852203, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.785206751847102, 'colsample_bytree': 0.676515773407877, 'gamma': 2.938305693256677, 'reg_alpha': 0.0636499556556887, 'reg_lambda': 1.6603139780899883}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,485] Trial 155 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 35, 'learning_rate': 0.012827304049066972, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9911174311219779, 'colsample_bytree': 0.6854514339490672, 'gamma': 3.245788904830328, 'reg_alpha': 0.01929686100125439, 'reg_lambda': 1.7745361737723697}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,583] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.012167963161334765, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9814974469671495, 'colsample_bytree': 0.706563604910981, 'gamma': 3.019773284542838, 'reg_alpha': 0.03719887764120222, 'reg_lambda': 1.7891689385735572}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,625] Trial 157 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.012280505669315244, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.959381348494434, 'colsample_bytree': 0.6616164706305285, 'gamma': 2.8949783582769895, 'reg_alpha': 0.0020614833566612173, 'reg_lambda': 1.641273150257143}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,669] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.014464834707788051, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9892352634355676, 'colsample_bytree': 0.6869841948294173, 'gamma': 2.873648045818108, 'reg_alpha': 0.07623654437678963, 'reg_lambda': 1.834048689678143}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,716] Trial 159 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.06390377483544206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9736148966305894, 'colsample_bytree': 0.6731433435897725, 'gamma': 3.004258305044497, 'reg_alpha': 0.04770146387511648, 'reg_lambda': 1.7160928298434133}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,788] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.011507838019658233, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9818115654167311, 'colsample_bytree': 0.7023852111191172, 'gamma': 3.1954423820994284, 'reg_alpha': 0.021806813081697008, 'reg_lambda': 1.7437555934441076}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,833] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.010681646804422816, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9913672333903893, 'colsample_bytree': 0.6919917067122534, 'gamma': 3.1338724440016636, 'reg_alpha': 0.018187236204065736, 'reg_lambda': 1.688388848725167}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,929] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.010524915361639568, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9907621103608656, 'colsample_bytree': 0.689594952061848, 'gamma': 3.1018246822272326, 'reg_alpha': 0.05760099354283327, 'reg_lambda': 1.5534035354338478}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:17:59,975] Trial 163 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 28, 'learning_rate': 0.010093346807045793, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9713984425405261, 'colsample_bytree': 0.9877148848423569, 'gamma': 2.6178557753486955, 'reg_alpha': 0.0006978684391620409, 'reg_lambda': 1.659441056918773}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,073] Trial 164 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 25, 'learning_rate': 0.011270190022659315, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9811956814070603, 'colsample_bytree': 0.6668691409673444, 'gamma': 3.383264414161773, 'reg_alpha': 0.033608626008181514, 'reg_lambda': 1.8310903655486905}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,125] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.013305496317945208, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9928250556241986, 'colsample_bytree': 0.6473032415691629, 'gamma': 2.8422953206756483, 'reg_alpha': 0.08678842086610461, 'reg_lambda': 1.6812820147393288}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,175] Trial 166 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.012311411506145068, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9650565529323388, 'colsample_bytree': 0.7121482314282396, 'gamma': 2.9741696762072407, 'reg_alpha': 0.023257599342071958, 'reg_lambda': 1.7680068624382719}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,224] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.011401493765092354, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9868119043535629, 'colsample_bytree': 0.6797001413165877, 'gamma': 3.2535230396360313, 'reg_alpha': 0.05679098801415351, 'reg_lambda': 1.6066003579626995}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,298] Trial 168 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.010115268395852018, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9757470264475868, 'colsample_bytree': 0.72491458930931, 'gamma': 2.5028525763244933, 'reg_alpha': 0.04626496641348697, 'reg_lambda': 1.734068513422066}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,339] Trial 169 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.15741407574613578, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.953717781105833, 'colsample_bytree': 0.7252368042404375, 'gamma': 2.50426880086737, 'reg_alpha': 0.018955316665803083, 'reg_lambda': 1.8584800770208845}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,386] Trial 170 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.010034976141195027, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9756383788719362, 'colsample_bytree': 0.705755651658235, 'gamma': 4.758142201687175, 'reg_alpha': 0.07237872940704702, 'reg_lambda': 1.7908783211810384}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,430] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.010007200847815399, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9824020539432348, 'colsample_bytree': 0.6903893045084623, 'gamma': 2.8483972193039606, 'reg_alpha': 0.0407684582224962, 'reg_lambda': 1.7150488480983064}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,541] Trial 172 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 23, 'learning_rate': 0.04110372415939736, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.980610256503804, 'colsample_bytree': 0.6925465564688911, 'gamma': 2.8257231788230155, 'reg_alpha': 0.03441065869258093, 'reg_lambda': 1.7167526373345114}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,591] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.011126730764028626, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9695367018856191, 'colsample_bytree': 0.6999728661650862, 'gamma': 2.5694187285512005, 'reg_alpha': 0.002798207209031345, 'reg_lambda': 1.7483467370822547}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,635] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.012227753924943994, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9637936065679905, 'colsample_bytree': 0.7159861936222999, 'gamma': 2.705760942034573, 'reg_alpha': 0.045729273549027165, 'reg_lambda': 1.6456974929788102}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,722] Trial 175 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 186, 'learning_rate': 0.010722491391159761, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.707994918597151, 'colsample_bytree': 0.6825965371190352, 'gamma': 2.259884947520609, 'reg_alpha': 0.0665471330028499, 'reg_lambda': 1.806956438766909}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,806] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.010016577276619244, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9870141986290369, 'colsample_bytree': 0.6915978428139627, 'gamma': 2.418865746493134, 'reg_alpha': 0.10324307250957081, 'reg_lambda': 1.5564204037795613}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,854] Trial 177 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.010535547675890123, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.986616138607168, 'colsample_bytree': 0.7248423755216231, 'gamma': 2.4336313955742543, 'reg_alpha': 0.11456941297002868, 'reg_lambda': 1.5352767742670217}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:00,988] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.010055660230910712, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9902388249272587, 'colsample_bytree': 0.7049394495518996, 'gamma': 2.6421164510067334, 'reg_alpha': 0.09705294893432295, 'reg_lambda': 1.5868627151379242}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,029] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.011201336537861883, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9824117518917509, 'colsample_bytree': 0.678843050378454, 'gamma': 2.315336408630332, 'reg_alpha': 0.08442747540529214, 'reg_lambda': 1.9037322435027422}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,122] Trial 180 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 38, 'learning_rate': 0.011395101928846841, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9999566438933593, 'colsample_bytree': 0.6970115582542415, 'gamma': 3.124102713036684, 'reg_alpha': 0.04185861169658037, 'reg_lambda': 1.7390894991337316}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,165] Trial 181 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 24, 'learning_rate': 0.012159929117966178, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9758923776072854, 'colsample_bytree': 0.6901842945331297, 'gamma': 2.9025084263383487, 'reg_alpha': 0.028374756288205467, 'reg_lambda': 1.6628677533352567}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,209] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.010012275644883174, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9709161681804594, 'colsample_bytree': 0.691679995275565, 'gamma': 2.782612579012406, 'reg_alpha': 0.00019722693235279132, 'reg_lambda': 1.697784045844484}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,252] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.0106445333409309, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9610698434221208, 'colsample_bytree': 0.671360648269992, 'gamma': 2.7785974787986656, 'reg_alpha': 0.059275890790083566, 'reg_lambda': 1.8571307848645646}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,324] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.010145707836545757, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9920207066147216, 'colsample_bytree': 0.7100596630234672, 'gamma': 2.977924112337054, 'reg_alpha': 0.0088239498678751, 'reg_lambda': 1.8019795776064802}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,371] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.010046029594056488, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.970641576042557, 'colsample_bytree': 0.6854194376465069, 'gamma': 2.535603037439444, 'reg_alpha': 0.038692632460593276, 'reg_lambda': 1.7232469048317223}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,420] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.01137790823067165, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.982390029659644, 'colsample_bytree': 0.7173273931469978, 'gamma': 2.6602157555285117, 'reg_alpha': 0.06924457281526541, 'reg_lambda': 1.5551003548060953}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,466] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.01084278618520569, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9920706194847844, 'colsample_bytree': 0.7021512133571627, 'gamma': 2.8458253464244123, 'reg_alpha': 0.0025005045933819067, 'reg_lambda': 1.6320596255209872}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,642] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.01079773607037272, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9773517681573882, 'colsample_bytree': 0.7014952089506523, 'gamma': 2.381913083553073, 'reg_alpha': 0.0015113543652507566, 'reg_lambda': 1.6088922878957486}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,691] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.010793216689010184, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9560483087837249, 'colsample_bytree': 0.7126599281160649, 'gamma': 2.7798236295719714, 'reg_alpha': 0.04819450843715029, 'reg_lambda': 1.7763065147359927}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,735] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.010024433902778112, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9674583963387309, 'colsample_bytree': 0.6965470664245474, 'gamma': 2.8681203154362964, 'reg_alpha': 0.10668746428394212, 'reg_lambda': 1.8466844475060165}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,783] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.011661730267827743, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9930067278229383, 'colsample_bytree': 0.6931145540018234, 'gamma': 3.0465038082223352, 'reg_alpha': 0.022512863503549724, 'reg_lambda': 1.6912543793200454}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,867] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.011547975720747243, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9937860044917972, 'colsample_bytree': 0.7049171537149996, 'gamma': 3.1054620697111823, 'reg_alpha': 0.03475603905456075, 'reg_lambda': 1.716714105221865}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,921] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.011387877032904857, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9935372803023398, 'colsample_bytree': 0.7239559402834518, 'gamma': 3.091433537507866, 'reg_alpha': 0.0363404191884342, 'reg_lambda': 1.708852159042102}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:01,967] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.011434601209284474, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9932648548032341, 'colsample_bytree': 0.7224951022901137, 'gamma': 3.1746611838822925, 'reg_alpha': 0.03534850494708158, 'reg_lambda': 1.623613525152667}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,008] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.011457512952021503, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9956943248743569, 'colsample_bytree': 0.7288436972662488, 'gamma': 3.342052206631354, 'reg_alpha': 0.03376385964219156, 'reg_lambda': 1.507471475188707}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,114] Trial 196 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.01148279051045298, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9946571017901201, 'colsample_bytree': 0.7223553687299831, 'gamma': 3.040730048460908, 'reg_alpha': 0.81892776894655, 'reg_lambda': 1.6259081292622897}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,153] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.01086559513769211, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9839326914603519, 'colsample_bytree': 0.7386658533617027, 'gamma': 3.1909740216528433, 'reg_alpha': 0.05890541706570748, 'reg_lambda': 1.624108574232998}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,202] Trial 198 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.013193246763247712, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9932991404721766, 'colsample_bytree': 0.7182673941279527, 'gamma': 3.4607319222032027, 'reg_alpha': 0.040212699953269745, 'reg_lambda': 1.5756719464951696}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,250] Trial 199 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.011606113302952088, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9994141607343835, 'colsample_bytree': 0.7532469581196132, 'gamma': 3.115372209399918, 'reg_alpha': 0.021409702697071376, 'reg_lambda': 1.6958484224761834}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:18:02,253] A new study created in memory with name: no-name-8998f4de-b66a-43b5-bb23-c53ac45676b6
[I 2025-11-03 19:18:02,345] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.013151385543321204, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7641773131203858, 'colsample_bytree': 0.7769075256711263, 'gamma': 0.30565395416077, 'reg_alpha': 0.08599722919429742, 'reg_lambda': 2.123405060255484}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,424] Trial 1 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.01717241066057658, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8499896891998134, 'colsample_bytree': 0.8521473202305919, 'gamma': 3.485664497445253, 'reg_alpha': 0.36596759293156567, 'reg_lambda': 1.34136855128884}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,531] Trial 2 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 246, 'learning_rate': 0.022079866086145362, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8159600865576553, 'colsample_bytree': 0.7882985743678951, 'gamma': 0.6299194709806138, 'reg_alpha': 0.45210464212337587, 'reg_lambda': 1.3019432206084742}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,581] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 105, 'learning_rate': 0.019539355146482213, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7824046873266086, 'colsample_bytree': 0.8256361908520655, 'gamma': 4.678724465644758, 'reg_alpha': 0.26103140471902886, 'reg_lambda': 1.7902746151638969}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,837] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.06435544267557335, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9434135701235317, 'colsample_bytree': 0.6693135686385461, 'gamma': 3.502127583836088, 'reg_alpha': 0.6133855473300951, 'reg_lambda': 0.5057433371677867}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,896] Trial 5 finished with value: 0.6250000000000001 and parameters: {'n_estimators': 119, 'learning_rate': 0.23967428561054052, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.693983610588111, 'colsample_bytree': 0.6381385274026844, 'gamma': 0.07774995603142709, 'reg_alpha': 0.20517526872216396, 'reg_lambda': 0.7737950533104703}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:02,951] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.030982154788008726, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.6387394434856706, 'colsample_bytree': 0.9446521578915976, 'gamma': 2.3097125679583677, 'reg_alpha': 0.4323987717641845, 'reg_lambda': 2.3807686048946928}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,027] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.043417875514901456, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6694779282579917, 'colsample_bytree': 0.7052285854417173, 'gamma': 2.6940669101077646, 'reg_alpha': 0.9907875414383124, 'reg_lambda': 2.2428358276253455}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,078] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.16696831281031008, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6382496025186515, 'colsample_bytree': 0.8333489639926176, 'gamma': 4.466068788538642, 'reg_alpha': 0.05502810203801445, 'reg_lambda': 0.6040065206581497}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,131] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.12268995962678124, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8472888247589927, 'colsample_bytree': 0.9195967660213253, 'gamma': 0.2587997566128142, 'reg_alpha': 0.13407641109417778, 'reg_lambda': 1.0514681018274528}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,166] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.01232100748947837, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9911238664645742, 'colsample_bytree': 0.7393592063661478, 'gamma': 1.3064593040595724, 'reg_alpha': 0.6889805252330699, 'reg_lambda': 2.9952960967738314}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,256] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 174, 'learning_rate': 0.010261228466687169, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7650716822834586, 'colsample_bytree': 0.7464811005470967, 'gamma': 1.1481881347026848, 'reg_alpha': 0.854945256375416, 'reg_lambda': 1.6799136346165766}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,350] Trial 12 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 78, 'learning_rate': 0.025809818440629163, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8627460784233136, 'colsample_bytree': 0.7797336600333007, 'gamma': 0.9588915145244139, 'reg_alpha': 0.5620565574459213, 'reg_lambda': 2.0874451945819965}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,423] Trial 13 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 164, 'learning_rate': 0.05659486456847914, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7422343422120175, 'colsample_bytree': 0.8937139936451866, 'gamma': 2.11380384480186, 'reg_alpha': 0.3513628268084709, 'reg_lambda': 2.7323833155299977}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:18:03,532] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 189, 'learning_rate': 0.01518454062597354, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7182559652818445, 'colsample_bytree': 0.9948023853734161, 'gamma': 0.6049927441869412, 'reg_alpha': 0.06239517209701417, 'reg_lambda': 1.4427304414403876}. Best is trial 14 with value: 0.7083333333333334.
[I 2025-11-03 19:18:03,618] Trial 15 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.013882745975532176, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7087961295101114, 'colsample_bytree': 0.9777490505542569, 'gamma': 1.6669428805223117, 'reg_alpha': 0.008838672901937385, 'reg_lambda': 1.889280976265808}. Best is trial 14 with value: 0.7083333333333334.
[I 2025-11-03 19:18:03,713] Trial 16 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 83, 'learning_rate': 0.03597848606880821, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6084277993838875, 'colsample_bytree': 0.8789165669733146, 'gamma': 0.5687255224529552, 'reg_alpha': 0.1444506173942045, 'reg_lambda': 1.5147097765779365}. Best is trial 14 with value: 0.7083333333333334.
[I 2025-11-03 19:18:03,785] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.09559552955306833, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7306899203920196, 'colsample_bytree': 0.9848824820510079, 'gamma': 1.679530501802991, 'reg_alpha': 0.271355348479174, 'reg_lambda': 2.5350159930423986}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:03,857] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.08996341850842333, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7141946539477954, 'colsample_bytree': 0.9911278062960792, 'gamma': 1.6586442645044608, 'reg_alpha': 0.2710515444378343, 'reg_lambda': 2.671894391114085}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:03,932] Trial 19 finished with value: 0.5714285714285714 and parameters: {'n_estimators': 150, 'learning_rate': 0.09149769662416653, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6667230867311427, 'colsample_bytree': 0.9500554353771323, 'gamma': 2.9738180574655098, 'reg_alpha': 0.27011824710712995, 'reg_lambda': 2.587757248896266}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,032] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.08487014684766372, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9161501676597406, 'colsample_bytree': 0.9522263074951675, 'gamma': 1.9104662120204872, 'reg_alpha': 0.3287952110796498, 'reg_lambda': 2.999235177848338}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,295] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.13396222169628016, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7250103956873617, 'colsample_bytree': 0.988663638600688, 'gamma': 1.497495019701304, 'reg_alpha': 0.21199549147417224, 'reg_lambda': 2.6018352891515018}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,382] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.09174936571323376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8082901863156029, 'colsample_bytree': 0.986858155476981, 'gamma': 0.8341519426911439, 'reg_alpha': 0.005210542213625713, 'reg_lambda': 2.4342863848705156}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,454] Trial 23 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 158, 'learning_rate': 0.0844669410785884, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8008934393743476, 'colsample_bytree': 0.9150710305102994, 'gamma': 1.8066432971233075, 'reg_alpha': 0.532811776286456, 'reg_lambda': 2.4763730924466745}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,552] Trial 24 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.19407861645174906, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8179925003385804, 'colsample_bytree': 0.9637730799534084, 'gamma': 1.0385576171157878, 'reg_alpha': 0.15788332930588028, 'reg_lambda': 2.8257545084776297}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,636] Trial 25 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 211, 'learning_rate': 0.11070744189257664, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7514576865247454, 'colsample_bytree': 0.9218285172545381, 'gamma': 2.5788293300771206, 'reg_alpha': 0.7209900342491777, 'reg_lambda': 2.292591759119172}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,703] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.06542049123894109, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8898207313176048, 'colsample_bytree': 0.8721753667833626, 'gamma': 1.4495479671078553, 'reg_alpha': 0.43054835398150115, 'reg_lambda': 1.9949081599248348}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,782] Trial 27 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.29864096154159314, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7848108772426503, 'colsample_bytree': 0.9984583264120317, 'gamma': 0.8847432486864991, 'reg_alpha': 0.22970724270768794, 'reg_lambda': 2.7881700528586992}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,921] Trial 28 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 114, 'learning_rate': 0.045698627556651966, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6951152631414418, 'colsample_bytree': 0.9028645280371506, 'gamma': 3.014142614234474, 'reg_alpha': 0.010060699965334301, 'reg_lambda': 2.4676038224641226}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:04,998] Trial 29 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 172, 'learning_rate': 0.14661344320438569, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.75834480894213, 'colsample_bytree': 0.9338651577892683, 'gamma': 2.101371605876453, 'reg_alpha': 0.312174872159626, 'reg_lambda': 2.201781057204415}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,059] Trial 30 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 88, 'learning_rate': 0.09972610485896141, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6799963183979053, 'colsample_bytree': 0.6034142575175196, 'gamma': 1.7361027357481371, 'reg_alpha': 0.11195387267634976, 'reg_lambda': 2.638944134250327}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,153] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.07497572328671667, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7305151338641335, 'colsample_bytree': 0.9736661482468926, 'gamma': 0.595540120363065, 'reg_alpha': 0.0835237838744893, 'reg_lambda': 1.5460872790513491}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,275] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 149, 'learning_rate': 0.07458932555084696, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.728879819886926, 'colsample_bytree': 0.9665426588215784, 'gamma': 0.00583488582013425, 'reg_alpha': 0.07964129495850028, 'reg_lambda': 1.6410234812351612}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,364] Trial 33 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 205, 'learning_rate': 0.07191574942263389, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8262459429693285, 'colsample_bytree': 0.9731992703403605, 'gamma': 0.6517263027227127, 'reg_alpha': 0.18518888369795866, 'reg_lambda': 1.2307602775060318}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,465] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.04711160894898005, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7805641064849518, 'colsample_bytree': 0.993869691715193, 'gamma': 0.4319409013948315, 'reg_alpha': 0.39417828686193734, 'reg_lambda': 2.0192038570655395}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,546] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 189, 'learning_rate': 0.11382352374161614, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7343330448781709, 'colsample_bytree': 0.9348592610075985, 'gamma': 1.2397441533737752, 'reg_alpha': 0.28828645319568363, 'reg_lambda': 1.102971025795129}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,793] Trial 36 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 228, 'learning_rate': 0.05891073578242987, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6519190371642161, 'colsample_bytree': 0.8506432803742512, 'gamma': 0.8063743904474889, 'reg_alpha': 0.0036439598894622074, 'reg_lambda': 1.8864826177420406}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,870] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 131, 'learning_rate': 0.15852787772006338, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6994235266049054, 'colsample_bytree': 0.8038312017736232, 'gamma': 0.2846499493160085, 'reg_alpha': 0.4894856476059557, 'reg_lambda': 2.374182653925887}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:05,938] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.19698276377865723, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7981074750682673, 'colsample_bytree': 0.9646366368457485, 'gamma': 3.980307464511269, 'reg_alpha': 0.26043276895370665, 'reg_lambda': 2.495384592725705}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,017] Trial 39 finished with value: 0.625 and parameters: {'n_estimators': 182, 'learning_rate': 0.07718607496038411, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7693617213964158, 'colsample_bytree': 0.8908114910101081, 'gamma': 2.3136873048141227, 'reg_alpha': 0.09781019346907083, 'reg_lambda': 2.784511804534484}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,116] Trial 40 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 144, 'learning_rate': 0.10154488717267564, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8338453465807301, 'colsample_bytree': 0.9450108460748529, 'gamma': 1.4443860349004565, 'reg_alpha': 0.17830380370961152, 'reg_lambda': 0.8810393440398103}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,230] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.017351782005580303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7143663673770654, 'colsample_bytree': 0.9839375448304606, 'gamma': 0.6008550421928568, 'reg_alpha': 0.05895398322046472, 'reg_lambda': 1.4747388831623893}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,333] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.032769888902590104, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.686632042487645, 'colsample_bytree': 0.9994839300354396, 'gamma': 0.2958488763399548, 'reg_alpha': 0.04783481914254423, 'reg_lambda': 1.4241052323334968}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 19:18:06,428] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.04858050468267443, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7150503845836017, 'colsample_bytree': 0.9749980801523207, 'gamma': 0.7696519805919154, 'reg_alpha': 0.11831047464321695, 'reg_lambda': 1.281654236124839}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,550] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 162, 'learning_rate': 0.03988163371707579, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7475717722599327, 'colsample_bytree': 0.9684665666047005, 'gamma': 0.8902541843026721, 'reg_alpha': 0.12833974585484959, 'reg_lambda': 1.2372135582132944}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,612] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.061766489061219114, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.660968774646823, 'colsample_bytree': 0.9283491122822994, 'gamma': 1.133359031722492, 'reg_alpha': 0.3641041691270855, 'reg_lambda': 1.750391107773392}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,690] Trial 46 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 170, 'learning_rate': 0.026819607710985155, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6165568620663743, 'colsample_bytree': 0.9555869186921953, 'gamma': 2.0281719883030673, 'reg_alpha': 0.20969039995648964, 'reg_lambda': 1.6295921099680788}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,808] Trial 47 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.12709826093648596, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7997767620229795, 'colsample_bytree': 0.9790838699853229, 'gamma': 4.998910985100895, 'reg_alpha': 0.10879261000419123, 'reg_lambda': 1.0443482398089552}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:06,935] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.09695121862812982, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7772996154161795, 'colsample_bytree': 0.6679375786259139, 'gamma': 1.6234374883546645, 'reg_alpha': 0.1613977070265989, 'reg_lambda': 1.3103560222948976}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,006] Trial 49 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.052943343157921444, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6380991366156015, 'colsample_bytree': 0.7626418375240137, 'gamma': 1.3210870306837665, 'reg_alpha': 0.23878892286479325, 'reg_lambda': 2.869826908636609}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,091] Trial 50 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 165, 'learning_rate': 0.05062195220746111, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8680691905726738, 'colsample_bytree': 0.9094490449285833, 'gamma': 0.12043929999250358, 'reg_alpha': 0.03483246556938294, 'reg_lambda': 2.141526698925642}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,293] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 183, 'learning_rate': 0.014845063425799322, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7069352798144108, 'colsample_bytree': 0.9861500339685527, 'gamma': 0.7269389640135785, 'reg_alpha': 0.0942650929192183, 'reg_lambda': 1.5340582968538743}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,429] Trial 52 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 198, 'learning_rate': 0.02102002487838616, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7199894930238186, 'colsample_bytree': 0.9373307438741687, 'gamma': 0.4789579741787358, 'reg_alpha': 0.05625003210064595, 'reg_lambda': 1.400650185378304}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,550] Trial 53 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.010052348415456457, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7360597319897895, 'colsample_bytree': 0.9502023029322209, 'gamma': 0.9181528294891332, 'reg_alpha': 0.1421796260935102, 'reg_lambda': 1.1401034799292409}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,624] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.0720016401308559, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6770796109129321, 'colsample_bytree': 0.9983906221881971, 'gamma': 1.0906162673045325, 'reg_alpha': 0.001051574623515245, 'reg_lambda': 2.6913478411219742}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,812] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.08395474212428695, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7531136678567394, 'colsample_bytree': 0.9757994715715719, 'gamma': 0.501616338478163, 'reg_alpha': 0.07976338806775232, 'reg_lambda': 0.8846185873650769}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:07,913] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.10824270017000874, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7092820815377966, 'colsample_bytree': 0.9582784817940202, 'gamma': 0.15753996810907434, 'reg_alpha': 0.6389363241659182, 'reg_lambda': 2.913480844417269}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,009] Trial 57 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 238, 'learning_rate': 0.1381540733928374, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9976999823832257, 'colsample_bytree': 0.7176518339810124, 'gamma': 0.20719212138823806, 'reg_alpha': 0.7280526617495755, 'reg_lambda': 2.925454054005594}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,131] Trial 58 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 201, 'learning_rate': 0.11358249996240018, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6987931993671137, 'colsample_bytree': 0.9575756711543659, 'gamma': 2.847027869636343, 'reg_alpha': 0.6018372722269478, 'reg_lambda': 2.5415567493456694}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,203] Trial 59 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 166, 'learning_rate': 0.08851744730984856, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9748081032670947, 'colsample_bytree': 0.9212738758705703, 'gamma': 2.27164354653009, 'reg_alpha': 0.6733564653086764, 'reg_lambda': 2.6971591108662802}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,275] Trial 60 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 102, 'learning_rate': 0.06544661652780467, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6506037645840698, 'colsample_bytree': 0.9818667170788756, 'gamma': 0.44270442895281636, 'reg_alpha': 0.8311142958764451, 'reg_lambda': 2.9247436703306504}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,408] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.10520169351078867, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7146651188932309, 'colsample_bytree': 0.9589706303872512, 'gamma': 0.7590947511789996, 'reg_alpha': 0.40982757742245357, 'reg_lambda': 2.374564137149672}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,500] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.10698097573106562, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7438194319819896, 'colsample_bytree': 0.9443799544760109, 'gamma': 0.7501079619573213, 'reg_alpha': 0.4660892237637282, 'reg_lambda': 2.4300407041140506}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,596] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.19025090887434123, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7389898092787947, 'colsample_bytree': 0.9502284170110957, 'gamma': 0.010191117710133923, 'reg_alpha': 0.4791616482138167, 'reg_lambda': 2.3715912083133053}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,739] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.11163564692575889, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7093231447630809, 'colsample_bytree': 0.9398689047904247, 'gamma': 0.7519323036993619, 'reg_alpha': 0.43041637741343475, 'reg_lambda': 2.273788779281946}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:08,814] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.12254542266772064, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.688683126300725, 'colsample_bytree': 0.899235577762748, 'gamma': 1.2298166911679478, 'reg_alpha': 0.5283559004751842, 'reg_lambda': 2.6289553997575847}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,023] Trial 66 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 187, 'learning_rate': 0.07959617861292474, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7254536852391105, 'colsample_bytree': 0.9630832850306147, 'gamma': 1.5528945928515698, 'reg_alpha': 0.5928260601402038, 'reg_lambda': 2.7407862301259898}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,134] Trial 67 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.15792272840523064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7640500055602589, 'colsample_bytree': 0.9738799520835575, 'gamma': 3.413035625523474, 'reg_alpha': 0.3915177970902245, 'reg_lambda': 1.8540430703275472}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,219] Trial 68 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 178, 'learning_rate': 0.10049213246086208, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7450163635296578, 'colsample_bytree': 0.928573417088771, 'gamma': 1.8640555231635085, 'reg_alpha': 0.30241329783590326, 'reg_lambda': 2.5274408647910103}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,295] Trial 69 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.06847435673984063, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6715495759271954, 'colsample_bytree': 0.886644906451603, 'gamma': 0.35188188602229814, 'reg_alpha': 0.41017488398407437, 'reg_lambda': 2.388171689224292}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,399] Trial 70 finished with value: 0.625 and parameters: {'n_estimators': 156, 'learning_rate': 0.041069250023160205, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7200578286517489, 'colsample_bytree': 0.9073965624555833, 'gamma': 0.992631208403234, 'reg_alpha': 0.3314091335647128, 'reg_lambda': 2.873706169807146}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,486] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.1044328192152621, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7070098792479704, 'colsample_bytree': 0.9415827751135981, 'gamma': 0.7466562500693147, 'reg_alpha': 0.44682751172750523, 'reg_lambda': 2.2582628895592585}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,569] Trial 72 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 212, 'learning_rate': 0.12289920599585878, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7013340075701793, 'colsample_bytree': 0.8667061249531568, 'gamma': 1.3407359502288216, 'reg_alpha': 0.5216524571837873, 'reg_lambda': 2.3190039218557925}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,705] Trial 73 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.09304782695949261, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7135069716321295, 'colsample_bytree': 0.9591640434865867, 'gamma': 0.6169992804208702, 'reg_alpha': 0.46161762770741765, 'reg_lambda': 2.183674554254415}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,812] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.1445560084319403, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6868629319569305, 'colsample_bytree': 0.9417032559535548, 'gamma': 0.2221597803628395, 'reg_alpha': 0.5556441718682374, 'reg_lambda': 2.5752129275513878}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:09,918] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.15245732616483681, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7299314551487484, 'colsample_bytree': 0.9881812285402032, 'gamma': 0.3546228726580297, 'reg_alpha': 0.6522988621840353, 'reg_lambda': 2.5500244293820535}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:10,058] Trial 76 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 242, 'learning_rate': 0.17329684646227392, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6859897224789502, 'colsample_bytree': 0.9733027067329801, 'gamma': 0.12696052017731607, 'reg_alpha': 0.6369642903414988, 'reg_lambda': 2.675851750184315}. Best is trial 43 with value: 0.7321428571428571.
[I 2025-11-03 19:18:10,152] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.13869816251890155, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6603568084044166, 'colsample_bytree': 0.8205061437104031, 'gamma': 0.20572206748963107, 'reg_alpha': 0.3454704093573536, 'reg_lambda': 2.45717880558926}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,246] Trial 78 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.1368070085237152, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6423355686937148, 'colsample_bytree': 0.8322120892127044, 'gamma': 0.19459426689719725, 'reg_alpha': 0.5808937503090135, 'reg_lambda': 2.4135941434317827}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,376] Trial 79 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.17476504810199794, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6243156004619818, 'colsample_bytree': 0.9175068588153883, 'gamma': 0.3101048339936205, 'reg_alpha': 0.3517218318172888, 'reg_lambda': 2.6057782885138754}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,457] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.20547449210648527, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6623807506011652, 'colsample_bytree': 0.8157713403623387, 'gamma': 0.012225417015358842, 'reg_alpha': 0.5679563602394696, 'reg_lambda': 2.7755265175725823}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,539] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.22452517050721638, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6583015553719276, 'colsample_bytree': 0.8123265308680874, 'gamma': 0.01864096777701696, 'reg_alpha': 0.5569014236014689, 'reg_lambda': 2.7337827463086977}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,844] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.24194217598543563, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6676514618071422, 'colsample_bytree': 0.7734320336871677, 'gamma': 0.18509594040112998, 'reg_alpha': 0.5066050080375858, 'reg_lambda': 2.789360785494409}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:10,928] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.27957984575292, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6765394470174338, 'colsample_bytree': 0.8548451901084493, 'gamma': 0.4432011233600408, 'reg_alpha': 0.5465820707882797, 'reg_lambda': 2.0574384476970384}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,008] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.14095238955026362, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6940802197303613, 'colsample_bytree': 0.7877615714397359, 'gamma': 0.12045933862182912, 'reg_alpha': 0.27795383821228165, 'reg_lambda': 2.462587004508992}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,116] Trial 85 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 160, 'learning_rate': 0.14037660047547618, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6923359693038915, 'colsample_bytree': 0.9472593257639335, 'gamma': 0.6656758285459481, 'reg_alpha': 0.26160840236618244, 'reg_lambda': 2.4565656119498174}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,160] Trial 86 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 21, 'learning_rate': 0.12633513749663666, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6833466894232059, 'colsample_bytree': 0.7927576251525886, 'gamma': 0.8280123082463039, 'reg_alpha': 0.38190132450266484, 'reg_lambda': 2.329247635067688}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,242] Trial 87 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.10633720393922798, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6295827165686901, 'colsample_bytree': 0.751819823353876, 'gamma': 0.513670121876808, 'reg_alpha': 0.3294996568625816, 'reg_lambda': 2.589255053995053}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,342] Trial 88 finished with value: 0.636904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.10716360201776866, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6015462740170103, 'colsample_bytree': 0.7454033309384842, 'gamma': 1.016622749833533, 'reg_alpha': 0.29122382553753556, 'reg_lambda': 2.456377129531208}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,421] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 138, 'learning_rate': 0.11766163896973116, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6329530218832514, 'colsample_bytree': 0.7202210165627634, 'gamma': 0.5431261632613787, 'reg_alpha': 0.22399633223358797, 'reg_lambda': 2.6514344368582146}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,479] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.08672813648824446, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.7553227416660415, 'colsample_bytree': 0.763790475300859, 'gamma': 2.400398850266538, 'reg_alpha': 0.33495588045052904, 'reg_lambda': 2.2139653409501276}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,569] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.16241396979076106, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6962391878313745, 'colsample_bytree': 0.7917004461535739, 'gamma': 0.2707135272340637, 'reg_alpha': 0.2465834545938417, 'reg_lambda': 2.5755231834189787}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,680] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.16618651531119696, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7178358233639884, 'colsample_bytree': 0.7551566777745373, 'gamma': 0.38746154695264756, 'reg_alpha': 0.24496273300932567, 'reg_lambda': 2.4992108240164583}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,765] Trial 93 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 180, 'learning_rate': 0.13062466503249182, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7018823078518597, 'colsample_bytree': 0.7769203941048747, 'gamma': 0.5292738234820831, 'reg_alpha': 0.27994585123088733, 'reg_lambda': 0.6681349377530015}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,858] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.09676227095427581, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6451195905340121, 'colsample_bytree': 0.8043698392675648, 'gamma': 0.13766118624573953, 'reg_alpha': 0.18678709843569796, 'reg_lambda': 2.851054717433543}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:11,960] Trial 95 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 127, 'learning_rate': 0.08025219038639526, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6200432699814363, 'colsample_bytree': 0.843905909205333, 'gamma': 0.6854572627174926, 'reg_alpha': 0.41182506332546986, 'reg_lambda': 2.9418333355084543}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,042] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.10913899574840337, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7445184135204491, 'colsample_bytree': 0.7866232661551265, 'gamma': 0.3068478724804695, 'reg_alpha': 0.365881451300514, 'reg_lambda': 2.3338438864747038}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,122] Trial 97 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 167, 'learning_rate': 0.1172197735770448, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7236914035355937, 'colsample_bytree': 0.7329407474011135, 'gamma': 0.9291228808709494, 'reg_alpha': 0.3197761601914434, 'reg_lambda': 2.577749674376779}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,310] Trial 98 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.056313612823928355, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6935139475880711, 'colsample_bytree': 0.6775623806410291, 'gamma': 1.7194180418090872, 'reg_alpha': 0.34211826139139456, 'reg_lambda': 2.4164046278688627}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,380] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.18023523304150887, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6557887883798439, 'colsample_bytree': 0.6941292712534167, 'gamma': 2.644806481652709, 'reg_alpha': 0.3102415084742569, 'reg_lambda': 1.952763177730993}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,457] Trial 100 finished with value: 0.5654761904761905 and parameters: {'n_estimators': 184, 'learning_rate': 0.15397308598907397, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.632467808626628, 'colsample_bytree': 0.8214337257744798, 'gamma': 1.13714357426958, 'reg_alpha': 0.26747416119163375, 'reg_lambda': 2.138751800472463}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,575] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.14780290203965923, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6721070131742752, 'colsample_bytree': 0.9289311956779458, 'gamma': 0.22598082280774212, 'reg_alpha': 0.7167337595921116, 'reg_lambda': 2.5660291799263812}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,656] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.13161116123957411, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.675730453145241, 'colsample_bytree': 0.9914474296785807, 'gamma': 0.09311421383462196, 'reg_alpha': 0.7655713175649855, 'reg_lambda': 2.4810660649489016}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,742] Trial 103 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 157, 'learning_rate': 0.09495241986438899, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7369404326850736, 'colsample_bytree': 0.9686297614005761, 'gamma': 0.42385282328179086, 'reg_alpha': 0.7491760619714533, 'reg_lambda': 2.6333687502207583}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,847] Trial 104 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.1483435401392188, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7111565884597811, 'colsample_bytree': 0.7943116451926917, 'gamma': 0.24575353912135278, 'reg_alpha': 0.8310807662986475, 'reg_lambda': 2.518193889071975}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:12,937] Trial 105 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 190, 'learning_rate': 0.16608568120449077, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6690090260998238, 'colsample_bytree': 0.9582708581892881, 'gamma': 0.5457186743953464, 'reg_alpha': 0.7040606991548246, 'reg_lambda': 2.702815204255724}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,021] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.10480261263119593, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6998155118045546, 'colsample_bytree': 0.9282372855401447, 'gamma': 0.7807505495312782, 'reg_alpha': 0.238240539225404, 'reg_lambda': 2.5965961312471575}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,120] Trial 107 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 153, 'learning_rate': 0.11778913196693114, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7697728544558746, 'colsample_bytree': 0.7656215574162522, 'gamma': 1.9999949958378744, 'reg_alpha': 0.19313668720992683, 'reg_lambda': 2.3605490808153275}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,204] Trial 108 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 118, 'learning_rate': 0.04857328530835418, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7898200335940109, 'colsample_bytree': 0.9828884311753406, 'gamma': 0.37444640337731233, 'reg_alpha': 0.47056245983784806, 'reg_lambda': 2.4285319226010014}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,279] Trial 109 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 139, 'learning_rate': 0.03587710530764701, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6497535136045083, 'colsample_bytree': 0.7336806285911667, 'gamma': 0.6174301403539793, 'reg_alpha': 0.41110360728757245, 'reg_lambda': 2.5198913679838193}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,430] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.21409064628802216, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.6819253648830587, 'colsample_bytree': 0.7549254023697208, 'gamma': 0.09374221172508553, 'reg_alpha': 0.3762906541219323, 'reg_lambda': 2.7685046786908654}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,511] Trial 111 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 144, 'learning_rate': 0.18587734182868765, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7043929074012798, 'colsample_bytree': 0.9664081205784133, 'gamma': 0.46329128736281655, 'reg_alpha': 0.4457899784160105, 'reg_lambda': 2.5736191208527446}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,597] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.14006068260869373, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6940616721037379, 'colsample_bytree': 0.9466032109797816, 'gamma': 0.29052710866428644, 'reg_alpha': 0.6225112820272358, 'reg_lambda': 2.6585196804879154}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,814] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.12613712338015096, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7289770224356379, 'colsample_bytree': 0.9993765537078821, 'gamma': 0.2277320476916373, 'reg_alpha': 0.6646905174915537, 'reg_lambda': 2.568170832683533}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:13,917] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.14133423507971696, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7157729051191332, 'colsample_bytree': 0.9292801621509469, 'gamma': 0.18985356226874872, 'reg_alpha': 0.29531948324610674, 'reg_lambda': 2.807809125351923}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,001] Trial 115 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.16192305485860237, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6895488088672908, 'colsample_bytree': 0.9560673874161915, 'gamma': 0.6876664845432373, 'reg_alpha': 0.4958592278389097, 'reg_lambda': 2.279705169173312}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,107] Trial 116 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 156, 'learning_rate': 0.08975458893100527, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6647238048642929, 'colsample_bytree': 0.9804080233012995, 'gamma': 0.8344922434853635, 'reg_alpha': 0.25545392901063213, 'reg_lambda': 2.721916896401446}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,176] Trial 117 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 131, 'learning_rate': 0.14941343014424305, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6770103289403744, 'colsample_bytree': 0.9893536158099561, 'gamma': 3.126045752181639, 'reg_alpha': 0.9475805899580363, 'reg_lambda': 2.9797690748048997}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,276] Trial 118 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 250, 'learning_rate': 0.11036863833343759, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7099855523749231, 'colsample_bytree': 0.939575367641177, 'gamma': 2.2144921866342897, 'reg_alpha': 0.21695908483008478, 'reg_lambda': 2.471577286349826}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,396] Trial 119 finished with value: 0.738095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.10051440187483086, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6107790858210556, 'colsample_bytree': 0.7810887648973199, 'gamma': 0.09222174582679282, 'reg_alpha': 0.36230575696386474, 'reg_lambda': 2.623920952396086}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,485] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.09508845097557647, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6315350635003507, 'colsample_bytree': 0.7800420709419245, 'gamma': 0.07804363601898656, 'reg_alpha': 0.3509024952180526, 'reg_lambda': 2.396044307018086}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,578] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 171, 'learning_rate': 0.10262041569411447, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6102951751476616, 'colsample_bytree': 0.8047367457299734, 'gamma': 0.2386405260760403, 'reg_alpha': 0.2803030960430465, 'reg_lambda': 2.6361559483029713}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,697] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.08312089077751793, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6000261953947102, 'colsample_bytree': 0.7859054891529005, 'gamma': 0.3581569402395204, 'reg_alpha': 0.2805096662308364, 'reg_lambda': 2.5438455522173125}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,777] Trial 123 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.10333956879066503, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6123240266043015, 'colsample_bytree': 0.8052244853081081, 'gamma': 3.998867155359911, 'reg_alpha': 0.1649265069935369, 'reg_lambda': 2.643645755827045}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,859] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.11656630247054123, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6247690265707037, 'colsample_bytree': 0.824931284976513, 'gamma': 0.5364063581003251, 'reg_alpha': 0.311750142524069, 'reg_lambda': 2.6854831371300687}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:14,982] Trial 125 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 151, 'learning_rate': 0.09947167882470406, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6079654897508808, 'colsample_bytree': 0.7960322747604824, 'gamma': 0.00625639294962943, 'reg_alpha': 0.40078192848968386, 'reg_lambda': 2.6250013535218915}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,084] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.07687350784578123, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6168168938360716, 'colsample_bytree': 0.8400488452646788, 'gamma': 0.1598381466675093, 'reg_alpha': 0.4293563808808082, 'reg_lambda': 2.8244573012937755}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,180] Trial 127 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.06898924182961826, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6079809908854469, 'colsample_bytree': 0.8076091682533946, 'gamma': 0.2522815298571893, 'reg_alpha': 0.36461024186737695, 'reg_lambda': 0.9634982452470651}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,393] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.08797399569235884, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6391177139328581, 'colsample_bytree': 0.605792414693537, 'gamma': 1.4074957507558428, 'reg_alpha': 0.32834258195282295, 'reg_lambda': 2.501732965325787}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,469] Trial 129 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.060749027619935995, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7222489061177826, 'colsample_bytree': 0.7758049869505341, 'gamma': 0.42257351553224703, 'reg_alpha': 0.30526979489159267, 'reg_lambda': 2.4498520458184503}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,555] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 175, 'learning_rate': 0.12288122045451522, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6241886348381788, 'colsample_bytree': 0.7699037202395538, 'gamma': 0.3230223733609491, 'reg_alpha': 0.7720182848705651, 'reg_lambda': 2.7524615098894043}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,670] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.12279343836989795, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.627736890335103, 'colsample_bytree': 0.7672312951051823, 'gamma': 0.30065882613164596, 'reg_alpha': 0.8152512836046563, 'reg_lambda': 2.722907097797873}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,727] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.13226337541854746, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6442027680103884, 'colsample_bytree': 0.7549030426652351, 'gamma': 0.13691625978814195, 'reg_alpha': 0.7751181542711412, 'reg_lambda': 2.908165215254119}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,808] Trial 133 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.10778446635378107, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6110042291662429, 'colsample_bytree': 0.7880591753060775, 'gamma': 0.47294448593311283, 'reg_alpha': 0.732447458102907, 'reg_lambda': 2.8742593234021454}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:15,928] Trial 134 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 141, 'learning_rate': 0.1138423919810494, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6208598940260971, 'colsample_bytree': 0.7709182503304932, 'gamma': 0.002796962121877994, 'reg_alpha': 0.791740037246398, 'reg_lambda': 2.6076886545649383}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,009] Trial 135 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 182, 'learning_rate': 0.09860930679031535, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7352276574881452, 'colsample_bytree': 0.7984979947485068, 'gamma': 1.2071248460773056, 'reg_alpha': 0.8698361430834191, 'reg_lambda': 2.753120234770514}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,157] Trial 136 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 125, 'learning_rate': 0.1325690676557828, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6559067084014283, 'colsample_bytree': 0.8148615104259642, 'gamma': 0.5897023502637428, 'reg_alpha': 0.28435898313572483, 'reg_lambda': 2.6750249287957466}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,284] Trial 137 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 190, 'learning_rate': 0.12247611025978448, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6982005445002537, 'colsample_bytree': 0.7811821279141332, 'gamma': 0.3439122341265549, 'reg_alpha': 0.6879545859831805, 'reg_lambda': 2.5374419968641457}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,369] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.04229774265912547, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9090050373357361, 'colsample_bytree': 0.7474182827649246, 'gamma': 0.9620092053533671, 'reg_alpha': 0.2529195992856585, 'reg_lambda': 1.607187104879726}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,454] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.09143474261447751, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6378584524578282, 'colsample_bytree': 0.7436004239871931, 'gamma': 0.21179660473448797, 'reg_alpha': 0.20627683393621893, 'reg_lambda': 2.3659942068541646}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,560] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 154, 'learning_rate': 0.10392499109404665, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7161228190008109, 'colsample_bytree': 0.9730595742884297, 'gamma': 0.6850721532909085, 'reg_alpha': 0.34685109816662807, 'reg_lambda': 2.831526418421864}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,639] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.10446624554090898, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7167982010070679, 'colsample_bytree': 0.9749257318773059, 'gamma': 0.7709970512801168, 'reg_alpha': 0.3497590099347956, 'reg_lambda': 2.8114162759692323}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,836] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 158, 'learning_rate': 0.11308470016793024, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7090224484151392, 'colsample_bytree': 0.962435757483788, 'gamma': 0.6672238325160572, 'reg_alpha': 0.3811616142067944, 'reg_lambda': 2.8692637360294015}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:16,941] Trial 143 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.12042924532518112, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7043408047633215, 'colsample_bytree': 0.9534774586887689, 'gamma': 0.5202806709483047, 'reg_alpha': 0.38595219819934634, 'reg_lambda': 2.986983495879783}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,020] Trial 144 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 149, 'learning_rate': 0.11208530233364522, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7271873730089676, 'colsample_bytree': 0.9656128078119075, 'gamma': 0.6808294513885813, 'reg_alpha': 0.32704235441179064, 'reg_lambda': 2.8907391156297275}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,116] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.08408190381366636, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6841828402308285, 'colsample_bytree': 0.9925849783458847, 'gamma': 0.4034084474282554, 'reg_alpha': 0.2685228358155636, 'reg_lambda': 2.823958004148875}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,199] Trial 146 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.04512901182552291, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7076799914697408, 'colsample_bytree': 0.9765278752149545, 'gamma': 0.2807630397197327, 'reg_alpha': 0.36549033547055554, 'reg_lambda': 2.768928050559394}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,342] Trial 147 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.15378123792530177, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6945549704733358, 'colsample_bytree': 0.9691162927568949, 'gamma': 0.10974156936438756, 'reg_alpha': 0.3031461409463937, 'reg_lambda': 2.710661402819621}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,424] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.09924564516494104, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.71458708730016, 'colsample_bytree': 0.9848587870359864, 'gamma': 0.875319260616727, 'reg_alpha': 0.340162015513797, 'reg_lambda': 2.9283124976756767}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,516] Trial 149 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 168, 'learning_rate': 0.051830458095519234, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6723920679849642, 'colsample_bytree': 0.960145268301575, 'gamma': 0.6092674658596408, 'reg_alpha': 0.3856268486938977, 'reg_lambda': 2.6028562314340586}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,628] Trial 150 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.13730462563189827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6611779508891628, 'colsample_bytree': 0.7578413218729777, 'gamma': 1.028619296588381, 'reg_alpha': 0.23011743498655005, 'reg_lambda': 2.85995135233908}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,724] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.10685045155073786, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7463345934182823, 'colsample_bytree': 0.950153415003749, 'gamma': 0.4214830623829176, 'reg_alpha': 0.4426849791202842, 'reg_lambda': 2.6591092406714565}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,825] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.09060185290261427, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7321623141017712, 'colsample_bytree': 0.9500179281104626, 'gamma': 0.4329836095669771, 'reg_alpha': 0.4364874501826433, 'reg_lambda': 2.671524790825265}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:17,954] Trial 153 finished with value: 0.738095238095238 and parameters: {'n_estimators': 202, 'learning_rate': 0.12869597656706386, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7234593297047808, 'colsample_bytree': 0.9631308950841547, 'gamma': 0.1985162539412504, 'reg_alpha': 0.42085823078148205, 'reg_lambda': 2.5575063955404933}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,049] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 203, 'learning_rate': 0.12336837660707, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7235929820111848, 'colsample_bytree': 0.9728574617939258, 'gamma': 0.2070469199241007, 'reg_alpha': 0.31773199764134064, 'reg_lambda': 1.3714710563072983}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,144] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.14227725555696707, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7499311917667165, 'colsample_bytree': 0.9800173278843728, 'gamma': 0.30503654708919603, 'reg_alpha': 0.3572838462092445, 'reg_lambda': 2.7471693451121326}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,276] Trial 156 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 211, 'learning_rate': 0.14356206922010478, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7636553902147482, 'colsample_bytree': 0.7919987592813448, 'gamma': 0.11704478495318782, 'reg_alpha': 0.3686452802618991, 'reg_lambda': 2.761937559845761}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,367] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.1303242525235096, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7504526770747234, 'colsample_bytree': 0.9840511991582038, 'gamma': 0.31823158611757846, 'reg_alpha': 0.4201974989422892, 'reg_lambda': 2.5611591401659837}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,462] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.15414904050594658, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6022664661879227, 'colsample_bytree': 0.9609701694345113, 'gamma': 0.253032812171638, 'reg_alpha': 0.39636070304567883, 'reg_lambda': 2.6430693328609145}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,653] Trial 159 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 204, 'learning_rate': 0.17474599208697505, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.741414938070612, 'colsample_bytree': 0.8010285746278398, 'gamma': 0.4817411369513374, 'reg_alpha': 0.3483039305065294, 'reg_lambda': 2.723809140482779}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,749] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 201, 'learning_rate': 0.1653482987539562, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6169947387621747, 'colsample_bytree': 0.7852553255865233, 'gamma': 0.38055974363021783, 'reg_alpha': 0.46280517371522756, 'reg_lambda': 2.8272378291540985}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,841] Trial 161 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.14381674720993018, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6210290734453426, 'colsample_bytree': 0.781305458859395, 'gamma': 0.3570372138696726, 'reg_alpha': 0.46585257152581144, 'reg_lambda': 2.841778423231596}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:18,965] Trial 162 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 198, 'learning_rate': 0.19191414462785775, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6159664809889052, 'colsample_bytree': 0.784027399831107, 'gamma': 0.36629774713221896, 'reg_alpha': 0.4655672346177838, 'reg_lambda': 2.828300478324874}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,064] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 215, 'learning_rate': 0.14893055779953152, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6313255529046771, 'colsample_bytree': 0.7753557741956701, 'gamma': 0.17280209615566383, 'reg_alpha': 0.5069384908397081, 'reg_lambda': 2.883397747041034}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,231] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.15926678307511208, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6275548945139255, 'colsample_bytree': 0.7695420854134354, 'gamma': 0.08344181280013702, 'reg_alpha': 0.4918634901850203, 'reg_lambda': 2.939970954395345}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,375] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.16514913884760415, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6178401533793245, 'colsample_bytree': 0.7903798761974379, 'gamma': 0.18362784606987004, 'reg_alpha': 0.5128931622899373, 'reg_lambda': 2.8942299425276388}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,470] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.17386026031755647, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.632005362936171, 'colsample_bytree': 0.7735594783947256, 'gamma': 0.18868387223296873, 'reg_alpha': 0.521032945893735, 'reg_lambda': 2.9709689247875213}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,563] Trial 167 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 216, 'learning_rate': 0.17282783249988892, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6480168673521699, 'colsample_bytree': 0.7601901989897212, 'gamma': 0.16307228133247062, 'reg_alpha': 0.5140817232760677, 'reg_lambda': 2.8955346469345606}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,689] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.16939419245885, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6099419200744485, 'colsample_bytree': 0.792639083049637, 'gamma': 0.06497760392128417, 'reg_alpha': 0.44403078740169644, 'reg_lambda': 2.9842928608481643}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,767] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.19736189810534874, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6334396797600025, 'colsample_bytree': 0.7684581564600814, 'gamma': 0.18883347841659912, 'reg_alpha': 0.5260737666501739, 'reg_lambda': 2.961348946317294}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,863] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.18377649711991517, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6202148333312018, 'colsample_bytree': 0.8105175444350986, 'gamma': 0.2550562873410187, 'reg_alpha': 0.5444144452809294, 'reg_lambda': 2.8923287723861506}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:19,988] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.16025316420364877, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6282911546162685, 'colsample_bytree': 0.7732912187211854, 'gamma': 0.28512966506175014, 'reg_alpha': 0.49244630087748, 'reg_lambda': 2.7889051602231247}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:20,091] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 202, 'learning_rate': 0.16126375821335176, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6389400841811027, 'colsample_bytree': 0.7785851763883703, 'gamma': 0.000894986921710833, 'reg_alpha': 0.49517860077817244, 'reg_lambda': 2.790740790867922}. Best is trial 77 with value: 0.7440476190476191.
[I 2025-11-03 19:18:20,193] Trial 173 finished with value: 0.755952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.16864401276629928, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6364575467087101, 'colsample_bytree': 0.7772606363570124, 'gamma': 0.040298610779020916, 'reg_alpha': 0.4937958655094001, 'reg_lambda': 2.787360016914993}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,466] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.16111626130349224, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6398866542136327, 'colsample_bytree': 0.777305163461454, 'gamma': 0.0014431763468387357, 'reg_alpha': 0.48490091914199196, 'reg_lambda': 2.7806860873320938}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,571] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.20561973952190374, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.637029308165951, 'colsample_bytree': 0.7732119689494782, 'gamma': 0.01552723971158354, 'reg_alpha': 0.48467031901978147, 'reg_lambda': 2.8043037677682534}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,663] Trial 176 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 206, 'learning_rate': 0.16423080287705064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6445591873003985, 'colsample_bytree': 0.7755490491779194, 'gamma': 0.13865180633600857, 'reg_alpha': 0.49571506943322974, 'reg_lambda': 2.930310424519521}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,790] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.23080332456209895, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6279184386058201, 'colsample_bytree': 0.7866771213259073, 'gamma': 0.027013812814892863, 'reg_alpha': 0.5118048649501795, 'reg_lambda': 2.785170702541729}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,890] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.218555931220591, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.628645472864567, 'colsample_bytree': 0.752803949884018, 'gamma': 0.005846686968750056, 'reg_alpha': 0.5149430401267919, 'reg_lambda': 2.775080384834096}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:20,981] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.2448988327831634, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6286940756476215, 'colsample_bytree': 0.7527395044708188, 'gamma': 0.005331851554512416, 'reg_alpha': 0.5131384978824002, 'reg_lambda': 2.7852696092396374}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,113] Trial 180 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.22339889974085717, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6275684315547343, 'colsample_bytree': 0.7369212609274542, 'gamma': 0.11024646561955313, 'reg_alpha': 0.5327369767493697, 'reg_lambda': 2.764683571101374}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,215] Trial 181 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.27261222311061745, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6389332316148754, 'colsample_bytree': 0.7631520915267181, 'gamma': 0.012880007878326244, 'reg_alpha': 0.5723398847268132, 'reg_lambda': 2.8353724450629203}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,307] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.18837600110232175, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6500457324175157, 'colsample_bytree': 0.7835289032506191, 'gamma': 0.12623337126420198, 'reg_alpha': 0.5029431688928093, 'reg_lambda': 2.8751950192419438}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,455] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.24843768021082205, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.621998604332232, 'colsample_bytree': 0.7753479366396996, 'gamma': 0.07741451671588079, 'reg_alpha': 0.4831453580541993, 'reg_lambda': 2.716472408472676}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,562] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.25560747309316645, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6253503634541955, 'colsample_bytree': 0.7270019639856445, 'gamma': 0.00998596990188191, 'reg_alpha': 0.45310988475155645, 'reg_lambda': 2.7317918211954675}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,654] Trial 185 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 196, 'learning_rate': 0.22289007336982067, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6339235247942848, 'colsample_bytree': 0.7479373932463195, 'gamma': 0.17209559180194392, 'reg_alpha': 0.5444109676618486, 'reg_lambda': 2.7920574392360953}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,785] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.20274635906468044, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6191597649079932, 'colsample_bytree': 0.7757624438958886, 'gamma': 0.10738956623969798, 'reg_alpha': 0.48524791316071375, 'reg_lambda': 2.9972715663746623}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:21,901] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 224, 'learning_rate': 0.21368706381732963, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6156930419451487, 'colsample_bytree': 0.7721034821831115, 'gamma': 0.11519203617651012, 'reg_alpha': 0.47362864098294544, 'reg_lambda': 2.988477093567296}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,102] Trial 188 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 220, 'learning_rate': 0.17937546426884995, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.619059286238298, 'colsample_bytree': 0.7634934733316241, 'gamma': 0.0013279115735396751, 'reg_alpha': 0.4828846301316543, 'reg_lambda': 2.717011737415245}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,233] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 210, 'learning_rate': 0.2677663459368644, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6425962893328625, 'colsample_bytree': 0.7755472022972114, 'gamma': 0.3713369449742587, 'reg_alpha': 0.5209292998869763, 'reg_lambda': 2.899991322445299}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,321] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.20121727882941895, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6035775136268408, 'colsample_bytree': 0.7802437107859937, 'gamma': 0.20204495993913152, 'reg_alpha': 0.5045762245507359, 'reg_lambda': 2.6737284376210733}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,584] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.24369946841104692, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.631984906044739, 'colsample_bytree': 0.7641609762279857, 'gamma': 0.09416058863928932, 'reg_alpha': 0.4795724215567196, 'reg_lambda': 2.948505794518539}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,703] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.22333725589576855, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6237128015201814, 'colsample_bytree': 0.7887809199223362, 'gamma': 0.23247900706250874, 'reg_alpha': 0.5921251698056126, 'reg_lambda': 0.5385594245697705}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,795] Trial 193 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 193, 'learning_rate': 0.16083497700366364, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6159091304057983, 'colsample_bytree': 0.7962090101664125, 'gamma': 0.3221591605549205, 'reg_alpha': 0.4463797114911441, 'reg_lambda': 2.995434133886971}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:22,887] Trial 194 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 202, 'learning_rate': 0.2953690830658881, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6380437503583993, 'colsample_bytree': 0.7553213228761301, 'gamma': 0.10756541336760835, 'reg_alpha': 0.4990393767067147, 'reg_lambda': 2.862091106703185}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,019] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.2338777811949469, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6264534286550978, 'colsample_bytree': 0.7796745520999684, 'gamma': 0.18382944936247844, 'reg_alpha': 0.5293618227547194, 'reg_lambda': 2.7936235960392355}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,121] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.1763838684434034, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6498520112144015, 'colsample_bytree': 0.7730991314266208, 'gamma': 0.004319390457033698, 'reg_alpha': 0.4543564352032622, 'reg_lambda': 1.2287517064975675}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,216] Trial 197 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 208, 'learning_rate': 0.17650953839803113, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6485682875365641, 'colsample_bytree': 0.7690918501562449, 'gamma': 0.01933405462538022, 'reg_alpha': 0.46521281303205353, 'reg_lambda': 2.689746790915405}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,347] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.20551891699981792, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6576866442268343, 'colsample_bytree': 0.776131776849842, 'gamma': 0.40816006858534676, 'reg_alpha': 0.4536997801046219, 'reg_lambda': 1.224625889730309}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,435] Trial 199 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.19474199740168013, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6122592439113511, 'colsample_bytree': 0.7877783545024538, 'gamma': 0.28533920425863457, 'reg_alpha': 0.4814626754666451, 'reg_lambda': 1.2839232342612326}. Best is trial 173 with value: 0.755952380952381.
[I 2025-11-03 19:18:23,439] A new study created in memory with name: no-name-6de9c5c8-ae99-4a88-81b2-857326e39662
[I 2025-11-03 19:18:23,518] Trial 0 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.06985034387345748, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9243145437889524, 'colsample_bytree': 0.7336002904467056, 'gamma': 0.16864182879231526, 'reg_alpha': 0.7798642675239736, 'reg_lambda': 1.583336745999395}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,603] Trial 1 finished with value: 0.6875 and parameters: {'n_estimators': 130, 'learning_rate': 0.09966383968824997, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.998193710791731, 'colsample_bytree': 0.8827226569626112, 'gamma': 4.944229880914926, 'reg_alpha': 0.17985313353717358, 'reg_lambda': 1.8851164972501817}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,623] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.014202855968450926, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9181023988066189, 'colsample_bytree': 0.9014084589414769, 'gamma': 0.5958480452091086, 'reg_alpha': 0.4974765049062765, 'reg_lambda': 2.753312809815488}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,813] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.2419071039452181, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9639514040411687, 'colsample_bytree': 0.9307263078708982, 'gamma': 4.572915629381088, 'reg_alpha': 0.18728736801316037, 'reg_lambda': 0.7630723210054178}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:23,966] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.011437052454870264, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.8982202193853972, 'colsample_bytree': 0.6905428977890122, 'gamma': 0.37142471151881573, 'reg_alpha': 0.008374348667304021, 'reg_lambda': 2.0722124345675734}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,035] Trial 5 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.02993581582393122, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6858113850342528, 'colsample_bytree': 0.9430615850936699, 'gamma': 2.1907547495125907, 'reg_alpha': 0.6344659175107671, 'reg_lambda': 1.2838387327141043}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,103] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.0526036640821846, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9425746088384611, 'colsample_bytree': 0.9428013741670893, 'gamma': 3.200531722211697, 'reg_alpha': 0.22510596351887946, 'reg_lambda': 1.988622891942379}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,221] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.22371811617056264, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.740331624508809, 'colsample_bytree': 0.9417568983113441, 'gamma': 4.151101982962153, 'reg_alpha': 0.7099020341216694, 'reg_lambda': 2.6179047630086565}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,289] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.1325199453751371, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.6976325918960354, 'colsample_bytree': 0.6683530351958274, 'gamma': 3.8702360296801865, 'reg_alpha': 0.25803432413428595, 'reg_lambda': 1.7503865965753627}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,356] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.09829220091776013, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6923100408422587, 'colsample_bytree': 0.7312774052979378, 'gamma': 1.8376143041944522, 'reg_alpha': 0.006533433294134916, 'reg_lambda': 2.99214908319206}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,481] Trial 10 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.03676700836208158, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8288584068507134, 'colsample_bytree': 0.7861220871434572, 'gamma': 1.4614678214092847, 'reg_alpha': 0.9903370067104716, 'reg_lambda': 1.2192098465017478}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,536] Trial 11 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 87, 'learning_rate': 0.05174854238364541, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8508128814182667, 'colsample_bytree': 0.8264843997363616, 'gamma': 3.1974063824086465, 'reg_alpha': 0.9251387151972903, 'reg_lambda': 2.40879620686942}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,589] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.025731824326965903, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8419429262216047, 'colsample_bytree': 0.6002857055363819, 'gamma': 3.530915666678368, 'reg_alpha': 0.9868290168218286, 'reg_lambda': 2.2835799948287585}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,701] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.02182861024686207, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7727331334185601, 'colsample_bytree': 0.608513212560919, 'gamma': 2.9317290990680998, 'reg_alpha': 0.8294561992504039, 'reg_lambda': 1.2361453614545348}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,739] Trial 14 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 27, 'learning_rate': 0.021592506188080555, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6112098004550425, 'colsample_bytree': 0.6019966001972044, 'gamma': 1.0759615879706654, 'reg_alpha': 0.7794922186561707, 'reg_lambda': 1.2574047460622495}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,827] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.017453369818078063, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7635879672991943, 'colsample_bytree': 0.752653017695066, 'gamma': 2.6683060821402753, 'reg_alpha': 0.5310760741655572, 'reg_lambda': 0.6999057212217382}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,920] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.07380247526242527, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.7831935274927876, 'colsample_bytree': 0.6693921873344804, 'gamma': 2.586634466030454, 'reg_alpha': 0.8272417150506441, 'reg_lambda': 1.5425068328135247}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:24,971] Trial 17 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.049461602357057266, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8662991997115153, 'colsample_bytree': 0.6398076643761446, 'gamma': 0.03792753059204185, 'reg_alpha': 0.524999074277203, 'reg_lambda': 0.9568691830740286}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,194] Trial 18 finished with value: 0.6875 and parameters: {'n_estimators': 158, 'learning_rate': 0.15154461382713755, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6002199614657652, 'colsample_bytree': 0.8360885294418806, 'gamma': 1.1217477376307285, 'reg_alpha': 0.8423397554772788, 'reg_lambda': 1.5548609461057705}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,324] Trial 19 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.0363129207926053, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7971964821326181, 'colsample_bytree': 0.7152105030497042, 'gamma': 2.062433768965558, 'reg_alpha': 0.6699884111772905, 'reg_lambda': 0.9846302026529118}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,376] Trial 20 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 59, 'learning_rate': 0.07452613526056903, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7433204059860382, 'colsample_bytree': 0.9968787796117037, 'gamma': 3.008215308375565, 'reg_alpha': 0.5811748700079368, 'reg_lambda': 1.6154689596833016}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,426] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 47, 'learning_rate': 0.02277015755694241, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8805231567068582, 'colsample_bytree': 0.6011723879869382, 'gamma': 3.6157253867166994, 'reg_alpha': 0.923514857472321, 'reg_lambda': 2.244086504269597}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,516] Trial 22 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.02881027577943314, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8262011363859922, 'colsample_bytree': 0.6397864746234279, 'gamma': 3.7716200106783173, 'reg_alpha': 0.9794349488485249, 'reg_lambda': 2.291569041843661}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,562] Trial 23 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.036617559934763004, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9161279488950798, 'colsample_bytree': 0.6419645226713121, 'gamma': 4.093536048756287, 'reg_alpha': 0.752562505054845, 'reg_lambda': 1.346539349710701}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,626] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 111, 'learning_rate': 0.018435887916315508, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7933142697782052, 'colsample_bytree': 0.7736066371067669, 'gamma': 2.8526359392310465, 'reg_alpha': 0.8688021921622349, 'reg_lambda': 1.7810047859145224}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,662] Trial 25 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.011190242895417979, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8365021294879814, 'colsample_bytree': 0.6455361286517408, 'gamma': 2.411559366833909, 'reg_alpha': 0.40457367105929365, 'reg_lambda': 0.5081480776082952}. Best is trial 0 with value: 0.7261904761904763.
[I 2025-11-03 19:18:25,715] Trial 26 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 42, 'learning_rate': 0.02977705308803198, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7269460432638537, 'colsample_bytree': 0.7063770398534567, 'gamma': 4.508390475058039, 'reg_alpha': 0.8940721233255196, 'reg_lambda': 1.0584680032025262}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:25,768] Trial 27 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 84, 'learning_rate': 0.0774612637375945, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7284614512149044, 'colsample_bytree': 0.7186435422593642, 'gamma': 4.610081229307891, 'reg_alpha': 0.7717547785911186, 'reg_lambda': 1.0682177837181468}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:25,818] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.0421382224925813, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6292814711534448, 'colsample_bytree': 0.7523151312529939, 'gamma': 1.7743449050871234, 'reg_alpha': 0.8716180219235012, 'reg_lambda': 1.4474329083813684}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:25,931] Trial 29 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 120, 'learning_rate': 0.015959557457108278, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6515367540881494, 'colsample_bytree': 0.6864690871437854, 'gamma': 4.8638366514038065, 'reg_alpha': 0.4109508168667631, 'reg_lambda': 1.0945657192556641}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,005] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 160, 'learning_rate': 0.06536689584862229, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9997891352715295, 'colsample_bytree': 0.8122287735457997, 'gamma': 1.0074906960009928, 'reg_alpha': 0.6960506954646091, 'reg_lambda': 0.8433855401972912}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,049] Trial 31 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.028640044428939544, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8132770520266771, 'colsample_bytree': 0.6310773678169311, 'gamma': 4.279914847367395, 'reg_alpha': 0.9290868317322407, 'reg_lambda': 2.0570969175147216}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,200] Trial 32 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.031227175249835943, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.962071948752754, 'colsample_bytree': 0.6954610751652732, 'gamma': 3.5943764304784414, 'reg_alpha': 0.8164574604755672, 'reg_lambda': 1.835987037015691}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,246] Trial 33 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 28, 'learning_rate': 0.013844689109241947, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7301384443151593, 'colsample_bytree': 0.6697376583816613, 'gamma': 4.492552006042266, 'reg_alpha': 0.9015580423186778, 'reg_lambda': 1.151475657433548}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,309] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 78, 'learning_rate': 0.02247131515208828, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7683524657445114, 'colsample_bytree': 0.6276770344477427, 'gamma': 3.8461562270266936, 'reg_alpha': 0.9817400530471103, 'reg_lambda': 1.400160345804459}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,381] Trial 35 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.04305554444605561, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7088849929152226, 'colsample_bytree': 0.7349698922243233, 'gamma': 4.998758600557643, 'reg_alpha': 0.6153492830393277, 'reg_lambda': 1.6538783536645374}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,432] Trial 36 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 53, 'learning_rate': 0.06161609292782948, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8992501609170552, 'colsample_bytree': 0.6980030504364986, 'gamma': 3.275231465010345, 'reg_alpha': 0.7343548817691611, 'reg_lambda': 2.5927690811461543}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,517] Trial 37 finished with value: 0.699404761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.01918777263464001, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9668133046741229, 'colsample_bytree': 0.8770050429646202, 'gamma': 3.867925384734785, 'reg_alpha': 0.7990453109243415, 'reg_lambda': 1.9039387988705674}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,622] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 102, 'learning_rate': 0.013899449916745717, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7596423804644663, 'colsample_bytree': 0.6569929255762568, 'gamma': 0.6723663203802572, 'reg_alpha': 0.9475057872029959, 'reg_lambda': 0.7034870148323829}. Best is trial 26 with value: 0.7291666666666667.
[I 2025-11-03 19:18:26,666] Trial 39 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.09793483253833128, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8206239210769067, 'colsample_bytree': 0.6235633032181317, 'gamma': 4.377401126061081, 'reg_alpha': 0.881926146871836, 'reg_lambda': 1.426563874661129}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,737] Trial 40 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.10524540855408, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6797765470560022, 'colsample_bytree': 0.6191481854010416, 'gamma': 4.675957903096751, 'reg_alpha': 0.6691914933056456, 'reg_lambda': 1.3803760089659363}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,773] Trial 41 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.09516078793579995, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8165396323737779, 'colsample_bytree': 0.6785379313422151, 'gamma': 4.4003725155126645, 'reg_alpha': 0.8720937714980161, 'reg_lambda': 1.4997740035767226}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,821] Trial 42 finished with value: 0.755952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.09994974287963163, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8153266177963139, 'colsample_bytree': 0.6855942756068194, 'gamma': 4.246353171257309, 'reg_alpha': 0.09627156857142483, 'reg_lambda': 1.2159750935063711}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,874] Trial 43 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 73, 'learning_rate': 0.15513632178895206, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8590084334059064, 'colsample_bytree': 0.6834817788635204, 'gamma': 4.328493264037938, 'reg_alpha': 0.3160671690582858, 'reg_lambda': 1.5037941002248603}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:26,958] Trial 44 finished with value: 0.699404761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.10172954170387849, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8804729351521526, 'colsample_bytree': 0.7122502702133485, 'gamma': 4.744588714567956, 'reg_alpha': 0.08959269652199259, 'reg_lambda': 1.6255185089945983}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,169] Trial 45 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 190, 'learning_rate': 0.1356996758251817, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8084214863721634, 'colsample_bytree': 0.7533213896087134, 'gamma': 4.103886127522569, 'reg_alpha': 0.06865560968819578, 'reg_lambda': 0.8582636619033195}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,364] Trial 46 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 241, 'learning_rate': 0.08901580043075105, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9269495639586006, 'colsample_bytree': 0.7339597831410195, 'gamma': 4.468956002559449, 'reg_alpha': 0.177291029579631, 'reg_lambda': 1.6828859976005506}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,438] Trial 47 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 21, 'learning_rate': 0.20835725482324394, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8283383404770253, 'colsample_bytree': 0.6592805389523291, 'gamma': 3.9695671292822983, 'reg_alpha': 0.8776477118269049, 'reg_lambda': 1.2412672548286567}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,480] Trial 48 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.19543479729355887, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8195101409924969, 'colsample_bytree': 0.6596495925388227, 'gamma': 4.287637337612321, 'reg_alpha': 0.8753670590408045, 'reg_lambda': 1.1728228250812103}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,520] Trial 49 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 21, 'learning_rate': 0.29979863735965395, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8267984305419338, 'colsample_bytree': 0.6589523983972644, 'gamma': 4.117473866481425, 'reg_alpha': 0.44113437740608225, 'reg_lambda': 1.2867445807173523}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,598] Trial 50 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 29, 'learning_rate': 0.1951813000782708, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8157308226072483, 'colsample_bytree': 0.6770031692001022, 'gamma': 4.309732537990157, 'reg_alpha': 0.33721041689891285, 'reg_lambda': 1.4690599293397113}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,643] Trial 51 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 36, 'learning_rate': 0.1858387153110144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7851847744247622, 'colsample_bytree': 0.6550740939810193, 'gamma': 4.825861085215263, 'reg_alpha': 0.8680810003707888, 'reg_lambda': 1.16419504200584}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,678] Trial 52 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.11611106488129064, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8423998611725293, 'colsample_bytree': 0.7049551639078472, 'gamma': 3.404742896824707, 'reg_alpha': 0.8902286568360976, 'reg_lambda': 1.0065594766796062}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,748] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.11173971804139894, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8453349968033788, 'colsample_bytree': 0.6211138203038864, 'gamma': 3.984461640048369, 'reg_alpha': 0.9551591192836711, 'reg_lambda': 0.957437557758501}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,788] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.12556816918183442, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8743139202465878, 'colsample_bytree': 0.673873234585287, 'gamma': 3.4414242642848265, 'reg_alpha': 0.8546978790055312, 'reg_lambda': 1.3143947525825919}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,831] Trial 55 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 30, 'learning_rate': 0.25112595731487747, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8545405185126907, 'colsample_bytree': 0.6894447726800266, 'gamma': 3.7136242896584872, 'reg_alpha': 0.7277824513497588, 'reg_lambda': 1.2224376900054559}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,901] Trial 56 finished with value: 0.699404761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.18153958538924977, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.803839350999535, 'colsample_bytree': 0.6525578672261949, 'gamma': 3.4517174398482893, 'reg_alpha': 0.7795048224701617, 'reg_lambda': 1.156340680990284}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:27,952] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.08979582491637204, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8956370990940816, 'colsample_bytree': 0.6133578517802682, 'gamma': 4.303573539311299, 'reg_alpha': 0.9019671824782188, 'reg_lambda': 0.8144438796332338}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,001] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 54, 'learning_rate': 0.16372297363500574, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8231787023033706, 'colsample_bytree': 0.6346319789348668, 'gamma': 3.9903513259806225, 'reg_alpha': 0.8235320110796298, 'reg_lambda': 1.0086004208315646}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,066] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 40, 'learning_rate': 0.2128198381170232, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7865840386549452, 'colsample_bytree': 0.6622859146651439, 'gamma': 3.227374159040104, 'reg_alpha': 0.5780844926233432, 'reg_lambda': 0.921269931932565}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,114] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.11936772279300518, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8327381181524213, 'colsample_bytree': 0.7193274957984774, 'gamma': 4.421959143087914, 'reg_alpha': 0.9531392356041783, 'reg_lambda': 1.3872470056049768}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,163] Trial 61 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.08434421283989314, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8059845338038816, 'colsample_bytree': 0.7706266672397419, 'gamma': 4.594298119884982, 'reg_alpha': 0.8900051264591106, 'reg_lambda': 1.0663571452903498}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,233] Trial 62 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 21, 'learning_rate': 0.26069370631526034, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7508097170672756, 'colsample_bytree': 0.7052369473156067, 'gamma': 3.982887870028501, 'reg_alpha': 0.9979587444037699, 'reg_lambda': 1.2667803743838957}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,279] Trial 63 finished with value: 0.6875 and parameters: {'n_estimators': 39, 'learning_rate': 0.13852366238227004, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8444352828052586, 'colsample_bytree': 0.7064339442720681, 'gamma': 4.272878962081346, 'reg_alpha': 0.8025869753719396, 'reg_lambda': 0.608481473632329}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,322] Trial 64 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 27, 'learning_rate': 0.06152517043317374, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7756681410596937, 'colsample_bytree': 0.6756741627623345, 'gamma': 4.7307457790932865, 'reg_alpha': 0.9092038059415575, 'reg_lambda': 1.0595361519989797}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,399] Trial 65 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.1691590745789364, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7977322438315889, 'colsample_bytree': 0.7452844575878182, 'gamma': 4.546899332785375, 'reg_alpha': 0.8336312612238858, 'reg_lambda': 1.5579718507486442}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,548] Trial 66 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.1169298130843725, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8662716793294596, 'colsample_bytree': 0.6461463636856434, 'gamma': 3.684302369029649, 'reg_alpha': 0.8700754470704206, 'reg_lambda': 1.1727658806204673}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,602] Trial 67 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 49, 'learning_rate': 0.21999662685311758, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.839491302849046, 'colsample_bytree': 0.7261931380044483, 'gamma': 4.1810363877079215, 'reg_alpha': 0.9316236141572223, 'reg_lambda': 0.8895617688993855}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,677] Trial 68 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 24, 'learning_rate': 0.0952605289686051, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8191639696849133, 'colsample_bytree': 0.6917217108405109, 'gamma': 4.451879756441982, 'reg_alpha': 0.7589904264930691, 'reg_lambda': 1.3337868637507}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,717] Trial 69 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.07987534420285239, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8207634837705635, 'colsample_bytree': 0.6928731041232267, 'gamma': 3.990923964713259, 'reg_alpha': 0.7503069167076591, 'reg_lambda': 1.7284659211654874}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,762] Trial 70 finished with value: 0.699404761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.0692977747345725, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8532719697073401, 'colsample_bytree': 0.6678821737718486, 'gamma': 4.820321312274545, 'reg_alpha': 0.7006998797203347, 'reg_lambda': 1.4515932061324426}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,839] Trial 71 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.08128111690672421, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8163382950947482, 'colsample_bytree': 0.6939641559259637, 'gamma': 3.9969853425585957, 'reg_alpha': 0.7439024673430348, 'reg_lambda': 1.7419971935902447}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,883] Trial 72 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 29, 'learning_rate': 0.09466994429739954, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.794843800767685, 'colsample_bytree': 0.6302034858918582, 'gamma': 4.169204830888898, 'reg_alpha': 0.7872427423047335, 'reg_lambda': 1.3224870484740907}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:28,994] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.10733235531646874, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8311436753693112, 'colsample_bytree': 0.6832000488068122, 'gamma': 3.7800912978625285, 'reg_alpha': 0.8460143052026396, 'reg_lambda': 1.8860752735109827}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,074] Trial 74 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.1083362556080091, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8371458496231448, 'colsample_bytree': 0.6800603757870326, 'gamma': 3.7978067780690967, 'reg_alpha': 0.8464244615545409, 'reg_lambda': 1.961864025310446}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,116] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 25, 'learning_rate': 0.14315237633781427, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8621457848491808, 'colsample_bytree': 0.608648399352765, 'gamma': 4.937456504968178, 'reg_alpha': 0.9577371214398229, 'reg_lambda': 1.565256339592686}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,166] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.0990850715481116, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8912014639892163, 'colsample_bytree': 0.6459020521419374, 'gamma': 3.5412798878974083, 'reg_alpha': 0.8786827508714089, 'reg_lambda': 2.1564388823609706}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,247] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 36, 'learning_rate': 0.1313907824571352, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7801019844509288, 'colsample_bytree': 0.6687659168325099, 'gamma': 4.390134723119216, 'reg_alpha': 0.8393423493670973, 'reg_lambda': 1.2284693308173473}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,300] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.0721030116640764, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.831522032459275, 'colsample_bytree': 0.6829565881915715, 'gamma': 3.383318849689685, 'reg_alpha': 0.9190444815311123, 'reg_lambda': 1.8282152286772098}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,345] Trial 79 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.05736707145584466, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8099977150364117, 'colsample_bytree': 0.6210038615404155, 'gamma': 3.056662983416622, 'reg_alpha': 0.4699086796534595, 'reg_lambda': 1.3969064369397304}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,423] Trial 80 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 49, 'learning_rate': 0.11868160583421718, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8488725535891243, 'colsample_bytree': 0.8450111411895638, 'gamma': 3.8570567614097127, 'reg_alpha': 0.8060776939222676, 'reg_lambda': 1.1211604404710387}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,536] Trial 81 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.08198351568672453, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.818130992858869, 'colsample_bytree': 0.7017336848924346, 'gamma': 4.168092148046504, 'reg_alpha': 0.6820714812652816, 'reg_lambda': 1.493093461492608}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,581] Trial 82 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.09236003982416847, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7952566309635933, 'colsample_bytree': 0.964924957923773, 'gamma': 4.0195958557232565, 'reg_alpha': 0.7716164942375654, 'reg_lambda': 1.7086584468623762}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,673] Trial 83 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.09260221105774957, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.790220921143154, 'colsample_bytree': 0.6507280845151047, 'gamma': 4.6159284605110615, 'reg_alpha': 0.6431280169578435, 'reg_lambda': 2.008006250923554}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,718] Trial 84 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.10594450201611574, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8270415729292294, 'colsample_bytree': 0.9217007102589008, 'gamma': 3.694879258696647, 'reg_alpha': 0.7730216255868498, 'reg_lambda': 1.8992119898189754}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,765] Trial 85 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.1253979077410316, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7720656748070611, 'colsample_bytree': 0.9867823348202037, 'gamma': 4.433744806008096, 'reg_alpha': 0.8515806259675779, 'reg_lambda': 1.6647620152126072}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,876] Trial 86 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.15494186883568345, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8036646655311519, 'colsample_bytree': 0.9753285050861803, 'gamma': 4.231752982011685, 'reg_alpha': 0.8868403470438194, 'reg_lambda': 1.3498089899266617}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,945] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 156, 'learning_rate': 0.0989409415043561, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7584005321249514, 'colsample_bytree': 0.847794182976614, 'gamma': 4.061609204670366, 'reg_alpha': 0.8157389377780712, 'reg_lambda': 1.6127058835451191}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:29,984] Trial 88 finished with value: 0.693452380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.2049226727178574, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8372691594379622, 'colsample_bytree': 0.8837334229877559, 'gamma': 3.8387898773343885, 'reg_alpha': 0.16966824388751778, 'reg_lambda': 1.0224904076224204}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,111] Trial 89 finished with value: 0.699404761904762 and parameters: {'n_estimators': 43, 'learning_rate': 0.1692937684678273, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.874201616616542, 'colsample_bytree': 0.9525005654682376, 'gamma': 2.762342893580829, 'reg_alpha': 0.9680530301319815, 'reg_lambda': 1.4284007981466342}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,149] Trial 90 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.2366998747818518, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8140318067348603, 'colsample_bytree': 0.6606802785407943, 'gamma': 3.5954953478050036, 'reg_alpha': 0.9275841059113232, 'reg_lambda': 1.5137385442978288}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,201] Trial 91 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 20, 'learning_rate': 0.27399729534645983, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7952662965908521, 'colsample_bytree': 0.663224434603981, 'gamma': 3.6305496141648965, 'reg_alpha': 0.908046603037082, 'reg_lambda': 1.5250601918183575}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,299] Trial 92 finished with value: 0.6875 and parameters: {'n_estimators': 31, 'learning_rate': 0.29576093549844384, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8123552009555794, 'colsample_bytree': 0.801001981687538, 'gamma': 2.4130206935602523, 'reg_alpha': 0.9288837482754951, 'reg_lambda': 1.2669311490310804}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,346] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.24077775974034402, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8269856486435628, 'colsample_bytree': 0.641251572845215, 'gamma': 3.3403593579366344, 'reg_alpha': 0.25491650680681266, 'reg_lambda': 1.8079837597933197}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,393] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.08618892861017287, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8471302374889775, 'colsample_bytree': 0.6891646457218257, 'gamma': 3.078900096179951, 'reg_alpha': 0.8654229194641502, 'reg_lambda': 1.347053842905925}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,543] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.14440026949243598, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8005102030063309, 'colsample_bytree': 0.6593342443643696, 'gamma': 4.380492120080582, 'reg_alpha': 0.9438526339864535, 'reg_lambda': 1.198058730727124}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,588] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.18955971108498432, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8191263025927495, 'colsample_bytree': 0.6348184741847196, 'gamma': 3.913065629040599, 'reg_alpha': 0.8886283556985253, 'reg_lambda': 1.6939558679604183}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,630] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.11178402111500514, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7862356448261062, 'colsample_bytree': 0.7143060117735304, 'gamma': 3.4989410850693297, 'reg_alpha': 0.047166778453167635, 'reg_lambda': 1.450635659825114}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,717] Trial 98 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.2275126908201185, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8568676311904265, 'colsample_bytree': 0.6771773491039812, 'gamma': 4.5235255936631, 'reg_alpha': 0.7646414761543538, 'reg_lambda': 1.5903872304132949}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,780] Trial 99 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 92, 'learning_rate': 0.12618846863971742, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.832307179060959, 'colsample_bytree': 0.6991518989183234, 'gamma': 4.688329090283902, 'reg_alpha': 0.13632872904801752, 'reg_lambda': 1.2969608818430838}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,832] Trial 100 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 59, 'learning_rate': 0.234573158812827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8119375631112865, 'colsample_bytree': 0.6520249826287737, 'gamma': 3.7409865809374336, 'reg_alpha': 0.3475922999047102, 'reg_lambda': 1.1190348535101164}. Best is trial 39 with value: 0.7827380952380952.
[I 2025-11-03 19:18:30,969] Trial 101 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.06715601646694108, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8169545042658259, 'colsample_bytree': 0.6829489297288494, 'gamma': 3.9633839515592966, 'reg_alpha': 0.7195752945670101, 'reg_lambda': 1.8716834388933974}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,011] Trial 102 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.05170724047467604, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8423977242193593, 'colsample_bytree': 0.7244725139434258, 'gamma': 4.084311814117877, 'reg_alpha': 0.7880450393718033, 'reg_lambda': 1.9302295969128511}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,055] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.07790323000061401, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8026559724038813, 'colsample_bytree': 0.6667458405187948, 'gamma': 4.232370427987017, 'reg_alpha': 0.818298120966027, 'reg_lambda': 1.752229543022547}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,147] Trial 104 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 36, 'learning_rate': 0.07029574030749611, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8204884408767296, 'colsample_bytree': 0.6859250630811522, 'gamma': 3.9150667168266766, 'reg_alpha': 0.8345058832146142, 'reg_lambda': 1.517304841825456}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,201] Trial 105 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.06491493386850572, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7766152121471335, 'colsample_bytree': 0.6739851188664282, 'gamma': 4.356766627258574, 'reg_alpha': 0.8549469187493604, 'reg_lambda': 1.8684213344801206}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,244] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 24, 'learning_rate': 0.08859867086796344, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8083968592480204, 'colsample_bytree': 0.7097466064703789, 'gamma': 4.0785376011079535, 'reg_alpha': 0.7271316922231067, 'reg_lambda': 2.1895016501777764}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,320] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.09812794717539182, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.8297031551149165, 'colsample_bytree': 0.7375287577449094, 'gamma': 3.7651252406901388, 'reg_alpha': 0.9833300553424371, 'reg_lambda': 1.997713804469808}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,361] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.20160967531622875, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8740441653604851, 'colsample_bytree': 0.6614516322510724, 'gamma': 4.220696593324255, 'reg_alpha': 0.7228618358356609, 'reg_lambda': 1.6290006882841084}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,517] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 122, 'learning_rate': 0.0748799004356307, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8381488276170355, 'colsample_bytree': 0.696669584903183, 'gamma': 3.5967924136489047, 'reg_alpha': 0.5689150566139771, 'reg_lambda': 1.210488171643677}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,596] Trial 110 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.057201287129837665, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7656005631074467, 'colsample_bytree': 0.6856511073722336, 'gamma': 4.500639227152245, 'reg_alpha': 0.9051773255275957, 'reg_lambda': 1.3647603038214198}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,641] Trial 111 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 22, 'learning_rate': 0.08343846928964145, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8159735741546952, 'colsample_bytree': 0.6961021475915319, 'gamma': 4.077571573416212, 'reg_alpha': 0.7488735374736727, 'reg_lambda': 1.7856127322773194}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,682] Trial 112 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.09459055919962289, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7938174575215572, 'colsample_bytree': 0.6772013156020525, 'gamma': 3.991383738766494, 'reg_alpha': 0.6494449797628103, 'reg_lambda': 1.7170321629542422}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,754] Trial 113 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 28, 'learning_rate': 0.11019062831177413, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.847830626541148, 'colsample_bytree': 0.767450635283186, 'gamma': 3.957621822044396, 'reg_alpha': 0.8010630672586502, 'reg_lambda': 2.036376351242687}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,799] Trial 114 finished with value: 0.699404761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.06610570553439539, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.822848314029935, 'colsample_bytree': 0.6929039055193007, 'gamma': 4.280526756466684, 'reg_alpha': 0.6185228594377321, 'reg_lambda': 2.1146178720229143}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,847] Trial 115 finished with value: 0.6875 and parameters: {'n_estimators': 36, 'learning_rate': 0.0458551175694032, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8059920649695202, 'colsample_bytree': 0.62367169016568, 'gamma': 1.8606020210866356, 'reg_alpha': 0.7421551243546947, 'reg_lambda': 1.8592431629729453}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,915] Trial 116 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.10448768630505204, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7823272602988649, 'colsample_bytree': 0.7204905695222288, 'gamma': 3.78172292341574, 'reg_alpha': 0.8769841082745273, 'reg_lambda': 2.945644850932635}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:31,963] Trial 117 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.08988897775909563, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8168278590601812, 'colsample_bytree': 0.6376535038703814, 'gamma': 4.427435358259059, 'reg_alpha': 0.6942314303729156, 'reg_lambda': 1.7755767233454696}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,007] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.175431518799865, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8596685962172672, 'colsample_bytree': 0.6710800863292967, 'gamma': 4.166071039079843, 'reg_alpha': 0.7693485330088135, 'reg_lambda': 1.4866297803616304}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,081] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.010300591109500844, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.827955934297728, 'colsample_bytree': 0.6490396222924499, 'gamma': 4.579812787564713, 'reg_alpha': 0.829625617298386, 'reg_lambda': 0.9701229250859471}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,127] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.07921061146221463, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7978306472783501, 'colsample_bytree': 0.7049067010849523, 'gamma': 3.8832068403572553, 'reg_alpha': 0.7130388116790611, 'reg_lambda': 1.9485566658032507}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,167] Trial 121 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 20, 'learning_rate': 0.09515751799407565, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7884369355366123, 'colsample_bytree': 0.6808771679185407, 'gamma': 4.014343665396376, 'reg_alpha': 0.6559106264262773, 'reg_lambda': 1.6914348861137485}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,234] Trial 122 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.10029024028861241, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7893013978918458, 'colsample_bytree': 0.6567264782427485, 'gamma': 4.307739333157448, 'reg_alpha': 0.6621387113103181, 'reg_lambda': 1.6730990711684817}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,272] Trial 123 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.11998082474908095, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7896564412096874, 'colsample_bytree': 0.656250119587875, 'gamma': 4.296175527531127, 'reg_alpha': 0.6788082257300745, 'reg_lambda': 1.6724014475180222}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,369] Trial 124 finished with value: 0.699404761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.11185797607907721, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8023770914060081, 'colsample_bytree': 0.614667700204818, 'gamma': 4.737153910636449, 'reg_alpha': 0.6182832721251235, 'reg_lambda': 1.547716326499003}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,458] Trial 125 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.1038814112696856, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.754009472628136, 'colsample_bytree': 0.6662102003574726, 'gamma': 4.111761305792847, 'reg_alpha': 0.9265152135956546, 'reg_lambda': 1.4175012131114388}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,502] Trial 126 finished with value: 0.693452380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.13090224423147112, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.834108458093448, 'colsample_bytree': 0.683591180389811, 'gamma': 4.418893709149598, 'reg_alpha': 0.6506356067429184, 'reg_lambda': 1.5916337240918907}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,546] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.09369745324566471, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7448632466185641, 'colsample_bytree': 0.6294473946922834, 'gamma': 3.653708656224567, 'reg_alpha': 0.8628279588104634, 'reg_lambda': 1.2478932551093247}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,622] Trial 128 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 23, 'learning_rate': 0.10190796110663243, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7798151505715981, 'colsample_bytree': 0.6435848849132669, 'gamma': 4.334533065334618, 'reg_alpha': 0.5499489396156894, 'reg_lambda': 1.109552536450591}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,733] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.11560411439764337, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.769179916210564, 'colsample_bytree': 0.6570304827333815, 'gamma': 3.1579381311158166, 'reg_alpha': 0.5996978833837635, 'reg_lambda': 1.3166847716596715}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,782] Trial 130 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.08565998253411566, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8093853587905967, 'colsample_bytree': 0.6753732653728594, 'gamma': 4.622101443411625, 'reg_alpha': 0.6634940809036769, 'reg_lambda': 1.6593889264583053}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,856] Trial 131 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.07355849383901536, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8216473851188081, 'colsample_bytree': 0.6871707406854061, 'gamma': 4.0341504182959085, 'reg_alpha': 0.706984445483335, 'reg_lambda': 1.722987647793614}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,926] Trial 132 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 142, 'learning_rate': 0.26003158562296796, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8240719559813142, 'colsample_bytree': 0.6825528843434492, 'gamma': 4.0347723824888995, 'reg_alpha': 0.6950456794615488, 'reg_lambda': 1.7040925045814537}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:32,974] Trial 133 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.07431432531978868, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.84104138024988, 'colsample_bytree': 0.6673222253027022, 'gamma': 4.208275032296919, 'reg_alpha': 0.8939679988489443, 'reg_lambda': 1.8375347940496067}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,052] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 28, 'learning_rate': 0.07335219625623386, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.851268845041387, 'colsample_bytree': 0.7039434603834268, 'gamma': 4.169114567746807, 'reg_alpha': 0.8841588995821397, 'reg_lambda': 1.8125807510350846}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,099] Trial 135 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 33, 'learning_rate': 0.059697406618164625, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8417232079804434, 'colsample_bytree': 0.6899859876681448, 'gamma': 3.9326875556431173, 'reg_alpha': 0.850132443886225, 'reg_lambda': 1.8683760872033273}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,143] Trial 136 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 25, 'learning_rate': 0.07073273352702389, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8346828762041989, 'colsample_bytree': 0.6692535757831587, 'gamma': 3.823156602787294, 'reg_alpha': 0.9122955781986106, 'reg_lambda': 1.0294297348020047}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,226] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 26, 'learning_rate': 0.07546208304504598, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.864926650847957, 'colsample_bytree': 0.6716779057476306, 'gamma': 3.399670741958486, 'reg_alpha': 0.9025993377564793, 'reg_lambda': 0.9992430348741512}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,273] Trial 138 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 36, 'learning_rate': 0.06635394664575359, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8353452817908074, 'colsample_bytree': 0.6635272694809993, 'gamma': 3.8162381080361802, 'reg_alpha': 0.9528860534652791, 'reg_lambda': 0.7907476509670593}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,444] Trial 139 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.054522525817554596, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8227466803130059, 'colsample_bytree': 0.6818409189060106, 'gamma': 3.588142392754884, 'reg_alpha': 0.9399288455711655, 'reg_lambda': 1.173914017374038}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,572] Trial 140 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.061154068981906735, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8451430755779044, 'colsample_bytree': 0.6474160805544367, 'gamma': 3.5148943350824413, 'reg_alpha': 0.8992515984801183, 'reg_lambda': 0.8992840469988161}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,614] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.06882356256197755, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8136543059418603, 'colsample_bytree': 0.6908299857480668, 'gamma': 3.7329265113852115, 'reg_alpha': 0.9190536838326202, 'reg_lambda': 1.0328158574510693}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,657] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.0723667081491046, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.812599210921963, 'colsample_bytree': 0.69150671549046, 'gamma': 3.770622246541511, 'reg_alpha': 0.9160883651621461, 'reg_lambda': 0.9389451514266174}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,726] Trial 143 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 29, 'learning_rate': 0.06807473539191551, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8142082431313293, 'colsample_bytree': 0.71342114741626, 'gamma': 3.69402632245979, 'reg_alpha': 0.9266079920903882, 'reg_lambda': 0.9377141451979942}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,779] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.07130325011654393, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8295263049284414, 'colsample_bytree': 0.6902166891223408, 'gamma': 3.78362387905013, 'reg_alpha': 0.9690286678001132, 'reg_lambda': 1.0526160002322051}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,823] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.07664259815677579, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8289195720616396, 'colsample_bytree': 0.6698082660726392, 'gamma': 3.8665481462179225, 'reg_alpha': 0.9665904221178139, 'reg_lambda': 0.7221717057575934}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,910] Trial 146 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 33, 'learning_rate': 0.06417352954592406, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.807889704841845, 'colsample_bytree': 0.6921254410742672, 'gamma': 3.7624560371097977, 'reg_alpha': 0.9807406078078726, 'reg_lambda': 1.0644533611079812}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:33,968] Trial 147 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 103, 'learning_rate': 0.07277298580096798, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8334563033184884, 'colsample_bytree': 0.6999991833768667, 'gamma': 3.8351229348614195, 'reg_alpha': 0.9104015989117993, 'reg_lambda': 1.1497774763146391}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,013] Trial 148 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.06915198425024582, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8197207101829703, 'colsample_bytree': 0.6780192696308284, 'gamma': 4.131179452676682, 'reg_alpha': 0.9408224009860836, 'reg_lambda': 1.0110941703911354}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,054] Trial 149 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 25, 'learning_rate': 0.0828764599258805, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8012610293125872, 'colsample_bytree': 0.6649870022467957, 'gamma': 3.9345431235560495, 'reg_alpha': 0.9972167113004061, 'reg_lambda': 0.8641428115153839}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,109] Trial 150 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 39, 'learning_rate': 0.04805295454048735, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8520687553978405, 'colsample_bytree': 0.6900039719688942, 'gamma': 3.6887615102054863, 'reg_alpha': 0.9160148533378365, 'reg_lambda': 1.1067029130246069}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,157] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.07926044155861862, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.812011097107635, 'colsample_bytree': 0.6851523287165764, 'gamma': 4.179651061751152, 'reg_alpha': 0.8771211738376965, 'reg_lambda': 1.0567332417838569}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,291] Trial 152 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.21285461291264318, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8252961804416202, 'colsample_bytree': 0.6746500067082907, 'gamma': 4.037253574657803, 'reg_alpha': 0.48989930635141465, 'reg_lambda': 1.2502618011652191}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,396] Trial 153 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.21029267539105348, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8252321677719722, 'colsample_bytree': 0.6004547882853498, 'gamma': 4.068810460133928, 'reg_alpha': 0.9682309063612032, 'reg_lambda': 1.2993167559825871}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,439] Trial 154 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.21449853589973641, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8261560797487004, 'colsample_bytree': 0.6165567519247489, 'gamma': 3.892056436688508, 'reg_alpha': 0.43343707578695867, 'reg_lambda': 1.3035534990824185}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,482] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.19312230182305912, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8405397205473423, 'colsample_bytree': 0.6380985956762705, 'gamma': 1.306542328147539, 'reg_alpha': 0.505496408586298, 'reg_lambda': 1.2259609705252381}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,627] Trial 156 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.2485548091392228, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8325737587672438, 'colsample_bytree': 0.652591598675562, 'gamma': 0.28819725330712975, 'reg_alpha': 0.958854074213315, 'reg_lambda': 1.3826998953167795}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,671] Trial 157 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.2805318056568382, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8207473577545762, 'colsample_bytree': 0.6069271207257788, 'gamma': 3.5413028249069414, 'reg_alpha': 0.4685427160761885, 'reg_lambda': 1.1744085266897293}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,714] Trial 158 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 28, 'learning_rate': 0.22683705166349444, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.813733211812108, 'colsample_bytree': 0.6038386126934393, 'gamma': 4.035527916515895, 'reg_alpha': 0.9741804626113295, 'reg_lambda': 1.2647975102114615}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,807] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 23, 'learning_rate': 0.20352525250963244, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8387164386771562, 'colsample_bytree': 0.6715225466999848, 'gamma': 3.7506220469630276, 'reg_alpha': 0.9338891629792351, 'reg_lambda': 1.4159073197208316}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,848] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.0573463757968214, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8283262297266775, 'colsample_bytree': 0.6271648654904958, 'gamma': 4.4937114518315795, 'reg_alpha': 0.8629635664143912, 'reg_lambda': 1.9213197081327962}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,885] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 21, 'learning_rate': 0.05679959412812033, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8259924544306553, 'colsample_bytree': 0.6617999654446971, 'gamma': 4.50280822692711, 'reg_alpha': 0.8638374086192575, 'reg_lambda': 1.9081370039780188}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:34,959] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.06299253085734309, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8181556143334661, 'colsample_bytree': 0.6258815022553967, 'gamma': 4.256572045754507, 'reg_alpha': 0.9169260258223687, 'reg_lambda': 1.9577240452973064}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,006] Trial 163 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.05293792496693056, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8306519667432157, 'colsample_bytree': 0.6327123868571678, 'gamma': 4.4116555109818, 'reg_alpha': 0.8845574295553171, 'reg_lambda': 1.0362181561601391}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,046] Trial 164 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 32, 'learning_rate': 0.07026284829887584, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8083104264878193, 'colsample_bytree': 0.6109888580101815, 'gamma': 4.102861767379226, 'reg_alpha': 0.8390259867344979, 'reg_lambda': 1.3533434064911753}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,125] Trial 165 finished with value: 0.761904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.20994712147719705, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8559041248564697, 'colsample_bytree': 0.6003552743886007, 'gamma': 3.9457010356953006, 'reg_alpha': 0.9006381187510366, 'reg_lambda': 2.4039588543054076}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,170] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.2161872530555205, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8566342203967904, 'colsample_bytree': 0.6010929510008549, 'gamma': 3.9778069482269696, 'reg_alpha': 0.9485771922129512, 'reg_lambda': 2.5209203434399523}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,207] Trial 167 finished with value: 0.699404761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.18729646692234003, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8474772603892375, 'colsample_bytree': 0.6905793968051526, 'gamma': 3.847396420843883, 'reg_alpha': 0.898445158924873, 'reg_lambda': 2.7406722559454924}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,319] Trial 168 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.17413251511945538, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.839427683458543, 'colsample_bytree': 0.7006123413437416, 'gamma': 3.631478568306452, 'reg_alpha': 0.9992043267411969, 'reg_lambda': 1.1267897249003511}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,364] Trial 169 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.2480186112106633, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8209693729003427, 'colsample_bytree': 0.6000182157981867, 'gamma': 4.192709810567937, 'reg_alpha': 0.9675114123855071, 'reg_lambda': 2.366761018845551}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,401] Trial 170 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.22105350167724294, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8015375428647217, 'colsample_bytree': 0.6746057822956633, 'gamma': 3.7583908874719456, 'reg_alpha': 0.9202038558093937, 'reg_lambda': 1.2886158303674144}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,476] Trial 171 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 24, 'learning_rate': 0.059288997011970074, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8322315148457999, 'colsample_bytree': 0.6121268946966908, 'gamma': 4.383566321368273, 'reg_alpha': 0.8628583053482999, 'reg_lambda': 0.9561233758859857}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,522] Trial 172 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.20796958465917056, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8254441661602717, 'colsample_bytree': 0.6183403297093191, 'gamma': 4.071292956616728, 'reg_alpha': 0.8913371293926537, 'reg_lambda': 1.461236645837961}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,567] Trial 173 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 28, 'learning_rate': 0.20385520331839474, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8103542690345702, 'colsample_bytree': 0.6169867949230594, 'gamma': 2.201332245938964, 'reg_alpha': 0.8882572932841352, 'reg_lambda': 1.4502383587331797}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,638] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.16198059424543101, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8442542093002259, 'colsample_bytree': 0.6212066580410304, 'gamma': 3.9296504016880993, 'reg_alpha': 0.9410944430045515, 'reg_lambda': 1.502556410361053}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,790] Trial 175 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 172, 'learning_rate': 0.23799911034629614, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8184047761161248, 'colsample_bytree': 0.6413729247716886, 'gamma': 4.059268774898534, 'reg_alpha': 0.8977580682278409, 'reg_lambda': 1.3405100147029299}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,829] Trial 176 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 37, 'learning_rate': 0.18292730277796784, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8686460628679883, 'colsample_bytree': 0.6660315054535481, 'gamma': 4.231482972065882, 'reg_alpha': 0.49358089040701064, 'reg_lambda': 1.221822330095585}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,907] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.2059191829350208, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8242201740304137, 'colsample_bytree': 0.6073290516716889, 'gamma': 4.100212997132705, 'reg_alpha': 0.8218011963267671, 'reg_lambda': 1.457499693726778}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,956] Trial 178 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.23514420662871335, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8358317238530679, 'colsample_bytree': 0.6767853982392429, 'gamma': 3.828167992032887, 'reg_alpha': 0.8447615112967375, 'reg_lambda': 1.0830651621050935}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:35,995] Trial 179 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 24, 'learning_rate': 0.07518833084256314, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8572754570049945, 'colsample_bytree': 0.6519093476436539, 'gamma': 3.983424595037927, 'reg_alpha': 0.8819963441773158, 'reg_lambda': 1.3839997386483416}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,070] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.2685571015150227, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8127018505738499, 'colsample_bytree': 0.7088406163975396, 'gamma': 3.9097474030251584, 'reg_alpha': 0.9175412250240311, 'reg_lambda': 1.5466434157221962}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,205] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.06800670105003444, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8277662216857862, 'colsample_bytree': 0.6156919844942429, 'gamma': 4.338520782551189, 'reg_alpha': 0.8688519021259946, 'reg_lambda': 1.2545978485916256}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,250] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.06662965518780042, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8260156833621675, 'colsample_bytree': 0.618480418203262, 'gamma': 4.310421937658716, 'reg_alpha': 0.9046040736960513, 'reg_lambda': 1.281187917290478}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,331] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.06641065670451075, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.825083801808343, 'colsample_bytree': 0.6250367419140836, 'gamma': 4.301198427052977, 'reg_alpha': 0.9380496840964362, 'reg_lambda': 1.2689719745217989}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,377] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.06337833542975552, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8067373795206588, 'colsample_bytree': 0.6419870988102361, 'gamma': 4.352021102683259, 'reg_alpha': 0.9287631606674537, 'reg_lambda': 1.2676133534673188}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,424] Trial 185 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.06442705497466547, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8200014686218431, 'colsample_bytree': 0.6231494317035988, 'gamma': 4.3160555408425365, 'reg_alpha': 0.8651315202214527, 'reg_lambda': 1.326985080736271}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,492] Trial 186 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 27, 'learning_rate': 0.06962103914032093, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7998139857657818, 'colsample_bytree': 0.6129160394827049, 'gamma': 4.55402067777175, 'reg_alpha': 0.881235481447521, 'reg_lambda': 1.2174544143293664}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,544] Trial 187 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.08339989108534142, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8236075302555221, 'colsample_bytree': 0.6322760271313257, 'gamma': 4.229041700324956, 'reg_alpha': 0.9098221287251247, 'reg_lambda': 1.2656310048873165}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,583] Trial 188 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.0670665693300912, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8337668600117423, 'colsample_bytree': 0.6232183689290088, 'gamma': 4.16565261241054, 'reg_alpha': 0.8406097702623836, 'reg_lambda': 1.3867252709204403}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,658] Trial 189 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.06119590870413442, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.835227268396358, 'colsample_bytree': 0.6194074752547917, 'gamma': 4.435052789313475, 'reg_alpha': 0.8051099852620479, 'reg_lambda': 1.3698230024306741}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,704] Trial 190 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.06767908050206162, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8466845785098736, 'colsample_bytree': 0.6339977401867635, 'gamma': 4.1745231190623215, 'reg_alpha': 0.8451643050208927, 'reg_lambda': 1.1864370339524681}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,750] Trial 191 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.07751869422314978, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8159562077922529, 'colsample_bytree': 0.6209746208133762, 'gamma': 4.284049282059001, 'reg_alpha': 0.823003001306441, 'reg_lambda': 1.4295972043959633}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,828] Trial 192 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.07251778216589827, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8275396042472287, 'colsample_bytree': 0.6098128781600791, 'gamma': 4.1215415811395415, 'reg_alpha': 0.8724544732214735, 'reg_lambda': 1.296457762052125}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,867] Trial 193 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 25, 'learning_rate': 0.08672551076248834, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8383102226818243, 'colsample_bytree': 0.62734149527601, 'gamma': 4.654588446202826, 'reg_alpha': 0.9427576590997875, 'reg_lambda': 1.3234735810660856}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:36,919] Trial 194 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.08919732174602016, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8396791810771687, 'colsample_bytree': 0.6277509132881545, 'gamma': 4.824117693355615, 'reg_alpha': 0.9465764403731742, 'reg_lambda': 1.3321194985589886}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,000] Trial 195 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 81, 'learning_rate': 0.08142214595646054, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8333806564946636, 'colsample_bytree': 0.6370032741772743, 'gamma': 4.661731894466213, 'reg_alpha': 0.9033026673460114, 'reg_lambda': 1.494425908654406}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,072] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.06671683618646046, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8220920420233064, 'colsample_bytree': 0.6156773683952856, 'gamma': 4.579232863951075, 'reg_alpha': 0.9331568808354225, 'reg_lambda': 1.3862733517379275}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,147] Trial 197 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.08800671042552434, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8423765502623073, 'colsample_bytree': 0.615471557608067, 'gamma': 4.6094253362189725, 'reg_alpha': 0.8503896951553552, 'reg_lambda': 1.3944796970995545}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,219] Trial 198 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.07855283699980474, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8247062893702377, 'colsample_bytree': 0.6256915276850815, 'gamma': 4.725708865416939, 'reg_alpha': 0.9530408096483453, 'reg_lambda': 1.4153038292877294}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,260] Trial 199 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.06280895061527876, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8331482085129186, 'colsample_bytree': 0.646638208908111, 'gamma': 4.4248843486205445, 'reg_alpha': 0.7905855873047442, 'reg_lambda': 1.313023808919865}. Best is trial 101 with value: 0.7886904761904763.
[I 2025-11-03 19:18:37,263] A new study created in memory with name: no-name-8929a48b-8936-4cad-af2c-8483038e9103
[I 2025-11-03 19:18:37,333] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.017291685785933267, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8812943689161744, 'colsample_bytree': 0.7072405780542007, 'gamma': 1.168515351968531, 'reg_alpha': 0.7371957876430042, 'reg_lambda': 0.8049021776691224}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:18:37,437] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.09143206226213549, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9331627519173551, 'colsample_bytree': 0.7807050962936697, 'gamma': 1.1824505997453612, 'reg_alpha': 0.525169403801265, 'reg_lambda': 2.54572822989782}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:18:37,498] Trial 2 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.02506495591361398, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9488878481323586, 'colsample_bytree': 0.9297982038364225, 'gamma': 4.380707576390755, 'reg_alpha': 0.39616035632489877, 'reg_lambda': 1.700552736855128}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,715] Trial 3 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 139, 'learning_rate': 0.08161551208859288, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8857366172506345, 'colsample_bytree': 0.6827254349353185, 'gamma': 2.8601130435162503, 'reg_alpha': 0.15266779634643424, 'reg_lambda': 0.5654044464280732}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,821] Trial 4 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 147, 'learning_rate': 0.02069699682050146, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9683671398476645, 'colsample_bytree': 0.6885286200961007, 'gamma': 1.6090363724662233, 'reg_alpha': 0.19598732314502343, 'reg_lambda': 1.7975339693825254}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,916] Trial 5 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 237, 'learning_rate': 0.022842592489262202, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7484202931604975, 'colsample_bytree': 0.9983946986903482, 'gamma': 0.5248371539149849, 'reg_alpha': 0.9361314096954827, 'reg_lambda': 0.9409428454728894}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:37,940] Trial 6 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.02422266536324773, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6864304004297243, 'colsample_bytree': 0.715230287792632, 'gamma': 3.8535867091973586, 'reg_alpha': 0.30996133160044426, 'reg_lambda': 1.379180683483209}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,028] Trial 7 finished with value: 0.636904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.0323902138280317, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7787362027113539, 'colsample_bytree': 0.7967296246429726, 'gamma': 0.36201820709061194, 'reg_alpha': 0.17651088303812545, 'reg_lambda': 2.450452739431519}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,109] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.14338280104879764, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9218641810760717, 'colsample_bytree': 0.7476029735006035, 'gamma': 4.327955964191918, 'reg_alpha': 0.3502516523134055, 'reg_lambda': 2.136685269700891}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,178] Trial 9 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.06253165863850779, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7575645847536248, 'colsample_bytree': 0.604761224652779, 'gamma': 2.616910007698421, 'reg_alpha': 0.030792385798856348, 'reg_lambda': 1.0353798608660012}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,287] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.2888410326254645, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9936297896346845, 'colsample_bytree': 0.9217513223441026, 'gamma': 3.5791194153714314, 'reg_alpha': 0.5581809061142712, 'reg_lambda': 1.6095340641102225}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,458] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.011069289120819661, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6218035913491777, 'colsample_bytree': 0.9806385323790047, 'gamma': 4.931556914328384, 'reg_alpha': 0.9374066562956938, 'reg_lambda': 1.1965452307152835}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,547] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 247, 'learning_rate': 0.03896426813497635, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8300920347126959, 'colsample_bytree': 0.8904253756492863, 'gamma': 1.9687663476999995, 'reg_alpha': 0.9968736360616486, 'reg_lambda': 2.9906543793558793}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,642] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.04225029848167981, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8457489677055073, 'colsample_bytree': 0.875234188985851, 'gamma': 2.1217534282716133, 'reg_alpha': 0.6958831630199047, 'reg_lambda': 2.9240683248240034}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,721] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 170, 'learning_rate': 0.010534084407846481, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8289574543286143, 'colsample_bytree': 0.8686757736293297, 'gamma': 3.05007189727949, 'reg_alpha': 0.7408057222443487, 'reg_lambda': 2.028463439756679}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,800] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 205, 'learning_rate': 0.04205873370110657, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.711488457882811, 'colsample_bytree': 0.9109686091160833, 'gamma': 1.7768878891593294, 'reg_alpha': 0.41472254910295225, 'reg_lambda': 2.962782030543587}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,877] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.036644663441554745, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8136389995026467, 'colsample_bytree': 0.8424703621339361, 'gamma': 4.930764630614422, 'reg_alpha': 0.6096997607886582, 'reg_lambda': 2.284805833145508}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:38,982] Trial 17 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 249, 'learning_rate': 0.01514962042359245, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8864832535462862, 'colsample_bytree': 0.9567963443501021, 'gamma': 3.7207027648726596, 'reg_alpha': 0.8359319936647549, 'reg_lambda': 1.7897550460977507}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,045] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.058887118254988643, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9454055314468137, 'colsample_bytree': 0.9284754135932428, 'gamma': 3.1450455518831024, 'reg_alpha': 0.43877104568801034, 'reg_lambda': 2.599752002882712}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,172] Trial 19 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 203, 'learning_rate': 0.13918535319468492, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9989078232759481, 'colsample_bytree': 0.8403291141653424, 'gamma': 2.133212203852054, 'reg_alpha': 0.29561048318204425, 'reg_lambda': 1.4729528544450428}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,238] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.02941987364620888, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6003332536115609, 'colsample_bytree': 0.877119825185632, 'gamma': 4.212722888708425, 'reg_alpha': 0.6223220513840781, 'reg_lambda': 2.0309205358636593}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,338] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.026805337700331288, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7201704414228393, 'colsample_bytree': 0.9924635389516459, 'gamma': 0.15329289474321284, 'reg_alpha': 0.9927887491918289, 'reg_lambda': 0.9044082819059276}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,482] Trial 22 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 222, 'learning_rate': 0.013954572930032773, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6683138703766147, 'colsample_bytree': 0.957703247978387, 'gamma': 0.8886553834897137, 'reg_alpha': 0.984966745785365, 'reg_lambda': 0.5450714007640811}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,567] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.026222180911497694, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7252850805796931, 'colsample_bytree': 0.953144876595926, 'gamma': 0.0951447636097913, 'reg_alpha': 0.8375738784807292, 'reg_lambda': 1.2372450324478081}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,739] Trial 24 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.045962790008812655, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7893598858732658, 'colsample_bytree': 0.8964696700217277, 'gamma': 2.224198730191717, 'reg_alpha': 0.8548088698388866, 'reg_lambda': 1.6684482087848262}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,881] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.01813208160209997, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8567610374304298, 'colsample_bytree': 0.8376015447531318, 'gamma': 1.4361548856553539, 'reg_alpha': 0.8995588561407932, 'reg_lambda': 2.7805796238572933}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:39,965] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.03111405641123185, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6718708157639848, 'colsample_bytree': 0.9937507235032789, 'gamma': 0.827708090126108, 'reg_alpha': 0.9970812475071297, 'reg_lambda': 0.8504098144307697}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:40,020] Trial 27 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.07124005660526697, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6449817977493864, 'colsample_bytree': 0.9421028614890076, 'gamma': 3.2556008692884726, 'reg_alpha': 0.77551386817773, 'reg_lambda': 2.311161960357257}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:40,122] Trial 28 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.049371925622609086, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7070841023261869, 'colsample_bytree': 0.9675477265635128, 'gamma': 4.516359171736242, 'reg_alpha': 0.6439195113043865, 'reg_lambda': 1.8668740082703152}. Best is trial 2 with value: 0.7113095238095238.
[I 2025-11-03 19:18:40,214] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.017979678931308626, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8972519234486033, 'colsample_bytree': 0.9039170652565752, 'gamma': 2.5556065545746254, 'reg_alpha': 0.45260120170542645, 'reg_lambda': 0.6726969943557193}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,306] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.013685516185568555, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9102819356325454, 'colsample_bytree': 0.8941614075071863, 'gamma': 2.65842628077255, 'reg_alpha': 0.45710647931761145, 'reg_lambda': 0.7029275862159329}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,464] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.014308279727375727, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9105217656706893, 'colsample_bytree': 0.8950160263861442, 'gamma': 2.442980854959403, 'reg_alpha': 0.46425716921659405, 'reg_lambda': 0.7029539110279004}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,562] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.01281969627529986, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9103809445763961, 'colsample_bytree': 0.856313458285676, 'gamma': 2.4735406539723885, 'reg_alpha': 0.46030313512568316, 'reg_lambda': 0.6545572882251746}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,649] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.013091208276352044, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9135283640762875, 'colsample_bytree': 0.818495843880332, 'gamma': 2.4942339020235447, 'reg_alpha': 0.484631641886329, 'reg_lambda': 0.6453034743289499}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,771] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.016953555033026122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9052369168238271, 'colsample_bytree': 0.7737222280236973, 'gamma': 2.436615346364731, 'reg_alpha': 0.5168794276830162, 'reg_lambda': 0.7230770297816642}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,860] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.0178843436465826, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8708710025942048, 'colsample_bytree': 0.7659888124442317, 'gamma': 2.8428224762266083, 'reg_alpha': 0.5525574281887251, 'reg_lambda': 0.69821455041485}. Best is trial 29 with value: 0.7261904761904762.
[I 2025-11-03 19:18:40,943] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.010047352622520125, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9655148679334159, 'colsample_bytree': 0.8095698066156647, 'gamma': 2.4494974194216352, 'reg_alpha': 0.5011842834125185, 'reg_lambda': 0.5036666782907523}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:18:41,117] Trial 37 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.010269411720683377, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9680521579853695, 'colsample_bytree': 0.8106667025318174, 'gamma': 3.411932784448173, 'reg_alpha': 0.3577066947408192, 'reg_lambda': 0.5464138053937566}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:18:41,423] Trial 38 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 161, 'learning_rate': 0.010053506599789019, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9683468678861691, 'colsample_bytree': 0.8196812154616261, 'gamma': 3.3220540496226296, 'reg_alpha': 0.27532334918802903, 'reg_lambda': 0.5219254881964019}. Best is trial 38 with value: 0.7470238095238095.
[I 2025-11-03 19:18:41,505] Trial 39 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.010495209357352387, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9653777467238929, 'colsample_bytree': 0.7260178059318408, 'gamma': 3.428027853483717, 'reg_alpha': 0.24552334527016778, 'reg_lambda': 0.5007518826367119}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,622] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 145, 'learning_rate': 0.010063806190077145, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9650628851245459, 'colsample_bytree': 0.7105278558245443, 'gamma': 4.002062219148066, 'reg_alpha': 0.23965903027606422, 'reg_lambda': 0.5100859843180944}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,706] Trial 41 finished with value: 0.738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.011818276308989682, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9725003665119984, 'colsample_bytree': 0.7450156363683483, 'gamma': 3.415369840786331, 'reg_alpha': 0.37644603923786074, 'reg_lambda': 0.9716628952885874}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,783] Trial 42 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 157, 'learning_rate': 0.011773110860232566, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9697981655314463, 'colsample_bytree': 0.7406804652915749, 'gamma': 3.4130747512284008, 'reg_alpha': 0.07573882293914508, 'reg_lambda': 1.0771868781496237}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,895] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.02118451593695601, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9375233246612829, 'colsample_bytree': 0.7952466270989393, 'gamma': 3.4776661217108247, 'reg_alpha': 0.3461868509390955, 'reg_lambda': 0.8255238390930857}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:41,972] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.011342685174168908, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9759115515542272, 'colsample_bytree': 0.6605600878408887, 'gamma': 2.899684142772824, 'reg_alpha': 0.2406330589161298, 'reg_lambda': 0.5033471723323696}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,041] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.015764908315017267, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9552741806483372, 'colsample_bytree': 0.8075549538389781, 'gamma': 3.998415907941978, 'reg_alpha': 0.3693501386998124, 'reg_lambda': 1.0075554279754275}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,152] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.010271189867791157, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9341341716166027, 'colsample_bytree': 0.7337473283670773, 'gamma': 3.640174760058635, 'reg_alpha': 0.27377791004204, 'reg_lambda': 0.8208973942351212}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,236] Trial 47 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.012106529129301801, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9819189350316204, 'colsample_bytree': 0.6604820008616965, 'gamma': 3.29883249489846, 'reg_alpha': 0.11316396310106211, 'reg_lambda': 1.2144826018565826}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,312] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.02049006326404156, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9876936503283942, 'colsample_bytree': 0.7631594778865689, 'gamma': 2.9835548603293693, 'reg_alpha': 0.19371114081500562, 'reg_lambda': 0.9548424835641265}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,423] Trial 49 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.020335131429056463, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.951370842977798, 'colsample_bytree': 0.7629412714434209, 'gamma': 2.976848455398814, 'reg_alpha': 0.17000498014527038, 'reg_lambda': 0.604652638110914}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,575] Trial 50 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 116, 'learning_rate': 0.010037709724188918, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9825551386691083, 'colsample_bytree': 0.7908906604421816, 'gamma': 3.8258502251147846, 'reg_alpha': 0.2235511096589685, 'reg_lambda': 1.1020496173954526}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,660] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.01201705639697002, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9951120611988962, 'colsample_bytree': 0.8159482593306638, 'gamma': 2.7983369114217287, 'reg_alpha': 0.3301375613163165, 'reg_lambda': 0.8064177604457561}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,772] Trial 52 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.016049510991558734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.994586383073538, 'colsample_bytree': 0.8118843762521729, 'gamma': 3.0952646063316767, 'reg_alpha': 0.32789084813624203, 'reg_lambda': 0.7794706771496615}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,852] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.012770909165964501, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9567719864769133, 'colsample_bytree': 0.8261029744086154, 'gamma': 2.752032879753286, 'reg_alpha': 0.14057600560455064, 'reg_lambda': 0.5808886367435291}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:42,922] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.10065914658452282, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9274434607420113, 'colsample_bytree': 0.8270096695677248, 'gamma': 2.7461696654671615, 'reg_alpha': 0.0535447752311658, 'reg_lambda': 0.9174121148849448}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,044] Trial 55 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 104, 'learning_rate': 0.02254612252185215, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9510264853251809, 'colsample_bytree': 0.6886825575332134, 'gamma': 1.8626696255953663, 'reg_alpha': 0.11873625239390004, 'reg_lambda': 0.7770672613983798}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,121] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.014726442436689718, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9980183198819179, 'colsample_bytree': 0.7894208840607604, 'gamma': 3.197126264275812, 'reg_alpha': 0.19711672388848633, 'reg_lambda': 1.3285157228804223}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,184] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.24493116087230096, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.956463830600458, 'colsample_bytree': 0.8556858673336081, 'gamma': 2.265759642699986, 'reg_alpha': 0.28277849426313595, 'reg_lambda': 0.6005541613108405}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,284] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 94, 'learning_rate': 0.012506959435281115, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9369749768711493, 'colsample_bytree': 0.7260129963829346, 'gamma': 2.8995431943696177, 'reg_alpha': 0.13770249398546827, 'reg_lambda': 0.5909297425326252}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:18:43,420] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 77, 'learning_rate': 0.01947531078900307, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9884276740477498, 'colsample_bytree': 0.7553257319261122, 'gamma': 2.682794209891657, 'reg_alpha': 0.40450588003021737, 'reg_lambda': 0.8665255224315549}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:18:43,475] Trial 60 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.01132832898343912, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9615780848057927, 'colsample_bytree': 0.6953299382402638, 'gamma': 2.297149330692159, 'reg_alpha': 0.01708177166901853, 'reg_lambda': 0.8849635020934156}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:18:43,561] Trial 61 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 59, 'learning_rate': 0.011357947471081284, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9613354400309466, 'colsample_bytree': 0.698977353478873, 'gamma': 1.6532466041143519, 'reg_alpha': 0.0035848447541492745, 'reg_lambda': 0.7768168256912578}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,623] Trial 62 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.01161571826098194, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9255601880088695, 'colsample_bytree': 0.6842588637577506, 'gamma': 1.7474905249550852, 'reg_alpha': 0.001054189278744816, 'reg_lambda': 0.8718332449036791}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,785] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.013433549052217207, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9437313025474118, 'colsample_bytree': 0.6946767610647179, 'gamma': 1.5277385654794973, 'reg_alpha': 0.015823010846698418, 'reg_lambda': 0.8797793636744544}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,867] Trial 64 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.015297600953093652, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9824320281973197, 'colsample_bytree': 0.6687002643831085, 'gamma': 1.3026394549786395, 'reg_alpha': 0.07977811219065553, 'reg_lambda': 1.1216253923441029}. Best is trial 61 with value: 0.7678571428571428.
[I 2025-11-03 19:18:43,909] Trial 65 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.015670269697909266, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9865770168789672, 'colsample_bytree': 0.6634544636429553, 'gamma': 1.2948536335786962, 'reg_alpha': 0.06994150334765939, 'reg_lambda': 1.1386069333946205}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:43,971] Trial 66 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.019706855515615632, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.999958629052473, 'colsample_bytree': 0.6330449901925096, 'gamma': 1.7005792181565953, 'reg_alpha': 0.005201380967421825, 'reg_lambda': 1.4986652329958234}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,052] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.011313327993260933, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9218365859770777, 'colsample_bytree': 0.6368945623355837, 'gamma': 0.9717467860723448, 'reg_alpha': 0.03660834088152513, 'reg_lambda': 1.0348141667411497}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,107] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.014004689075488084, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8876600172324267, 'colsample_bytree': 0.6991009717668011, 'gamma': 2.0008671816201336, 'reg_alpha': 0.41190487541589116, 'reg_lambda': 1.1548745379828211}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,156] Trial 69 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.017495838501217113, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9842646918493128, 'colsample_bytree': 0.7205433504528543, 'gamma': 1.296237760167984, 'reg_alpha': 0.08063567634845858, 'reg_lambda': 0.7670349576170807}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,225] Trial 70 finished with value: 0.711309523809524 and parameters: {'n_estimators': 23, 'learning_rate': 0.011553444766431052, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7568009781335157, 'colsample_bytree': 0.6810409939804956, 'gamma': 1.9377539863637183, 'reg_alpha': 0.048087349431239046, 'reg_lambda': 0.8986500446959331}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,271] Trial 71 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.015644348218475865, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9858204725979581, 'colsample_bytree': 0.6665610858604439, 'gamma': 1.13508465862652, 'reg_alpha': 0.09049644779510818, 'reg_lambda': 1.0561795053551992}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,333] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.014747623231147504, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9807853796151635, 'colsample_bytree': 0.6456904717009804, 'gamma': 0.7109770668258293, 'reg_alpha': 0.007057310569862164, 'reg_lambda': 1.308191307443403}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,438] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.023877891400747798, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9594045675464998, 'colsample_bytree': 0.6151606042723912, 'gamma': 1.3982924887522736, 'reg_alpha': 0.061577445957075025, 'reg_lambda': 1.409336005507146}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,500] Trial 74 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 73, 'learning_rate': 0.01869958949021017, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9446171680717932, 'colsample_bytree': 0.6745733239306639, 'gamma': 1.553268315582335, 'reg_alpha': 0.08918195649115389, 'reg_lambda': 1.1046577568196123}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,547] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.016859566722398887, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9914485974086404, 'colsample_bytree': 0.699767329463021, 'gamma': 1.7066801134302043, 'reg_alpha': 0.034039814242544875, 'reg_lambda': 1.1584819725776465}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,717] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.013312412613960899, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9744822422079764, 'colsample_bytree': 0.6469857568412749, 'gamma': 1.2225706361120152, 'reg_alpha': 0.1076512966295069, 'reg_lambda': 0.9680907998958201}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,763] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.028236044631593297, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9246000704621323, 'colsample_bytree': 0.7113260084752953, 'gamma': 1.0645266971873955, 'reg_alpha': 0.17125528215437028, 'reg_lambda': 0.8558251263925296}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,819] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.02843017775437927, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9250828133679474, 'colsample_bytree': 0.7129460344665172, 'gamma': 0.6302747769731978, 'reg_alpha': 0.1645116282655137, 'reg_lambda': 0.837296735080306}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,903] Trial 79 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.011182405237625655, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8963877747599326, 'colsample_bytree': 0.730114641998385, 'gamma': 0.4053010084803149, 'reg_alpha': 0.00020606386694405543, 'reg_lambda': 0.7479218902855058}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,953] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.037127919534744945, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8687197543317916, 'colsample_bytree': 0.7501241139773277, 'gamma': 1.0608480136660123, 'reg_alpha': 0.3155416775859563, 'reg_lambda': 0.6659681712046447}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:44,997] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 21, 'learning_rate': 0.015273395386914987, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9628731319746852, 'colsample_bytree': 0.6753518590879, 'gamma': 1.383342511734069, 'reg_alpha': 0.13197992009362303, 'reg_lambda': 0.8626963186402677}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,065] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 29, 'learning_rate': 0.012367169419629828, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.942725786826913, 'colsample_bytree': 0.7082917796119087, 'gamma': 2.3364173426878723, 'reg_alpha': 0.06850604790324005, 'reg_lambda': 0.9997595406560779}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,115] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.01243990059895259, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9182018437369833, 'colsample_bytree': 0.702284558653395, 'gamma': 2.201752348674262, 'reg_alpha': 0.21726516496489273, 'reg_lambda': 1.0039391256524004}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,174] Trial 84 finished with value: 0.761904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.01096851054072801, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9307097813793006, 'colsample_bytree': 0.6891467527615568, 'gamma': 2.116770801850029, 'reg_alpha': 0.25537470970147236, 'reg_lambda': 0.9246885641295198}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,389] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.010911420763966333, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.918146881171445, 'colsample_bytree': 0.6856684798823236, 'gamma': 2.123063897261069, 'reg_alpha': 0.24693618422268945, 'reg_lambda': 0.7365307112375006}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,450] Trial 86 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.01090392523325081, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9303634548642374, 'colsample_bytree': 0.7541269263497632, 'gamma': 2.115826946921313, 'reg_alpha': 0.2095066718315712, 'reg_lambda': 0.9339411472062611}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,503] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.01375210550955406, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9731668021793689, 'colsample_bytree': 0.7517051093407932, 'gamma': 2.076416476202217, 'reg_alpha': 0.22062093482303208, 'reg_lambda': 0.9497122202473601}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,590] Trial 88 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 65, 'learning_rate': 0.010863551131069174, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9010644303198067, 'colsample_bytree': 0.7796484538762416, 'gamma': 2.3248001090049457, 'reg_alpha': 0.3315763719007297, 'reg_lambda': 1.2730860563712398}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,751] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.012789500383387543, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9039893990941937, 'colsample_bytree': 0.7716291109827221, 'gamma': 2.6073608291572117, 'reg_alpha': 0.34046428490146485, 'reg_lambda': 1.24604539314617}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,806] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.01086191144996416, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9342241459602688, 'colsample_bytree': 0.7379450325737805, 'gamma': 1.8777129955312368, 'reg_alpha': 0.38504872349122615, 'reg_lambda': 1.535545750083601}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,914] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.012154346526604716, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8465487804373841, 'colsample_bytree': 0.755331736634567, 'gamma': 2.237600721006526, 'reg_alpha': 0.30848982730212965, 'reg_lambda': 1.032651277414434}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:45,965] Trial 92 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 51, 'learning_rate': 0.012534053571705906, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8257434213502524, 'colsample_bytree': 0.7817013949065114, 'gamma': 2.376442445039916, 'reg_alpha': 0.30598662863138765, 'reg_lambda': 1.257281547226663}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,028] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.01660622423861209, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8232106309173767, 'colsample_bytree': 0.7821155157231985, 'gamma': 2.0227867037066094, 'reg_alpha': 0.27670489920234603, 'reg_lambda': 1.2797794429419247}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,115] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 76, 'learning_rate': 0.014169194342342952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8436962714232777, 'colsample_bytree': 0.757133059709318, 'gamma': 2.262172277563011, 'reg_alpha': 0.30586580114533124, 'reg_lambda': 1.385080696757723}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,180] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 76, 'learning_rate': 0.014400559503359235, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8453724578332255, 'colsample_bytree': 0.780768143411969, 'gamma': 2.4044988464379924, 'reg_alpha': 0.30383022375138113, 'reg_lambda': 1.3643958665443}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,236] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.01280379347681423, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8127734572245823, 'colsample_bytree': 0.7554955675049613, 'gamma': 2.1590029385454104, 'reg_alpha': 0.4017147711221841, 'reg_lambda': 1.6333160647566607}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,320] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.013726634785284674, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7996956007390155, 'colsample_bytree': 0.7489752354091537, 'gamma': 2.120169990586591, 'reg_alpha': 0.39230184316653827, 'reg_lambda': 1.5878123561791957}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,379] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.01648343876532204, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7751842938893645, 'colsample_bytree': 0.7571504056835942, 'gamma': 2.233556463071721, 'reg_alpha': 0.4237938784311125, 'reg_lambda': 1.8995347745933753}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,435] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.010954211769055573, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8088902166467821, 'colsample_bytree': 0.7204801483359382, 'gamma': 2.653505829671339, 'reg_alpha': 0.3603538113783492, 'reg_lambda': 1.4296897731119391}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,546] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.012426408119818707, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8507819865280234, 'colsample_bytree': 0.76946597310004, 'gamma': 1.8467840073770616, 'reg_alpha': 0.20911313184085745, 'reg_lambda': 1.7312746207416607}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,598] Trial 101 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.013055996182792321, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8398550857109282, 'colsample_bytree': 0.8000181419714316, 'gamma': 2.1895192354624045, 'reg_alpha': 0.29780864984695743, 'reg_lambda': 1.22073077942862}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,664] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.014360659567618174, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8421154679881739, 'colsample_bytree': 0.7973262097798309, 'gamma': 2.2057456458727454, 'reg_alpha': 0.2474724676458922, 'reg_lambda': 1.1465876722257613}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,764] Trial 103 finished with value: 0.744047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.01897015744338494, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.87172052059337, 'colsample_bytree': 0.75763772406667, 'gamma': 2.571640487063968, 'reg_alpha': 0.2674285560590047, 'reg_lambda': 1.653321923998823}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,819] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.01061545112457182, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8368163194651007, 'colsample_bytree': 0.7411671299077655, 'gamma': 2.220187555386719, 'reg_alpha': 0.32370071336713024, 'reg_lambda': 1.1853457297101282}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:46,964] Trial 105 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 54, 'learning_rate': 0.013485044167224744, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8612781679826129, 'colsample_bytree': 0.7747117017978696, 'gamma': 1.663014240319988, 'reg_alpha': 0.2911427486009559, 'reg_lambda': 1.0387216425084036}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,063] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.011979079507239839, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8796172609316291, 'colsample_bytree': 0.7867491658325327, 'gamma': 2.4935094742355055, 'reg_alpha': 0.4314560133956495, 'reg_lambda': 1.3647818446470323}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,117] Trial 107 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 78, 'learning_rate': 0.08514174884904925, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.816324524519781, 'colsample_bytree': 0.8030063681509585, 'gamma': 1.970282860578802, 'reg_alpha': 0.4087227070275094, 'reg_lambda': 1.074995982745545}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,178] Trial 108 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 71, 'learning_rate': 0.015286130974254731, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7920828879437969, 'colsample_bytree': 0.7583735419701576, 'gamma': 2.3414108533474667, 'reg_alpha': 0.47713589969806336, 'reg_lambda': 1.2258742433730703}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,262] Trial 109 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 35, 'learning_rate': 0.010021325380391466, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8345727882400391, 'colsample_bytree': 0.7318024490323328, 'gamma': 1.8110903804472418, 'reg_alpha': 0.3742831687845341, 'reg_lambda': 1.8112805572133}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,323] Trial 110 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.013194022356054741, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8931039205643541, 'colsample_bytree': 0.6567131809419704, 'gamma': 1.555344345308427, 'reg_alpha': 0.2625990690218078, 'reg_lambda': 1.0020797493544806}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,381] Trial 111 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 51, 'learning_rate': 0.012365913723224434, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8266739753905289, 'colsample_bytree': 0.7768908112630741, 'gamma': 2.37282145746907, 'reg_alpha': 0.29194592503438793, 'reg_lambda': 1.3061593052761291}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,542] Trial 112 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.01190671829658597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8555312318493971, 'colsample_bytree': 0.7674005234380635, 'gamma': 2.169838352018153, 'reg_alpha': 0.34564629916495426, 'reg_lambda': 1.2410928821169525}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,594] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.01078752219289945, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8067176956874014, 'colsample_bytree': 0.7855633588309668, 'gamma': 2.0462135154346552, 'reg_alpha': 0.19322254352477577, 'reg_lambda': 1.4306450761730818}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,648] Trial 114 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 57, 'learning_rate': 0.01079026245283424, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.769794988186299, 'colsample_bytree': 0.8004640616160285, 'gamma': 2.0452809548348974, 'reg_alpha': 0.20056872710945786, 'reg_lambda': 1.602929185259814}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,747] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.01442408499600161, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8048965062778118, 'colsample_bytree': 0.7205583338769475, 'gamma': 1.933322162287398, 'reg_alpha': 0.22747941626514773, 'reg_lambda': 1.1831620577803055}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,807] Trial 116 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.053358572142103655, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7936002479266031, 'colsample_bytree': 0.7923567147180778, 'gamma': 2.7134300494641224, 'reg_alpha': 0.19737470104020655, 'reg_lambda': 1.5202324580321689}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,863] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.10770128445326935, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7860209445556622, 'colsample_bytree': 0.7030261807363303, 'gamma': 2.2646471703727182, 'reg_alpha': 0.25721850174345123, 'reg_lambda': 1.4545140225005808}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:47,964] Trial 118 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 68, 'learning_rate': 0.011111676799674116, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8141981322887093, 'colsample_bytree': 0.74318756291828, 'gamma': 2.4882842586520777, 'reg_alpha': 0.14999431379308076, 'reg_lambda': 1.1124115321071197}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,079] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 68, 'learning_rate': 0.02158597258820038, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8156295765894468, 'colsample_bytree': 0.7403148472096069, 'gamma': 2.5525053113342304, 'reg_alpha': 0.15379259030849235, 'reg_lambda': 0.945478877753513}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,134] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.01767228665320457, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9063848644281146, 'colsample_bytree': 0.7531776136683503, 'gamma': 2.462263674029185, 'reg_alpha': 0.3182403973556587, 'reg_lambda': 1.0884057850437137}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,216] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.011618065064176487, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.81877515118628, 'colsample_bytree': 0.7629691296645178, 'gamma': 2.107514687700511, 'reg_alpha': 0.21245566652658063, 'reg_lambda': 1.334104793006699}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,277] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.010731459439291314, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.83394106342617, 'colsample_bytree': 0.7456161055031668, 'gamma': 2.0334449870250495, 'reg_alpha': 0.17676980727605862, 'reg_lambda': 1.1350487612184146}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,324] Trial 123 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 44, 'learning_rate': 0.013353700242437727, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8031121072858779, 'colsample_bytree': 0.6912716567079713, 'gamma': 1.7925079693925035, 'reg_alpha': 0.23731022650508893, 'reg_lambda': 1.025897871172641}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,426] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.011569423877083818, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8633412576112325, 'colsample_bytree': 0.7325401697988992, 'gamma': 2.296477839516777, 'reg_alpha': 0.18359517176059537, 'reg_lambda': 0.9146767128733989}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,483] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.012868292126781677, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7379866719945205, 'colsample_bytree': 0.7654759001731838, 'gamma': 1.9124969851475486, 'reg_alpha': 0.1031836479724833, 'reg_lambda': 0.9844454061607985}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,535] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.2160808023649683, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8802370987742308, 'colsample_bytree': 0.7866465186357079, 'gamma': 2.1572763416732603, 'reg_alpha': 0.5536848446460023, 'reg_lambda': 1.3740799337283767}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,631] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.010063814424759683, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8506406485591694, 'colsample_bytree': 0.7238137971306956, 'gamma': 2.657828129601549, 'reg_alpha': 0.13061081300687818, 'reg_lambda': 1.1965327295889194}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,686] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.015824058219678264, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9138021603564106, 'colsample_bytree': 0.7742328676812702, 'gamma': 1.4766264751371618, 'reg_alpha': 0.148120426052261, 'reg_lambda': 1.4255830023533584}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,734] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.011226248891570458, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9295219069667844, 'colsample_bytree': 0.7030451721502996, 'gamma': 1.6425212914673442, 'reg_alpha': 0.282653970104356, 'reg_lambda': 1.5691591595265608}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,817] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.014733840266495681, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9494648001668916, 'colsample_bytree': 0.7454703498078679, 'gamma': 2.48418965176318, 'reg_alpha': 0.44413976670576, 'reg_lambda': 1.0849873185519834}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:48,870] Trial 131 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.012540448214182104, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8276992872387502, 'colsample_bytree': 0.7831834531118668, 'gamma': 2.3690106690768094, 'reg_alpha': 0.31135815861831884, 'reg_lambda': 1.297830291539097}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,047] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.033121183776381236, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8423093331614907, 'colsample_bytree': 0.782298445525296, 'gamma': 2.3626541730323294, 'reg_alpha': 0.3351352479597263, 'reg_lambda': 1.2556276529019756}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,136] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.012252901742627966, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8098975056542934, 'colsample_bytree': 0.7586255004033943, 'gamma': 2.2292058566609954, 'reg_alpha': 0.3541448731473752, 'reg_lambda': 0.7978380400052614}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,198] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.013085185860599983, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8237017616981682, 'colsample_bytree': 0.8051659782327585, 'gamma': 2.561854990165956, 'reg_alpha': 0.3013448992939799, 'reg_lambda': 1.3052538487393868}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,262] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 77, 'learning_rate': 0.010804840732655648, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7840243016488843, 'colsample_bytree': 0.8280929003047169, 'gamma': 2.0208482643790733, 'reg_alpha': 0.22802170411104888, 'reg_lambda': 1.1198601428622894}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,347] Trial 136 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 43, 'learning_rate': 0.013914210685217124, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7982620964708886, 'colsample_bytree': 0.675599580963034, 'gamma': 2.802542880684295, 'reg_alpha': 0.2749242777512823, 'reg_lambda': 1.3944463139074792}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,400] Trial 137 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 34, 'learning_rate': 0.01173409128958292, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8358395898946661, 'colsample_bytree': 0.7693892398927085, 'gamma': 2.1251306126477494, 'reg_alpha': 0.3695237497783959, 'reg_lambda': 0.9230152638255715}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,448] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.012571381947863367, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8121480464476801, 'colsample_bytree': 0.7944659984396333, 'gamma': 2.412128094351062, 'reg_alpha': 0.39535816039843485, 'reg_lambda': 1.4775376795449766}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,543] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.010721602773277229, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.850349300622463, 'colsample_bytree': 0.7360547360117788, 'gamma': 2.239892190281188, 'reg_alpha': 0.32465922743470493, 'reg_lambda': 2.6272306863442516}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,599] Trial 140 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.015998494220115057, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.83041087440391, 'colsample_bytree': 0.7528499733231991, 'gamma': 1.958825560043082, 'reg_alpha': 0.3053378261104147, 'reg_lambda': 1.6674417696683017}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,656] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.016518639114088116, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8275070142765601, 'colsample_bytree': 0.755292046296291, 'gamma': 1.9688102214121543, 'reg_alpha': 0.2652774448167759, 'reg_lambda': 1.6690354111594674}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,752] Trial 142 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 59, 'learning_rate': 0.015234675717177067, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8435994281707133, 'colsample_bytree': 0.7752504768024856, 'gamma': 1.7597395945573824, 'reg_alpha': 0.2996542429372768, 'reg_lambda': 1.777596698884397}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,802] Trial 143 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 53, 'learning_rate': 0.013817549505832057, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8432475340708528, 'colsample_bytree': 0.7802593937722898, 'gamma': 2.3360068684159896, 'reg_alpha': 0.5212495449155615, 'reg_lambda': 1.7662634008513276}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,856] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.011610843436224321, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8209678389505364, 'colsample_bytree': 0.7890379032618244, 'gamma': 1.8610853851812421, 'reg_alpha': 0.34437741191333743, 'reg_lambda': 2.007336647881123}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:49,997] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.06663278792490114, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8580141204590008, 'colsample_bytree': 0.7726070594322324, 'gamma': 1.7461091726413847, 'reg_alpha': 0.24013743814259286, 'reg_lambda': 1.1893478392645314}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,057] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.014935079689269229, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8728410442578606, 'colsample_bytree': 0.7631967866946258, 'gamma': 2.096633726930546, 'reg_alpha': 0.29500637232561205, 'reg_lambda': 1.0649606908854379}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,104] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.012974683402333527, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.938784410712343, 'colsample_bytree': 0.8183193693187466, 'gamma': 2.1875998854763243, 'reg_alpha': 0.25541097411872815, 'reg_lambda': 1.9155251297916005}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,196] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.010400235306217141, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9180080074916406, 'colsample_bytree': 0.6650093285556867, 'gamma': 1.6343607226377763, 'reg_alpha': 0.22045826756045858, 'reg_lambda': 1.0338892786001206}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,248] Trial 149 finished with value: 0.6875 and parameters: {'n_estimators': 56, 'learning_rate': 0.01180158833547127, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8989926377998653, 'colsample_bytree': 0.7454154626255184, 'gamma': 2.5380942861726616, 'reg_alpha': 0.18411158906496575, 'reg_lambda': 1.8079652579142378}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,311] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.014305295088092373, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.887856312483389, 'colsample_bytree': 0.6240938968486958, 'gamma': 2.3112020361065326, 'reg_alpha': 0.04313495423299499, 'reg_lambda': 0.9803296533678844}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,397] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.018741169952733013, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8309641809761817, 'colsample_bytree': 0.6522986665695325, 'gamma': 1.935901995986338, 'reg_alpha': 0.30830779456164087, 'reg_lambda': 1.5513789675936693}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,459] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.015957332694391126, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8385954091019208, 'colsample_bytree': 0.7162545360825823, 'gamma': 1.8011990924717975, 'reg_alpha': 0.32113462252829783, 'reg_lambda': 1.6799539027052184}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,516] Trial 153 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 73, 'learning_rate': 0.017281631089903958, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8113278049153866, 'colsample_bytree': 0.7518497165495207, 'gamma': 4.757727562144048, 'reg_alpha': 0.2944999028262936, 'reg_lambda': 1.7296695351840572}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,599] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.01241349397176855, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9891659233872083, 'colsample_bytree': 0.7613806443670365, 'gamma': 2.0556804892994043, 'reg_alpha': 0.3617540135306828, 'reg_lambda': 1.340906104474015}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,651] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.011154840749383017, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8306917639930215, 'colsample_bytree': 0.774369292322039, 'gamma': 2.4323093958263584, 'reg_alpha': 0.2794848457412292, 'reg_lambda': 1.645216913565702}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,721] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.015392791758455714, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8486447668184691, 'colsample_bytree': 0.7379434626995149, 'gamma': 2.1592960698933945, 'reg_alpha': 0.33170665638055324, 'reg_lambda': 1.832622659292931}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,939] Trial 157 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.013337458764686345, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9759553629423454, 'colsample_bytree': 0.800934109432177, 'gamma': 2.021552751188139, 'reg_alpha': 0.1598740577725905, 'reg_lambda': 0.8299184963052642}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:50,999] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.010106113109522329, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.800216450767355, 'colsample_bytree': 0.6806102054322435, 'gamma': 2.2093129598686865, 'reg_alpha': 0.20822737720822326, 'reg_lambda': 1.275611092260947}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,146] Trial 159 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 77, 'learning_rate': 0.012197476713412685, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8654579850166313, 'colsample_bytree': 0.7290894069643613, 'gamma': 2.6473034793155628, 'reg_alpha': 0.25872257354608436, 'reg_lambda': 1.463880446824927}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,238] Trial 160 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.014211742717370043, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8153023913258206, 'colsample_bytree': 0.7523344854616183, 'gamma': 1.8817949239604501, 'reg_alpha': 0.4029446268239834, 'reg_lambda': 1.155453929492835}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,298] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.01731782406333054, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8272232083170539, 'colsample_bytree': 0.7555452175799325, 'gamma': 2.2959593197411903, 'reg_alpha': 0.2634537647932526, 'reg_lambda': 1.63823702591753}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,355] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 64, 'learning_rate': 0.016201142878853228, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8200376352238057, 'colsample_bytree': 0.7667507605522421, 'gamma': 1.9597224311971368, 'reg_alpha': 0.3053422616175566, 'reg_lambda': 1.7327532239940597}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,439] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.01965814574642521, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8379836804005154, 'colsample_bytree': 0.7662672726540034, 'gamma': 1.7781922338379315, 'reg_alpha': 0.3088376680214602, 'reg_lambda': 1.7060480024375946}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,495] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.015934218905423715, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8217524470685574, 'colsample_bytree': 0.7848188754596126, 'gamma': 1.9510809919758203, 'reg_alpha': 0.2844430268960859, 'reg_lambda': 1.9301963575227845}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,550] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.012994807714050165, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8083878704687655, 'colsample_bytree': 0.7779139262373501, 'gamma': 2.0653739638085105, 'reg_alpha': 0.3426031005431207, 'reg_lambda': 0.8845722776398244}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,645] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.011327315119464118, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8567760739575359, 'colsample_bytree': 0.7912969993513135, 'gamma': 1.283165763818768, 'reg_alpha': 0.3865481757808216, 'reg_lambda': 1.859421151249602}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,701] Trial 167 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.0146306667665668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9346505804717744, 'colsample_bytree': 0.7688362487441269, 'gamma': 2.4400373697992093, 'reg_alpha': 0.23243358478116533, 'reg_lambda': 1.2075195391908295}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,750] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.0134364430802711, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9568425980088503, 'colsample_bytree': 0.777368501247292, 'gamma': 2.139604011916582, 'reg_alpha': 0.32211006651738655, 'reg_lambda': 1.789424823458623}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:51,860] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.010820220532268525, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7936486107652464, 'colsample_bytree': 0.7482479539797304, 'gamma': 1.4251157336138964, 'reg_alpha': 0.35907304309955473, 'reg_lambda': 1.7394224938893459}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,029] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.012058108576474783, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.820405777010228, 'colsample_bytree': 0.7601908632569961, 'gamma': 2.2620532993514555, 'reg_alpha': 0.30072233359186756, 'reg_lambda': 1.6088405950010278}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,095] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.01684321842723372, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8289441788443281, 'colsample_bytree': 0.7425451594248916, 'gamma': 2.0210321638432633, 'reg_alpha': 0.271536557853658, 'reg_lambda': 1.6874629430798047}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,194] Trial 172 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 67, 'learning_rate': 0.016656243003104036, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8415583872793969, 'colsample_bytree': 0.7543021660020518, 'gamma': 1.9586448391814766, 'reg_alpha': 0.2537197031866648, 'reg_lambda': 0.9403305461738584}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,253] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.017957410692290926, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8405351323321871, 'colsample_bytree': 0.7701194261472856, 'gamma': 1.5665154190764754, 'reg_alpha': 0.25129685574648825, 'reg_lambda': 0.958826076845056}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,312] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.014706756813891227, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8472140697280198, 'colsample_bytree': 0.7624280464184872, 'gamma': 1.8955295878383212, 'reg_alpha': 0.19049307992031647, 'reg_lambda': 1.011802307338886}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,412] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.015543915533788238, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8331791575803191, 'colsample_bytree': 0.8092016052569952, 'gamma': 1.7374243512924534, 'reg_alpha': 0.21513874951981193, 'reg_lambda': 1.0953085601302888}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,470] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.012397141958629874, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8059733301840787, 'colsample_bytree': 0.6898181366514696, 'gamma': 2.132442627975557, 'reg_alpha': 0.28739656205893765, 'reg_lambda': 0.7467691165802571}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,517] Trial 177 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.01150528874342859, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8182988992826469, 'colsample_bytree': 0.7960358677635537, 'gamma': 2.35965239742804, 'reg_alpha': 0.23916482230010275, 'reg_lambda': 0.8674079406014794}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,620] Trial 178 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.013175297815856192, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8559331493759946, 'colsample_bytree': 0.7493227362207857, 'gamma': 2.212824783543782, 'reg_alpha': 0.31562599828496685, 'reg_lambda': 2.2817396469646107}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,676] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.013781072889217654, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.926457540907531, 'colsample_bytree': 0.7373890892198044, 'gamma': 1.987926165695756, 'reg_alpha': 0.12334427265719188, 'reg_lambda': 0.931648794784435}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,730] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.010093583312085914, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9156620700353627, 'colsample_bytree': 0.7866045348311446, 'gamma': 1.879852057834866, 'reg_alpha': 0.2504210102828291, 'reg_lambda': 1.1315428482489294}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,831] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.016353254645941034, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8298557535873018, 'colsample_bytree': 0.757108336387873, 'gamma': 2.0012242484633376, 'reg_alpha': 0.5890790941454336, 'reg_lambda': 1.7673759754782175}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,933] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.016186456946185517, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8439242498501456, 'colsample_bytree': 0.7555326280635776, 'gamma': 2.0887999179643923, 'reg_alpha': 0.2910464392083946, 'reg_lambda': 1.4089943626682546}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:52,991] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.018795390839120796, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8160273002567958, 'colsample_bytree': 0.7687061994855466, 'gamma': 1.6955664796378718, 'reg_alpha': 0.2654343149583605, 'reg_lambda': 0.7990063893046303}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,149] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.014846731537765513, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8256165968342164, 'colsample_bytree': 0.7072457740613634, 'gamma': 2.3049318237065797, 'reg_alpha': 0.31074955808513494, 'reg_lambda': 1.2732031907060302}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,209] Trial 185 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.04205631174691302, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.945553176351716, 'colsample_bytree': 0.7489169833629201, 'gamma': 1.8169642052410189, 'reg_alpha': 0.33438181263350775, 'reg_lambda': 1.5826003656220509}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,263] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.01727051816310449, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8364095476627152, 'colsample_bytree': 0.7787020728839261, 'gamma': 1.9477149761862464, 'reg_alpha': 0.02796491807044708, 'reg_lambda': 1.509893668849059}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,427] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.021691290611000343, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8485720083795423, 'colsample_bytree': 0.7743766067107811, 'gamma': 2.1798338314672274, 'reg_alpha': 0.033450837236849724, 'reg_lambda': 1.5024523301653325}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,481] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.011158035998093596, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6438727287266119, 'colsample_bytree': 0.7851111990584743, 'gamma': 2.540355930390027, 'reg_alpha': 0.06628110570237002, 'reg_lambda': 1.5453528478062077}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,541] Trial 189 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.01814160573245063, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.83881002771836, 'colsample_bytree': 0.7793224472336084, 'gamma': 2.373039908461175, 'reg_alpha': 0.09462790994473355, 'reg_lambda': 1.327068536205307}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,636] Trial 190 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.012558402902029286, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9997151251350984, 'colsample_bytree': 0.6968763161006308, 'gamma': 2.0895556458713433, 'reg_alpha': 0.005857085045450544, 'reg_lambda': 1.4510383388746109}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,693] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.012407711559503239, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9690930954262009, 'colsample_bytree': 0.7021400828292801, 'gamma': 2.07457839598731, 'reg_alpha': 0.018608785884268196, 'reg_lambda': 1.449270362397128}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,747] Trial 192 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.010801112560285889, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9992757540482466, 'colsample_bytree': 0.6952641558647997, 'gamma': 1.937582561391738, 'reg_alpha': 0.042476957441553914, 'reg_lambda': 1.38080866638304}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,845] Trial 193 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 42, 'learning_rate': 0.010936660066604632, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9969753287977241, 'colsample_bytree': 0.6948298155617029, 'gamma': 2.186706380593391, 'reg_alpha': 0.0494210572615011, 'reg_lambda': 1.3735128428444847}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:53,897] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.011352410718213374, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.997068593580716, 'colsample_bytree': 0.6945064788355526, 'gamma': 2.242350533460314, 'reg_alpha': 0.05263191310449469, 'reg_lambda': 1.3862545645925628}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,031] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 34, 'learning_rate': 0.01075796205918583, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9956931407081899, 'colsample_bytree': 0.6926246936687315, 'gamma': 2.2307905453321237, 'reg_alpha': 0.055098835227781674, 'reg_lambda': 1.374780322992612}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,130] Trial 196 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.011838029082381716, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9991973542126124, 'colsample_bytree': 0.6996493164669498, 'gamma': 2.4954462075294406, 'reg_alpha': 0.017833325243027276, 'reg_lambda': 1.3486374618877357}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,185] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.011585980491662554, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9898750637571745, 'colsample_bytree': 0.6808803717592721, 'gamma': 2.3061870243632137, 'reg_alpha': 0.023487335060085598, 'reg_lambda': 1.234981409838523}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,239] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.010668093952004876, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9795745651311787, 'colsample_bytree': 0.7149353307706149, 'gamma': 2.7341995316383167, 'reg_alpha': 0.04323706696352154, 'reg_lambda': 1.3903715939858041}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,331] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.011243995392205877, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9863171998525764, 'colsample_bytree': 0.6856096239970199, 'gamma': 2.4078897590520745, 'reg_alpha': 0.07250211367653599, 'reg_lambda': 1.4942067574764728}. Best is trial 65 with value: 0.7857142857142857.
[I 2025-11-03 19:18:54,335] A new study created in memory with name: no-name-40be0356-f934-470e-8e8b-24cc9c281ea6
[I 2025-11-03 19:18:54,393] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.08562247270967811, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7672470829238265, 'colsample_bytree': 0.8013547737209081, 'gamma': 4.1027746039237725, 'reg_alpha': 0.520526662432757, 'reg_lambda': 2.0646317797275553}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:18:54,449] Trial 1 finished with value: 0.6785714285714287 and parameters: {'n_estimators': 118, 'learning_rate': 0.033757872212256776, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7266914733485008, 'colsample_bytree': 0.8522692487285033, 'gamma': 2.9319261125708165, 'reg_alpha': 0.5151321439323726, 'reg_lambda': 0.7235425348358691}. Best is trial 1 with value: 0.6785714285714287.
[I 2025-11-03 19:18:54,566] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.012359880932306519, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6443088883388475, 'colsample_bytree': 0.6784972558832962, 'gamma': 4.363355713615037, 'reg_alpha': 0.41630305830719183, 'reg_lambda': 2.6882916692762797}. Best is trial 1 with value: 0.6785714285714287.
[I 2025-11-03 19:18:54,651] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.04268012799190891, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6840766306506356, 'colsample_bytree': 0.832033663019936, 'gamma': 4.138308403756724, 'reg_alpha': 0.7268784486042056, 'reg_lambda': 2.8625734142542743}. Best is trial 1 with value: 0.6785714285714287.
[I 2025-11-03 19:18:54,687] Trial 4 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.09142686105988528, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8074694818039878, 'colsample_bytree': 0.9276800412674192, 'gamma': 1.39265755782698, 'reg_alpha': 0.5051307114474831, 'reg_lambda': 2.957238675921765}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:54,777] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.18441375118573414, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8284940236121078, 'colsample_bytree': 0.7417467656882122, 'gamma': 4.639613881801118, 'reg_alpha': 0.2635634804044984, 'reg_lambda': 1.7812710701888879}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:54,976] Trial 6 finished with value: 0.6875 and parameters: {'n_estimators': 189, 'learning_rate': 0.26149548432584224, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.67845877596092, 'colsample_bytree': 0.9835009287378098, 'gamma': 2.9959186353798923, 'reg_alpha': 0.47886116818563906, 'reg_lambda': 1.4059749389650613}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:55,043] Trial 7 finished with value: 0.699404761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.036037353639452624, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7100081230168467, 'colsample_bytree': 0.7845951863022181, 'gamma': 4.977828647964749, 'reg_alpha': 0.3895128228976401, 'reg_lambda': 1.0039885509825779}. Best is trial 4 with value: 0.7023809523809524.
[I 2025-11-03 19:18:55,126] Trial 8 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 71, 'learning_rate': 0.16080184323220828, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8067431261295777, 'colsample_bytree': 0.7945503042102621, 'gamma': 3.75515889020901, 'reg_alpha': 0.9234896314051133, 'reg_lambda': 1.4790394355287262}. Best is trial 8 with value: 0.7053571428571428.
[I 2025-11-03 19:18:55,184] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.02813744340996865, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6344122289570292, 'colsample_bytree': 0.8715189825279339, 'gamma': 1.3093869010383181, 'reg_alpha': 0.0004928337262312121, 'reg_lambda': 2.955544669116248}. Best is trial 8 with value: 0.7053571428571428.
[I 2025-11-03 19:18:55,227] Trial 10 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 22, 'learning_rate': 0.14102057768227902, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.932725034136949, 'colsample_bytree': 0.6039166072161343, 'gamma': 2.329898389297213, 'reg_alpha': 0.9677436614142477, 'reg_lambda': 2.30238175838834}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,294] Trial 11 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.13533087384313042, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9505186995886181, 'colsample_bytree': 0.6280261672003693, 'gamma': 2.1641853554970045, 'reg_alpha': 0.978094621230755, 'reg_lambda': 2.1299526462543943}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,340] Trial 12 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.09353327066125457, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9697263206803215, 'colsample_bytree': 0.6183688851383435, 'gamma': 0.38987949717010606, 'reg_alpha': 0.9965926048807923, 'reg_lambda': 2.2795854595345126}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,378] Trial 13 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.14479027888960855, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9711154335593506, 'colsample_bytree': 0.603809315083841, 'gamma': 2.022365583760295, 'reg_alpha': 0.8146720409792242, 'reg_lambda': 2.378060555941306}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,582] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.29324796993515323, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9026217006826192, 'colsample_bytree': 0.6785288846014251, 'gamma': 2.212760237759302, 'reg_alpha': 0.7297111641843722, 'reg_lambda': 1.936677169835828}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,637] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.06468804752128167, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9050409674474581, 'colsample_bytree': 0.6840842445823425, 'gamma': 1.4602442632098969, 'reg_alpha': 0.8213101267702583, 'reg_lambda': 2.467068807543862}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,694] Trial 16 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 89, 'learning_rate': 0.12431435966711243, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8841724288764797, 'colsample_bytree': 0.6467557508394717, 'gamma': 3.137656695473789, 'reg_alpha': 0.6718985471852452, 'reg_lambda': 2.1518366938529363}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,809] Trial 17 finished with value: 0.6875 and parameters: {'n_estimators': 151, 'learning_rate': 0.02145535132860456, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9971017486264451, 'colsample_bytree': 0.7276804948571755, 'gamma': 0.6965578648199282, 'reg_alpha': 0.9899295091592788, 'reg_lambda': 1.5227538298580259}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,903] Trial 18 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.0600637541760596, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8615548934891282, 'colsample_bytree': 0.718954845241508, 'gamma': 2.531261977222478, 'reg_alpha': 0.8745856127838231, 'reg_lambda': 2.5498247508686656}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:55,995] Trial 19 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.20539628256641743, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9513192041658634, 'colsample_bytree': 0.6381833810034564, 'gamma': 1.9197120782483401, 'reg_alpha': 0.6184290747639831, 'reg_lambda': 1.8054989215519404}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:56,099] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 82, 'learning_rate': 0.1162045546998791, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9312847673722072, 'colsample_bytree': 0.6491196979812631, 'gamma': 0.8421564371294856, 'reg_alpha': 0.18621600486245127, 'reg_lambda': 1.013697060727374}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:56,153] Trial 21 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.061105816973930895, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8709275325960552, 'colsample_bytree': 0.7313666244624342, 'gamma': 2.5383732584590093, 'reg_alpha': 0.8756721352534308, 'reg_lambda': 2.576828211953114}. Best is trial 10 with value: 0.7529761904761905.
[I 2025-11-03 19:18:56,195] Trial 22 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.049491227501397506, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8494796160668036, 'colsample_bytree': 0.7053414865706156, 'gamma': 3.5596125079726377, 'reg_alpha': 0.9025582250594176, 'reg_lambda': 2.6609202511385597}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,280] Trial 23 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.047479904473631554, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9228055760206911, 'colsample_bytree': 0.6057284919874297, 'gamma': 3.546737322306939, 'reg_alpha': 0.9355152305461888, 'reg_lambda': 2.296697451865514}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,320] Trial 24 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 35, 'learning_rate': 0.019083897247241608, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8401648715537707, 'colsample_bytree': 0.6937314765327176, 'gamma': 3.519679045044276, 'reg_alpha': 0.788379696038732, 'reg_lambda': 2.664419354664084}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,380] Trial 25 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.07561631343000963, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9952756576985535, 'colsample_bytree': 0.6498088285916223, 'gamma': 1.7025005632864492, 'reg_alpha': 0.9202789736850622, 'reg_lambda': 2.009829003835977}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,478] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 56, 'learning_rate': 0.11855350909528606, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7783574656512596, 'colsample_bytree': 0.7607696506088295, 'gamma': 2.6995971533564895, 'reg_alpha': 0.6134413859277612, 'reg_lambda': 2.215687872734953}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,529] Trial 27 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.24271772856742876, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9310111116431744, 'colsample_bytree': 0.6392574458602148, 'gamma': 2.3037131365167545, 'reg_alpha': 0.9835888973282035, 'reg_lambda': 2.7357696843697763}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,581] Trial 28 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.2057817840781831, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8533132781243052, 'colsample_bytree': 0.6988446076018169, 'gamma': 3.2576819181572274, 'reg_alpha': 0.8608937855430419, 'reg_lambda': 2.381231497086574}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,669] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.08311404136041525, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7540573664700021, 'colsample_bytree': 0.6640231095973352, 'gamma': 4.007057890099699, 'reg_alpha': 0.7389399052368175, 'reg_lambda': 2.0296329751974924}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,710] Trial 30 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.10448350308862699, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8924069970063396, 'colsample_bytree': 0.6229705415374801, 'gamma': 1.0115238096564738, 'reg_alpha': 0.6157892838724196, 'reg_lambda': 1.6132381263370918}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:56,758] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.10260244883804791, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8878178837643314, 'colsample_bytree': 0.6232085281009724, 'gamma': 1.0416364820745547, 'reg_alpha': 0.6390830647518763, 'reg_lambda': 1.6576994787750652}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,011] Trial 32 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 39, 'learning_rate': 0.13671021860439775, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9663795385710328, 'colsample_bytree': 0.6228148008048793, 'gamma': 1.6334369327547398, 'reg_alpha': 0.9254247736109833, 'reg_lambda': 1.1966653991749994}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,107] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.07081712915435757, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9128515397127884, 'colsample_bytree': 0.6031947168225021, 'gamma': 0.0024866220689052643, 'reg_alpha': 0.564291670229843, 'reg_lambda': 2.121455962675179}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,200] Trial 34 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 221, 'learning_rate': 0.05177572198106787, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9435803255939933, 'colsample_bytree': 0.6649907146671848, 'gamma': 2.8841034010123576, 'reg_alpha': 0.7915982812410036, 'reg_lambda': 1.9118941647195113}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,303] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.16698792271929477, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8353386546091511, 'colsample_bytree': 0.6972794180734299, 'gamma': 2.0659375423532076, 'reg_alpha': 0.37410575480382724, 'reg_lambda': 2.488704711589472}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,351] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.010811407317032425, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8855820632922897, 'colsample_bytree': 0.8269063127252595, 'gamma': 1.2127397654678165, 'reg_alpha': 0.30988253376662944, 'reg_lambda': 0.6492771445711549}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,399] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.10346309207116589, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8207085253157579, 'colsample_bytree': 0.7561061684035173, 'gamma': 1.7746010310193432, 'reg_alpha': 0.696105726320053, 'reg_lambda': 1.641567345292919}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,510] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.03686317885448436, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7807221057056236, 'colsample_bytree': 0.7133295919876523, 'gamma': 2.3479724699256406, 'reg_alpha': 0.8705349572667734, 'reg_lambda': 2.8000274768479407}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,549] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.0796577944061197, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8655091426414602, 'colsample_bytree': 0.6633694960064195, 'gamma': 4.543681223094554, 'reg_alpha': 0.9417416622160861, 'reg_lambda': 1.3792983044792653}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,608] Trial 40 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 55, 'learning_rate': 0.02578558444159561, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9523731495692443, 'colsample_bytree': 0.8901548501876924, 'gamma': 4.064506123093307, 'reg_alpha': 0.7601749420074044, 'reg_lambda': 1.8566372981181791}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,692] Trial 41 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.016032579158273923, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9498419831757363, 'colsample_bytree': 0.9028872408461038, 'gamma': 4.212366297127415, 'reg_alpha': 0.7563073283063193, 'reg_lambda': 1.8423673892795422}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,742] Trial 42 finished with value: 0.726190476190476 and parameters: {'n_estimators': 39, 'learning_rate': 0.026620173048672528, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9843274918520871, 'colsample_bytree': 0.9897038467326431, 'gamma': 3.8788267614587904, 'reg_alpha': 0.5402517433427277, 'reg_lambda': 1.7465701848962283}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,792] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 30, 'learning_rate': 0.04577735047332614, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9552077824909105, 'colsample_bytree': 0.9409145718546001, 'gamma': 4.466948105958976, 'reg_alpha': 0.4692388079530875, 'reg_lambda': 1.5987687767889096}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,890] Trial 44 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.028744858486629107, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9015555272701696, 'colsample_bytree': 0.8733381992502649, 'gamma': 3.463694911838211, 'reg_alpha': 0.8395574835137108, 'reg_lambda': 2.057034780836084}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,934] Trial 45 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.14816798058111183, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6053819966002052, 'colsample_bytree': 0.7807150603829006, 'gamma': 2.799938759702779, 'reg_alpha': 0.958592710618825, 'reg_lambda': 1.2229329000910374}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:57,989] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.0403959005144404, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9389742178933127, 'colsample_bytree': 0.8198793052086039, 'gamma': 4.705161696959591, 'reg_alpha': 0.9055757021845283, 'reg_lambda': 2.3282475465956187}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,143] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.01496250405019677, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9194995181657785, 'colsample_bytree': 0.9578386021253225, 'gamma': 4.910045195074705, 'reg_alpha': 0.7930260560508526, 'reg_lambda': 2.2257063237881867}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,217] Trial 48 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 143, 'learning_rate': 0.024021747822271268, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8914648411785889, 'colsample_bytree': 0.8477554802038374, 'gamma': 3.2043131282510338, 'reg_alpha': 0.663815160729305, 'reg_lambda': 2.973386379549469}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,298] Trial 49 finished with value: 0.6875 and parameters: {'n_estimators': 181, 'learning_rate': 0.03194096771525279, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9582972013061858, 'colsample_bytree': 0.625114453966755, 'gamma': 4.270481606023191, 'reg_alpha': 0.9993883772347046, 'reg_lambda': 1.9521043872956807}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,391] Trial 50 finished with value: 0.693452380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.09182578772197905, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9782632663123719, 'colsample_bytree': 0.9019105512136003, 'gamma': 0.4323580625436909, 'reg_alpha': 0.7552844268199946, 'reg_lambda': 2.632144726709796}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,444] Trial 51 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.13253397986553012, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9659393511852364, 'colsample_bytree': 0.6221292427724041, 'gamma': 1.5603717844465006, 'reg_alpha': 0.8994852946621004, 'reg_lambda': 1.0093825715230231}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,495] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 65, 'learning_rate': 0.18069672308192045, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9777006686845933, 'colsample_bytree': 0.6139020237428303, 'gamma': 1.1510081344243779, 'reg_alpha': 0.9608429165061894, 'reg_lambda': 1.2237700837625247}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,584] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.1810612709194904, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9816424675702372, 'colsample_bytree': 0.6031532941718222, 'gamma': 1.087861718286489, 'reg_alpha': 0.9681206004931853, 'reg_lambda': 0.8910981140081276}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,649] Trial 54 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 129, 'learning_rate': 0.203012329983813, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9991827386552183, 'colsample_bytree': 0.6354794403802567, 'gamma': 0.8965757033113151, 'reg_alpha': 0.8407536722622159, 'reg_lambda': 1.2658678642152226}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,714] Trial 55 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 88, 'learning_rate': 0.23943511946505033, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9198809983099276, 'colsample_bytree': 0.6608364749372301, 'gamma': 0.6677834799399754, 'reg_alpha': 0.7026083738662408, 'reg_lambda': 1.4481910539523937}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,776] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.15083152435761008, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.932393978252481, 'colsample_bytree': 0.6765213206829691, 'gamma': 1.8840278239320911, 'reg_alpha': 0.8885855764989513, 'reg_lambda': 1.7405158335563051}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,866] Trial 57 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 95, 'learning_rate': 0.11229314269461299, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9012851527298693, 'colsample_bytree': 0.6726290681975229, 'gamma': 2.1158921481106128, 'reg_alpha': 0.8932071185405518, 'reg_lambda': 1.7008965736186146}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:58,926] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.15123441626294412, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8540879094112572, 'colsample_bytree': 0.6826716885357127, 'gamma': 1.9015521976775838, 'reg_alpha': 0.11648274278328685, 'reg_lambda': 1.8993999363659535}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,113] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 123, 'learning_rate': 0.12867912710944546, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.846669984900408, 'colsample_bytree': 0.6851277364537517, 'gamma': 1.8788270265690703, 'reg_alpha': 0.02099869900432154, 'reg_lambda': 1.8335395505238647}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,227] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.15166101341261157, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8151621610923784, 'colsample_bytree': 0.7107057306041935, 'gamma': 2.4340373642925943, 'reg_alpha': 0.10121395411357825, 'reg_lambda': 2.1782947412366473}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,407] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 103, 'learning_rate': 0.09995719022296333, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.875745218150717, 'colsample_bytree': 0.6509566737191971, 'gamma': 2.6538518459372806, 'reg_alpha': 0.4371595794164633, 'reg_lambda': 1.5354252166022775}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,466] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 80, 'learning_rate': 0.16840025057012364, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9302447984322264, 'colsample_bytree': 0.7459090590367923, 'gamma': 1.3789036766462544, 'reg_alpha': 0.8321196957509784, 'reg_lambda': 1.9192615562127855}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,517] Trial 63 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 27, 'learning_rate': 0.2777433036818898, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7986858754053126, 'colsample_bytree': 0.6366414275840866, 'gamma': 2.210631423293304, 'reg_alpha': 0.22111264758212779, 'reg_lambda': 1.8563690339113352}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,599] Trial 64 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 48, 'learning_rate': 0.06934155660138491, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8594752687427957, 'colsample_bytree': 0.6790262623807639, 'gamma': 1.9349290179965726, 'reg_alpha': 0.5801327417248234, 'reg_lambda': 2.4177473711918065}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,644] Trial 65 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.11278384693608638, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9106406295710416, 'colsample_bytree': 0.7318982821031889, 'gamma': 3.058287742677832, 'reg_alpha': 0.13604349961176165, 'reg_lambda': 2.107331994746364}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,694] Trial 66 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.21850599830444586, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9377339615788026, 'colsample_bytree': 0.808138608646495, 'gamma': 3.687120193083428, 'reg_alpha': 0.1488231127129868, 'reg_lambda': 2.116522122174499}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,805] Trial 67 finished with value: 0.699404761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.054479082138709285, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9106835291577025, 'colsample_bytree': 0.7355980853720002, 'gamma': 3.3945631515472474, 'reg_alpha': 0.07792875526676915, 'reg_lambda': 2.019604974456712}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,857] Trial 68 finished with value: 0.693452380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.11826826936178608, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7354151489976883, 'colsample_bytree': 0.7226053889608068, 'gamma': 2.9875519583486634, 'reg_alpha': 0.3062472858578151, 'reg_lambda': 2.274433962574537}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:18:59,919] Trial 69 finished with value: 0.699404761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.0886803643161812, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8730714044014813, 'colsample_bytree': 0.7779765519694082, 'gamma': 3.9719219531232492, 'reg_alpha': 0.1704788083529753, 'reg_lambda': 2.86855407764726}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,028] Trial 70 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 136, 'learning_rate': 0.14586177708750817, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.926632003376168, 'colsample_bytree': 0.7045841185070955, 'gamma': 3.7506251030351514, 'reg_alpha': 0.08697705693248153, 'reg_lambda': 2.474793686625995}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,077] Trial 71 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.106324564087424, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9032617324684513, 'colsample_bytree': 0.6915928904594165, 'gamma': 2.5682261676267357, 'reg_alpha': 0.04905176462595946, 'reg_lambda': 1.7415280815996828}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,122] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.13387123642760693, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8911478563830617, 'colsample_bytree': 0.6460835942798132, 'gamma': 1.7765178473637215, 'reg_alpha': 0.12520454932355163, 'reg_lambda': 1.989107158890454}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,302] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 26, 'learning_rate': 0.1603677498813235, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9390886288452084, 'colsample_bytree': 0.672134682831146, 'gamma': 3.0978528934752143, 'reg_alpha': 0.9367745838658343, 'reg_lambda': 2.0917822895389486}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,352] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 36, 'learning_rate': 0.18721596956701214, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8321388821537742, 'colsample_bytree': 0.6308853809062955, 'gamma': 1.4912399304117137, 'reg_alpha': 0.23260663376794588, 'reg_lambda': 1.6085197919693357}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,405] Trial 75 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.11310616729749483, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8546540689818429, 'colsample_bytree': 0.6557274505284716, 'gamma': 2.185627262709186, 'reg_alpha': 0.8065292531550512, 'reg_lambda': 1.784602063266505}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,498] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.1261208339765929, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8777423683529904, 'colsample_bytree': 0.612420513985212, 'gamma': 2.002545435992293, 'reg_alpha': 0.8535013350694945, 'reg_lambda': 1.8727289174237876}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,553] Trial 77 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.095612604378234, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.960070510722842, 'colsample_bytree': 0.7690443856516415, 'gamma': 2.785949796935637, 'reg_alpha': 0.8888291002920881, 'reg_lambda': 2.5621711497621185}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,620] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.1609508836487314, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9467879974305995, 'colsample_bytree': 0.7426175897226722, 'gamma': 3.381449570412047, 'reg_alpha': 0.7697690093946183, 'reg_lambda': 0.5108543027050336}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,732] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 116, 'learning_rate': 0.24833207476254893, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9467330578314586, 'colsample_bytree': 0.7500408583966187, 'gamma': 3.3196721707124204, 'reg_alpha': 0.9718948392633817, 'reg_lambda': 2.76537657224019}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,789] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.15530071870220308, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9886591538358106, 'colsample_bytree': 0.7356479901605739, 'gamma': 3.6437659248217753, 'reg_alpha': 0.7566641494321944, 'reg_lambda': 0.5843143142978786}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,836] Trial 81 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 26, 'learning_rate': 0.1365871174973524, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9176005926566594, 'colsample_bytree': 0.7206800165597087, 'gamma': 2.3179413590734375, 'reg_alpha': 0.6965430087873505, 'reg_lambda': 0.7280840459742044}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,941] Trial 82 finished with value: 0.699404761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.17161294154287918, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8971007188073549, 'colsample_bytree': 0.7067550202758153, 'gamma': 3.130114390928964, 'reg_alpha': 0.6052644812083066, 'reg_lambda': 2.1681694965937286}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:00,999] Trial 83 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.21955133742327282, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9115818997353078, 'colsample_bytree': 0.6919826050068646, 'gamma': 3.865958641277029, 'reg_alpha': 0.5134918297262129, 'reg_lambda': 2.066780575490352}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,064] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 108, 'learning_rate': 0.14231961155528797, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.950764825476188, 'colsample_bytree': 0.6154229854296955, 'gamma': 4.117484835077879, 'reg_alpha': 0.9165773027866174, 'reg_lambda': 2.244264280789807}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,258] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.19767379050315534, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9708991558647082, 'colsample_bytree': 0.761549535822892, 'gamma': 3.582604775551612, 'reg_alpha': 0.9419963212444812, 'reg_lambda': 1.9809807078613892}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,333] Trial 86 finished with value: 0.693452380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.07586088727009564, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9357273595822303, 'colsample_bytree': 0.7948639575199138, 'gamma': 2.4180234030767394, 'reg_alpha': 0.6689785017701686, 'reg_lambda': 2.328003350250949}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,383] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.10714815281359114, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9263450565808939, 'colsample_bytree': 0.6001854497764613, 'gamma': 1.726796802149076, 'reg_alpha': 0.7817491563381442, 'reg_lambda': 0.9146055391160643}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,454] Trial 88 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.06460580845968959, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9619551109091049, 'colsample_bytree': 0.6686372835894316, 'gamma': 2.8623320390571787, 'reg_alpha': 0.8678586004545525, 'reg_lambda': 1.9022799151735577}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,517] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 74, 'learning_rate': 0.01657613726392459, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6836197856172042, 'colsample_bytree': 0.9717433244178375, 'gamma': 0.10089181478315867, 'reg_alpha': 0.6385230097870551, 'reg_lambda': 1.700548212693031}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,561] Trial 90 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 31, 'learning_rate': 0.08632148505928891, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8833745138794986, 'colsample_bytree': 0.6849765140644157, 'gamma': 3.389784614232574, 'reg_alpha': 0.9512477378599761, 'reg_lambda': 1.3478792365972672}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,663] Trial 91 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.11485835443685485, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8433132741180789, 'colsample_bytree': 0.6755189803285018, 'gamma': 2.1058908893790798, 'reg_alpha': 0.9074778814072199, 'reg_lambda': 1.7002221690215944}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,730] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 95, 'learning_rate': 0.12736380649582585, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9066252001248262, 'colsample_bytree': 0.6435056900078538, 'gamma': 1.8396228328016135, 'reg_alpha': 0.7234286210768756, 'reg_lambda': 1.563107646883914}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,800] Trial 93 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 108, 'learning_rate': 0.021407077821710016, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9003882844793346, 'colsample_bytree': 0.6295423235247299, 'gamma': 2.1282916541426373, 'reg_alpha': 0.8853829395508706, 'reg_lambda': 1.674830790883516}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,896] Trial 94 finished with value: 0.738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.16094862855203768, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9477736560076734, 'colsample_bytree': 0.6567284328058607, 'gamma': 2.2794012986942023, 'reg_alpha': 0.8150765254448479, 'reg_lambda': 1.4769400284617151}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:01,971] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.16155296222816823, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9474317103890184, 'colsample_bytree': 0.6518414771390977, 'gamma': 2.5201239949482397, 'reg_alpha': 0.8134212533394256, 'reg_lambda': 1.1041504628409553}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,158] Trial 96 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.15961121569135886, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9552440972492624, 'colsample_bytree': 0.6615450263867458, 'gamma': 2.5877392639378796, 'reg_alpha': 0.8177885932547118, 'reg_lambda': 1.1231271125629883}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,271] Trial 97 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 135, 'learning_rate': 0.17611325825450444, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9440746389441026, 'colsample_bytree': 0.7029818936340197, 'gamma': 2.2664566298755022, 'reg_alpha': 0.9809660669896964, 'reg_lambda': 0.747874798524523}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,343] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.1870437108848051, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9749979171921757, 'colsample_bytree': 0.6543548050206572, 'gamma': 2.418361217229499, 'reg_alpha': 0.7752270434891343, 'reg_lambda': 0.5337521873501149}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,413] Trial 99 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.23337088558444824, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9719056543061183, 'colsample_bytree': 0.7142235352750493, 'gamma': 2.477068245810774, 'reg_alpha': 0.8444008804801169, 'reg_lambda': 0.523035838092214}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,521] Trial 100 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 146, 'learning_rate': 0.21807143343343444, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9904257391471665, 'colsample_bytree': 0.6890422769227931, 'gamma': 2.4021857241458213, 'reg_alpha': 0.35538930088141407, 'reg_lambda': 0.561734315975251}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,589] Trial 101 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.18724593798582662, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9632729799750922, 'colsample_bytree': 0.6541217520672976, 'gamma': 2.721927187767713, 'reg_alpha': 0.8522910131140548, 'reg_lambda': 0.646141118562932}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,666] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 156, 'learning_rate': 0.1861660453861529, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.972250771989953, 'colsample_bytree': 0.7267671881874121, 'gamma': 2.727367083826738, 'reg_alpha': 0.8525360218895014, 'reg_lambda': 0.6577649475161893}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,780] Trial 103 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.2740184846053814, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9757781992918981, 'colsample_bytree': 0.711594647004305, 'gamma': 3.040107579838793, 'reg_alpha': 0.7792369389523449, 'reg_lambda': 0.5264328244248128}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,863] Trial 104 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.2959960054841375, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9806751301357839, 'colsample_bytree': 0.7146989787584548, 'gamma': 3.007161630365892, 'reg_alpha': 0.8386062336997456, 'reg_lambda': 0.5314855143430746}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:02,946] Trial 105 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 179, 'learning_rate': 0.26083743532361786, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9724177997750463, 'colsample_bytree': 0.7412163021739694, 'gamma': 2.4946980256317204, 'reg_alpha': 0.7809845674594523, 'reg_lambda': 0.5048255777452816}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,058] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.2671714556978064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.965080728554474, 'colsample_bytree': 0.7310369937285698, 'gamma': 2.9688579976282217, 'reg_alpha': 0.7928168736491454, 'reg_lambda': 0.6628782499649881}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,175] Trial 107 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 172, 'learning_rate': 0.2716103874260239, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.964447890976992, 'colsample_bytree': 0.7409563603144503, 'gamma': 3.239271393213241, 'reg_alpha': 0.7365811048294575, 'reg_lambda': 0.6489044442610413}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,274] Trial 108 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.2640561965369663, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9662927418042799, 'colsample_bytree': 0.7301553848982848, 'gamma': 2.9268049953571817, 'reg_alpha': 0.7266336803699646, 'reg_lambda': 0.817000252284741}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,385] Trial 109 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 170, 'learning_rate': 0.2777461409916557, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9644261538327618, 'colsample_bytree': 0.7287529464029348, 'gamma': 3.219101971698233, 'reg_alpha': 0.7417478078013606, 'reg_lambda': 0.7923034982221226}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,464] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.27270010938086287, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9969375744997784, 'colsample_bytree': 0.7314288733518952, 'gamma': 3.229202458733267, 'reg_alpha': 0.72131718319878, 'reg_lambda': 0.8167469142323021}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,547] Trial 111 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 170, 'learning_rate': 0.2592260095998642, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9649683701048066, 'colsample_bytree': 0.7532852459075069, 'gamma': 2.9285785402813627, 'reg_alpha': 0.7388333579373522, 'reg_lambda': 0.6383042472572085}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,662] Trial 112 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 174, 'learning_rate': 0.25063613023356235, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9880173027101553, 'colsample_bytree': 0.7724150292389944, 'gamma': 3.0583269416313636, 'reg_alpha': 0.7362288987221879, 'reg_lambda': 0.7892605263248924}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,798] Trial 113 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 170, 'learning_rate': 0.26524917068731935, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9674160903971442, 'colsample_bytree': 0.7519056250016762, 'gamma': 2.9184227660798063, 'reg_alpha': 0.7143949476153482, 'reg_lambda': 0.6244062435896484}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,874] Trial 114 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.27154238967434524, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9678152230042463, 'colsample_bytree': 0.754623246742124, 'gamma': 2.972676932643332, 'reg_alpha': 0.7079306587262637, 'reg_lambda': 0.6036004141540061}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:03,984] Trial 115 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 169, 'learning_rate': 0.2314482587940053, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9626576269853011, 'colsample_bytree': 0.7540911234678115, 'gamma': 2.9267499291482872, 'reg_alpha': 0.6824934277552681, 'reg_lambda': 0.6108269976258609}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,061] Trial 116 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.2783152386079112, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9652673088550944, 'colsample_bytree': 0.7535902435879627, 'gamma': 2.9113858965474955, 'reg_alpha': 0.6892283224691589, 'reg_lambda': 0.6218953282097718}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,136] Trial 117 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 169, 'learning_rate': 0.2807521599208231, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9650561494761452, 'colsample_bytree': 0.7558282363696719, 'gamma': 2.8911242781267465, 'reg_alpha': 0.6527356911035883, 'reg_lambda': 0.6142194533445061}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,247] Trial 118 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 184, 'learning_rate': 0.261204950445805, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9836842539943288, 'colsample_bytree': 0.7514326396378046, 'gamma': 3.1654564694084684, 'reg_alpha': 0.70865869126853, 'reg_lambda': 0.6856454482027055}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,325] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.29769507120019106, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9619383600294407, 'colsample_bytree': 0.7865260464438565, 'gamma': 2.9631222414928557, 'reg_alpha': 0.6781655857582489, 'reg_lambda': 0.862487990778138}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,496] Trial 120 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 168, 'learning_rate': 0.2339107283770635, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9565827356227857, 'colsample_bytree': 0.7640996017830353, 'gamma': 3.285786592595564, 'reg_alpha': 0.6902068617886001, 'reg_lambda': 0.6074071747737929}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,604] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.23210588593422474, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9577118545267143, 'colsample_bytree': 0.7637343768492055, 'gamma': 3.281411355762521, 'reg_alpha': 0.740537100729646, 'reg_lambda': 0.687339416830807}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,681] Trial 122 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 165, 'learning_rate': 0.2176626174053253, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.991698042883587, 'colsample_bytree': 0.7706421898950899, 'gamma': 3.5076659648312165, 'reg_alpha': 0.6865272364769006, 'reg_lambda': 0.5965064402934114}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,762] Trial 123 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 195, 'learning_rate': 0.22974413922775083, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.666849503616442, 'colsample_bytree': 0.7590944285364474, 'gamma': 2.8544657289534463, 'reg_alpha': 0.713737309508629, 'reg_lambda': 0.7137539432369783}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,875] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.24902567472477277, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9540423078827692, 'colsample_bytree': 0.7640199711452228, 'gamma': 3.323729039456357, 'reg_alpha': 0.7499962693752231, 'reg_lambda': 0.7783579523118916}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:04,953] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.24437661341120573, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9572301753334604, 'colsample_bytree': 0.7656590447715691, 'gamma': 3.3007640277222934, 'reg_alpha': 0.7458770083324348, 'reg_lambda': 0.7807298056424103}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,022] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.25675105533146375, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9782307769562082, 'colsample_bytree': 0.8093193084405164, 'gamma': 2.97860736494785, 'reg_alpha': 0.6539541538610828, 'reg_lambda': 0.9474322958186783}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,122] Trial 127 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 162, 'learning_rate': 0.28549850419955364, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9550949191053445, 'colsample_bytree': 0.7859578656155422, 'gamma': 3.132068623559867, 'reg_alpha': 0.6936514798260607, 'reg_lambda': 0.6958953376641318}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,203] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.2329489532892433, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9390112824875387, 'colsample_bytree': 0.7803382364070347, 'gamma': 3.440706830043215, 'reg_alpha': 0.6895032756923126, 'reg_lambda': 0.8430326236404253}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,278] Trial 129 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 161, 'learning_rate': 0.28803036153747863, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7034429663345407, 'colsample_bytree': 0.7959610697194571, 'gamma': 3.1871307658691306, 'reg_alpha': 0.5920975299366833, 'reg_lambda': 0.7115887383398392}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,389] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.20181466134963283, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.953910876884106, 'colsample_bytree': 0.787180114307535, 'gamma': 3.081126397435728, 'reg_alpha': 0.6231227215025628, 'reg_lambda': 0.7698831411641232}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,579] Trial 131 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 182, 'learning_rate': 0.2710286474559027, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9823790574134867, 'colsample_bytree': 0.7507339508349599, 'gamma': 3.2915234391026056, 'reg_alpha': 0.7560261264512818, 'reg_lambda': 0.6181131845405244}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,656] Trial 132 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 172, 'learning_rate': 0.29826713978144526, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9697501126661212, 'colsample_bytree': 0.7744755267550645, 'gamma': 2.7862394167661115, 'reg_alpha': 0.7174999271024796, 'reg_lambda': 0.6836895280388395}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,768] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.24426464130949052, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9570239593931955, 'colsample_bytree': 0.7636155672745816, 'gamma': 2.888087455879334, 'reg_alpha': 0.6381827229980181, 'reg_lambda': 0.5817202427072162}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,841] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.24039177117931126, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.957755021829506, 'colsample_bytree': 0.7625011961063147, 'gamma': 2.6643937717617647, 'reg_alpha': 0.7961398953718769, 'reg_lambda': 0.5720656103570065}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:05,911] Trial 135 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.2120070381692741, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998033423810728, 'colsample_bytree': 0.7252030950230175, 'gamma': 3.1403218632458785, 'reg_alpha': 0.6752025908600527, 'reg_lambda': 0.6943344360737081}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,015] Trial 136 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.046656529053364856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9983600111165581, 'colsample_bytree': 0.7439305145224865, 'gamma': 3.569981581603165, 'reg_alpha': 0.6436319749979696, 'reg_lambda': 0.9586738857138619}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,086] Trial 137 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 157, 'learning_rate': 0.21494639700281856, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9886957836583534, 'colsample_bytree': 0.7244829343196932, 'gamma': 3.146396483131442, 'reg_alpha': 0.5453442058030559, 'reg_lambda': 0.7359375353878637}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,159] Trial 138 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.22926359941095942, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9803184130945016, 'colsample_bytree': 0.786881379907656, 'gamma': 3.314635623045188, 'reg_alpha': 0.6741825119496423, 'reg_lambda': 0.8171687645546002}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,292] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.042098975931837326, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9536662558918974, 'colsample_bytree': 0.7633442747450309, 'gamma': 3.0643837183664964, 'reg_alpha': 0.6292579973544423, 'reg_lambda': 0.5642438961631864}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,367] Trial 140 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.25435316439066197, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9400212448764697, 'colsample_bytree': 0.7373934180580105, 'gamma': 3.465342250360756, 'reg_alpha': 0.689162197202758, 'reg_lambda': 0.6970850011523771}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,533] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.2780112262782095, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9744570749172541, 'colsample_bytree': 0.7293479110818721, 'gamma': 2.9474676266845283, 'reg_alpha': 0.7412487709452985, 'reg_lambda': 0.6702091798574736}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,831] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.24403566292579193, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9591166713426265, 'colsample_bytree': 0.7219135559862776, 'gamma': 2.8120965892179344, 'reg_alpha': 0.6602802496597141, 'reg_lambda': 0.599752387374787}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,921] Trial 143 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 192, 'learning_rate': 0.21113252024319773, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7583809346480705, 'colsample_bytree': 0.7495232839844106, 'gamma': 3.207880334576602, 'reg_alpha': 0.7646105993141097, 'reg_lambda': 0.7663257607484404}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:06,999] Trial 144 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.22894564258394448, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9685408992927754, 'colsample_bytree': 0.8034504505604068, 'gamma': 3.3781948088661617, 'reg_alpha': 0.7340331978379225, 'reg_lambda': 0.8870645723624404}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,113] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.29915212428031807, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9315596435624732, 'colsample_bytree': 0.7584124343826214, 'gamma': 3.0297054914612898, 'reg_alpha': 0.7022182567946474, 'reg_lambda': 0.565397529313297}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,186] Trial 146 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.2588227037948038, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9449926787983437, 'colsample_bytree': 0.6987889420460502, 'gamma': 3.122723010227581, 'reg_alpha': 0.6756991410179664, 'reg_lambda': 0.6460178860529454}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,259] Trial 147 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 151, 'learning_rate': 0.20138182594392484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9465541590971058, 'colsample_bytree': 0.6976255402973107, 'gamma': 3.6846654047788796, 'reg_alpha': 0.6718373819274113, 'reg_lambda': 0.7393984639283527}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,368] Trial 148 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 160, 'learning_rate': 0.2510733198746194, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848563376000186, 'colsample_bytree': 0.7701185878641441, 'gamma': 3.107586969750696, 'reg_alpha': 0.6074678946577727, 'reg_lambda': 0.6138169348166842}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,446] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.05138263356000031, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9220321153595584, 'colsample_bytree': 0.7170925052877191, 'gamma': 2.641187664776208, 'reg_alpha': 0.6968729822908064, 'reg_lambda': 0.8334712552403087}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,519] Trial 150 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.23437034583935376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9510739803922895, 'colsample_bytree': 0.7456928987147894, 'gamma': 3.2418071920457123, 'reg_alpha': 0.7282111929641164, 'reg_lambda': 0.5071550762367754}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,627] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.2756470673000394, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9617934650104788, 'colsample_bytree': 0.7077739762625198, 'gamma': 2.980698488668363, 'reg_alpha': 0.7688653370927767, 'reg_lambda': 0.6603263130226299}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,702] Trial 152 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 170, 'learning_rate': 0.2559819183437024, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9733273293385474, 'colsample_bytree': 0.7370221408763412, 'gamma': 2.876290799118973, 'reg_alpha': 0.7514396175093531, 'reg_lambda': 0.6925351696935763}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,781] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.279043065563558, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9449450905610469, 'colsample_bytree': 0.7785754235489298, 'gamma': 2.762552671380926, 'reg_alpha': 0.7909107913159357, 'reg_lambda': 0.6345754863582695}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,880] Trial 154 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 152, 'learning_rate': 0.26599569264432416, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9658432282239994, 'colsample_bytree': 0.7327771695035331, 'gamma': 3.1443278188656114, 'reg_alpha': 0.7034875453296, 'reg_lambda': 0.7914535960196121}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:07,952] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.221982303259008, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.978137055461847, 'colsample_bytree': 0.7587625282820845, 'gamma': 3.3126740875079634, 'reg_alpha': 0.6616538788487569, 'reg_lambda': 0.7816299102678289}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,133] Trial 156 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 196, 'learning_rate': 0.24222446288765956, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7915035407682414, 'colsample_bytree': 0.71429931103076, 'gamma': 3.156866800148748, 'reg_alpha': 0.7074099514626123, 'reg_lambda': 0.7322917211152867}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,238] Trial 157 finished with value: 0.6875 and parameters: {'n_estimators': 165, 'learning_rate': 0.2041224283662641, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9921566718636271, 'colsample_bytree': 0.7246149269364867, 'gamma': 3.483004903425525, 'reg_alpha': 0.6807044719257556, 'reg_lambda': 0.5607524109440462}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,311] Trial 158 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.26001400654920437, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9535928021933561, 'colsample_bytree': 0.6985479377172704, 'gamma': 3.3583568631719536, 'reg_alpha': 0.6340743360863805, 'reg_lambda': 0.8129586451347443}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,388] Trial 159 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 181, 'learning_rate': 0.28492206108050305, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.936498440158063, 'colsample_bytree': 0.7454787597886517, 'gamma': 3.831966521008142, 'reg_alpha': 0.7165159973338855, 'reg_lambda': 0.5981385815598296}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,486] Trial 160 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.24252683798428623, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9990560602370089, 'colsample_bytree': 0.7680682566700312, 'gamma': 3.593946361310432, 'reg_alpha': 0.5715812158314119, 'reg_lambda': 0.8763309008057911}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,562] Trial 161 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.26044083143112357, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9587777844428791, 'colsample_bytree': 0.7034557940415982, 'gamma': 3.336842099546695, 'reg_alpha': 0.6337236655190901, 'reg_lambda': 0.7885518579764339}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,641] Trial 162 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 164, 'learning_rate': 0.2643395475624205, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9596346863683383, 'colsample_bytree': 0.7058640811753446, 'gamma': 3.116701454464206, 'reg_alpha': 0.6489993046344817, 'reg_lambda': 0.7326567204447808}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,746] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 162, 'learning_rate': 0.22697887642289202, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.957434132621438, 'colsample_bytree': 0.7043351549018293, 'gamma': 3.172089888268962, 'reg_alpha': 0.6456211821314671, 'reg_lambda': 0.933453061930278}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,848] Trial 164 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 162, 'learning_rate': 0.21274641409715914, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9604133859252533, 'colsample_bytree': 0.7092519897104297, 'gamma': 3.091230760950298, 'reg_alpha': 0.6492249879324894, 'reg_lambda': 1.0557671515475289}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:08,965] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.21248679591649983, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9753619087114942, 'colsample_bytree': 0.703297892005232, 'gamma': 3.0900830947600038, 'reg_alpha': 0.5954908225157347, 'reg_lambda': 0.9393721947001693}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,508] Trial 166 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.05785856267670194, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.943957238256688, 'colsample_bytree': 0.707690989598787, 'gamma': 3.179349403194869, 'reg_alpha': 0.6222707150789433, 'reg_lambda': 0.9955290497664282}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,635] Trial 167 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.29935271668162516, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9638480831712797, 'colsample_bytree': 0.718508880998774, 'gamma': 2.86363428076899, 'reg_alpha': 0.6394782005897683, 'reg_lambda': 1.0673655896513716}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,855] Trial 168 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 159, 'learning_rate': 0.28754789522393537, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9656873837367224, 'colsample_bytree': 0.7127351096966474, 'gamma': 3.0801600566920335, 'reg_alpha': 0.6543586395199606, 'reg_lambda': 1.060117618903499}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:09,978] Trial 169 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 148, 'learning_rate': 0.26369643509565605, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9849148387824151, 'colsample_bytree': 0.6924880498966844, 'gamma': 3.0912400136478504, 'reg_alpha': 0.6683249799357224, 'reg_lambda': 0.858173691633187}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,058] Trial 170 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 156, 'learning_rate': 0.03734956964532242, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9675585737979675, 'colsample_bytree': 0.7105671928818242, 'gamma': 3.424937233337468, 'reg_alpha': 0.6602842339673674, 'reg_lambda': 1.042817279684577}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,150] Trial 171 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 239, 'learning_rate': 0.2977597233018499, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9732579335365933, 'colsample_bytree': 0.7202002174953707, 'gamma': 3.062664993524758, 'reg_alpha': 0.6490315819744541, 'reg_lambda': 1.1063022173415884}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,273] Trial 172 finished with value: 0.7529761904761904 and parameters: {'n_estimators': 234, 'learning_rate': 0.27812900624409476, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9763464775618025, 'colsample_bytree': 0.6997164156249858, 'gamma': 3.225238136457592, 'reg_alpha': 0.6147469183752733, 'reg_lambda': 1.1615280819497131}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,365] Trial 173 finished with value: 0.7767857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.2862936475543468, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9635680078037379, 'colsample_bytree': 0.7262104786585848, 'gamma': 3.0261839353308093, 'reg_alpha': 0.6504989922154902, 'reg_lambda': 1.296275272589813}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,440] Trial 174 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.2988816254372043, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9693349602167202, 'colsample_bytree': 0.7295169526995492, 'gamma': 2.999490314493815, 'reg_alpha': 0.6900018049761653, 'reg_lambda': 0.8956060490111968}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,564] Trial 175 finished with value: 0.681547619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.28197043793836507, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9842150643860529, 'colsample_bytree': 0.7169323792788185, 'gamma': 3.172080604952819, 'reg_alpha': 0.6848716277894016, 'reg_lambda': 0.9443914943043875}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,657] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.26119941500585975, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9458682746584965, 'colsample_bytree': 0.7242600286992676, 'gamma': 3.031410421382864, 'reg_alpha': 0.5863861966422413, 'reg_lambda': 1.0009876703380467}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,753] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.2642178825656801, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9523961734950613, 'colsample_bytree': 0.7357452875000005, 'gamma': 2.7791007244951795, 'reg_alpha': 0.5564870471254441, 'reg_lambda': 1.2346806033591042}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,875] Trial 178 finished with value: 0.7529761904761904 and parameters: {'n_estimators': 248, 'learning_rate': 0.2848267845871743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9746551987849051, 'colsample_bytree': 0.696076090891229, 'gamma': 2.9158679652506754, 'reg_alpha': 0.6552277726365923, 'reg_lambda': 1.3316584596120502}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:10,958] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 214, 'learning_rate': 0.25380307096279764, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9899730624454354, 'colsample_bytree': 0.6830525205146064, 'gamma': 3.212809197217716, 'reg_alpha': 0.4739965893364405, 'reg_lambda': 1.1287174847306611}. Best is trial 22 with value: 0.7767857142857143.
[I 2025-11-03 19:19:11,028] Trial 180 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.23177378090282122, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9629001310053487, 'colsample_bytree': 0.7057164221957777, 'gamma': 3.5155170959003215, 'reg_alpha': 0.6772157528822785, 'reg_lambda': 0.7376908903269186}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,174] Trial 181 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.23087392760658074, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631014156046508, 'colsample_bytree': 0.7040895101343791, 'gamma': 3.4976422436864327, 'reg_alpha': 0.674807315882668, 'reg_lambda': 0.7392465939050408}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,246] Trial 182 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.2277888076840219, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9651091300670054, 'colsample_bytree': 0.7192094835591923, 'gamma': 3.522185530106114, 'reg_alpha': 0.675891077146992, 'reg_lambda': 0.7291184141734318}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,345] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.2282304107399229, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9773106965014131, 'colsample_bytree': 0.7175501459380839, 'gamma': 3.745572647929298, 'reg_alpha': 0.6735839786723204, 'reg_lambda': 0.7279373793831321}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,448] Trial 184 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 133, 'learning_rate': 0.19758404773122545, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9507091278352069, 'colsample_bytree': 0.7082783188254512, 'gamma': 3.5104483835645444, 'reg_alpha': 0.6864790077964179, 'reg_lambda': 0.7121050657068534}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,518] Trial 185 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.2286365584609403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9678394201220014, 'colsample_bytree': 0.6882743687158027, 'gamma': 3.670157222545516, 'reg_alpha': 0.6547951248230504, 'reg_lambda': 0.6444768437965908}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,582] Trial 186 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 140, 'learning_rate': 0.22345538540774063, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9697203219778338, 'colsample_bytree': 0.725354499262331, 'gamma': 3.560850218181461, 'reg_alpha': 0.6614909436740837, 'reg_lambda': 0.7448454275565399}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,678] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.22590794786295934, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9813654634536086, 'colsample_bytree': 0.7235163210179213, 'gamma': 3.6280418327025195, 'reg_alpha': 0.6067854451376951, 'reg_lambda': 0.842697760768051}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,751] Trial 188 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 138, 'learning_rate': 0.23447458979241817, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9665833680347906, 'colsample_bytree': 0.6883256345925143, 'gamma': 3.7053832982028427, 'reg_alpha': 0.6511792131047791, 'reg_lambda': 1.2859021940378312}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,821] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.19775934991399774, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9716990275424126, 'colsample_bytree': 0.6862711321113537, 'gamma': 3.7530504838428578, 'reg_alpha': 0.6487238259422582, 'reg_lambda': 1.170565081924836}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:11,930] Trial 190 finished with value: 0.6875 and parameters: {'n_estimators': 132, 'learning_rate': 0.195225975214226, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.992636482004436, 'colsample_bytree': 0.6891591068983769, 'gamma': 3.5527190775271458, 'reg_alpha': 0.6291496875044426, 'reg_lambda': 1.21061047158764}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,003] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.22018564571932145, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9736016292605422, 'colsample_bytree': 0.6813826141718269, 'gamma': 3.889097980818638, 'reg_alpha': 0.649914140652851, 'reg_lambda': 1.271102513077871}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,068] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.21513979152872312, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9732203842332585, 'colsample_bytree': 0.6821063377181986, 'gamma': 3.838136034174097, 'reg_alpha': 0.6518977249710236, 'reg_lambda': 1.1888988001389114}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,330] Trial 193 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.21209035576245466, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9756678638682004, 'colsample_bytree': 0.6766047207481045, 'gamma': 3.912495316252821, 'reg_alpha': 0.6657852932579221, 'reg_lambda': 1.4146206894834898}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,397] Trial 194 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 126, 'learning_rate': 0.18943581504892107, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9809486185691454, 'colsample_bytree': 0.6675454420073897, 'gamma': 4.051300728114637, 'reg_alpha': 0.6235390376354338, 'reg_lambda': 1.1712197660701447}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,616] Trial 195 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.22014917353124952, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9719609234872982, 'colsample_bytree': 0.6837769900485515, 'gamma': 3.7669530735466035, 'reg_alpha': 0.6943622955356336, 'reg_lambda': 1.268146255959321}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,716] Trial 196 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.20193895936964246, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9854208710853727, 'colsample_bytree': 0.6913077626889473, 'gamma': 3.831132169954415, 'reg_alpha': 0.6575814527935309, 'reg_lambda': 1.146652212608879}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,783] Trial 197 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.22164328453518584, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9712544790110551, 'colsample_bytree': 0.6761495057135015, 'gamma': 3.8949302955661222, 'reg_alpha': 0.6146360638629494, 'reg_lambda': 1.0826846436016473}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,855] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.17472018293062597, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9707826582590183, 'colsample_bytree': 0.6755354491925605, 'gamma': 3.952064188965372, 'reg_alpha': 0.6168032246493383, 'reg_lambda': 1.0780851898367327}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,941] Trial 199 finished with value: 0.6875 and parameters: {'n_estimators': 118, 'learning_rate': 0.22194239684779485, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.988614596426781, 'colsample_bytree': 0.6799793942461325, 'gamma': 3.7907812451217784, 'reg_alpha': 0.6361057982918885, 'reg_lambda': 1.106041157895458}. Best is trial 180 with value: 0.7886904761904762.
[I 2025-11-03 19:19:12,944] A new study created in memory with name: no-name-3e2db685-78c7-439f-9007-6c95c7d14514
[I 2025-11-03 19:19:13,006] Trial 0 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.042935457897104574, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6140303251150413, 'colsample_bytree': 0.6043808670524299, 'gamma': 3.6057393474123107, 'reg_alpha': 0.7941819769555218, 'reg_lambda': 1.5073405410121565}. Best is trial 0 with value: 0.6815476190476191.
[I 2025-11-03 19:19:13,087] Trial 1 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.1487266817930323, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8128965180991776, 'colsample_bytree': 0.7365664362533777, 'gamma': 2.129567267362231, 'reg_alpha': 0.648453582352074, 'reg_lambda': 2.01495959534822}. Best is trial 0 with value: 0.6815476190476191.
[I 2025-11-03 19:19:13,340] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.012402809789682364, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7651473039734589, 'colsample_bytree': 0.6105154818938436, 'gamma': 4.836739456025469, 'reg_alpha': 0.19174651862571412, 'reg_lambda': 0.8422485529762409}. Best is trial 0 with value: 0.6815476190476191.
[I 2025-11-03 19:19:13,397] Trial 3 finished with value: 0.693452380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.0388946179362286, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.890240480586304, 'colsample_bytree': 0.8162678075359755, 'gamma': 2.629033071223759, 'reg_alpha': 0.1078067025147521, 'reg_lambda': 2.9393407017326667}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,477] Trial 4 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.21017973152415514, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7428006848123048, 'colsample_bytree': 0.8058449949449006, 'gamma': 1.2474357466015191, 'reg_alpha': 0.2562547883922096, 'reg_lambda': 1.4183027016017524}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,647] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.042122155186331334, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9502087821824619, 'colsample_bytree': 0.8528610169687367, 'gamma': 0.21949124621088834, 'reg_alpha': 0.3563888159256532, 'reg_lambda': 1.0083814931527044}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,715] Trial 6 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 111, 'learning_rate': 0.13103011981980378, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8368778496550733, 'colsample_bytree': 0.8194772250792729, 'gamma': 4.261896583684508, 'reg_alpha': 0.997690536079716, 'reg_lambda': 0.6665530253167649}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,771] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.18381650368686103, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.6197122883490808, 'colsample_bytree': 0.6486673306034592, 'gamma': 1.7715616790633022, 'reg_alpha': 0.09744540079005137, 'reg_lambda': 1.272408416445331}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,832] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.17713943570478202, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.681536306596398, 'colsample_bytree': 0.6870679316274722, 'gamma': 2.0985940755368775, 'reg_alpha': 0.576757551706311, 'reg_lambda': 2.96433112942552}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:13,928] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.015265778815038, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7965821676555125, 'colsample_bytree': 0.8108715808736494, 'gamma': 4.448647001457569, 'reg_alpha': 0.5524382526644055, 'reg_lambda': 1.3426030549287258}. Best is trial 3 with value: 0.693452380952381.
[I 2025-11-03 19:19:14,010] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 165, 'learning_rate': 0.024294090728554953, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9989270197515516, 'colsample_bytree': 0.9624671196259119, 'gamma': 3.1471950128257324, 'reg_alpha': 0.022096709018297425, 'reg_lambda': 2.996904210557454}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,159] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.022587634433210924, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9871168928131452, 'colsample_bytree': 0.9848656136911246, 'gamma': 3.1108846065402216, 'reg_alpha': 0.04021567998874167, 'reg_lambda': 2.9924880610927045}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,237] Trial 12 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.02155418822680419, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9988411960765702, 'colsample_bytree': 0.9966554309743962, 'gamma': 3.322889057914351, 'reg_alpha': 0.020277125248642638, 'reg_lambda': 2.452622524446314}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,319] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 164, 'learning_rate': 0.024121736042015125, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9899219609899047, 'colsample_bytree': 0.9991547997272022, 'gamma': 3.173749483202064, 'reg_alpha': 0.36723116447145554, 'reg_lambda': 2.5353527555874367}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,430] Trial 14 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.07781085164585032, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9170008056166117, 'colsample_bytree': 0.926406650280118, 'gamma': 2.80979683986169, 'reg_alpha': 0.0010961525952651874, 'reg_lambda': 2.4612939994353176}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,654] Trial 15 finished with value: 0.6875 and parameters: {'n_estimators': 188, 'learning_rate': 0.02110392052227334, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8824826746636646, 'colsample_bytree': 0.9090888807755291, 'gamma': 3.8441933159232073, 'reg_alpha': 0.34234106283366805, 'reg_lambda': 2.054939570783806}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,733] Trial 16 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.07125511005400809, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9398097512047324, 'colsample_bytree': 0.9387861569743288, 'gamma': 1.297215893978131, 'reg_alpha': 0.18285103154734456, 'reg_lambda': 2.6788429645668796}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,829] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.010507230749741883, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8644420963866545, 'colsample_bytree': 0.8820720951631267, 'gamma': 2.907898438054831, 'reg_alpha': 0.4421807555290939, 'reg_lambda': 2.0669450347417015}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:14,920] Trial 18 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.03059353182305973, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9485803938224864, 'colsample_bytree': 0.9576374093049591, 'gamma': 3.877355987050602, 'reg_alpha': 0.23842515465957853, 'reg_lambda': 2.7645411570841945}. Best is trial 10 with value: 0.7083333333333334.
[I 2025-11-03 19:19:15,039] Trial 19 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 180, 'learning_rate': 0.016386264761260746, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.999479176167607, 'colsample_bytree': 0.9661467532093964, 'gamma': 0.025518449742256255, 'reg_alpha': 0.09397165321232942, 'reg_lambda': 2.2750725161421235}. Best is trial 19 with value: 0.7113095238095237.
[I 2025-11-03 19:19:15,123] Trial 20 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 188, 'learning_rate': 0.015547572248419952, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9071851566760667, 'colsample_bytree': 0.7543968882872258, 'gamma': 0.16993935663386248, 'reg_alpha': 0.7403079063456663, 'reg_lambda': 2.2641442801532947}. Best is trial 19 with value: 0.7113095238095237.
[I 2025-11-03 19:19:15,288] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 150, 'learning_rate': 0.016749154593342228, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9750450232361113, 'colsample_bytree': 0.9669622995138076, 'gamma': 2.431001924274081, 'reg_alpha': 0.12170287020072829, 'reg_lambda': 1.6961416787647225}. Best is trial 19 with value: 0.7113095238095237.
[I 2025-11-03 19:19:15,442] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.029761903769996514, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9637855530881594, 'colsample_bytree': 0.8928886221770721, 'gamma': 0.75080600440945, 'reg_alpha': 0.01013926379977953, 'reg_lambda': 2.7507714871445974}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,547] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.031075490521635357, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9534617456960786, 'colsample_bytree': 0.8957418503404344, 'gamma': 0.5626971809526596, 'reg_alpha': 0.11502721484605512, 'reg_lambda': 2.7274714267044584}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,680] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.06250924044584129, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9272042078569032, 'colsample_bytree': 0.8822176325652771, 'gamma': 0.6934616064058321, 'reg_alpha': 0.27061341042533077, 'reg_lambda': 2.3175432099972575}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,787] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.06061232007281388, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8565705213084106, 'colsample_bytree': 0.8730712282059028, 'gamma': 0.7494433050878314, 'reg_alpha': 0.20868030503123913, 'reg_lambda': 2.7139972113686057}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:15,906] Trial 26 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 213, 'learning_rate': 0.0892739527893188, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.858831942635045, 'colsample_bytree': 0.8607452498714585, 'gamma': 0.7677411301736402, 'reg_alpha': 0.17386499691952778, 'reg_lambda': 2.7329552803251786}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,003] Trial 27 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.28559153569275786, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9593734341565144, 'colsample_bytree': 0.912164768896069, 'gamma': 0.6824422188733105, 'reg_alpha': 0.2955488531789286, 'reg_lambda': 2.6133116355153736}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,235] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.10163243799436752, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8345130215930939, 'colsample_bytree': 0.8486776341117848, 'gamma': 1.1178587147929204, 'reg_alpha': 0.4568426985810627, 'reg_lambda': 2.7928975924604558}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,336] Trial 29 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.05093667956770984, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7283437588931763, 'colsample_bytree': 0.7630516376628871, 'gamma': 1.692152577976101, 'reg_alpha': 0.9917806446552678, 'reg_lambda': 1.7616095988110045}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,432] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.03449161286917586, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8974462967261787, 'colsample_bytree': 0.8850262512347181, 'gamma': 0.41931370560509207, 'reg_alpha': 0.15328543531031322, 'reg_lambda': 1.9128794529067368}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,604] Trial 31 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 227, 'learning_rate': 0.10198579321407905, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8358589369870748, 'colsample_bytree': 0.8443575843979776, 'gamma': 1.1745632934923835, 'reg_alpha': 0.3943393267438949, 'reg_lambda': 2.800892905036295}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,702] Trial 32 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.059478412637952234, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7921842503371045, 'colsample_bytree': 0.8427462338616903, 'gamma': 1.0477009396854817, 'reg_alpha': 0.44929327066964847, 'reg_lambda': 2.8321145859044496}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,800] Trial 33 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.04765211157865286, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8684671846651673, 'colsample_bytree': 0.7771116934624384, 'gamma': 1.5971725288268441, 'reg_alpha': 0.6916439595995221, 'reg_lambda': 2.387692813078294}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:16,953] Trial 34 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 223, 'learning_rate': 0.03013399560622247, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.831854879193834, 'colsample_bytree': 0.8827451749662151, 'gamma': 0.4419629370310971, 'reg_alpha': 0.22821171609218188, 'reg_lambda': 2.588113192453986}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,035] Trial 35 finished with value: 0.630952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.11472372083071761, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7784381237781123, 'colsample_bytree': 0.7852116639400823, 'gamma': 0.8524441082547849, 'reg_alpha': 0.06636393321963893, 'reg_lambda': 2.2207711925614926}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,164] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.036643750819274325, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8144694226146598, 'colsample_bytree': 0.9023946604142951, 'gamma': 1.3454199260900759, 'reg_alpha': 0.8219507427356167, 'reg_lambda': 2.8282703281357833}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,250] Trial 37 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 214, 'learning_rate': 0.044271229039599354, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7280693823552243, 'colsample_bytree': 0.721009475210591, 'gamma': 0.4123822117443209, 'reg_alpha': 0.3085642443483029, 'reg_lambda': 2.593189798472915}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,414] Trial 38 finished with value: 0.699404761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.08616163149920197, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9668482968145874, 'colsample_bytree': 0.831047538193416, 'gamma': 2.046763497136085, 'reg_alpha': 0.13785471838571914, 'reg_lambda': 2.7065664725060716}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,496] Trial 39 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 202, 'learning_rate': 0.065926228475661, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.929189674523427, 'colsample_bytree': 0.8648727989910429, 'gamma': 0.9663773887588649, 'reg_alpha': 0.5586433655491445, 'reg_lambda': 1.0127210612327837}. Best is trial 22 with value: 0.7202380952380952.
[I 2025-11-03 19:19:17,596] Trial 40 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.12826946536888068, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8848594025191899, 'colsample_bytree': 0.9339602057317646, 'gamma': 1.4692882957360363, 'reg_alpha': 0.21073574876429596, 'reg_lambda': 2.496944485726015}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,663] Trial 41 finished with value: 0.693452380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.13005061834591278, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8771899674071301, 'colsample_bytree': 0.9341204692242108, 'gamma': 1.4611419377805894, 'reg_alpha': 0.2116418988834487, 'reg_lambda': 2.8570997631202735}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,711] Trial 42 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 27, 'learning_rate': 0.15056497120643117, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8517765696317053, 'colsample_bytree': 0.919193943954551, 'gamma': 0.5459568351706965, 'reg_alpha': 0.05939617076853293, 'reg_lambda': 2.500238909025101}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,831] Trial 43 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.09931203022802423, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9059699818955577, 'colsample_bytree': 0.9438652937575207, 'gamma': 1.0845830356329487, 'reg_alpha': 0.4905505392764789, 'reg_lambda': 2.6457852249556524}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,926] Trial 44 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.1929451324644985, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8155438178060517, 'colsample_bytree': 0.8998695504494197, 'gamma': 1.8670520194972635, 'reg_alpha': 0.11083630434955345, 'reg_lambda': 2.8834294226576467}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:17,983] Trial 45 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 54, 'learning_rate': 0.2347771529517283, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8426140972431532, 'colsample_bytree': 0.8290211998373216, 'gamma': 0.9415195983577656, 'reg_alpha': 0.6093066221341856, 'reg_lambda': 2.1562005713388332}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,079] Trial 46 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 82, 'learning_rate': 0.15350422015413556, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8895353335159752, 'colsample_bytree': 0.8586079444964305, 'gamma': 0.15132431354357667, 'reg_alpha': 0.07438079919380264, 'reg_lambda': 2.385598168727861}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,186] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 218, 'learning_rate': 0.027319696834704667, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6138186140235216, 'colsample_bytree': 0.8693292366082463, 'gamma': 1.491298032424654, 'reg_alpha': 0.18275357500298905, 'reg_lambda': 2.9153607544373186}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,391] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.05640724399271735, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7578897225547451, 'colsample_bytree': 0.8064112772637624, 'gamma': 2.4056068449723527, 'reg_alpha': 0.26149704113199457, 'reg_lambda': 2.4754672705627314}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,459] Trial 49 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.1229466411927501, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9261382813368966, 'colsample_bytree': 0.612752751389861, 'gamma': 4.975676442618159, 'reg_alpha': 0.0065820130922556175, 'reg_lambda': 2.988764627426379}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,553] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 76, 'learning_rate': 0.041929912793924114, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9457481114866533, 'colsample_bytree': 0.8952180137817012, 'gamma': 1.9039503691560096, 'reg_alpha': 0.378128513553454, 'reg_lambda': 2.644058349196395}. Best is trial 40 with value: 0.7232142857142858.
[I 2025-11-03 19:19:18,659] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.06121527915079342, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9208981145693699, 'colsample_bytree': 0.8806240174962, 'gamma': 0.6847137788910836, 'reg_alpha': 0.29619345457058155, 'reg_lambda': 2.3823904256931154}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:18,893] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.07027218124391234, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9151306012386601, 'colsample_bytree': 0.9174482549849643, 'gamma': 0.32623253863868795, 'reg_alpha': 0.3251189221169619, 'reg_lambda': 2.748659360697532}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:18,995] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.05020351463087819, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9789856756679826, 'colsample_bytree': 0.8746888149281948, 'gamma': 0.6535283475079284, 'reg_alpha': 0.19930764734402523, 'reg_lambda': 2.5366556901186836}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,092] Trial 54 finished with value: 0.699404761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.07802018899124533, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8789729317349217, 'colsample_bytree': 0.8467159098872739, 'gamma': 1.2672673393812135, 'reg_alpha': 0.4209156061650554, 'reg_lambda': 2.407476971559567}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,190] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.10632021899420029, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6381325151010646, 'colsample_bytree': 0.9478744155278059, 'gamma': 0.8374151814635324, 'reg_alpha': 0.4862635431150816, 'reg_lambda': 2.6767325956970875}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,238] Trial 56 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.03903092759770148, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9575898395404183, 'colsample_bytree': 0.8929466114984667, 'gamma': 0.5374413149244965, 'reg_alpha': 0.273836705856515, 'reg_lambda': 0.6376703641402779}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,325] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.1697791884359141, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9371912373789311, 'colsample_bytree': 0.9329503084509655, 'gamma': 0.03672044296379684, 'reg_alpha': 0.1429335341732927, 'reg_lambda': 1.9344216024322909}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,472] Trial 58 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.01845084351924603, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9035604540514646, 'colsample_bytree': 0.8286837714236909, 'gamma': 1.110952936470594, 'reg_alpha': 0.04792540166729259, 'reg_lambda': 2.3140021931561567}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,566] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.08314793658777773, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8231829192442808, 'colsample_bytree': 0.9848247104224835, 'gamma': 0.22036741596913317, 'reg_alpha': 0.10115332436213809, 'reg_lambda': 2.549584531003575}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,645] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.02776241670832555, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8882736345202233, 'colsample_bytree': 0.9113607154966484, 'gamma': 0.6340723080941031, 'reg_alpha': 0.3454995863719519, 'reg_lambda': 2.9111613270384984}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,786] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.05216792197589892, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.984482781028288, 'colsample_bytree': 0.8720106068605664, 'gamma': 0.7977954110625494, 'reg_alpha': 0.19840519649700758, 'reg_lambda': 2.5326759147261657}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:19,974] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.03268679409165621, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9790232831408909, 'colsample_bytree': 0.8683725663718533, 'gamma': 0.6431657570394349, 'reg_alpha': 0.22144375538902167, 'reg_lambda': 2.756470551026418}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,143] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.04764414867675517, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9687880849710995, 'colsample_bytree': 0.8520257145363529, 'gamma': 0.264403240691754, 'reg_alpha': 0.16745428616018154, 'reg_lambda': 2.154530019458774}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,243] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.09524553110860605, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9524302928818345, 'colsample_bytree': 0.8788704161273938, 'gamma': 0.8948804193641977, 'reg_alpha': 0.25580047085548185, 'reg_lambda': 1.5421405997125497}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,339] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.09265263185839182, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.920787512126877, 'colsample_bytree': 0.8911688087420468, 'gamma': 1.4289837243763677, 'reg_alpha': 0.24465534757368082, 'reg_lambda': 1.6025888054583493}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,491] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.013629321251590184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9525104599176476, 'colsample_bytree': 0.9241627632123397, 'gamma': 1.17543576081889, 'reg_alpha': 0.2880007906853873, 'reg_lambda': 1.3826161218787663}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,590] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.07320553552657508, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8578180734912039, 'colsample_bytree': 0.9537038733057911, 'gamma': 0.8300395267917097, 'reg_alpha': 0.5318475245717206, 'reg_lambda': 1.4823051210132403}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,757] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 237, 'learning_rate': 0.07167401736986401, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8564264930998788, 'colsample_bytree': 0.9504281492243035, 'gamma': 0.9235489604837057, 'reg_alpha': 0.604045018689576, 'reg_lambda': 1.461221744241409}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,858] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.06311719147536342, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9370672623660729, 'colsample_bytree': 0.9793421047091426, 'gamma': 0.5349981030435332, 'reg_alpha': 0.027019773095400018, 'reg_lambda': 1.135266959118059}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:20,952] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.0745756777199788, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9375864995964752, 'colsample_bytree': 0.976287429781728, 'gamma': 0.5035353886066644, 'reg_alpha': 0.03465239166124243, 'reg_lambda': 1.0945783367024216}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:21,077] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.06508237563784211, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9388387124254977, 'colsample_bytree': 0.9805997458135864, 'gamma': 0.4881934012218127, 'reg_alpha': 0.02676565282474236, 'reg_lambda': 1.2319321656782687}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:21,274] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.0663644383633706, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9373873211621919, 'colsample_bytree': 0.9773014795806156, 'gamma': 0.40938298012231433, 'reg_alpha': 0.02752815065188485, 'reg_lambda': 1.218840010799815}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 19:19:21,475] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.05664347435405777, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.910459709520628, 'colsample_bytree': 0.9983120169695833, 'gamma': 0.021740685826810435, 'reg_alpha': 0.5244017650388603, 'reg_lambda': 1.117979945154802}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:21,574] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.07893491892270671, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9140943749424937, 'colsample_bytree': 0.9998486633097561, 'gamma': 0.10710608820085177, 'reg_alpha': 0.5536610429334035, 'reg_lambda': 1.1836115735874961}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:21,757] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.08070898369285064, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9116855321252236, 'colsample_bytree': 0.9969801121877494, 'gamma': 0.017812241732762073, 'reg_alpha': 0.5250868049315105, 'reg_lambda': 1.147030301343013}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:21,914] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.0783974941964203, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9122942733593746, 'colsample_bytree': 0.9942384824952418, 'gamma': 0.031031796282097512, 'reg_alpha': 0.5306669318971099, 'reg_lambda': 0.7492680724081069}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,093] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 151, 'learning_rate': 0.08120706694090858, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9133297304411654, 'colsample_bytree': 0.9955974895706111, 'gamma': 0.01228212198813564, 'reg_alpha': 0.5274146056010027, 'reg_lambda': 0.8748163681534948}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,202] Trial 78 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 154, 'learning_rate': 0.08086140640949088, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.910987835731087, 'colsample_bytree': 0.9964311915249991, 'gamma': 0.018960085154150857, 'reg_alpha': 0.512171490341362, 'reg_lambda': 0.7498091088373233}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,296] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.05695008279762, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8996022881913289, 'colsample_bytree': 0.9692181601570421, 'gamma': 0.1295316065493718, 'reg_alpha': 0.666098745097614, 'reg_lambda': 0.9000856622838369}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,413] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.05503963234069673, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8961095085699604, 'colsample_bytree': 0.9709587222567836, 'gamma': 0.1383845297430259, 'reg_alpha': 0.6746237144899627, 'reg_lambda': 1.0245872999608268}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,502] Trial 81 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.05456572348953981, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9002509307557612, 'colsample_bytree': 0.9713382465550205, 'gamma': 0.14503320454280977, 'reg_alpha': 0.6859163717238609, 'reg_lambda': 1.0062055870789166}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,616] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.055069969559306764, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.894909573825608, 'colsample_bytree': 0.9718208387251689, 'gamma': 0.16002553522253515, 'reg_alpha': 0.6969003060401366, 'reg_lambda': 1.0319683588959563}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,706] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.05719427578562125, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.898758350250075, 'colsample_bytree': 0.9620966226234411, 'gamma': 0.31893463647281384, 'reg_alpha': 0.7418310954732935, 'reg_lambda': 0.9186590882118729}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:22,820] Trial 84 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 113, 'learning_rate': 0.04480701465372166, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.926588158130291, 'colsample_bytree': 0.9858805098263251, 'gamma': 0.154904750473412, 'reg_alpha': 0.6726352943731807, 'reg_lambda': 0.5331316056087154}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,003] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.06141524774184694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9216123384378877, 'colsample_bytree': 0.970194589530855, 'gamma': 0.31232672888485924, 'reg_alpha': 0.631045613046403, 'reg_lambda': 1.1029063794590102}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,120] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.06719121257563844, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8784599579874042, 'colsample_bytree': 0.9863472681982447, 'gamma': 0.420615875110162, 'reg_alpha': 0.7634903926287204, 'reg_lambda': 1.27587507712303}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,216] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.05454381822830774, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9432382622856603, 'colsample_bytree': 0.9611591575565223, 'gamma': 0.1632575700885593, 'reg_alpha': 0.8283962010691464, 'reg_lambda': 0.9677289917455139}. Best is trial 73 with value: 0.75.
[I 2025-11-03 19:19:23,365] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.07365219932184054, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8980214671907033, 'colsample_bytree': 0.9993265133941485, 'gamma': 0.2964875145289688, 'reg_alpha': 0.5782669719406549, 'reg_lambda': 1.169293531749719}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,440] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.11401666708393388, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8749611270928235, 'colsample_bytree': 0.9890271875582248, 'gamma': 0.3259019571880593, 'reg_alpha': 0.5726410408328816, 'reg_lambda': 1.148318469819924}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,520] Trial 90 finished with value: 0.675595238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.07402728595614846, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9304756281656071, 'colsample_bytree': 0.9986055249062461, 'gamma': 4.550802746576729, 'reg_alpha': 0.6040531252182331, 'reg_lambda': 1.2780217419352282}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,654] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.0899489398777837, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8673125609344586, 'colsample_bytree': 0.9737692834938818, 'gamma': 0.46269828646311323, 'reg_alpha': 0.6464997744634836, 'reg_lambda': 1.0549291028630077}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,745] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.05909312364737848, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8934326443293487, 'colsample_bytree': 0.9775830143991484, 'gamma': 0.23327710042969488, 'reg_alpha': 0.6840286513801013, 'reg_lambda': 0.9547335417517654}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,902] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.049516306499268144, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9033164892007994, 'colsample_bytree': 0.9594217437416228, 'gamma': 0.11009045888336455, 'reg_alpha': 0.7215176498161355, 'reg_lambda': 1.2166823312823725}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:23,995] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.039605685673370736, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9316507291255792, 'colsample_bytree': 0.9682240015883868, 'gamma': 0.3416705388391117, 'reg_alpha': 0.4686545505739422, 'reg_lambda': 1.1928274522108235}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,252] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.06530628655659147, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9174201485536203, 'colsample_bytree': 0.9447384774064302, 'gamma': 0.501334769727215, 'reg_alpha': 0.5885630208938183, 'reg_lambda': 1.331800155611767}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,335] Trial 96 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 160, 'learning_rate': 0.046001978753420346, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.904678996006108, 'colsample_bytree': 0.9833770046441589, 'gamma': 3.432313931035223, 'reg_alpha': 0.6534908475178149, 'reg_lambda': 0.8410612188413928}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,476] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.053854548063632546, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8959852337480212, 'colsample_bytree': 0.9996464682191126, 'gamma': 0.10380878863919278, 'reg_alpha': 0.5612683157085085, 'reg_lambda': 1.0705710782140767}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,568] Trial 98 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 172, 'learning_rate': 0.06956372068463403, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8844451669878068, 'colsample_bytree': 0.9544191803789225, 'gamma': 0.6065321951129153, 'reg_alpha': 0.4156940029240834, 'reg_lambda': 0.9898712464236805}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,748] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.08792083374715844, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9445123495597718, 'colsample_bytree': 0.9386578059663989, 'gamma': 0.21928931230533838, 'reg_alpha': 0.6299100038826869, 'reg_lambda': 1.1568860515901949}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:24,856] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.04260723892706045, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9213406058143704, 'colsample_bytree': 0.9684116677251429, 'gamma': 0.38575773836258437, 'reg_alpha': 0.7733136281551128, 'reg_lambda': 0.8003349752371068}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,002] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.052991861432265724, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8981054974984352, 'colsample_bytree': 0.9904766607589196, 'gamma': 0.08625853207821571, 'reg_alpha': 0.5524298485108535, 'reg_lambda': 1.0927592050874302}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,097] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.06026874739511492, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.872703872858782, 'colsample_bytree': 0.9979665006031939, 'gamma': 0.10700262641226643, 'reg_alpha': 0.5518367361840036, 'reg_lambda': 1.0648841355334717}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,234] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.05901511197429957, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8720337705724238, 'colsample_bytree': 0.9763985508470725, 'gamma': 0.2508685151118881, 'reg_alpha': 0.5002180993528131, 'reg_lambda': 1.3431164195859204}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,327] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 164, 'learning_rate': 0.062006349067002225, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8871615782259212, 'colsample_bytree': 0.9895187766949237, 'gamma': 0.4757927213561158, 'reg_alpha': 0.5844601098989588, 'reg_lambda': 0.9067687767127529}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,451] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.07622243898993046, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9100772756639977, 'colsample_bytree': 0.9782853396246887, 'gamma': 0.7303405058936361, 'reg_alpha': 0.47406075661861447, 'reg_lambda': 1.0200563955316777}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,644] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.06807471261690096, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9316766549539517, 'colsample_bytree': 0.964471788386508, 'gamma': 0.11869215234721425, 'reg_alpha': 0.7099924330897008, 'reg_lambda': 1.2361917675165333}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,720] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.08345715107012734, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8493483700690186, 'colsample_bytree': 0.9830452139656524, 'gamma': 0.2533344029432224, 'reg_alpha': 0.6265145944431119, 'reg_lambda': 1.1763921514293387}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,829] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.048818430456822166, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9610339400670117, 'colsample_bytree': 0.7054511868381783, 'gamma': 0.6011660360088222, 'reg_alpha': 0.6651476575054691, 'reg_lambda': 1.1051208116449376}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:25,921] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 135, 'learning_rate': 0.07307544234765234, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8641428809114006, 'colsample_bytree': 0.9572423034811899, 'gamma': 0.00670152236888083, 'reg_alpha': 0.5430862056122551, 'reg_lambda': 1.4079782831559222}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,048] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.06270100056657589, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6987970088848876, 'colsample_bytree': 0.9947625039744463, 'gamma': 0.36573399759293623, 'reg_alpha': 0.5052057832532308, 'reg_lambda': 0.9377066948844632}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,144] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 139, 'learning_rate': 0.05325579250604553, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8945782500602153, 'colsample_bytree': 0.9978565718540162, 'gamma': 0.12058098790199315, 'reg_alpha': 0.5785730001901448, 'reg_lambda': 1.068218887746775}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,273] Trial 112 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.05600928720054573, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9044831326161866, 'colsample_bytree': 0.9894938273571369, 'gamma': 0.20045458773465236, 'reg_alpha': 0.5758519584346876, 'reg_lambda': 1.3043236742858584}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,360] Trial 113 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 115, 'learning_rate': 0.059036612630626935, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9153214746904514, 'colsample_bytree': 0.9721607852832352, 'gamma': 0.08829365634266592, 'reg_alpha': 0.4347031704609136, 'reg_lambda': 0.8650203459811026}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,483] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.05012673120426501, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8837284602632051, 'colsample_bytree': 0.9805301566413303, 'gamma': 2.284704686224246, 'reg_alpha': 0.606465599481553, 'reg_lambda': 1.0298363318458605}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,564] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.06595406567981202, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8916628633985029, 'colsample_bytree': 0.9969743683222241, 'gamma': 2.8635834251716523, 'reg_alpha': 0.5134321608628084, 'reg_lambda': 0.9863170986860726}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,677] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.09514862144250544, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.922716858825405, 'colsample_bytree': 0.9508917513366479, 'gamma': 2.716969466659119, 'reg_alpha': 0.6487409508121952, 'reg_lambda': 1.1297269776208039}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,744] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.1046402108414744, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9201654705373724, 'colsample_bytree': 0.9461939921843231, 'gamma': 2.6010866112222235, 'reg_alpha': 0.6447363717413831, 'reg_lambda': 1.1451813329502238}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,877] Trial 118 finished with value: 0.693452380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.09583595393636891, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9370176185247509, 'colsample_bytree': 0.999652153998476, 'gamma': 2.967595920214659, 'reg_alpha': 0.5925601823886559, 'reg_lambda': 1.2333920072357407}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:26,945] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.1117785435494098, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.948778189803889, 'colsample_bytree': 0.9852311933428504, 'gamma': 3.8426976828421333, 'reg_alpha': 0.6230650810547369, 'reg_lambda': 1.1044761282784932}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,037] Trial 120 finished with value: 0.699404761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.0771821304119464, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.971235824903587, 'colsample_bytree': 0.9616825228738994, 'gamma': 2.56724015272916, 'reg_alpha': 0.08661342255568832, 'reg_lambda': 1.777278898050588}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,123] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.08698932710051951, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9083899632066431, 'colsample_bytree': 0.9711800520177031, 'gamma': 0.27370009780210613, 'reg_alpha': 0.5603354009673054, 'reg_lambda': 1.0545545881132155}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,223] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 109, 'learning_rate': 0.09035810745013975, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9262148539138626, 'colsample_bytree': 0.9906790277315977, 'gamma': 2.6739685436403, 'reg_alpha': 0.5545129425424034, 'reg_lambda': 1.1778855363716145}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,298] Trial 123 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 148, 'learning_rate': 0.08374725371440694, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9134937699767565, 'colsample_bytree': 0.953051284301504, 'gamma': 2.7275875034412618, 'reg_alpha': 0.527826646088309, 'reg_lambda': 1.0692234926424886}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,410] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.07139056684823306, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9050506429369644, 'colsample_bytree': 0.9799687892074032, 'gamma': 0.2672715785636266, 'reg_alpha': 0.5755144502554409, 'reg_lambda': 0.8300272815653947}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,485] Trial 125 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.06446500120720036, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.937270902904275, 'colsample_bytree': 0.9677773382985094, 'gamma': 3.0082211526432783, 'reg_alpha': 0.5404903040639732, 'reg_lambda': 1.3655831223293875}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,683] Trial 126 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.07713516882035537, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.921547129111685, 'colsample_bytree': 0.9280644745035045, 'gamma': 0.47102893129998447, 'reg_alpha': 0.47027355098793416, 'reg_lambda': 1.2505032940636573}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,768] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.08655194484461089, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8919899946368617, 'colsample_bytree': 0.9904270066733841, 'gamma': 0.3522760016928145, 'reg_alpha': 0.6672478380015502, 'reg_lambda': 0.8947049581517842}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:27,999] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.09987158849757538, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8782371977077564, 'colsample_bytree': 0.9404048004492312, 'gamma': 0.01197122890764263, 'reg_alpha': 0.48956931917718793, 'reg_lambda': 0.946917525247482}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,099] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.1384145628344489, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.869620711695657, 'colsample_bytree': 0.9999328210726467, 'gamma': 0.0099092520736934, 'reg_alpha': 0.4838323655585997, 'reg_lambda': 0.6979059716184508}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,231] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.09976020927946941, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.90925304937982, 'colsample_bytree': 0.9461861184500179, 'gamma': 0.5239169913454185, 'reg_alpha': 0.566251139991121, 'reg_lambda': 0.9442927798532889}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,322] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.09310387105192273, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.879938176022999, 'colsample_bytree': 0.9387532818982514, 'gamma': 0.16275235092671353, 'reg_alpha': 0.875725421997227, 'reg_lambda': 1.0667389454042144}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,466] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.11894119136987502, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8800521764965806, 'colsample_bytree': 0.9380748806472714, 'gamma': 0.2238465592503195, 'reg_alpha': 0.8474627766859919, 'reg_lambda': 1.1355233027434009}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,561] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.10734335716175057, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8864594180400592, 'colsample_bytree': 0.9207832720692002, 'gamma': 0.09262715785341533, 'reg_alpha': 0.9004592308517267, 'reg_lambda': 1.0776845776681234}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,689] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.09634023362545954, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8769571518493188, 'colsample_bytree': 0.7956134863337676, 'gamma': 0.2925674682183669, 'reg_alpha': 0.9620503588682643, 'reg_lambda': 1.1850390687467458}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,783] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.08169625957730532, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9252090449805108, 'colsample_bytree': 0.657334078833921, 'gamma': 0.17493506759096497, 'reg_alpha': 0.5160204299360738, 'reg_lambda': 0.9755667727182378}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:28,926] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.09238799638500987, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.900974570091893, 'colsample_bytree': 0.9800327325773095, 'gamma': 0.004092484942882774, 'reg_alpha': 0.5430126363717209, 'reg_lambda': 0.7767742449944148}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,001] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.0915638743800338, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9024386929999458, 'colsample_bytree': 0.9551009340671374, 'gamma': 0.40554723886253474, 'reg_alpha': 0.3878072948613362, 'reg_lambda': 0.7843987194795952}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,225] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.1005327812944995, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9309844267017298, 'colsample_bytree': 0.9632668838409165, 'gamma': 0.021967017334166037, 'reg_alpha': 0.4403906076995137, 'reg_lambda': 0.7360085337552378}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,315] Trial 139 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.07119390281233025, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8623497751977796, 'colsample_bytree': 0.9303098167170812, 'gamma': 0.6916019953945048, 'reg_alpha': 0.877217923964549, 'reg_lambda': 0.9001891115937313}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,448] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.0890037861396808, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8478061759186802, 'colsample_bytree': 0.9750463835679931, 'gamma': 0.0046578404269442125, 'reg_alpha': 0.04229277341126827, 'reg_lambda': 0.6349097125382543}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,535] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.07760697623740728, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9129969898931024, 'colsample_bytree': 0.9830677122525681, 'gamma': 0.2740896786888982, 'reg_alpha': 0.5463484303132932, 'reg_lambda': 1.0524404342828377}. Best is trial 88 with value: 0.7559523809523809.
[I 2025-11-03 19:19:29,630] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.06868887010643053, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8034809970405947, 'colsample_bytree': 0.9830974506403909, 'gamma': 0.2662275686056044, 'reg_alpha': 0.4933972463156773, 'reg_lambda': 1.043335208240756}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:29,775] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.1095387511641708, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7347265793947486, 'colsample_bytree': 0.9860004121162035, 'gamma': 0.30502739700548004, 'reg_alpha': 0.48677624479931403, 'reg_lambda': 1.047711974517859}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:29,868] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.07671189999768002, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7846911734469124, 'colsample_bytree': 0.9808176830213448, 'gamma': 0.21458856316422026, 'reg_alpha': 0.454855447930113, 'reg_lambda': 1.1005220157984166}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,002] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.0863451030647772, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7832191334076928, 'colsample_bytree': 0.9899494460354058, 'gamma': 0.21682461860657581, 'reg_alpha': 0.41755261832347473, 'reg_lambda': 0.9659952007008575}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,101] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.09459332221620473, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.796499542020877, 'colsample_bytree': 0.9654314386565089, 'gamma': 0.17132240016498215, 'reg_alpha': 0.5032456858541339, 'reg_lambda': 0.8420678954673012}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,190] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.12115700185586346, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7678725903670109, 'colsample_bytree': 0.9824090600185325, 'gamma': 0.37612699330175353, 'reg_alpha': 0.5397727349617673, 'reg_lambda': 1.11826204534208}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,430] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.06877103784091637, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8225680119485588, 'colsample_bytree': 0.9386193252322709, 'gamma': 0.1103726372442489, 'reg_alpha': 0.4506410828859101, 'reg_lambda': 1.0222004157102529}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,529] Trial 149 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 175, 'learning_rate': 0.07964910703075516, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7597272772794703, 'colsample_bytree': 0.7484486127213843, 'gamma': 0.28120764077188637, 'reg_alpha': 0.5952556245310573, 'reg_lambda': 0.9310358013726261}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,705] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 192, 'learning_rate': 0.06086784147103473, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7856505784569884, 'colsample_bytree': 0.9512793745102627, 'gamma': 0.004224143573159755, 'reg_alpha': 0.5231526714956796, 'reg_lambda': 1.0731884211642388}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,796] Trial 151 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.07539978130923021, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8964850535594591, 'colsample_bytree': 0.9744610915480085, 'gamma': 0.42335213407546524, 'reg_alpha': 0.4939290140223923, 'reg_lambda': 1.1184187784919835}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:30,934] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.07340516129319387, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9110139280756715, 'colsample_bytree': 0.9791711362658236, 'gamma': 0.20145107266921783, 'reg_alpha': 0.5643998774477269, 'reg_lambda': 0.99839489305255}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,090] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.06845373448159045, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8044921728505634, 'colsample_bytree': 0.9832513987897873, 'gamma': 0.1954517005980336, 'reg_alpha': 0.5553805957094089, 'reg_lambda': 1.004140059200394}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,222] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.08371374840296802, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8071276328729383, 'colsample_bytree': 0.9917192056822236, 'gamma': 0.19440468338407102, 'reg_alpha': 0.5602972378534703, 'reg_lambda': 0.9861189595786309}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,322] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 167, 'learning_rate': 0.08475846869287611, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8000469076744541, 'colsample_bytree': 0.9919990410691174, 'gamma': 0.10605490443636917, 'reg_alpha': 0.5714419448867937, 'reg_lambda': 0.7958615791445233}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,440] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.10346042513726349, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8063434447204182, 'colsample_bytree': 0.9701988684742987, 'gamma': 0.27929780671147353, 'reg_alpha': 0.537250438728117, 'reg_lambda': 0.8822605276405898}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,533] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.10262426386350038, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8073550805663164, 'colsample_bytree': 0.9999490169505278, 'gamma': 0.31200446965155293, 'reg_alpha': 0.46154399765057097, 'reg_lambda': 0.8939621726675558}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,666] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.09615717081190042, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8149017304602957, 'colsample_bytree': 0.9678785906641787, 'gamma': 0.09933837403460521, 'reg_alpha': 0.5271192337176768, 'reg_lambda': 1.0444784362731498}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,750] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.13654835197753473, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7849590789792019, 'colsample_bytree': 0.959686634227921, 'gamma': 0.2760535255593525, 'reg_alpha': 0.5452172531419043, 'reg_lambda': 0.9453651000309473}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:31,957] Trial 160 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 171, 'learning_rate': 0.1060398058377952, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7951823793534338, 'colsample_bytree': 0.991922362866998, 'gamma': 0.3896998265861934, 'reg_alpha': 0.6073069158268602, 'reg_lambda': 0.5957969710168716}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:32,052] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.08116130557769842, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6024165704276636, 'colsample_bytree': 0.9788773060426882, 'gamma': 0.19873133808537846, 'reg_alpha': 0.5053046035591102, 'reg_lambda': 0.9816905949874385}. Best is trial 142 with value: 0.761904761904762.
[I 2025-11-03 19:19:32,311] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 186, 'learning_rate': 0.09287941709341774, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7740847453642006, 'colsample_bytree': 0.9861720294281242, 'gamma': 0.0016335398087131414, 'reg_alpha': 0.5842027187516682, 'reg_lambda': 0.8652322384893654}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,419] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.09271019454387512, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7716297039548009, 'colsample_bytree': 0.9867013144018804, 'gamma': 0.006400543431824834, 'reg_alpha': 0.6131677815471972, 'reg_lambda': 0.8461735950276119}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,527] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.11471450871964682, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8085018825497313, 'colsample_bytree': 0.98926998710567, 'gamma': 0.0035564763577518033, 'reg_alpha': 0.6204981260926197, 'reg_lambda': 0.6925939947536996}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,663] Trial 165 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.088872908711793, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7743155749395886, 'colsample_bytree': 0.9719032525007575, 'gamma': 0.1127458638986307, 'reg_alpha': 0.5783880636354726, 'reg_lambda': 0.8490916041645721}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,746] Trial 166 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 201, 'learning_rate': 0.09331684956887694, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7491692140172875, 'colsample_bytree': 0.9920648262635818, 'gamma': 2.4053884359809277, 'reg_alpha': 0.5918404747603594, 'reg_lambda': 0.754545421640897}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:32,898] Trial 167 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.09712171450649301, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7691643616479165, 'colsample_bytree': 0.9853913905544511, 'gamma': 0.08804439581304979, 'reg_alpha': 0.5427814865264126, 'reg_lambda': 0.8653548920843463}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,005] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.10172289930217739, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7578222539442714, 'colsample_bytree': 0.9615719448709327, 'gamma': 0.08881911071105858, 'reg_alpha': 0.6486458461167905, 'reg_lambda': 0.9143253344740322}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,337] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.08670528437716768, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8274766719208309, 'colsample_bytree': 0.9996665136038959, 'gamma': 0.014125636168825652, 'reg_alpha': 0.5242948997364855, 'reg_lambda': 0.8200077077303608}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,431] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.11002450722325552, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.715466463029776, 'colsample_bytree': 0.9663401550589682, 'gamma': 0.3045076089914153, 'reg_alpha': 0.6166405373663859, 'reg_lambda': 1.0442304960826971}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,653] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 178, 'learning_rate': 0.12801108897318772, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6588095697508277, 'colsample_bytree': 0.9717324614780389, 'gamma': 0.3046980946763421, 'reg_alpha': 0.6108064391392367, 'reg_lambda': 1.0416186739125317}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,755] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.10849901588025687, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7469733933134779, 'colsample_bytree': 0.9551583547909879, 'gamma': 0.17008819979604184, 'reg_alpha': 0.5894601747329294, 'reg_lambda': 0.9319701996941337}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:33,915] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.11627554126922764, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6679659411058574, 'colsample_bytree': 0.9861645168260978, 'gamma': 0.3075382434141923, 'reg_alpha': 0.6327903856300613, 'reg_lambda': 1.1688889837777945}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,018] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.09238008683317372, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8360693331845066, 'colsample_bytree': 0.9677490333046019, 'gamma': 0.00541286069223555, 'reg_alpha': 0.5683523972159013, 'reg_lambda': 0.7893640903360795}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,141] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 169, 'learning_rate': 0.10159711640012961, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7050252737416147, 'colsample_bytree': 0.9437097966320334, 'gamma': 0.566896884893345, 'reg_alpha': 0.5540074829287861, 'reg_lambda': 0.9800133892219496}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,242] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.0827604904226445, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8892069286598293, 'colsample_bytree': 0.9933517110923641, 'gamma': 0.1379343006217859, 'reg_alpha': 0.5926873576131725, 'reg_lambda': 1.0669360449984306}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,330] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.09104901619423861, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9030008366568227, 'colsample_bytree': 0.9743387865616304, 'gamma': 0.44444358970986053, 'reg_alpha': 0.5173988017283889, 'reg_lambda': 0.8985412541449086}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,449] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 178, 'learning_rate': 0.10903965235714683, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7237133226153045, 'colsample_bytree': 0.9841591199757104, 'gamma': 2.8005721168888082, 'reg_alpha': 0.4902989887668882, 'reg_lambda': 1.1412823980635998}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,529] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.12290431965660571, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8827806507702622, 'colsample_bytree': 0.9625359492951477, 'gamma': 0.22754229377664514, 'reg_alpha': 0.6143840807340765, 'reg_lambda': 0.8562484926718483}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,764] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.09831574649967491, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8953895620068363, 'colsample_bytree': 0.9999147444949402, 'gamma': 0.3554227514686774, 'reg_alpha': 0.5380536008595604, 'reg_lambda': 1.012717167585917}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:34,858] Trial 181 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.09649958420897452, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8734743871606808, 'colsample_bytree': 0.9928034448266776, 'gamma': 0.3455877469821746, 'reg_alpha': 0.5484165405942771, 'reg_lambda': 1.039762117956509}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,078] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.08272640540038598, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8955004900772517, 'colsample_bytree': 0.9791569738375402, 'gamma': 0.11384136755198396, 'reg_alpha': 0.533541488148734, 'reg_lambda': 0.9821986843353475}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,181] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.1005966219933127, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7198572439455818, 'colsample_bytree': 0.9983427816846581, 'gamma': 0.2540832675049862, 'reg_alpha': 0.5754494097789736, 'reg_lambda': 1.0836014268470329}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,283] Trial 184 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 206, 'learning_rate': 0.10439922554548037, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7131937168868043, 'colsample_bytree': 0.9974942748236206, 'gamma': 0.19119109819052366, 'reg_alpha': 0.5720595740971984, 'reg_lambda': 1.1142483044695106}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,404] Trial 185 finished with value: 0.755952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.11481446156959821, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7192434093807508, 'colsample_bytree': 0.9986237500885659, 'gamma': 0.3991868055012927, 'reg_alpha': 0.5812533193150927, 'reg_lambda': 0.9485862248596764}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,494] Trial 186 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 188, 'learning_rate': 0.11255123017660519, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7135828003825427, 'colsample_bytree': 0.9978246570139568, 'gamma': 0.40783793369043053, 'reg_alpha': 0.6260606428018651, 'reg_lambda': 0.9585507166328915}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,613] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 193, 'learning_rate': 0.14568455515104944, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7211140896722186, 'colsample_bytree': 0.9993798269265959, 'gamma': 0.5462952494787094, 'reg_alpha': 0.6397587191616532, 'reg_lambda': 0.9415290323397114}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,692] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.11305827296082131, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7188736876129764, 'colsample_bytree': 0.9919861126739483, 'gamma': 0.43533473784747034, 'reg_alpha': 0.6546998205095734, 'reg_lambda': 1.2040075286303813}. Best is trial 162 with value: 0.7678571428571428.
[I 2025-11-03 19:19:35,879] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 197, 'learning_rate': 0.12064443205374814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6953156873681006, 'colsample_bytree': 0.9998206356524917, 'gamma': 0.3540687098873613, 'reg_alpha': 0.615985768131193, 'reg_lambda': 1.001708111877606}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:35,960] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.13498044955477895, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.6844474720181788, 'colsample_bytree': 0.9922964297285289, 'gamma': 0.38772101179157453, 'reg_alpha': 0.6170320414446506, 'reg_lambda': 1.0034996126952092}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,090] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.12134734916984347, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7365466336817794, 'colsample_bytree': 0.9997782296763014, 'gamma': 0.4752043891995564, 'reg_alpha': 0.5943765286796786, 'reg_lambda': 0.8820129971171566}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,193] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.11636340132623654, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6978494258960276, 'colsample_bytree': 0.9890037323990104, 'gamma': 0.34915835960759356, 'reg_alpha': 0.633916279008329, 'reg_lambda': 0.9492954865312091}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,313] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.12555775387610738, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7329883818032632, 'colsample_bytree': 0.9994240884350598, 'gamma': 0.16022314669552304, 'reg_alpha': 0.5842111861437581, 'reg_lambda': 1.0887026787986358}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,407] Trial 194 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 180, 'learning_rate': 0.10194569909693302, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7043205784039579, 'colsample_bytree': 0.9891385031243326, 'gamma': 0.2430048473975549, 'reg_alpha': 0.6063158952250313, 'reg_lambda': 1.0142755199357707}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,617] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.1086488969015877, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7002797728328437, 'colsample_bytree': 0.9860151320671886, 'gamma': 0.09864701041728063, 'reg_alpha': 0.6928293513085684, 'reg_lambda': 1.1454422674688494}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,790] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.16199477272552498, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.714324188181746, 'colsample_bytree': 0.9863330034084531, 'gamma': 0.09866451358836839, 'reg_alpha': 0.9435080401773128, 'reg_lambda': 0.9072675365913577}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:36,924] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.10983958168304553, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6921038970807101, 'colsample_bytree': 0.9928314570436615, 'gamma': 0.6166682700468522, 'reg_alpha': 0.6755754545423184, 'reg_lambda': 0.9593005502664113}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:37,019] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.11823094805870796, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7096518668886629, 'colsample_bytree': 0.9835162784706923, 'gamma': 0.22043700563997726, 'reg_alpha': 0.578223392903265, 'reg_lambda': 1.155858658894049}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:37,126] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.12989681561407784, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7111927353277261, 'colsample_bytree': 0.9787380539947292, 'gamma': 0.37632262776136477, 'reg_alpha': 0.787578635316369, 'reg_lambda': 1.2040261327428374}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:19:37,129] A new study created in memory with name: no-name-72d46dbd-cc6d-41ce-b14a-04d820975ce9
[I 2025-11-03 19:19:37,201] Trial 0 finished with value: 0.5982142857142858 and parameters: {'n_estimators': 147, 'learning_rate': 0.2018928199986262, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9360147338315392, 'colsample_bytree': 0.7766423007175547, 'gamma': 4.366407718432121, 'reg_alpha': 0.004835876498542002, 'reg_lambda': 2.1582231422361295}. Best is trial 0 with value: 0.5982142857142858.
[I 2025-11-03 19:19:37,228] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.012641353376945543, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8089694705850481, 'colsample_bytree': 0.843493296157707, 'gamma': 0.36586352283119905, 'reg_alpha': 0.6542187664548772, 'reg_lambda': 0.7790104035998647}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,327] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 85, 'learning_rate': 0.026405695159740696, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.622016456241319, 'colsample_bytree': 0.653598974150714, 'gamma': 3.7894157417073995, 'reg_alpha': 0.10729385164042216, 'reg_lambda': 2.989028155895444}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,383] Trial 3 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.05849911252263909, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.74945993207043, 'colsample_bytree': 0.6953883026675821, 'gamma': 0.16584504701202707, 'reg_alpha': 0.8126062662645144, 'reg_lambda': 2.2384707234565266}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,656] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.03162753443353871, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7707240051662647, 'colsample_bytree': 0.9495045008033024, 'gamma': 4.939515136154415, 'reg_alpha': 0.04664265298529224, 'reg_lambda': 2.383458404319522}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,742] Trial 5 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.09707808875170305, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.765428639256167, 'colsample_bytree': 0.8047268693632582, 'gamma': 3.9003807648056696, 'reg_alpha': 0.38929686933136587, 'reg_lambda': 2.1437641680076354}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,838] Trial 6 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 57, 'learning_rate': 0.11154976665244488, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6605954719897158, 'colsample_bytree': 0.8712740145321957, 'gamma': 1.9165124234823983, 'reg_alpha': 0.24870703670654548, 'reg_lambda': 2.601219088782152}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:37,940] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.15329412629738554, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.654489405145783, 'colsample_bytree': 0.6713059745195632, 'gamma': 4.095019398152141, 'reg_alpha': 0.2599547208877343, 'reg_lambda': 1.801093547230636}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:38,040] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.07647450329244485, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7336358789756395, 'colsample_bytree': 0.6895555330841963, 'gamma': 0.9642850251982227, 'reg_alpha': 0.9843021527634059, 'reg_lambda': 1.104015339538556}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:19:38,151] Trial 9 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.09574416675485442, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8911206185127704, 'colsample_bytree': 0.8326894129957451, 'gamma': 0.19838401681985696, 'reg_alpha': 0.26202886169152995, 'reg_lambda': 0.792609133938748}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,263] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.25037548972591317, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.992800952685394, 'colsample_bytree': 0.9927225765355617, 'gamma': 2.0429729688606515, 'reg_alpha': 0.518307723847416, 'reg_lambda': 0.514660121810665}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,321] Trial 11 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 33, 'learning_rate': 0.011515909927391429, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8813867195867525, 'colsample_bytree': 0.8468972661707331, 'gamma': 0.03919230749151095, 'reg_alpha': 0.6203068261457447, 'reg_lambda': 0.9158313889453676}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,450] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 141, 'learning_rate': 0.010193726011027724, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8809530596606912, 'colsample_bytree': 0.903481350512532, 'gamma': 1.1345429829766327, 'reg_alpha': 0.5728973377953219, 'reg_lambda': 1.2682633160767627}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,553] Trial 13 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 247, 'learning_rate': 0.03434071165329667, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8747610940812697, 'colsample_bytree': 0.7649881949509466, 'gamma': 2.9608021680552015, 'reg_alpha': 0.7114460240943622, 'reg_lambda': 1.3522768882135294}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,858] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.018990603641074206, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8542402072884914, 'colsample_bytree': 0.8374115652911317, 'gamma': 1.0153653411755155, 'reg_alpha': 0.3927577203149989, 'reg_lambda': 0.9148605346110686}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:38,911] Trial 15 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.047964499242015346, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9446491450297311, 'colsample_bytree': 0.6020663749030524, 'gamma': 0.015578221490010206, 'reg_alpha': 0.3853358376058015, 'reg_lambda': 1.53367824563729}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,010] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.13323840171211987, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9265672849086418, 'colsample_bytree': 0.9147657737338298, 'gamma': 1.7423038814176497, 'reg_alpha': 0.21062517372455952, 'reg_lambda': 0.537842585869178}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,132] Trial 17 finished with value: 0.6875 and parameters: {'n_estimators': 215, 'learning_rate': 0.017996170656231002, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8361241032836201, 'colsample_bytree': 0.7371566413526969, 'gamma': 2.7831750758800142, 'reg_alpha': 0.8336113733988505, 'reg_lambda': 1.6936749120821286}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,296] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.05609722728275868, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8988159331207531, 'colsample_bytree': 0.8164559288502462, 'gamma': 0.6491995823999499, 'reg_alpha': 0.4591252884365893, 'reg_lambda': 0.8964616519201816}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,370] Trial 19 finished with value: 0.699404761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.07840652374679, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9809195362169172, 'colsample_bytree': 0.8789640170402455, 'gamma': 1.4971717791329542, 'reg_alpha': 0.6283330661609421, 'reg_lambda': 1.069915343098862}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,441] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.041412982192727515, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.821608249785691, 'colsample_bytree': 0.9521771257360944, 'gamma': 2.3956562096179512, 'reg_alpha': 0.16456268326950996, 'reg_lambda': 0.744146905169446}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,566] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.023562515201199823, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9422271575087748, 'colsample_bytree': 0.7326813230741019, 'gamma': 0.00012976332120373524, 'reg_alpha': 0.352372835086347, 'reg_lambda': 1.6357079132956123}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,715] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.017352820639762234, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.912665752113689, 'colsample_bytree': 0.7376485182125128, 'gamma': 0.5330855644459124, 'reg_alpha': 0.29744621880812777, 'reg_lambda': 1.8615503473287134}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,773] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.018593122709896024, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9545650604209972, 'colsample_bytree': 0.7440119425322204, 'gamma': 0.6131274440682438, 'reg_alpha': 0.3141033160696487, 'reg_lambda': 1.904454434752022}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:39,875] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 51, 'learning_rate': 0.014818118341311444, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.965611109362335, 'colsample_bytree': 0.7359659515061272, 'gamma': 0.6318966780246129, 'reg_alpha': 0.30501938280768337, 'reg_lambda': 1.915384341579732}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:40,010] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 21, 'learning_rate': 0.019462861118175353, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9137229714658917, 'colsample_bytree': 0.7753412203613903, 'gamma': 0.6407735127935742, 'reg_alpha': 0.13460703492486037, 'reg_lambda': 1.940802822480178}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:40,185] Trial 26 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.014705628025049983, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9982301396998774, 'colsample_bytree': 0.7137095257716497, 'gamma': 1.3377402109664935, 'reg_alpha': 0.47660460675289085, 'reg_lambda': 1.4412470527653203}. Best is trial 9 with value: 0.75.
[I 2025-11-03 19:19:40,256] Trial 27 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 73, 'learning_rate': 0.01398606383177814, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.997652131609553, 'colsample_bytree': 0.629624981226301, 'gamma': 1.3703135882330346, 'reg_alpha': 0.41553192686570106, 'reg_lambda': 1.4718077538154763}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,360] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.02580163351357449, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9903069502421896, 'colsample_bytree': 0.6100301347844265, 'gamma': 1.2480050149259634, 'reg_alpha': 0.4737720545864158, 'reg_lambda': 1.4363595720858222}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,426] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.20225639763960077, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9986045667242552, 'colsample_bytree': 0.6591566314834304, 'gamma': 1.4704960833683511, 'reg_alpha': 0.5285341668178137, 'reg_lambda': 1.170890561683282}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,534] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 147, 'learning_rate': 0.06576335232300128, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9717138238187963, 'colsample_bytree': 0.6370129733035881, 'gamma': 3.312266882487819, 'reg_alpha': 0.4576964631516528, 'reg_lambda': 1.4589252738284897}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,605] Trial 31 finished with value: 0.761904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.014124165434205851, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9959595006585372, 'colsample_bytree': 0.6116691454764841, 'gamma': 1.3232295624718116, 'reg_alpha': 0.4830540282050725, 'reg_lambda': 1.470711107989211}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,669] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.01368536513655335, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9619958518024476, 'colsample_bytree': 0.6369617099943211, 'gamma': 2.255738349953607, 'reg_alpha': 0.44154073701896945, 'reg_lambda': 1.591828776780789}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,769] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.010272894438601564, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9980922518052485, 'colsample_bytree': 0.702885073219647, 'gamma': 1.6678903693173923, 'reg_alpha': 0.5571174874318525, 'reg_lambda': 1.2523253212744518}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:40,858] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.012196796415045513, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9304060875943734, 'colsample_bytree': 0.6276414690002773, 'gamma': 0.9025415691600751, 'reg_alpha': 0.7031393382532697, 'reg_lambda': 2.082640449096955}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,365] Trial 35 finished with value: 0.6815476190476192 and parameters: {'n_estimators': 101, 'learning_rate': 0.014623223496890471, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7919220341369859, 'colsample_bytree': 0.6742932692813436, 'gamma': 1.3294654443897553, 'reg_alpha': 0.0313079574325435, 'reg_lambda': 1.3818885485544168}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,438] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.0332022787095052, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7155280424880844, 'colsample_bytree': 0.7076203109052224, 'gamma': 2.692992060292195, 'reg_alpha': 0.18829712744368, 'reg_lambda': 0.6699276429101182}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,520] Trial 37 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 45, 'learning_rate': 0.023755665429020478, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9629329284722703, 'colsample_bytree': 0.792477229323586, 'gamma': 1.9308609258430178, 'reg_alpha': 0.09087362249427289, 'reg_lambda': 2.536573321614786}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,616] Trial 38 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 229, 'learning_rate': 0.10914394874747756, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9081621689945956, 'colsample_bytree': 0.6195728179711768, 'gamma': 0.31360076459288555, 'reg_alpha': 0.39913155396298716, 'reg_lambda': 1.7063668234029463}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,718] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 161, 'learning_rate': 0.04310347098522581, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9391246990322626, 'colsample_bytree': 0.6518821868054376, 'gamma': 4.699424886459085, 'reg_alpha': 0.5851390051322801, 'reg_lambda': 1.0377014679656809}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,780] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.15461131007895781, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8521587957124176, 'colsample_bytree': 0.6754620221883679, 'gamma': 0.3272218633755788, 'reg_alpha': 0.25742831461337273, 'reg_lambda': 2.9583072829139603}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,895] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.027831282770677777, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9804667563743281, 'colsample_bytree': 0.6042718232622981, 'gamma': 1.2667046241963837, 'reg_alpha': 0.4809019197404611, 'reg_lambda': 1.4864240624947112}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:41,970] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.01588800771709436, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9821210976568214, 'colsample_bytree': 0.6148777091830494, 'gamma': 2.1439414267974684, 'reg_alpha': 0.4280420951180883, 'reg_lambda': 1.3529711962879905}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,054] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 111, 'learning_rate': 0.021748430390191725, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9867254494586456, 'colsample_bytree': 0.6480886602376368, 'gamma': 0.9037813366752458, 'reg_alpha': 0.512145681795683, 'reg_lambda': 1.2121976332856335}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,319] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.012305146111341345, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9988906972972653, 'colsample_bytree': 0.6900801466511322, 'gamma': 1.761487151149118, 'reg_alpha': 0.3349555438110223, 'reg_lambda': 1.4208677585417047}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,387] Trial 45 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 81, 'learning_rate': 0.028599445497171666, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.603323722937404, 'colsample_bytree': 0.7163815993596648, 'gamma': 1.1722431716294528, 'reg_alpha': 0.6915766478276844, 'reg_lambda': 1.7543271502514526}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,508] Trial 46 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.0870317219952122, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9500363524136133, 'colsample_bytree': 0.8303225003288554, 'gamma': 1.385561984290931, 'reg_alpha': 0.49308296842936333, 'reg_lambda': 2.300167470911833}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,585] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.011492779664982508, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8893399798196554, 'colsample_bytree': 0.8586359357530707, 'gamma': 1.6132581899742406, 'reg_alpha': 0.765863324622045, 'reg_lambda': 2.0598883437869695}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,805] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 99, 'learning_rate': 0.015203272730518953, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9683105819729173, 'colsample_bytree': 0.6251312205863568, 'gamma': 1.1152050267645353, 'reg_alpha': 0.3716444508125114, 'reg_lambda': 1.5689558967330532}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,885] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 42, 'learning_rate': 0.020958854410396313, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.865022232421073, 'colsample_bytree': 0.8004390245151612, 'gamma': 0.8901896611933217, 'reg_alpha': 0.42005545965762375, 'reg_lambda': 1.0101927791745844}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:42,939] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 57, 'learning_rate': 0.06615376750150044, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7126387531867218, 'colsample_bytree': 0.6016813164726261, 'gamma': 0.4271634139212439, 'reg_alpha': 0.5935807089808026, 'reg_lambda': 1.3140678194485638}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,043] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.010302913037356125, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9979616261628868, 'colsample_bytree': 0.6650433463475526, 'gamma': 1.6670663307872688, 'reg_alpha': 0.5286283713707414, 'reg_lambda': 1.2329241471749928}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,109] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 69, 'learning_rate': 0.010918368161641025, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9273147436790047, 'colsample_bytree': 0.7605987474377165, 'gamma': 1.917525171126535, 'reg_alpha': 0.5471472310598442, 'reg_lambda': 0.7892447969493774}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,296] Trial 53 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 69, 'learning_rate': 0.013094142759316167, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9306367735564846, 'colsample_bytree': 0.7674397066648209, 'gamma': 1.9229972895474816, 'reg_alpha': 0.5476040080166689, 'reg_lambda': 0.823265645521965}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,370] Trial 54 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.01671583289741487, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.97978293771301, 'colsample_bytree': 0.785727692286106, 'gamma': 2.4485612793503666, 'reg_alpha': 0.6648709020160615, 'reg_lambda': 0.5808939349429637}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,502] Trial 55 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 84, 'learning_rate': 0.01671888706055575, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9730084657012787, 'colsample_bytree': 0.7523172361670005, 'gamma': 3.027542173890083, 'reg_alpha': 0.6326250526059775, 'reg_lambda': 0.5864234503292691}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,553] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.011627961245950212, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9190733860996121, 'colsample_bytree': 0.822627257695511, 'gamma': 2.5940061213316143, 'reg_alpha': 0.6744277809142762, 'reg_lambda': 0.7249904843642321}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,701] Trial 57 finished with value: 0.699404761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.013753211066331162, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9464011539267075, 'colsample_bytree': 0.8050178249071049, 'gamma': 2.1109092405900367, 'reg_alpha': 0.7583394528588818, 'reg_lambda': 0.6338949634868104}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,753] Trial 58 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 36, 'learning_rate': 0.14387721085605554, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9514395026118526, 'colsample_bytree': 0.787259754688324, 'gamma': 2.3532382985906968, 'reg_alpha': 0.8764033355915919, 'reg_lambda': 0.8268574685255894}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,890] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 108, 'learning_rate': 0.016434517373756244, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8939724416781588, 'colsample_bytree': 0.7211070341679571, 'gamma': 2.8587363839596867, 'reg_alpha': 0.2210842699549185, 'reg_lambda': 0.5237980451709414}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:43,996] Trial 60 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.020233162244600908, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.976138706440275, 'colsample_bytree': 0.7550319539304056, 'gamma': 3.3563589176003346, 'reg_alpha': 0.6184588563563661, 'reg_lambda': 1.1475027994176863}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,058] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.024095647701256287, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9849470948103738, 'colsample_bytree': 0.881553181329732, 'gamma': 1.8521230111994649, 'reg_alpha': 0.4828189360499468, 'reg_lambda': 1.0150252748721897}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,306] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.01063555030936064, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9625605518955404, 'colsample_bytree': 0.8453121519399752, 'gamma': 1.4524693737397767, 'reg_alpha': 0.46690898914715995, 'reg_lambda': 0.9416043217440669}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,379] Trial 63 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 65, 'learning_rate': 0.013561119845886616, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9843452085157623, 'colsample_bytree': 0.7809116222849981, 'gamma': 2.445327750661135, 'reg_alpha': 0.5750894744096937, 'reg_lambda': 1.6371017780833486}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,499] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.01802170995202224, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9561148453889592, 'colsample_bytree': 0.6469473056619909, 'gamma': 0.748082629741026, 'reg_alpha': 0.657977540733662, 'reg_lambda': 1.5017240874397473}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,618] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.015015094413528276, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.926287153451099, 'colsample_bytree': 0.8187964996418345, 'gamma': 1.0568146734168993, 'reg_alpha': 0.28285626987079016, 'reg_lambda': 0.7084751257258506}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,715] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 43, 'learning_rate': 0.0488931506951233, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9403696142398641, 'colsample_bytree': 0.6830331379453324, 'gamma': 2.0233387047530185, 'reg_alpha': 0.3598209146436212, 'reg_lambda': 0.8060095103044707}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,791] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.011674907683718516, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9896124901605, 'colsample_bytree': 0.6109895123315463, 'gamma': 1.2646324156727855, 'reg_alpha': 0.39937652130603624, 'reg_lambda': 1.7863692290223718}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,916] Trial 68 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.030234797785391024, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9708877036431035, 'colsample_bytree': 0.6359023010055546, 'gamma': 1.55113666876593, 'reg_alpha': 0.5362426526694126, 'reg_lambda': 1.1114970236125334}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:44,964] Trial 69 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 26, 'learning_rate': 0.038710434712645146, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9036965168463054, 'colsample_bytree': 0.7221517262482812, 'gamma': 1.5266633598136223, 'reg_alpha': 0.5338272139527439, 'reg_lambda': 1.1255226302903678}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,054] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.24188590728451584, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9752326176619331, 'colsample_bytree': 0.6357158984911042, 'gamma': 2.229770630741287, 'reg_alpha': 0.7393143183716255, 'reg_lambda': 0.8974688498573203}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,127] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 70, 'learning_rate': 0.025814412494452377, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9605239304516638, 'colsample_bytree': 0.6289044492541315, 'gamma': 1.561567305100143, 'reg_alpha': 0.5016442829724339, 'reg_lambda': 0.6257735675852767}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,319] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.03553366428514161, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9593514230481583, 'colsample_bytree': 0.6348238218478993, 'gamma': 1.7685478831406984, 'reg_alpha': 0.6075460868132945, 'reg_lambda': 0.606290457410595}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,392] Trial 73 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 77, 'learning_rate': 0.022404886942945117, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9193067739234163, 'colsample_bytree': 0.8090079014952819, 'gamma': 1.5113246279049248, 'reg_alpha': 0.5170301853991583, 'reg_lambda': 0.7742977605263167}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,490] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.019333938137220844, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9694944861466669, 'colsample_bytree': 0.6583544106246546, 'gamma': 0.8042631149071549, 'reg_alpha': 0.5621536317231673, 'reg_lambda': 0.6710775443302968}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,656] Trial 75 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.01781054891900187, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9394074828922606, 'colsample_bytree': 0.6236145566896192, 'gamma': 1.626131061493922, 'reg_alpha': 0.4101098772438275, 'reg_lambda': 0.5005163490249963}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,733] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.01293667316189187, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7946465725993578, 'colsample_bytree': 0.7007194890182372, 'gamma': 2.53053415836378, 'reg_alpha': 0.4388971873743167, 'reg_lambda': 0.9539461056938159}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,826] Trial 77 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 32, 'learning_rate': 0.03062098104653583, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9910515530630193, 'colsample_bytree': 0.7726526303548107, 'gamma': 2.013336020576141, 'reg_alpha': 0.49561617346100467, 'reg_lambda': 1.3107364777799082}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:45,944] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.02638575508595077, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9521591985817306, 'colsample_bytree': 0.6693000669714991, 'gamma': 0.18669228220138656, 'reg_alpha': 0.6420969300069215, 'reg_lambda': 0.8843931000998649}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,047] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.01407342581828481, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8268253911289334, 'colsample_bytree': 0.685062152411347, 'gamma': 1.3313865890241574, 'reg_alpha': 0.3293512313997877, 'reg_lambda': 0.564924289263583}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,154] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.016401536293452427, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9773138804800838, 'colsample_bytree': 0.6451483884316211, 'gamma': 1.007590249295148, 'reg_alpha': 0.44645638340453725, 'reg_lambda': 1.0731836502771968}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,264] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.030404436404930124, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9980001743270523, 'colsample_bytree': 0.6138160357403695, 'gamma': 1.1774828345876416, 'reg_alpha': 0.4636600588689308, 'reg_lambda': 1.5441982197797175}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,466] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.025447251602491696, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9881547780246756, 'colsample_bytree': 0.6295814645075412, 'gamma': 1.823806381725789, 'reg_alpha': 0.5602046514663782, 'reg_lambda': 1.6178191719307748}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,571] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.04826177953432553, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9676719289958161, 'colsample_bytree': 0.6011136476582846, 'gamma': 1.2367844981707001, 'reg_alpha': 0.49182126415582833, 'reg_lambda': 1.4792571539661257}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:19:46,636] Trial 84 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.05038274997254925, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9625938088552222, 'colsample_bytree': 0.6003790827108652, 'gamma': 1.427603332119307, 'reg_alpha': 0.49597110077725615, 'reg_lambda': 1.418152500613528}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,732] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.04867158752854411, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9619875796578221, 'colsample_bytree': 0.6051615847288333, 'gamma': 1.5722173939290163, 'reg_alpha': 0.5080309825525765, 'reg_lambda': 1.3001984627850522}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,787] Trial 86 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.04911951294236848, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9676261015206026, 'colsample_bytree': 0.6009293447588928, 'gamma': 1.601942668991742, 'reg_alpha': 0.5072848993291359, 'reg_lambda': 1.414856738564313}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,876] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.04938097517196087, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9680098334272831, 'colsample_bytree': 0.6021140981048083, 'gamma': 1.433635860067484, 'reg_alpha': 0.6023992697076583, 'reg_lambda': 1.3946510059716088}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:46,949] Trial 88 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.05843490170792202, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6625928849144229, 'colsample_bytree': 0.6195428476094857, 'gamma': 1.7059622404092871, 'reg_alpha': 0.5342086501538867, 'reg_lambda': 1.2982046439320076}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,043] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.06248115484709806, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9317554939325556, 'colsample_bytree': 0.6119070478771539, 'gamma': 1.1717138888380256, 'reg_alpha': 0.38032134162627396, 'reg_lambda': 1.1816740950615627}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,100] Trial 90 finished with value: 0.699404761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.051721953165987496, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9482368394628883, 'colsample_bytree': 0.6430898544218208, 'gamma': 1.4013069182379954, 'reg_alpha': 0.5823805996263266, 'reg_lambda': 1.5080908500467947}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,181] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.04566375162866119, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9601675360330416, 'colsample_bytree': 0.628848036403742, 'gamma': 1.5987464809200966, 'reg_alpha': 0.5158228699889301, 'reg_lambda': 1.375811228219894}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,338] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.0416421880200413, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9767067669130503, 'colsample_bytree': 0.6012352518269, 'gamma': 1.5648837436335519, 'reg_alpha': 0.4996039393316752, 'reg_lambda': 1.6959663412156467}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,428] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.03928465684091762, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9656468997083534, 'colsample_bytree': 0.6196429196571237, 'gamma': 1.9095588719542071, 'reg_alpha': 0.5424906311049833, 'reg_lambda': 1.4465335600685412}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,484] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.036111553758483156, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9551768478605072, 'colsample_bytree': 0.9681508699239985, 'gamma': 1.7101837934648596, 'reg_alpha': 0.4524888727884473, 'reg_lambda': 1.2351570409325205}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,576] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 78, 'learning_rate': 0.07279490749180233, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9413639251582555, 'colsample_bytree': 0.6135282788552238, 'gamma': 1.2759621410173212, 'reg_alpha': 0.4175464930055131, 'reg_lambda': 1.655471871636623}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,642] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.053367479205414875, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9816527597246794, 'colsample_bytree': 0.6069074435238481, 'gamma': 1.0649289854148734, 'reg_alpha': 0.480638187478575, 'reg_lambda': 1.3358718184376888}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,694] Trial 97 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.03301126522900986, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9724770238311156, 'colsample_bytree': 0.6598198735599952, 'gamma': 2.1197729534237655, 'reg_alpha': 0.4993863828078401, 'reg_lambda': 1.5802457716597171}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,784] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.07318859916493092, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7737147029070616, 'colsample_bytree': 0.6357132502168752, 'gamma': 1.8157307144289057, 'reg_alpha': 0.42557884689011816, 'reg_lambda': 1.468482682517774}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,834] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.010842211387007132, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9908128630306285, 'colsample_bytree': 0.6275806811504004, 'gamma': 1.3682980888914227, 'reg_alpha': 0.817509756077383, 'reg_lambda': 1.8514091201059506}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,937] Trial 100 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 74, 'learning_rate': 0.04486908597508577, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9620835450839476, 'colsample_bytree': 0.6203742600939092, 'gamma': 1.9445787397844125, 'reg_alpha': 0.5579848911827789, 'reg_lambda': 1.290094549616192}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:47,985] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.048238730934149474, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9681389888776611, 'colsample_bytree': 0.6025114566170641, 'gamma': 1.4482286038370464, 'reg_alpha': 0.5961570809544049, 'reg_lambda': 1.4081456445961975}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,084] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.05822351455108422, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9468903817609827, 'colsample_bytree': 0.6086033392257226, 'gamma': 1.22093657219768, 'reg_alpha': 0.6539250588694383, 'reg_lambda': 1.390248004528427}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,197] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.051808927817430864, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9812813710802077, 'colsample_bytree': 0.6014937323058158, 'gamma': 1.5211982428277913, 'reg_alpha': 0.6154508695207819, 'reg_lambda': 1.5220031179846651}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,364] Trial 104 finished with value: 0.738095238095238 and parameters: {'n_estimators': 48, 'learning_rate': 0.044397888099364874, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9223780662585699, 'colsample_bytree': 0.6403360721111638, 'gamma': 0.9309754830824721, 'reg_alpha': 0.5144546226375101, 'reg_lambda': 1.18877201127154}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,430] Trial 105 finished with value: 0.738095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.06473721573530429, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9366539134028299, 'colsample_bytree': 0.9208923758748204, 'gamma': 1.4610138348112631, 'reg_alpha': 0.6808694739091378, 'reg_lambda': 0.6540102616524315}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,515] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.03921903848592078, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.968991607870974, 'colsample_bytree': 0.6203378208091994, 'gamma': 2.3165148972762264, 'reg_alpha': 0.5712304547720692, 'reg_lambda': 1.3506379926825214}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,580] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 68, 'learning_rate': 0.05506837072882367, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9576565001382951, 'colsample_bytree': 0.6330796399086851, 'gamma': 1.656268351823123, 'reg_alpha': 0.5968422737781567, 'reg_lambda': 1.269047910583116}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,642] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 58, 'learning_rate': 0.04983639547145971, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9884964044343811, 'colsample_bytree': 0.6522166846572355, 'gamma': 1.087311643183271, 'reg_alpha': 0.5469763546295805, 'reg_lambda': 1.0891090566508825}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,724] Trial 109 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 34, 'learning_rate': 0.06110757117031385, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9948812626793192, 'colsample_bytree': 0.6108756263619899, 'gamma': 2.1983318936134406, 'reg_alpha': 0.4711748836743208, 'reg_lambda': 1.42083238470057}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,789] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 80, 'learning_rate': 0.03710927529141649, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9104913780310175, 'colsample_bytree': 0.6005422684228724, 'gamma': 1.580255209961832, 'reg_alpha': 0.4367461672640044, 'reg_lambda': 0.8576716488939526}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,902] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.034020864098163926, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9538303229374445, 'colsample_bytree': 0.9217500885334847, 'gamma': 1.7374550746770634, 'reg_alpha': 0.45198069367602445, 'reg_lambda': 1.4679613960421882}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:48,957] Trial 112 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.028759329454381317, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9520996500618655, 'colsample_bytree': 0.9218838468095941, 'gamma': 1.35359851298844, 'reg_alpha': 0.5035780301753898, 'reg_lambda': 1.564848294418315}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,054] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.033035186981259894, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9760750061195005, 'colsample_bytree': 0.6164967313359867, 'gamma': 1.7583320311469024, 'reg_alpha': 0.5281093519780157, 'reg_lambda': 1.4748608005867458}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,110] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.03289964463213625, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9790276119782072, 'colsample_bytree': 0.9929903386758898, 'gamma': 1.7527615435412582, 'reg_alpha': 0.4554151493221877, 'reg_lambda': 1.490676088863342}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,187] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.04175173399282202, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9455048031774985, 'colsample_bytree': 0.8944885100646293, 'gamma': 4.260267418194484, 'reg_alpha': 0.4839359938361283, 'reg_lambda': 1.745158416980387}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,284] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.02772870277103418, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9336376951739729, 'colsample_bytree': 0.7929307120193253, 'gamma': 2.0122045590689863, 'reg_alpha': 0.3599653334634291, 'reg_lambda': 0.7487915031269756}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,346] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 60, 'learning_rate': 0.0344946140126989, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9993473940955517, 'colsample_bytree': 0.8534892529930083, 'gamma': 1.869207389108688, 'reg_alpha': 0.5305965661741154, 'reg_lambda': 1.6596178630615075}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,430] Trial 118 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.030196570192549257, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.973708812836943, 'colsample_bytree': 0.7611674365718978, 'gamma': 1.6880561848077908, 'reg_alpha': 0.886507815033097, 'reg_lambda': 1.5886732581951835}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,497] Trial 119 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.012610534703805045, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9603899041744002, 'colsample_bytree': 0.623261036696508, 'gamma': 3.135116722516702, 'reg_alpha': 0.517770818008704, 'reg_lambda': 0.697683743744608}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,681] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.01254772414550779, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9841812607971284, 'colsample_bytree': 0.6162599056203524, 'gamma': 3.1253449469225587, 'reg_alpha': 0.4051955638383667, 'reg_lambda': 1.451565353559681}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,744] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 73, 'learning_rate': 0.015451593018747179, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9609252896800081, 'colsample_bytree': 0.6248079426679497, 'gamma': 3.515734732868747, 'reg_alpha': 0.4922377601861127, 'reg_lambda': 0.5899246727152564}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,844] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.011380519118033828, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9547447985802494, 'colsample_bytree': 0.6419261252381494, 'gamma': 2.736663947714869, 'reg_alpha': 0.516837288275248, 'reg_lambda': 0.5405058590792894}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,903] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.012011632842107494, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9663189645990206, 'colsample_bytree': 0.6288689271946325, 'gamma': 3.6495473287525577, 'reg_alpha': 0.4647052278368889, 'reg_lambda': 0.7013270973672486}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:49,999] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.022660516735960944, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9749073766463134, 'colsample_bytree': 0.6096617956482279, 'gamma': 2.628700613223504, 'reg_alpha': 0.5408855340237368, 'reg_lambda': 0.9823606162530443}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,185] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.0139991465874349, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9878696166474589, 'colsample_bytree': 0.618603169074384, 'gamma': 3.8321056317961566, 'reg_alpha': 0.44477065812333, 'reg_lambda': 0.6397500187505931}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,286] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.013176044415499365, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9416130170801972, 'colsample_bytree': 0.63327118290286, 'gamma': 1.2663376986445023, 'reg_alpha': 0.5700325541056626, 'reg_lambda': 1.3393204103920797}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,362] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.024480010443469955, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9809227647677169, 'colsample_bytree': 0.9380980593410059, 'gamma': 1.5401078252112306, 'reg_alpha': 0.5068820729895428, 'reg_lambda': 0.7768304255703691}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,465] Trial 128 finished with value: 0.744047619047619 and parameters: {'n_estimators': 89, 'learning_rate': 0.02067283591791817, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9274648789890483, 'colsample_bytree': 0.6549206558423665, 'gamma': 1.7530112270723242, 'reg_alpha': 0.7207317266021165, 'reg_lambda': 1.5256372034337378}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,510] Trial 129 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.04613081529774367, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9587686632504965, 'colsample_bytree': 0.6470938745071865, 'gamma': 2.9516401407828208, 'reg_alpha': 0.47923294037942615, 'reg_lambda': 2.868924077852847}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,584] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.011043559339837793, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9488743582269775, 'colsample_bytree': 0.6100869821723554, 'gamma': 1.3776515661165791, 'reg_alpha': 0.42261920191135577, 'reg_lambda': 1.473400604359491}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,633] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.04124485178290554, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9686031436059598, 'colsample_bytree': 0.601292233948331, 'gamma': 1.4335938506102883, 'reg_alpha': 0.6314358291889703, 'reg_lambda': 1.2338546227641904}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,716] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.054873647821304196, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9663577542077045, 'colsample_bytree': 0.6248158427844307, 'gamma': 1.573404680297358, 'reg_alpha': 0.5268026207450894, 'reg_lambda': 1.3990423317944225}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,781] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.03704802282901611, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9919317513123307, 'colsample_bytree': 0.6089195116443599, 'gamma': 1.1968593106960053, 'reg_alpha': 0.5828235901806509, 'reg_lambda': 1.3806755624125144}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,904] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.047278232000019245, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.974015237395223, 'colsample_bytree': 0.6155923543863343, 'gamma': 1.648001051826153, 'reg_alpha': 0.5570149126332212, 'reg_lambda': 1.5539467634681543}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:50,994] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.017364098703555268, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9552135107114927, 'colsample_bytree': 0.6187150825895834, 'gamma': 1.4833354586073764, 'reg_alpha': 0.610876515935359, 'reg_lambda': 1.133608834149364}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,065] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.014577205141588218, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9830119237293568, 'colsample_bytree': 0.6372166635225212, 'gamma': 1.8265722514015565, 'reg_alpha': 0.3915329758509203, 'reg_lambda': 1.2987979568579253}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,117] Trial 137 finished with value: 0.6875 and parameters: {'n_estimators': 44, 'learning_rate': 0.010320766532101877, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9993903373732703, 'colsample_bytree': 0.973450395501789, 'gamma': 1.3187382262393343, 'reg_alpha': 0.543760456503478, 'reg_lambda': 1.4345065794623773}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,212] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.06871730246587876, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9652660544690236, 'colsample_bytree': 0.6282903568233018, 'gamma': 1.952019034801036, 'reg_alpha': 0.4924880847614993, 'reg_lambda': 0.6036987828197391}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,268] Trial 139 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.08403802459450928, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7426360229288044, 'colsample_bytree': 0.7820978230285892, 'gamma': 2.079764320061813, 'reg_alpha': 0.5168396742585798, 'reg_lambda': 1.6259447661549524}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,326] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.04375064025814229, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9365225172245469, 'colsample_bytree': 0.6009927905530265, 'gamma': 1.1481079600499855, 'reg_alpha': 0.46285246458933615, 'reg_lambda': 1.4982194727281783}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,414] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.036366130476040044, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9551331637491596, 'colsample_bytree': 0.6102419942515244, 'gamma': 1.7105365670439543, 'reg_alpha': 0.4536108166274612, 'reg_lambda': 1.2782367646998583}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,465] Trial 142 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.03250997714923434, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9736773385969444, 'colsample_bytree': 0.9569085886336212, 'gamma': 1.4360311307888478, 'reg_alpha': 0.43855594644242174, 'reg_lambda': 1.2419910627705704}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,560] Trial 143 finished with value: 0.699404761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.050007781350277204, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9467538349859007, 'colsample_bytree': 0.9586435822753919, 'gamma': 3.9813750938985297, 'reg_alpha': 0.4796459980700052, 'reg_lambda': 1.3578115003594828}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,602] Trial 144 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 23, 'learning_rate': 0.03442049313245771, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9619410446140411, 'colsample_bytree': 0.9377786775231396, 'gamma': 1.5710577672124004, 'reg_alpha': 0.5318982683827995, 'reg_lambda': 1.4229112056327398}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,726] Trial 145 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.03991839848795024, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.991905775514428, 'colsample_bytree': 0.9781570040139581, 'gamma': 3.164632216818336, 'reg_alpha': 0.5094249601867598, 'reg_lambda': 1.3194762994489009}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,825] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.027034201310813633, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9796554333600402, 'colsample_bytree': 0.9760597325370894, 'gamma': 1.762753517164926, 'reg_alpha': 0.555364204016348, 'reg_lambda': 1.1680906438652483}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:51,878] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.030711910445114243, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9561135901149166, 'colsample_bytree': 0.6235152264994513, 'gamma': 1.864936205548406, 'reg_alpha': 0.5884703277676214, 'reg_lambda': 1.2275095414090849}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,045] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.05941368664356868, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9693975814357156, 'colsample_bytree': 0.6075891264753344, 'gamma': 1.6273621813071926, 'reg_alpha': 0.4962128283876037, 'reg_lambda': 0.7073491842405499}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,109] Trial 149 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 43, 'learning_rate': 0.012748664923581466, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9866050560708205, 'colsample_bytree': 0.830262966721009, 'gamma': 1.278171273688764, 'reg_alpha': 0.6548913906145957, 'reg_lambda': 0.5045103210781692}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,210] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.03672510068102438, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9446816087157035, 'colsample_bytree': 0.7429950478227828, 'gamma': 1.4649107687884568, 'reg_alpha': 0.4651815992487404, 'reg_lambda': 1.4727548277789517}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,264] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.037658891645681286, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9453436591397008, 'colsample_bytree': 0.7734859081985539, 'gamma': 1.4898576592212356, 'reg_alpha': 0.45083688195775856, 'reg_lambda': 1.490922457052882}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,358] Trial 152 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.03850324377887215, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.939274265312128, 'colsample_bytree': 0.7696111504623786, 'gamma': 4.9707057710647495, 'reg_alpha': 0.42642349184875006, 'reg_lambda': 1.5277053517295132}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,417] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.0529351471968936, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9469154174258163, 'colsample_bytree': 0.7533774674718374, 'gamma': 1.3956857760314991, 'reg_alpha': 0.4700566748193035, 'reg_lambda': 1.4670450358057863}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,609] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.04289981604973268, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9255204819589397, 'colsample_bytree': 0.7621478351495857, 'gamma': 0.9931242326242911, 'reg_alpha': 0.4904249120698555, 'reg_lambda': 1.5841464425727105}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,665] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.04615796435397652, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9600444402263704, 'colsample_bytree': 0.7959174191973485, 'gamma': 4.723020429566033, 'reg_alpha': 0.5204515279044779, 'reg_lambda': 1.4219211661862143}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,732] Trial 156 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 71, 'learning_rate': 0.031515102133871334, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.849405060390052, 'colsample_bytree': 0.808613674589637, 'gamma': 1.504270002727048, 'reg_alpha': 0.3794159265876762, 'reg_lambda': 1.3683568035876665}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,823] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.03415791565455664, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9760877468144559, 'colsample_bytree': 0.7834478611434914, 'gamma': 1.3643773475970362, 'reg_alpha': 0.4129054359432329, 'reg_lambda': 1.4770207593078826}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,889] Trial 158 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 74, 'learning_rate': 0.029072486844658, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6906049048545266, 'colsample_bytree': 0.7267097888905489, 'gamma': 1.2349161053500048, 'reg_alpha': 0.4439570002289768, 'reg_lambda': 1.7030728564485882}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:52,985] Trial 159 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.049502648277494836, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9351623808722594, 'colsample_bytree': 0.7509139691975089, 'gamma': 1.506890752414572, 'reg_alpha': 0.538904436510593, 'reg_lambda': 1.5290915573431494}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,040] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.012065334962387854, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9168688282978058, 'colsample_bytree': 0.7420852166178529, 'gamma': 1.0833228148633613, 'reg_alpha': 0.466700617408848, 'reg_lambda': 0.6684368223026266}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,129] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.03570720921339544, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9503004425266603, 'colsample_bytree': 0.7758149958056751, 'gamma': 1.6508464748057947, 'reg_alpha': 0.45294060274500747, 'reg_lambda': 1.3371385393952013}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,191] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.03640978479793545, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9499528253099643, 'colsample_bytree': 0.7898654030283178, 'gamma': 1.6287665296252039, 'reg_alpha': 0.5026900210378595, 'reg_lambda': 1.3811340061879427}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,279] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.03790796315168433, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9452241268145026, 'colsample_bytree': 0.7672997052484215, 'gamma': 1.6500741151440184, 'reg_alpha': 0.5020722872245386, 'reg_lambda': 1.3345947261944495}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,442] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.03809422721955509, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9446797914364379, 'colsample_bytree': 0.7740710285839464, 'gamma': 1.679485151182193, 'reg_alpha': 0.4530980736937581, 'reg_lambda': 1.335745548551471}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,536] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.03516122046629933, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9309537656245448, 'colsample_bytree': 0.7996722066148635, 'gamma': 1.8178118346831114, 'reg_alpha': 0.4851349104858537, 'reg_lambda': 1.4514857836188781}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,594] Trial 166 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.0413555115348438, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9495435764198747, 'colsample_bytree': 0.7877452477241167, 'gamma': 1.620369497559994, 'reg_alpha': 0.4043792031995244, 'reg_lambda': 1.3726818197351696}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,680] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.036540276024201276, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9518480561061642, 'colsample_bytree': 0.7766374265052092, 'gamma': 1.9574073741787743, 'reg_alpha': 0.5032849200285688, 'reg_lambda': 1.277112626858792}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,742] Trial 168 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 58, 'learning_rate': 0.039117166319215066, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9408760364893084, 'colsample_bytree': 0.7642460602977109, 'gamma': 1.6911365738396975, 'reg_alpha': 0.437643175245791, 'reg_lambda': 1.6023133461742165}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,826] Trial 169 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 31, 'learning_rate': 0.032947551845365165, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9629853474946648, 'colsample_bytree': 0.7446895741758159, 'gamma': 2.4193115846163695, 'reg_alpha': 0.47608406655087865, 'reg_lambda': 1.4958018085353966}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,882] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.04338941717781078, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9691588983122491, 'colsample_bytree': 0.7771011362937329, 'gamma': 1.4933999127157744, 'reg_alpha': 0.5227146991160156, 'reg_lambda': 1.3979144570410724}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:53,977] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.02919668286157359, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9567768551897498, 'colsample_bytree': 0.7894718828647167, 'gamma': 1.5839965599000077, 'reg_alpha': 0.5054294088997232, 'reg_lambda': 0.5651537913506289}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,045] Trial 172 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.031130294722996346, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9833670349490538, 'colsample_bytree': 0.7556111456069515, 'gamma': 1.780036226588817, 'reg_alpha': 0.4602033952051132, 'reg_lambda': 1.3296382752336264}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,231] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 57, 'learning_rate': 0.026296670670000716, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9620434289932032, 'colsample_bytree': 0.7681182619767267, 'gamma': 1.3721052177556037, 'reg_alpha': 0.49125722102302743, 'reg_lambda': 1.4574918242199855}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,296] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.03258982052636253, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9447480204593726, 'colsample_bytree': 0.6149692982622476, 'gamma': 1.5996656430317762, 'reg_alpha': 0.775447565098368, 'reg_lambda': 1.5310383744375502}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,464] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.015915434160598665, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9759694639596991, 'colsample_bytree': 0.7803562232891629, 'gamma': 1.3199734320608911, 'reg_alpha': 0.5502967500242558, 'reg_lambda': 0.8417548716148793}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,536] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 84, 'learning_rate': 0.03570600249493539, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9230623890050762, 'colsample_bytree': 0.8149097509153237, 'gamma': 1.4735360907964092, 'reg_alpha': 0.5235111132924647, 'reg_lambda': 1.4199793027462009}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,631] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.014227791332711034, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9506805583206832, 'colsample_bytree': 0.7619407191845158, 'gamma': 1.8660769256153869, 'reg_alpha': 0.42561235236071693, 'reg_lambda': 0.6190463381923379}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,690] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.04042955471664664, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9331388933464745, 'colsample_bytree': 0.8018487103334015, 'gamma': 1.6884119522010383, 'reg_alpha': 0.4722015351312758, 'reg_lambda': 0.7634013469344136}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,785] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.03969005522384562, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9340231032401186, 'colsample_bytree': 0.7332010998768751, 'gamma': 1.7413008753159072, 'reg_alpha': 0.4740902243585059, 'reg_lambda': 0.7584922605217918}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,841] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.04631148668182508, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9140176528683218, 'colsample_bytree': 0.7988113335191582, 'gamma': 2.0235669057750156, 'reg_alpha': 0.44819703502310915, 'reg_lambda': 1.551254393253381}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:54,943] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03721296641541723, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9673558634820772, 'colsample_bytree': 0.7707067759591948, 'gamma': 1.6425965614995153, 'reg_alpha': 0.5003923394471742, 'reg_lambda': 1.3779153292813004}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,007] Trial 182 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 61, 'learning_rate': 0.041493570498521384, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9555044971088877, 'colsample_bytree': 0.8659369512734052, 'gamma': 1.5485490034726475, 'reg_alpha': 0.482911950586784, 'reg_lambda': 1.2992668816178488}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,167] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.035004129114492424, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9361958361022642, 'colsample_bytree': 0.787162606370638, 'gamma': 1.4177207584778855, 'reg_alpha': 0.5104481729478629, 'reg_lambda': 0.7954157343339872}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,223] Trial 184 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.055994889035459884, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9928477314849372, 'colsample_bytree': 0.8896508418123337, 'gamma': 1.7185460449849863, 'reg_alpha': 0.4668563914685993, 'reg_lambda': 0.7228127742078805}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,343] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.010035577954121983, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8733029087403299, 'colsample_bytree': 0.7097300542353888, 'gamma': 1.284666618607706, 'reg_alpha': 0.568631036280552, 'reg_lambda': 0.6691930695030429}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,402] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.04475877313639772, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9435380585996155, 'colsample_bytree': 0.6197028987115021, 'gamma': 1.506532857683057, 'reg_alpha': 0.5421150139768026, 'reg_lambda': 1.4912665598150505}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,513] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.03366326532495432, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9738049974121907, 'colsample_bytree': 0.6315689535340525, 'gamma': 1.8265840290108173, 'reg_alpha': 0.5258095124777958, 'reg_lambda': 1.4338777757000027}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,574] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.038294794837380276, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9642239164149706, 'colsample_bytree': 0.6067477788504352, 'gamma': 2.87786040194553, 'reg_alpha': 0.44664155221564067, 'reg_lambda': 0.9054717533995146}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,661] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.01267389551182901, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9296202399515043, 'colsample_bytree': 0.6239853753664022, 'gamma': 1.1805939506189231, 'reg_alpha': 0.49523120249904223, 'reg_lambda': 1.3414562470520248}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,731] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.013302668201254995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9850176256659958, 'colsample_bytree': 0.6401678565002409, 'gamma': 1.619313744955497, 'reg_alpha': 0.4263274353151934, 'reg_lambda': 1.9851090533959785}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:55,822] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 40, 'learning_rate': 0.048924108726858026, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9595633711347803, 'colsample_bytree': 0.6012326961209495, 'gamma': 1.4394457458826684, 'reg_alpha': 0.5627514869696152, 'reg_lambda': 1.3889873503773267}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,015] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.04226669881945197, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9507821507897426, 'colsample_bytree': 0.6018655793406112, 'gamma': 1.4116534822297722, 'reg_alpha': 0.5110104934722327, 'reg_lambda': 1.0557792855464454}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,118] Trial 193 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.0509926766409731, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9521864385045907, 'colsample_bytree': 0.6026279319579576, 'gamma': 1.4146749425492147, 'reg_alpha': 0.5636686657244384, 'reg_lambda': 1.1824513871102278}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,176] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.04735556472140072, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9411499140547593, 'colsample_bytree': 0.600360593979175, 'gamma': 1.2692108414923824, 'reg_alpha': 0.5313342695223984, 'reg_lambda': 0.9409258521323346}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,260] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 33, 'learning_rate': 0.04246512531159018, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9407911546788137, 'colsample_bytree': 0.6103377780119524, 'gamma': 1.3588459254121439, 'reg_alpha': 0.4774058616078306, 'reg_lambda': 0.9607620711784229}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,313] Trial 196 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.04929894306334092, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9488075579360085, 'colsample_bytree': 0.6006880153817357, 'gamma': 1.2515864884292804, 'reg_alpha': 0.5513610135333882, 'reg_lambda': 1.036823291738044}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,402] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.04734232909353099, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9250123986197464, 'colsample_bytree': 0.6000003793393122, 'gamma': 1.1183966448274467, 'reg_alpha': 0.5314306869755343, 'reg_lambda': 1.0686007700359155}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,458] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.053198653170404314, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8083436155942867, 'colsample_bytree': 0.6002071668981988, 'gamma': 1.222346017341764, 'reg_alpha': 0.5744828291993036, 'reg_lambda': 1.0770783792774719}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,572] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.048631265902612505, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.906663940875174, 'colsample_bytree': 0.6131274896347637, 'gamma': 1.2751246456258876, 'reg_alpha': 0.5475248302748422, 'reg_lambda': 1.1314309964594493}. Best is trial 84 with value: 0.7738095238095238.
[I 2025-11-03 19:19:56,575] A new study created in memory with name: no-name-290d5dd1-fd9c-4caf-a106-b8be8e062516
[I 2025-11-03 19:19:56,644] Trial 0 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 104, 'learning_rate': 0.01404231116067556, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9354783664416646, 'colsample_bytree': 0.7684867308342195, 'gamma': 3.8513270210127737, 'reg_alpha': 0.4177289325728568, 'reg_lambda': 2.6901375984618965}. Best is trial 0 with value: 0.6964285714285714.
[I 2025-11-03 19:19:56,764] Trial 1 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.11882489297280835, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8669820393528564, 'colsample_bytree': 0.7384198154659679, 'gamma': 0.2627964868234578, 'reg_alpha': 0.5360950364113115, 'reg_lambda': 2.1351330904122445}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:19:57,021] Trial 2 finished with value: 0.5595238095238095 and parameters: {'n_estimators': 145, 'learning_rate': 0.2004920873197416, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6171838038677532, 'colsample_bytree': 0.8060337785012942, 'gamma': 3.5839573656235943, 'reg_alpha': 0.8075465807407949, 'reg_lambda': 2.319012193282918}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:19:57,065] Trial 3 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.2429009289625607, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6423093934374938, 'colsample_bytree': 0.9508156209609303, 'gamma': 3.4999345275295624, 'reg_alpha': 0.3313908341758668, 'reg_lambda': 2.9208893595270844}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:19:57,145] Trial 4 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 62, 'learning_rate': 0.010663260480173442, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7198471097253352, 'colsample_bytree': 0.9909161839728877, 'gamma': 3.768593837278025, 'reg_alpha': 0.012671714415597446, 'reg_lambda': 1.8821247107624612}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,237] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.0663982621333768, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8300512505882203, 'colsample_bytree': 0.9497067858629485, 'gamma': 0.22183969864537245, 'reg_alpha': 0.343251979071723, 'reg_lambda': 0.6933776495465667}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,289] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.012159840477608628, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9485275519295882, 'colsample_bytree': 0.7792705465392532, 'gamma': 4.544522124905502, 'reg_alpha': 0.2333482404815752, 'reg_lambda': 1.3438373730077242}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,403] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 223, 'learning_rate': 0.1738345832336046, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9607465765109833, 'colsample_bytree': 0.8043650727665005, 'gamma': 3.7032940660319773, 'reg_alpha': 0.3666374526548888, 'reg_lambda': 2.5377812568418343}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,486] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.024447666090961873, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7412322689465216, 'colsample_bytree': 0.72430247125731, 'gamma': 0.1481950141002919, 'reg_alpha': 0.9435579375739224, 'reg_lambda': 2.7955430424823393}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,608] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.0666091834961379, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6632504330180247, 'colsample_bytree': 0.6387034847181693, 'gamma': 0.45116791782725485, 'reg_alpha': 0.8754308234607586, 'reg_lambda': 2.2301967239882488}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,656] Trial 10 finished with value: 0.6875 and parameters: {'n_estimators': 31, 'learning_rate': 0.028695680587208405, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7471108232409606, 'colsample_bytree': 0.9935598148935185, 'gamma': 1.935474575772977, 'reg_alpha': 0.05781746944419238, 'reg_lambda': 1.563626697000039}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,763] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 160, 'learning_rate': 0.09540771605763615, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8434611927204403, 'colsample_bytree': 0.8626624972629326, 'gamma': 2.043271308517193, 'reg_alpha': 0.6430031842172815, 'reg_lambda': 2.0093845990603505}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:57,941] Trial 12 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.12423941643244889, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8800378448909509, 'colsample_bytree': 0.6571977061134802, 'gamma': 1.215748534877117, 'reg_alpha': 0.592221726024648, 'reg_lambda': 1.8304697872689726}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,124] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 185, 'learning_rate': 0.031046264305839268, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7443592648417784, 'colsample_bytree': 0.628429982620389, 'gamma': 1.3086259539480716, 'reg_alpha': 0.12102176814368068, 'reg_lambda': 1.2497235271878187}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,188] Trial 14 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.04554700576269168, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8947872343596746, 'colsample_bytree': 0.6744578367013149, 'gamma': 2.7925032776059764, 'reg_alpha': 0.7002132565104656, 'reg_lambda': 1.9009705245805444}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,302] Trial 15 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.10188058441561106, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7948062227574993, 'colsample_bytree': 0.8892020068120202, 'gamma': 4.867994044139611, 'reg_alpha': 0.5464681707801455, 'reg_lambda': 1.7137428594929118}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,394] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.01877612220423046, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6924953155827339, 'colsample_bytree': 0.6962569676379425, 'gamma': 1.214717606750991, 'reg_alpha': 0.1837422667142298, 'reg_lambda': 0.9485718016873879}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,488] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.04453506895610255, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7878419144425259, 'colsample_bytree': 0.8613064346307775, 'gamma': 2.7950072171240685, 'reg_alpha': 0.008891690843332155, 'reg_lambda': 1.5071958186980843}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,528] Trial 18 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.13255220918800073, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9939212769991531, 'colsample_bytree': 0.6077397212602363, 'gamma': 1.0406449401547921, 'reg_alpha': 0.6765545703598701, 'reg_lambda': 1.8174290007886034}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,655] Trial 19 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 129, 'learning_rate': 0.07827843539943644, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7010906109322927, 'colsample_bytree': 0.9229771816444711, 'gamma': 2.1497282775913003, 'reg_alpha': 0.4711012205229461, 'reg_lambda': 1.0387312912204774}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,767] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 194, 'learning_rate': 0.2948205570992888, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8953272741653016, 'colsample_bytree': 0.8301454762324093, 'gamma': 4.427045075540319, 'reg_alpha': 0.7678023671682395, 'reg_lambda': 2.4093512772591508}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:58,959] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.01770704733821074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6954618828939323, 'colsample_bytree': 0.6964639630069993, 'gamma': 1.2300480579908506, 'reg_alpha': 0.18522389399056935, 'reg_lambda': 0.5311957760606978}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,030] Trial 22 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.010934185528451091, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7054701261301572, 'colsample_bytree': 0.6574254306533106, 'gamma': 0.7935034981680755, 'reg_alpha': 0.22094825695820797, 'reg_lambda': 0.7635745208929503}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,151] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 103, 'learning_rate': 0.017029280094789948, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.772512959126448, 'colsample_bytree': 0.7031336736462312, 'gamma': 1.5318689043196931, 'reg_alpha': 0.10728128412951497, 'reg_lambda': 1.6031610955005988}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,221] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.010400343052157231, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6687317248399114, 'colsample_bytree': 0.7459135584809903, 'gamma': 3.094861847002494, 'reg_alpha': 0.27937616716596025, 'reg_lambda': 1.2656240014499378}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,323] Trial 25 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.015380794551143058, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6079144105281803, 'colsample_bytree': 0.6796794244300816, 'gamma': 1.5784988941725726, 'reg_alpha': 0.009129929295885651, 'reg_lambda': 2.032337035206117}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,393] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 90, 'learning_rate': 0.022233079133469582, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8239204262416746, 'colsample_bytree': 0.6035097843313723, 'gamma': 0.7090732887520224, 'reg_alpha': 0.5937711853096327, 'reg_lambda': 1.7813846626584409}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,518] Trial 27 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 149, 'learning_rate': 0.036533408611784536, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7197171259320514, 'colsample_bytree': 0.7126854159920939, 'gamma': 2.4032022827615656, 'reg_alpha': 0.13407099638309972, 'reg_lambda': 0.5011155503298069}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,616] Trial 28 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 176, 'learning_rate': 0.02220958223182603, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7736924291797712, 'colsample_bytree': 0.9970157384910088, 'gamma': 1.8530855075594772, 'reg_alpha': 0.4659017400009172, 'reg_lambda': 1.3806311807216756}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,723] Trial 29 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.013680147336441259, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8971649068377596, 'colsample_bytree': 0.7632594856357299, 'gamma': 4.279648732010015, 'reg_alpha': 0.07461651683694741, 'reg_lambda': 2.5757015835459356}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:19:59,935] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.013240546076952691, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8849409135217432, 'colsample_bytree': 0.7583153282321478, 'gamma': 3.9983637184414205, 'reg_alpha': 0.08676369733758363, 'reg_lambda': 2.660498460330543}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,029] Trial 31 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 94, 'learning_rate': 0.016702429724351302, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.92590374033022, 'colsample_bytree': 0.7812117753483977, 'gamma': 4.155693745214685, 'reg_alpha': 0.1726243568329303, 'reg_lambda': 2.481977282306838}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,108] Trial 32 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 140, 'learning_rate': 0.013224662401332882, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.860009340146599, 'colsample_bytree': 0.6595740919803373, 'gamma': 3.2564940806628244, 'reg_alpha': 0.4162038010387877, 'reg_lambda': 2.1229329432583026}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,207] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.010074792970749102, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9350838641983126, 'colsample_bytree': 0.7359744782524245, 'gamma': 4.929451301832825, 'reg_alpha': 0.2785077199262341, 'reg_lambda': 1.0496779885651186}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,270] Trial 34 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 74, 'learning_rate': 0.01943684994227696, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9103327705692971, 'colsample_bytree': 0.8355354678808523, 'gamma': 3.8830798062587673, 'reg_alpha': 0.05909761463059815, 'reg_lambda': 2.9749975107743465}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,318] Trial 35 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.014391345588854462, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.863182154581767, 'colsample_bytree': 0.6895581189246844, 'gamma': 4.383943383760981, 'reg_alpha': 0.03607367233487528, 'reg_lambda': 2.2977779689834716}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,392] Trial 36 finished with value: 0.648809523809524 and parameters: {'n_estimators': 130, 'learning_rate': 0.15527880143088885, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6293525160248611, 'colsample_bytree': 0.7688838663483613, 'gamma': 3.4878530681331044, 'reg_alpha': 0.1670442603616913, 'reg_lambda': 1.992680373263543}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,459] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.027584721818957467, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9725041604780222, 'colsample_bytree': 0.6466799922752555, 'gamma': 4.6812358206308415, 'reg_alpha': 0.39857737696926854, 'reg_lambda': 2.1602202598110685}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,577] Trial 38 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.05192069600709517, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6623158467471952, 'colsample_bytree': 0.725858994423966, 'gamma': 2.5104853936365594, 'reg_alpha': 0.28237109023843443, 'reg_lambda': 2.6712606500285565}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,795] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.21483082842679263, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8093524582171848, 'colsample_bytree': 0.8012234228746884, 'gamma': 0.584696282317857, 'reg_alpha': 0.5553424620531333, 'reg_lambda': 2.7574438948745676}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,904] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.011707831415139635, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7302367628225981, 'colsample_bytree': 0.9146922332053413, 'gamma': 1.013012376534612, 'reg_alpha': 0.2203558861761475, 'reg_lambda': 1.642404499306861}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:00,975] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 119, 'learning_rate': 0.010159237989689271, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9249911898887635, 'colsample_bytree': 0.727500883145323, 'gamma': 4.982767184535312, 'reg_alpha': 0.3085004166765599, 'reg_lambda': 0.5679828660359589}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,089] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.012519222375752037, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9463177457894757, 'colsample_bytree': 0.7415965208994955, 'gamma': 4.2196251792348916, 'reg_alpha': 0.25571011444261466, 'reg_lambda': 1.0557128735795382}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,158] Trial 43 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.018977636684280003, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.968905699939135, 'colsample_bytree': 0.7808452683974789, 'gamma': 4.721250272800436, 'reg_alpha': 0.07229507138592979, 'reg_lambda': 0.7953242512423798}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,281] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.014835168003301943, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.842372729300553, 'colsample_bytree': 0.9708393312225094, 'gamma': 0.029894484232823704, 'reg_alpha': 0.1478401843140959, 'reg_lambda': 0.888768263584103}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,340] Trial 45 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 62, 'learning_rate': 0.010129186895544361, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.903794856540595, 'colsample_bytree': 0.6263470631821245, 'gamma': 3.5754043259252546, 'reg_alpha': 0.0005873919060012389, 'reg_lambda': 1.42221946956484}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,457] Trial 46 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.035460670099063535, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8804894895509537, 'colsample_bytree': 0.8240353840952416, 'gamma': 4.2225242811754935, 'reg_alpha': 0.3493513345963342, 'reg_lambda': 1.159682043835247}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,520] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.012365690372537973, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9402156975170268, 'colsample_bytree': 0.6709603004768483, 'gamma': 4.761692430460323, 'reg_alpha': 0.20934311604897698, 'reg_lambda': 0.6033097829303051}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,648] Trial 48 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.07829931326266842, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7601659764775207, 'colsample_bytree': 0.708141227955273, 'gamma': 4.533155449090005, 'reg_alpha': 0.757131430487088, 'reg_lambda': 1.9023246975813946}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,705] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 53, 'learning_rate': 0.02335440787909131, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6802600282619377, 'colsample_bytree': 0.7565212639049895, 'gamma': 0.31868862340371873, 'reg_alpha': 0.6367535848879755, 'reg_lambda': 1.7003350803069373}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:01,918] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.11857737516385934, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9143159252117776, 'colsample_bytree': 0.6900436563463708, 'gamma': 3.7617592534350734, 'reg_alpha': 0.9984380538708184, 'reg_lambda': 0.6904268390382883}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:02,010] Trial 51 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 124, 'learning_rate': 0.012317441110710573, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7247986995865708, 'colsample_bytree': 0.9219926446138068, 'gamma': 1.0537377377617803, 'reg_alpha': 0.11467764335555708, 'reg_lambda': 1.6635726700278977}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:02,128] Trial 52 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.016040358448436164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7261157544111614, 'colsample_bytree': 0.9715590766860088, 'gamma': 1.4800277663956758, 'reg_alpha': 0.21425063059701333, 'reg_lambda': 1.540997095105975}. Best is trial 4 with value: 0.7232142857142858.
[I 2025-11-03 19:20:02,224] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.011499673182006122, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9955743215971121, 'colsample_bytree': 0.9336272013639834, 'gamma': 0.9250632898617265, 'reg_alpha': 0.31857994872336964, 'reg_lambda': 1.8837988253133424}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,402] Trial 54 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.011319806755462408, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9949633593387274, 'colsample_bytree': 0.9481716171325445, 'gamma': 0.8066986374983328, 'reg_alpha': 0.5157322758803385, 'reg_lambda': 1.9145790089841348}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,527] Trial 55 finished with value: 0.738095238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.017936738779815345, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9960866498088674, 'colsample_bytree': 0.9714618918256448, 'gamma': 1.2377909244729353, 'reg_alpha': 0.5205641596896122, 'reg_lambda': 1.8789245566460058}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,762] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.011612814976978086, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9993953145044611, 'colsample_bytree': 0.9502288668382873, 'gamma': 0.8492318465748976, 'reg_alpha': 0.4977108768277984, 'reg_lambda': 1.8935157991869325}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:02,906] Trial 57 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.011561397913404195, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.995671963971744, 'colsample_bytree': 0.9453791885533978, 'gamma': 1.736062202493839, 'reg_alpha': 0.5008579495836025, 'reg_lambda': 1.8521747632252334}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,065] Trial 58 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 247, 'learning_rate': 0.011334359885312348, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9982278624526099, 'colsample_bytree': 0.9450618242979918, 'gamma': 1.7406847182104963, 'reg_alpha': 0.5054182048196839, 'reg_lambda': 1.9072908187218611}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,189] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.011482655904138845, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9971559881192715, 'colsample_bytree': 0.9399709742400151, 'gamma': 1.774665752791581, 'reg_alpha': 0.5071606731933563, 'reg_lambda': 1.9509306372404558}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,351] Trial 60 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 238, 'learning_rate': 0.02006688315455687, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9826361058148932, 'colsample_bytree': 0.902315853761395, 'gamma': 0.8444464387930235, 'reg_alpha': 0.4990788212706208, 'reg_lambda': 1.957964748926558}. Best is trial 53 with value: 0.7380952380952381.
[I 2025-11-03 19:20:03,550] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.01150075245468573, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9984629271081912, 'colsample_bytree': 0.942824274645254, 'gamma': 1.783707650564788, 'reg_alpha': 0.46693010400267565, 'reg_lambda': 2.0725754635287563}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:03,703] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.014556106711595348, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9810267723563231, 'colsample_bytree': 0.9386767313346499, 'gamma': 2.240052149537551, 'reg_alpha': 0.38664003999725416, 'reg_lambda': 2.0836245495111663}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:03,819] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 213, 'learning_rate': 0.01113809801435535, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9571680876745959, 'colsample_bytree': 0.9663929557580061, 'gamma': 1.7317692597515366, 'reg_alpha': 0.4618282803913631, 'reg_lambda': 2.226460904779309}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:03,980] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.016123669064510453, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.998955063559641, 'colsample_bytree': 0.8816263117265593, 'gamma': 1.3453281223090279, 'reg_alpha': 0.5732763943671048, 'reg_lambda': 1.7546382247871042}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,104] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.011329052950125144, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9584600583955187, 'colsample_bytree': 0.9588166497655615, 'gamma': 0.46900811853838686, 'reg_alpha': 0.441290978811398, 'reg_lambda': 1.9580257947483206}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,279] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.013758353407385888, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9838109752225335, 'colsample_bytree': 0.9866972035089554, 'gamma': 0.952746395298254, 'reg_alpha': 0.5046964334847566, 'reg_lambda': 2.0545151659597307}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,386] Trial 67 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 209, 'learning_rate': 0.01748372273336177, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.969077266796431, 'colsample_bytree': 0.9351766081749152, 'gamma': 2.0395004774946903, 'reg_alpha': 0.628722532011172, 'reg_lambda': 2.177662739336851}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,557] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 224, 'learning_rate': 0.012914243876933648, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9870963976499364, 'colsample_bytree': 0.9783042177340356, 'gamma': 1.419857974231228, 'reg_alpha': 0.5151344846384335, 'reg_lambda': 2.352750401653111}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,685] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.011364873956197697, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9989090047641973, 'colsample_bytree': 0.956509068321224, 'gamma': 1.1237961309181401, 'reg_alpha': 0.5912033241835752, 'reg_lambda': 1.8964688068560922}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:04,936] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 234, 'learning_rate': 0.015407023180909392, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9517579796425523, 'colsample_bytree': 0.9052620921205876, 'gamma': 1.6786090070585111, 'reg_alpha': 0.5455774527967108, 'reg_lambda': 1.7862054392867412}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,069] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.014003570346520625, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9787773367427843, 'colsample_bytree': 0.9901027448255594, 'gamma': 0.9393910924680332, 'reg_alpha': 0.43608506281777615, 'reg_lambda': 2.0436121036974244}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,239] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.013541310547925879, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9661297090864539, 'colsample_bytree': 0.9303443336543415, 'gamma': 0.6596122735196659, 'reg_alpha': 0.5181114693353348, 'reg_lambda': 2.089981466313281}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,427] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.01215290783679982, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9877626701578637, 'colsample_bytree': 0.9829229762622868, 'gamma': 1.2059997163618106, 'reg_alpha': 0.4903844385069904, 'reg_lambda': 2.2596677732474437}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,617] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.010681296896438956, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9999241176091639, 'colsample_bytree': 0.949971441352029, 'gamma': 0.8812114891727649, 'reg_alpha': 0.38005508074499544, 'reg_lambda': 1.9310750066779996}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,737] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 239, 'learning_rate': 0.020716651476221218, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9829639805809602, 'colsample_bytree': 0.8785236547808226, 'gamma': 0.41805925970953384, 'reg_alpha': 0.611033715553823, 'reg_lambda': 1.8349340463382806}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,866] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.025493364505486074, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.974570265852168, 'colsample_bytree': 0.9620262896877624, 'gamma': 1.912427975230388, 'reg_alpha': 0.6738252441310413, 'reg_lambda': 2.0264490505976456}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:05,979] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.01776645823507706, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9583542149507539, 'colsample_bytree': 0.9465484673389769, 'gamma': 1.5799123365282584, 'reg_alpha': 0.4176636127198836, 'reg_lambda': 1.718016697067095}. Best is trial 61 with value: 0.7440476190476191.
[I 2025-11-03 19:20:06,128] Trial 78 finished with value: 0.761904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.010027220855133691, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9906576523785388, 'colsample_bytree': 0.9812354292663799, 'gamma': 0.7505639789038105, 'reg_alpha': 0.47165771156811026, 'reg_lambda': 2.159389669483396}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,355] Trial 79 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.010145811875953637, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9351639018890507, 'colsample_bytree': 0.9979370601278794, 'gamma': 0.7393750983687182, 'reg_alpha': 0.4717272306742041, 'reg_lambda': 2.3965060416363646}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,528] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.011124764748687016, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9469920622721366, 'colsample_bytree': 0.9120584002548459, 'gamma': 0.509781573262359, 'reg_alpha': 0.5368702526703001, 'reg_lambda': 2.207297593010071}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,654] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.01172144203356881, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9909650169739234, 'colsample_bytree': 0.912882075406395, 'gamma': 0.47423965102302096, 'reg_alpha': 0.5630106686581079, 'reg_lambda': 2.1816498340081343}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:06,921] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.012743616139478721, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9723687661279171, 'colsample_bytree': 0.924180676254833, 'gamma': 0.1947528932715894, 'reg_alpha': 0.5342690766721827, 'reg_lambda': 2.1436196982620377}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,055] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.011074504721881826, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9631633544306355, 'colsample_bytree': 0.976332077247366, 'gamma': 0.6467019732976442, 'reg_alpha': 0.4543668219187541, 'reg_lambda': 1.8704921383398248}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,267] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.014829334034972764, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9464305615647283, 'colsample_bytree': 0.9402108491978202, 'gamma': 1.3066414571325367, 'reg_alpha': 0.32991776647465265, 'reg_lambda': 2.307832078024364}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,395] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.010865500212064541, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9909185885135947, 'colsample_bytree': 0.9531866922630957, 'gamma': 1.1297575407252096, 'reg_alpha': 0.4801499417518022, 'reg_lambda': 1.9875775239540578}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,591] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.0131085987447495, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9896592068368384, 'colsample_bytree': 0.9023808673811367, 'gamma': 1.1173858280719333, 'reg_alpha': 0.40572835618396696, 'reg_lambda': 2.4839701059004993}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,745] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.010594185444058803, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9752965868254346, 'colsample_bytree': 0.9568586624664464, 'gamma': 0.3010055930815795, 'reg_alpha': 0.5327807240014037, 'reg_lambda': 1.9830384104052532}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:07,994] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.016123750996544728, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9276072515330035, 'colsample_bytree': 0.9317516623751763, 'gamma': 0.570337566807885, 'reg_alpha': 0.47157129267498127, 'reg_lambda': 2.1070880986549807}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,134] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.010032381864243722, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9641052586969924, 'colsample_bytree': 0.9673858596732734, 'gamma': 0.7943282819474451, 'reg_alpha': 0.5831048091841154, 'reg_lambda': 2.228112376133021}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,343] Trial 90 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.010021001275796656, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9486897704231598, 'colsample_bytree': 0.8918499598635455, 'gamma': 0.7374872157337016, 'reg_alpha': 0.6580342169122692, 'reg_lambda': 2.2310713308703787}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,484] Trial 91 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.011981283240399015, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9884075830521127, 'colsample_bytree': 0.9677818088973358, 'gamma': 0.8748027003150531, 'reg_alpha': 0.5852670678357, 'reg_lambda': 1.7985688674650961}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,659] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.010841390017601088, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9652395713761392, 'colsample_bytree': 0.9535685984632056, 'gamma': 1.1691166481667163, 'reg_alpha': 0.6185230339719915, 'reg_lambda': 1.9953073789119653}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,759] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.013872391204324208, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9785722043716126, 'colsample_bytree': 0.9155615043222386, 'gamma': 0.5609270986042472, 'reg_alpha': 0.7187415946560952, 'reg_lambda': 2.3504011962729385}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:08,932] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.012428219956987584, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9914698655935514, 'colsample_bytree': 0.986091495651189, 'gamma': 1.0234180609081718, 'reg_alpha': 0.4360029630681368, 'reg_lambda': 2.185771503603798}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,061] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.015062287399856579, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.999966926164981, 'colsample_bytree': 0.96440346095656, 'gamma': 1.3301168141781639, 'reg_alpha': 0.4873623142938537, 'reg_lambda': 2.1085975976924876}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,200] Trial 96 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 213, 'learning_rate': 0.015288423507626069, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9552892774406476, 'colsample_bytree': 0.9762949705592618, 'gamma': 1.364268911808883, 'reg_alpha': 0.552910772592573, 'reg_lambda': 2.2591126651602034}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,330] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.010702271159460505, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9745178321632687, 'colsample_bytree': 0.9652553660488546, 'gamma': 1.506825143926168, 'reg_alpha': 0.4837035548369353, 'reg_lambda': 2.111873078203599}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,565] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.012810461088158176, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9424779383606566, 'colsample_bytree': 0.9250805580213664, 'gamma': 1.267727834123722, 'reg_alpha': 0.3615074968657873, 'reg_lambda': 2.0371352041114306}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,675] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 238, 'learning_rate': 0.017922478062033616, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9646735109679195, 'colsample_bytree': 0.9324351945764366, 'gamma': 2.2570548560378434, 'reg_alpha': 0.5279703816627341, 'reg_lambda': 2.4755264221284103}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:09,892] Trial 100 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 232, 'learning_rate': 0.01208841679848539, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9904497939269639, 'colsample_bytree': 0.9971365404863952, 'gamma': 0.00699317906753083, 'reg_alpha': 0.5814925049410068, 'reg_lambda': 1.964554925270344}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,022] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.013874542744914516, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9818656720522859, 'colsample_bytree': 0.9496916264349762, 'gamma': 0.7867105813332231, 'reg_alpha': 0.48285682372492456, 'reg_lambda': 1.8474621036540693}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,182] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.010047017972562236, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9994356922888014, 'colsample_bytree': 0.9441517058953685, 'gamma': 0.9625700307537749, 'reg_alpha': 0.6022391929024505, 'reg_lambda': 2.0770632135533686}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,311] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.011571659774190026, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9914476812178485, 'colsample_bytree': 0.9613029275887744, 'gamma': 0.3824965858018191, 'reg_alpha': 0.44200998988201795, 'reg_lambda': 1.6082574563742882}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,476] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 235, 'learning_rate': 0.010881193883465642, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9694175341281865, 'colsample_bytree': 0.9741655075113246, 'gamma': 1.066374280396778, 'reg_alpha': 0.5646490487648377, 'reg_lambda': 1.7378498788792602}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,599] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.014612992167897777, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9812232884345723, 'colsample_bytree': 0.9388032458206224, 'gamma': 1.6333154898903013, 'reg_alpha': 0.5210560643309722, 'reg_lambda': 1.96131802608598}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,768] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.012982249684171675, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.99489325404541, 'colsample_bytree': 0.8545355585824338, 'gamma': 1.445080394223584, 'reg_alpha': 0.4574387814829937, 'reg_lambda': 2.210548738925334}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:10,991] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.016729798425385863, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9997860091920229, 'colsample_bytree': 0.979601746466145, 'gamma': 0.8587955325116418, 'reg_alpha': 0.542853762810516, 'reg_lambda': 2.1462152121520175}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,138] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 223, 'learning_rate': 0.01658363858022126, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9746940413784091, 'colsample_bytree': 0.9825326316185876, 'gamma': 1.8291233052019602, 'reg_alpha': 0.5363412245358153, 'reg_lambda': 2.271125998153579}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,255] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.015406685014647668, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9604766099995794, 'colsample_bytree': 0.9918480667906667, 'gamma': 0.5763821503247853, 'reg_alpha': 0.4298127408812353, 'reg_lambda': 2.136104692050101}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,416] Trial 110 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.02090859697099074, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9534621927583629, 'colsample_bytree': 0.9645799661080241, 'gamma': 0.7718352606955877, 'reg_alpha': 0.3958059425889098, 'reg_lambda': 2.0250204496979354}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,557] Trial 111 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 243, 'learning_rate': 0.011975361464613955, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9852634581720501, 'colsample_bytree': 0.9552308205913791, 'gamma': 0.9085598990742771, 'reg_alpha': 0.49354972280244874, 'reg_lambda': 1.90097219574327}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,740] Trial 112 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.010940953769401475, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9975652435005288, 'colsample_bytree': 0.9702059899598493, 'gamma': 1.2148962919118271, 'reg_alpha': 0.5493802982364077, 'reg_lambda': 1.9318317418810727}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:11,875] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.013415866791446752, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9849395336615012, 'colsample_bytree': 0.9807897846106702, 'gamma': 0.8158872571635093, 'reg_alpha': 0.5119342377433422, 'reg_lambda': 1.8068756957682053}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,117] Trial 114 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 227, 'learning_rate': 0.0650274824343815, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9997391828317695, 'colsample_bytree': 0.9519970548489594, 'gamma': 2.7336363607317278, 'reg_alpha': 0.5677877588828638, 'reg_lambda': 2.15437385016295}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,248] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.01874614062792477, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9771888797652601, 'colsample_bytree': 0.9169744651114707, 'gamma': 1.0942397439635911, 'reg_alpha': 0.4794747144662071, 'reg_lambda': 2.0784275451198955}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,495] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.011458599458197901, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.988433822739191, 'colsample_bytree': 0.9292172613730755, 'gamma': 0.47792295178660743, 'reg_alpha': 0.8772637224729316, 'reg_lambda': 2.006240107129021}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,614] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.032665263918811464, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9650969469753344, 'colsample_bytree': 0.9619028656961179, 'gamma': 0.6397902400863865, 'reg_alpha': 0.4530760160310509, 'reg_lambda': 2.402380722116476}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,789] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.014352835521992069, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9705053336741116, 'colsample_bytree': 0.9427681324741364, 'gamma': 0.9952099434195899, 'reg_alpha': 0.5065941727126517, 'reg_lambda': 2.3234152561775048}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:12,878] Trial 119 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.010015028906948178, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9907849266375867, 'colsample_bytree': 0.9918650642750231, 'gamma': 2.030613703834989, 'reg_alpha': 0.3196516756862549, 'reg_lambda': 1.8627759910271957}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,015] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.042582335866796474, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9799037708628034, 'colsample_bytree': 0.9992296070689816, 'gamma': 2.5179897142353913, 'reg_alpha': 0.6454012299213242, 'reg_lambda': 1.8561538612057467}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,105] Trial 121 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 151, 'learning_rate': 0.01055396407966425, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9911675829772191, 'colsample_bytree': 0.9856494342654929, 'gamma': 2.057557605128483, 'reg_alpha': 0.307359810579914, 'reg_lambda': 1.6923949583700808}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,230] Trial 122 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.010439028491016288, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9845740117703311, 'colsample_bytree': 0.9900260144737965, 'gamma': 2.0690463149880736, 'reg_alpha': 0.32449820016314646, 'reg_lambda': 1.6395767812972168}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,317] Trial 123 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.010632041365417469, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9914923020105834, 'colsample_bytree': 0.9874404905443174, 'gamma': 2.0742563891073904, 'reg_alpha': 0.25120692826108404, 'reg_lambda': 1.5063851707809028}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,460] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.010385264588043832, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9862611483820714, 'colsample_bytree': 0.9899861946066336, 'gamma': 2.081385048057361, 'reg_alpha': 0.3040784785745836, 'reg_lambda': 1.4573523848064576}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,578] Trial 125 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.010080467256127601, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722036138912015, 'colsample_bytree': 0.9838867722495034, 'gamma': 2.310880059134533, 'reg_alpha': 0.32802567890583545, 'reg_lambda': 1.5276598528850815}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,722] Trial 126 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 150, 'learning_rate': 0.01055933518680588, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9616052485721556, 'colsample_bytree': 0.9892759446991822, 'gamma': 2.304429596698924, 'reg_alpha': 0.25141282131585624, 'reg_lambda': 1.3189531942246875}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,815] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.010098066912801225, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722950987036588, 'colsample_bytree': 0.984818831937475, 'gamma': 2.0399251696507488, 'reg_alpha': 0.32522028979551587, 'reg_lambda': 1.6531584653704838}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:13,978] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.010001831824412813, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9320299779069163, 'colsample_bytree': 0.9832243059896626, 'gamma': 2.008725067270164, 'reg_alpha': 0.3036777405013845, 'reg_lambda': 1.5658310991600304}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,071] Trial 129 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 141, 'learning_rate': 0.01226130935282632, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9205884884654691, 'colsample_bytree': 0.9992334111245511, 'gamma': 2.423724327887135, 'reg_alpha': 0.3257440856961852, 'reg_lambda': 1.494799327037354}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,194] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.010948071413514266, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9557740036381336, 'colsample_bytree': 0.9750663326848023, 'gamma': 2.1554038463287912, 'reg_alpha': 0.25522210877109586, 'reg_lambda': 1.661804105451909}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,288] Trial 131 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 144, 'learning_rate': 0.010072911895597439, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9761798277064229, 'colsample_bytree': 0.9901495027586412, 'gamma': 1.945971483911217, 'reg_alpha': 0.2804778525721185, 'reg_lambda': 1.5803473955849887}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,421] Trial 132 finished with value: 0.738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.010076284774334043, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9713543595318551, 'colsample_bytree': 0.9918061657033108, 'gamma': 1.9065459225774724, 'reg_alpha': 0.3590461222405045, 'reg_lambda': 1.5896408340655872}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,513] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.011548858313866739, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9762221220400626, 'colsample_bytree': 0.9888282631916495, 'gamma': 2.165236506891548, 'reg_alpha': 0.27319938862830007, 'reg_lambda': 1.522036971633016}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,628] Trial 134 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.010638423462511364, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9460127490572514, 'colsample_bytree': 0.9708934406927437, 'gamma': 1.8083852020957267, 'reg_alpha': 0.3398199556946019, 'reg_lambda': 1.3702095099521652}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,811] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.012740650110230121, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9690849662072398, 'colsample_bytree': 0.982978063081995, 'gamma': 1.9930060335773425, 'reg_alpha': 0.2878846039114942, 'reg_lambda': 1.6847676621508365}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:14,929] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 159, 'learning_rate': 0.011913949288855709, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9393850850376122, 'colsample_bytree': 0.9768911983025913, 'gamma': 2.3974075087616695, 'reg_alpha': 0.23671639835843977, 'reg_lambda': 1.618849259170524}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,015] Trial 137 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 154, 'learning_rate': 0.011014780326636867, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.982343662876204, 'colsample_bytree': 0.9982540830419008, 'gamma': 2.5733368016435114, 'reg_alpha': 0.3147951751885252, 'reg_lambda': 1.7436224045195483}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,134] Trial 138 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.010134751181230483, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.980443386706614, 'colsample_bytree': 0.9946346045593363, 'gamma': 2.7773963739276697, 'reg_alpha': 0.3149076600832546, 'reg_lambda': 1.7467792697770366}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,224] Trial 139 finished with value: 0.755952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.01010587191892046, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.980491375666978, 'colsample_bytree': 0.9996543598505565, 'gamma': 2.5784982041584024, 'reg_alpha': 0.31803273372813406, 'reg_lambda': 1.421468929901143}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,341] Trial 140 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 151, 'learning_rate': 0.010010868882757646, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9815623357704371, 'colsample_bytree': 0.9975219294983666, 'gamma': 2.6787593143633455, 'reg_alpha': 0.3134913984922242, 'reg_lambda': 1.4459016027887504}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,539] Trial 141 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 153, 'learning_rate': 0.010081379691300806, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9816557486918541, 'colsample_bytree': 0.9997821910238316, 'gamma': 2.6883291694837235, 'reg_alpha': 0.31675479123378797, 'reg_lambda': 1.4920451483923025}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,664] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.010030727340213217, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9801816180951549, 'colsample_bytree': 0.997942380767488, 'gamma': 2.6409245338757326, 'reg_alpha': 0.19428902928778657, 'reg_lambda': 1.4310611326275084}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,757] Trial 143 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 165, 'learning_rate': 0.010112674078798229, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9638660113813051, 'colsample_bytree': 0.9888641285280271, 'gamma': 2.981702953832104, 'reg_alpha': 0.1984603314153456, 'reg_lambda': 1.4386930425989584}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:15,992] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.010794378615369103, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9795342047575771, 'colsample_bytree': 0.9996175478813086, 'gamma': 2.6077459181425855, 'reg_alpha': 0.2869331360268582, 'reg_lambda': 1.5498119598081626}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,075] Trial 145 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.010000267947320132, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8107548812335279, 'colsample_bytree': 0.9909648729820821, 'gamma': 2.9056755594500023, 'reg_alpha': 0.3430703459875121, 'reg_lambda': 1.253458136296111}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,237] Trial 146 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.012303778488665613, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9542341369789624, 'colsample_bytree': 0.9829327601902804, 'gamma': 2.818144501459755, 'reg_alpha': 0.3761186399637381, 'reg_lambda': 1.3128866461327804}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,340] Trial 147 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 163, 'learning_rate': 0.011055442394255528, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.972464435880969, 'colsample_bytree': 0.9928193894406961, 'gamma': 3.2152050014389566, 'reg_alpha': 0.23710392837482436, 'reg_lambda': 1.3863866350576648}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,503] Trial 148 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 172, 'learning_rate': 0.010678583394646498, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9878837263700099, 'colsample_bytree': 0.9759200461924736, 'gamma': 2.607997924191015, 'reg_alpha': 0.2644990131144689, 'reg_lambda': 1.6652916475550898}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,588] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.012238391699906774, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9631848058507798, 'colsample_bytree': 0.9832439475551574, 'gamma': 2.323073202749577, 'reg_alpha': 0.28744509160323223, 'reg_lambda': 1.4583414905078693}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,830] Trial 150 finished with value: 0.699404761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.01155153585460137, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8539145024891477, 'colsample_bytree': 0.9994221019393934, 'gamma': 2.5087532429356587, 'reg_alpha': 0.35237762317995514, 'reg_lambda': 1.1812452454661715}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:16,924] Trial 151 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 154, 'learning_rate': 0.010244125714820385, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9811625920379076, 'colsample_bytree': 0.9998030954763879, 'gamma': 2.6735261603117713, 'reg_alpha': 0.31272294313333315, 'reg_lambda': 1.4962790019619416}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,049] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.010630414610633361, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.983073568508346, 'colsample_bytree': 0.9920748153228425, 'gamma': 2.861734123256213, 'reg_alpha': 0.325097393677933, 'reg_lambda': 1.7529377959084305}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,137] Trial 153 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.010027678360430704, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9748885185698418, 'colsample_bytree': 0.9849756309733052, 'gamma': 3.0626899181946863, 'reg_alpha': 0.15690317811856364, 'reg_lambda': 1.6245333271730777}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,361] Trial 154 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.011394230870877558, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9721239529100432, 'colsample_bytree': 0.9732831570232724, 'gamma': 3.0735386100525512, 'reg_alpha': 0.14600710327204977, 'reg_lambda': 1.611344177754344}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,444] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.2693517488306487, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9907732762586776, 'colsample_bytree': 0.9820212386465893, 'gamma': 2.1317981204898295, 'reg_alpha': 0.1805723104333274, 'reg_lambda': 1.71130888666492}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,563] Trial 156 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 160, 'learning_rate': 0.012915453402265686, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9772977047795066, 'colsample_bytree': 0.9708919849589192, 'gamma': 2.4124931774859237, 'reg_alpha': 0.22681931190733093, 'reg_lambda': 1.5739407230447418}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,649] Trial 157 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 144, 'learning_rate': 0.010919683485204189, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9605929827309924, 'colsample_bytree': 0.9877607629615259, 'gamma': 3.3491855152823846, 'reg_alpha': 0.3023307835844858, 'reg_lambda': 1.4045860656864895}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,758] Trial 158 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 130, 'learning_rate': 0.01196748127358919, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9895667221799668, 'colsample_bytree': 0.9922918853145537, 'gamma': 2.221781886488625, 'reg_alpha': 0.2039622690717686, 'reg_lambda': 1.5342989435104406}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,854] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.010018172446664168, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9675254006470516, 'colsample_bytree': 0.9792285941259055, 'gamma': 1.9856367627668363, 'reg_alpha': 0.1546925856708787, 'reg_lambda': 1.6421335201270773}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:17,960] Trial 160 finished with value: 0.699404761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.011251070690804266, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9514145208368345, 'colsample_bytree': 0.9669347673772998, 'gamma': 2.5895822515845723, 'reg_alpha': 0.26931548303712144, 'reg_lambda': 1.76094677114713}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,060] Trial 161 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 157, 'learning_rate': 0.010629625292667094, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9822700760707097, 'colsample_bytree': 0.9953376307990056, 'gamma': 2.77622854074573, 'reg_alpha': 0.33319247683376, 'reg_lambda': 1.4401395958243177}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,185] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.010016000516792401, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9752849745707224, 'colsample_bytree': 0.9842626159187338, 'gamma': 2.6851781745589607, 'reg_alpha': 0.3778338800068977, 'reg_lambda': 1.4757888189658628}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,395] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.010694044658353429, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9709565091187159, 'colsample_bytree': 0.9856025626088927, 'gamma': 2.9469068295415575, 'reg_alpha': 0.37151917124448935, 'reg_lambda': 1.3442615226017267}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,524] Trial 164 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.01164501720647109, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9904568623181443, 'colsample_bytree': 0.9772246231891716, 'gamma': 2.3625294969866393, 'reg_alpha': 0.2970099468435596, 'reg_lambda': 1.690074088455646}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,609] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.01000602971187877, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9759849154508985, 'colsample_bytree': 0.985795559477868, 'gamma': 2.088392686768098, 'reg_alpha': 0.34851480143018154, 'reg_lambda': 1.5851440256259177}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,774] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.010113314746440893, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9741012346335008, 'colsample_bytree': 0.8113352968678803, 'gamma': 2.2094749631602135, 'reg_alpha': 0.3927347040453748, 'reg_lambda': 1.5683487672355005}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:18,861] Trial 167 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 133, 'learning_rate': 0.012519792043839862, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9588459241822097, 'colsample_bytree': 0.9660492953635027, 'gamma': 2.0737592211965876, 'reg_alpha': 0.35216725619535105, 'reg_lambda': 1.4650429597301562}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,043] Trial 168 finished with value: 0.755952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.010102800016025652, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9916763518947797, 'colsample_bytree': 0.9851946882700128, 'gamma': 1.946973197892535, 'reg_alpha': 0.3377963853248845, 'reg_lambda': 1.514748026392685}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,126] Trial 169 finished with value: 0.699404761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.17323728889352616, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9893120626047461, 'colsample_bytree': 0.9850464659925624, 'gamma': 1.884259532881276, 'reg_alpha': 0.4101168140422171, 'reg_lambda': 1.6180104321924405}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,258] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.011698249566987466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9663603842531289, 'colsample_bytree': 0.971725999978675, 'gamma': 1.9310288936987434, 'reg_alpha': 0.3379951101910484, 'reg_lambda': 1.5032546506633293}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,346] Trial 171 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.010012058533141325, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9755353420185771, 'colsample_bytree': 0.9880695090648458, 'gamma': 2.090386083951403, 'reg_alpha': 0.362280331427926, 'reg_lambda': 1.5295952061546279}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,475] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.010036875019216651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9925513439629086, 'colsample_bytree': 0.9868996535254292, 'gamma': 2.0879745402532928, 'reg_alpha': 0.36920666279623215, 'reg_lambda': 1.5702392661843356}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,660] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.010902199442924157, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9924011090281502, 'colsample_bytree': 0.9772676734696017, 'gamma': 2.107523197194338, 'reg_alpha': 0.3735850571249841, 'reg_lambda': 1.5348174332618842}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,808] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.010881777821462562, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9873292793317046, 'colsample_bytree': 0.960825431842745, 'gamma': 2.2734086238245976, 'reg_alpha': 0.3475513241849295, 'reg_lambda': 1.589677781439392}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:19,894] Trial 175 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.01331242358242225, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.992858943671774, 'colsample_bytree': 0.9593834694097031, 'gamma': 2.4654741012291352, 'reg_alpha': 0.3645539329955689, 'reg_lambda': 1.5865896621094322}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,005] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.011281990175124103, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9857279738684371, 'colsample_bytree': 0.988973260854373, 'gamma': 2.2727050101629054, 'reg_alpha': 0.38059107054808683, 'reg_lambda': 1.5481524553001464}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,106] Trial 177 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.010674950042938, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9861824866735645, 'colsample_bytree': 0.989321433172114, 'gamma': 2.2731872183434323, 'reg_alpha': 0.395449352628259, 'reg_lambda': 1.5139038978063875}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,233] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.01189654933396186, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9778628395242744, 'colsample_bytree': 0.9912863416995836, 'gamma': 2.303628110505667, 'reg_alpha': 0.35477250622860035, 'reg_lambda': 1.3948821113625023}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,310] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.011237895755002366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9852803299941808, 'colsample_bytree': 0.9814672113843116, 'gamma': 2.1125299914094504, 'reg_alpha': 0.37977604957660094, 'reg_lambda': 1.5703321505206065}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,443] Trial 180 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 131, 'learning_rate': 0.012666160233999609, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9794816075362343, 'colsample_bytree': 0.9757736789925564, 'gamma': 2.1924892264956353, 'reg_alpha': 0.3831123382693601, 'reg_lambda': 1.5730384961066703}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,648] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.011315544694247073, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9761557261807745, 'colsample_bytree': 0.9800600020685825, 'gamma': 2.1218592871306763, 'reg_alpha': 0.3860123155536936, 'reg_lambda': 1.5578392681196929}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,759] Trial 182 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 126, 'learning_rate': 0.011297937686248784, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.98527203593408, 'colsample_bytree': 0.9808909294996084, 'gamma': 2.1365390485111533, 'reg_alpha': 0.41265674069867714, 'reg_lambda': 1.5356985623117307}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,844] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.010044283593147177, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9738271346675798, 'colsample_bytree': 0.991427605826362, 'gamma': 2.3475217275483136, 'reg_alpha': 0.34649381514323857, 'reg_lambda': 1.4770467232489193}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:20,965] Trial 184 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 136, 'learning_rate': 0.09769973592589207, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6528601860737488, 'colsample_bytree': 0.9905439905332513, 'gamma': 1.9473001626174993, 'reg_alpha': 0.3509753093406132, 'reg_lambda': 1.6303538096375743}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:21,041] Trial 185 finished with value: 0.6875 and parameters: {'n_estimators': 126, 'learning_rate': 0.011144029560235753, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9767218132531919, 'colsample_bytree': 0.9929068069627457, 'gamma': 3.069604570307889, 'reg_alpha': 0.37654802734069837, 'reg_lambda': 1.4650470287102069}. Best is trial 78 with value: 0.761904761904762.
[I 2025-11-03 19:20:21,145] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 120, 'learning_rate': 0.010002309407417115, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9988694594559739, 'colsample_bytree': 0.9710130821859057, 'gamma': 2.4384655174039294, 'reg_alpha': 0.34381498210654027, 'reg_lambda': 1.60811400282826}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,220] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 106, 'learning_rate': 0.010032654147059164, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9993029336940389, 'colsample_bytree': 0.9695614727474068, 'gamma': 2.488385321889843, 'reg_alpha': 0.3343921948950941, 'reg_lambda': 1.4812205984312925}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,327] Trial 188 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.01000262978360091, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9947629716467231, 'colsample_bytree': 0.9624585859796597, 'gamma': 2.5201791546370957, 'reg_alpha': 0.33954902131099135, 'reg_lambda': 1.3420604881064384}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,404] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.010608323087354625, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9975366514693478, 'colsample_bytree': 0.9696422475850491, 'gamma': 2.775346712837656, 'reg_alpha': 0.29256832425308976, 'reg_lambda': 1.416112135147713}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,624] Trial 190 finished with value: 0.755952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.010052867800616249, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9986652694108659, 'colsample_bytree': 0.9742139170707368, 'gamma': 2.3993974336452597, 'reg_alpha': 0.34088528886372965, 'reg_lambda': 1.6376257828253724}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,711] Trial 191 finished with value: 0.755952380952381 and parameters: {'n_estimators': 140, 'learning_rate': 0.010625424616051413, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9938152241258018, 'colsample_bytree': 0.9747948692091652, 'gamma': 2.417842438419524, 'reg_alpha': 0.33917572745499525, 'reg_lambda': 1.625115606142232}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,835] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 139, 'learning_rate': 0.010694792647739423, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9986396368093678, 'colsample_bytree': 0.9745895777766507, 'gamma': 2.347519680916481, 'reg_alpha': 0.3454391538881805, 'reg_lambda': 1.482633029383425}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:21,927] Trial 193 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 134, 'learning_rate': 0.011855109897025396, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9909334902608595, 'colsample_bytree': 0.9587153050891859, 'gamma': 2.4320032158249183, 'reg_alpha': 0.3195762712180167, 'reg_lambda': 1.6560957834449406}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,035] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.010699441731952608, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9984826937829704, 'colsample_bytree': 0.9709418355450201, 'gamma': 2.485664765716854, 'reg_alpha': 0.36197499049547693, 'reg_lambda': 1.4958820399593535}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,257] Trial 195 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 143, 'learning_rate': 0.01005589506885179, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.990261924887567, 'colsample_bytree': 0.9776096893305521, 'gamma': 2.6968931785648174, 'reg_alpha': 0.2768700560116911, 'reg_lambda': 1.5968450287586538}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,377] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.012118050798667731, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9992358487021165, 'colsample_bytree': 0.9650794662912279, 'gamma': 2.386332535828663, 'reg_alpha': 0.2799782825049439, 'reg_lambda': 1.6115948458224405}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,460] Trial 197 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.01076698905299995, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9912225154144965, 'colsample_bytree': 0.9775147202260207, 'gamma': 2.6841786109589965, 'reg_alpha': 0.3349193991981194, 'reg_lambda': 1.433262467853853}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,711] Trial 198 finished with value: 0.755952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.010019187062952944, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9876157719233171, 'colsample_bytree': 0.9774351586508472, 'gamma': 2.232425006616278, 'reg_alpha': 0.26011305670614215, 'reg_lambda': 1.566080373641242}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,795] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.0100233980137087, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9888900583199114, 'colsample_bytree': 0.9560638947663069, 'gamma': 2.5265736022230345, 'reg_alpha': 0.26579443435180566, 'reg_lambda': 1.5783680640075304}. Best is trial 186 with value: 0.7678571428571429.
[I 2025-11-03 19:20:22,799] A new study created in memory with name: no-name-38c18920-a6a2-4b09-a810-faba89443123
[I 2025-11-03 19:20:22,889] Trial 0 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.02601656663162636, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6023711612150576, 'colsample_bytree': 0.7006335325106186, 'gamma': 1.2714641175492254, 'reg_alpha': 0.8099618377203971, 'reg_lambda': 1.419717838247598}. Best is trial 0 with value: 0.6636904761904762.
[I 2025-11-03 19:20:22,973] Trial 1 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 200, 'learning_rate': 0.018383119579263765, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6642587795756458, 'colsample_bytree': 0.6855826443122037, 'gamma': 4.544745810736966, 'reg_alpha': 0.39944011085377806, 'reg_lambda': 1.632540435620656}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:20:23,157] Trial 2 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.08925459088446973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.762292024133759, 'colsample_bytree': 0.6842675487374117, 'gamma': 3.982923061991332, 'reg_alpha': 0.2466812879133159, 'reg_lambda': 1.0975508059420542}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,248] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.015821792470660602, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.6159761322930949, 'colsample_bytree': 0.8735184380690134, 'gamma': 2.0949527274227338, 'reg_alpha': 0.8660722499272103, 'reg_lambda': 2.0017005133995918}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,352] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 160, 'learning_rate': 0.21843711728934537, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6055884954056626, 'colsample_bytree': 0.9517380792445288, 'gamma': 3.228055756532111, 'reg_alpha': 0.943891351063844, 'reg_lambda': 2.412470032159251}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,572] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.04309546687565205, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8606761576161539, 'colsample_bytree': 0.6430711114389784, 'gamma': 4.637374959139526, 'reg_alpha': 0.4512378166160349, 'reg_lambda': 1.2638462088876443}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,673] Trial 6 finished with value: 0.625 and parameters: {'n_estimators': 93, 'learning_rate': 0.23831159121727477, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9891009604188243, 'colsample_bytree': 0.7245745004515218, 'gamma': 3.849537052941674, 'reg_alpha': 0.5310055314939459, 'reg_lambda': 1.223139261525216}. Best is trial 2 with value: 0.7023809523809524.
[I 2025-11-03 19:20:23,735] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.02711831955248689, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9623969182582279, 'colsample_bytree': 0.7980000559747692, 'gamma': 4.078611882207268, 'reg_alpha': 0.7060057256508352, 'reg_lambda': 1.1195016607573245}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:23,848] Trial 8 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 176, 'learning_rate': 0.024391678708443082, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6251263575608119, 'colsample_bytree': 0.7075147860728002, 'gamma': 3.703670693322056, 'reg_alpha': 0.309924515310124, 'reg_lambda': 1.806879322950274}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:23,907] Trial 9 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 86, 'learning_rate': 0.036744332095358274, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.826600688913315, 'colsample_bytree': 0.638573216515854, 'gamma': 1.6147605434245254, 'reg_alpha': 0.9186802658648591, 'reg_lambda': 1.1837669765951093}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,003] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.0995759496450869, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9941896434802273, 'colsample_bytree': 0.8208221728946744, 'gamma': 0.041379659402097424, 'reg_alpha': 0.6529740602848272, 'reg_lambda': 0.5156913218403987}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,049] Trial 11 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.10068848612142363, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9972840039614976, 'colsample_bytree': 0.7995720335449645, 'gamma': 0.3143582990233176, 'reg_alpha': 0.6535863361310876, 'reg_lambda': 0.5545740521602633}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,142] Trial 12 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.010035888861500891, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9352329408303846, 'colsample_bytree': 0.8017493690176889, 'gamma': 0.06281420278232996, 'reg_alpha': 0.6623550599502241, 'reg_lambda': 0.5391405995079879}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,201] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.09306836714890968, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9116400298310172, 'colsample_bytree': 0.8765512474457499, 'gamma': 2.5998424849546975, 'reg_alpha': 0.68635570663921, 'reg_lambda': 0.9024972448020474}. Best is trial 7 with value: 0.7142857142857143.
[I 2025-11-03 19:20:24,352] Trial 14 finished with value: 0.738095238095238 and parameters: {'n_estimators': 70, 'learning_rate': 0.05989296450351732, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9077218257979625, 'colsample_bytree': 0.9150378847122574, 'gamma': 2.86313771335117, 'reg_alpha': 0.7675909496181306, 'reg_lambda': 0.8713721183951686}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,439] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.06001900447080977, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9129812954834623, 'colsample_bytree': 0.989741013873433, 'gamma': 2.94860278408294, 'reg_alpha': 0.03114614028755075, 'reg_lambda': 0.9463741294334806}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,552] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 130, 'learning_rate': 0.05194479604339244, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8825317460712845, 'colsample_bytree': 0.9945054066028779, 'gamma': 2.88968623309399, 'reg_alpha': 0.016630194674264687, 'reg_lambda': 2.756495994521356}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,626] Trial 17 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 69, 'learning_rate': 0.06501484871459491, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.768169810030312, 'colsample_bytree': 0.9359854031740306, 'gamma': 2.0167852552679353, 'reg_alpha': 0.05974264744115141, 'reg_lambda': 0.8798632790115047}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,766] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.1646413333469914, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8183485391298041, 'colsample_bytree': 0.9952921262351644, 'gamma': 3.2781242201633423, 'reg_alpha': 0.12493310237972993, 'reg_lambda': 2.1266921174503564}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,833] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.14302751083479304, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.896370748720056, 'colsample_bytree': 0.9216215111300645, 'gamma': 1.0114216695027016, 'reg_alpha': 0.20549940242608256, 'reg_lambda': 0.830269440657146}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:24,936] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.06705027360711763, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8479002712655278, 'colsample_bytree': 0.886642419583981, 'gamma': 2.214828801037589, 'reg_alpha': 0.5554685240548799, 'reg_lambda': 1.4928348166161038}. Best is trial 14 with value: 0.738095238095238.
[I 2025-11-03 19:20:25,121] Trial 21 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 113, 'learning_rate': 0.15177974598292876, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8010549478944179, 'colsample_bytree': 0.9957349116877586, 'gamma': 3.2237773809957444, 'reg_alpha': 0.10667819536470524, 'reg_lambda': 2.1577447123058087}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,230] Trial 22 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 150, 'learning_rate': 0.14543172933725637, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7403440453859467, 'colsample_bytree': 0.9545731198881695, 'gamma': 2.980992852733134, 'reg_alpha': 0.14496458682238864, 'reg_lambda': 2.489704406957415}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,298] Trial 23 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.28109808908956374, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6937154743167014, 'colsample_bytree': 0.9989416452430392, 'gamma': 3.4666335268802544, 'reg_alpha': 0.345336905832003, 'reg_lambda': 2.090387218030973}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,405] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.07034177813576961, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9244859011003473, 'colsample_bytree': 0.9157949291098715, 'gamma': 2.5812056934859777, 'reg_alpha': 0.002201641757420797, 'reg_lambda': 2.9735601062577732}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,580] Trial 25 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 100, 'learning_rate': 0.03857060118677416, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7860318401589312, 'colsample_bytree': 0.9653996803545033, 'gamma': 2.8147032361947066, 'reg_alpha': 0.11289007194450996, 'reg_lambda': 1.7659972443035032}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,669] Trial 26 finished with value: 0.6875 and parameters: {'n_estimators': 64, 'learning_rate': 0.12583798139759375, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9476045206150151, 'colsample_bytree': 0.8400962105860791, 'gamma': 4.304392550899514, 'reg_alpha': 0.21661073410554565, 'reg_lambda': 2.263128257651367}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,732] Trial 27 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 84, 'learning_rate': 0.05095900661284932, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8822617640114185, 'colsample_bytree': 0.9734014340234636, 'gamma': 4.958970980901521, 'reg_alpha': 0.7850360404831364, 'reg_lambda': 0.8098844650349789}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,839] Trial 28 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.1926770078573322, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8532937705055554, 'colsample_bytree': 0.9094793228298441, 'gamma': 3.524124144157584, 'reg_alpha': 0.4756405101895654, 'reg_lambda': 0.712802388113509}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:25,912] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 107, 'learning_rate': 0.07816984036043198, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7208088288550892, 'colsample_bytree': 0.8546173742201324, 'gamma': 1.8169453943633223, 'reg_alpha': 0.8069877453919946, 'reg_lambda': 1.503371363083687}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,006] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.030151172132154246, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8200299589713893, 'colsample_bytree': 0.7596329989061534, 'gamma': 1.2072346934454812, 'reg_alpha': 0.3049601598689771, 'reg_lambda': 1.3735669530518284}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,083] Trial 31 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.1723285048985027, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8145988773593243, 'colsample_bytree': 0.9818861883444234, 'gamma': 3.328580363823671, 'reg_alpha': 0.13157110155332463, 'reg_lambda': 1.9837989518242711}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,185] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.11701906552685157, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8391715306160389, 'colsample_bytree': 0.9425634060893925, 'gamma': 3.1148903892140787, 'reg_alpha': 0.07737863074377377, 'reg_lambda': 2.2193499866829507}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,328] Trial 33 finished with value: 0.681547619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.11645244518938738, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.78967958028402, 'colsample_bytree': 0.9419356238691303, 'gamma': 3.0957137895997877, 'reg_alpha': 0.07511722510240097, 'reg_lambda': 2.620082953208391}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,439] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.07927027170874607, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8773314098547693, 'colsample_bytree': 0.8938020573541838, 'gamma': 2.3726705781207036, 'reg_alpha': 0.21619587548914337, 'reg_lambda': 2.268149144153305}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,554] Trial 35 finished with value: 0.699404761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.057828538679689075, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9565861191237373, 'colsample_bytree': 0.9651845536338932, 'gamma': 2.73849552268185, 'reg_alpha': 0.9971729753661843, 'reg_lambda': 1.9033773772395666}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,682] Trial 36 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.11201308399524318, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9082659934249832, 'colsample_bytree': 0.9341192017283386, 'gamma': 3.5962666658473936, 'reg_alpha': 0.40815926458211815, 'reg_lambda': 1.627187500281028}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,851] Trial 37 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 96, 'learning_rate': 0.0458848396137864, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8421947926002189, 'colsample_bytree': 0.9066878601361414, 'gamma': 2.389267895781617, 'reg_alpha': 0.584831721051311, 'reg_lambda': 1.058554424694916}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,946] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.2119566651168239, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8652598467474775, 'colsample_bytree': 0.9796465446924817, 'gamma': 4.051851360885064, 'reg_alpha': 0.1712657993779941, 'reg_lambda': 2.2687470322784087}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:26,992] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.13643324540954815, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7646480681623318, 'colsample_bytree': 0.9522849126845332, 'gamma': 3.1172752074376837, 'reg_alpha': 0.05050412749804442, 'reg_lambda': 1.021390032206394}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,114] Trial 40 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.25526419939985984, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7991114553678097, 'colsample_bytree': 0.9346880816243903, 'gamma': 4.391205809482526, 'reg_alpha': 0.29091268857155905, 'reg_lambda': 2.399310024261155}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,356] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 143, 'learning_rate': 0.1761585723436981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8312930744748482, 'colsample_bytree': 0.988618356642832, 'gamma': 3.2606428766061386, 'reg_alpha': 0.09056222329117852, 'reg_lambda': 2.079745729523771}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,457] Trial 42 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.15339943720445057, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8120231329476769, 'colsample_bytree': 0.9660605194993278, 'gamma': 3.772784894746998, 'reg_alpha': 0.1736680797551762, 'reg_lambda': 2.1599280429900527}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,530] Trial 43 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 128, 'learning_rate': 0.08227828416260169, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.744282750758068, 'colsample_bytree': 0.994875426170645, 'gamma': 3.3744519111712097, 'reg_alpha': 0.03350299731137972, 'reg_lambda': 1.8954330161919295}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,652] Trial 44 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 91, 'learning_rate': 0.16680836006919547, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8977954825138682, 'colsample_bytree': 0.9628501050120255, 'gamma': 2.9496252803566563, 'reg_alpha': 0.2565418045531712, 'reg_lambda': 2.486395376426411}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,730] Trial 45 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 158, 'learning_rate': 0.10683162698418774, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9301214003792554, 'colsample_bytree': 0.859698008891051, 'gamma': 3.853566688712319, 'reg_alpha': 0.11696767823898177, 'reg_lambda': 1.6494085738123678}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,855] Trial 46 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 79, 'learning_rate': 0.21359216735522832, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8685425068574002, 'colsample_bytree': 0.601293348982058, 'gamma': 2.612940953246434, 'reg_alpha': 0.37976945772103987, 'reg_lambda': 1.3121457719460095}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:27,928] Trial 47 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.02127182880981797, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9799525695084558, 'colsample_bytree': 0.6678722822664841, 'gamma': 2.6159793029423604, 'reg_alpha': 0.750991926370932, 'reg_lambda': 1.2896485844780903}. Best is trial 21 with value: 0.7410714285714285.
[I 2025-11-03 19:20:28,163] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.018899980319921288, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9676836416586748, 'colsample_bytree': 0.6081593951673656, 'gamma': 1.9745304898446825, 'reg_alpha': 0.7418218973196674, 'reg_lambda': 1.2969743722635585}. Best is trial 48 with value: 0.7440476190476191.
[I 2025-11-03 19:20:28,219] Trial 49 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.018945144103554686, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9826188085501493, 'colsample_bytree': 0.617728041920892, 'gamma': 1.5509492974576626, 'reg_alpha': 0.7488881371911902, 'reg_lambda': 1.2985355011994457}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,381] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.014835730837153062, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9690889198358456, 'colsample_bytree': 0.6051752239105223, 'gamma': 1.4717153607985265, 'reg_alpha': 0.8765889392344324, 'reg_lambda': 1.1657390296302113}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,445] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.02011261493251105, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9717148761235321, 'colsample_bytree': 0.6506314557349824, 'gamma': 1.9615558168846259, 'reg_alpha': 0.7527283442994469, 'reg_lambda': 1.2721203883965704}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,537] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.01483071268925363, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9834707294434594, 'colsample_bytree': 0.6025713172930074, 'gamma': 1.8099799209712504, 'reg_alpha': 0.6086988813942221, 'reg_lambda': 1.4566476362888527}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,584] Trial 53 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 21, 'learning_rate': 0.012376920601766792, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9448087563874195, 'colsample_bytree': 0.6226355900923699, 'gamma': 0.7809004897852991, 'reg_alpha': 0.745601061778754, 'reg_lambda': 1.3008147429860935}. Best is trial 49 with value: 0.75.
[I 2025-11-03 19:20:28,649] Trial 54 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 20, 'learning_rate': 0.011203599749270942, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9418110983832391, 'colsample_bytree': 0.6258654461282463, 'gamma': 0.7011125439430347, 'reg_alpha': 0.714072425944196, 'reg_lambda': 1.3001374535473815}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 19:20:28,708] Trial 55 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 21, 'learning_rate': 0.011789053840214232, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.948735424469445, 'colsample_bytree': 0.6294814510226486, 'gamma': 0.7139873162165643, 'reg_alpha': 0.7285797051533468, 'reg_lambda': 1.226045153335954}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:28,773] Trial 56 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 21, 'learning_rate': 0.011518010580203701, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.942501638970989, 'colsample_bytree': 0.6283912626887515, 'gamma': 0.7858077133284499, 'reg_alpha': 0.7073913624518067, 'reg_lambda': 1.2291807096142173}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:28,820] Trial 57 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 20, 'learning_rate': 0.010095369999386788, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9399226949555592, 'colsample_bytree': 0.624868437747925, 'gamma': 0.6926765204529133, 'reg_alpha': 0.7150586299105834, 'reg_lambda': 1.1280986281052843}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:28,912] Trial 58 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 23, 'learning_rate': 0.010621281765491914, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9436357133264835, 'colsample_bytree': 0.6264405077800553, 'gamma': 0.7311259432189592, 'reg_alpha': 0.859525493431686, 'reg_lambda': 1.1291766329354762}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:29,061] Trial 59 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 28, 'learning_rate': 0.011539872861465534, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9980403317917951, 'colsample_bytree': 0.6878477566510859, 'gamma': 0.5804521015097244, 'reg_alpha': 0.7016650626879769, 'reg_lambda': 0.9886636552060067}. Best is trial 55 with value: 0.7589285714285715.
[I 2025-11-03 19:20:29,105] Trial 60 finished with value: 0.761904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.012493275106096461, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9493824389308532, 'colsample_bytree': 0.6248560377599811, 'gamma': 0.8472138827843577, 'reg_alpha': 0.6244055435019102, 'reg_lambda': 1.5899825320225118}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,194] Trial 61 finished with value: 0.761904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.013038912926332814, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9513983917458847, 'colsample_bytree': 0.6255684886711832, 'gamma': 0.8655692889442623, 'reg_alpha': 0.6238207591567722, 'reg_lambda': 1.1993103687206006}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,247] Trial 62 finished with value: 0.6875 and parameters: {'n_estimators': 36, 'learning_rate': 0.012873063149906652, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9558737759693048, 'colsample_bytree': 0.6550371520332311, 'gamma': 0.3928208895356833, 'reg_alpha': 0.6299760253431294, 'reg_lambda': 1.5342162702293383}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,366] Trial 63 finished with value: 0.761904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.01289463507519389, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9527222813460663, 'colsample_bytree': 0.6236407892758494, 'gamma': 1.0404827447285743, 'reg_alpha': 0.6795768981197271, 'reg_lambda': 1.4213494110971028}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,517] Trial 64 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 29, 'learning_rate': 0.016590248006452004, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9243206837936466, 'colsample_bytree': 0.6696489334635718, 'gamma': 1.0211984667299596, 'reg_alpha': 0.5497769890623248, 'reg_lambda': 1.3650155915570534}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,570] Trial 65 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.013788215225986264, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9212056924727489, 'colsample_bytree': 0.639427534502964, 'gamma': 0.24887556311944847, 'reg_alpha': 0.663782653079984, 'reg_lambda': 1.597270716548501}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,659] Trial 66 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.017122556774978943, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9821850140535187, 'colsample_bytree': 0.7088070448280737, 'gamma': 0.9842340587916356, 'reg_alpha': 0.5161575288795859, 'reg_lambda': 1.421185403057125}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,711] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.011895718423905617, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9585733246927901, 'colsample_bytree': 0.6185949102287326, 'gamma': 1.3772404894441896, 'reg_alpha': 0.8045957567522247, 'reg_lambda': 1.7033188116828768}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,902] Trial 68 finished with value: 0.693452380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.023520910703162493, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6475237756173238, 'colsample_bytree': 0.6624378522805725, 'gamma': 1.1828579417476086, 'reg_alpha': 0.856737193424263, 'reg_lambda': 1.406573688504937}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:29,952] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.01296028337668566, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9928962227231776, 'colsample_bytree': 0.6397275022994436, 'gamma': 0.45568823688885046, 'reg_alpha': 0.6763884076904181, 'reg_lambda': 1.5434155047452598}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,021] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.015184848361532067, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8916472224004407, 'colsample_bytree': 0.6787167687405627, 'gamma': 0.8560392030568919, 'reg_alpha': 0.6323431830432882, 'reg_lambda': 1.2130350790780047}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,070] Trial 71 finished with value: 0.761904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.011200550244651811, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9480416720069104, 'colsample_bytree': 0.6194244555750721, 'gamma': 0.8646871085508357, 'reg_alpha': 0.7256053592623853, 'reg_lambda': 1.2096823240666819}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,154] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.01277205579788593, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9504108891597084, 'colsample_bytree': 0.6190316242594246, 'gamma': 1.1051378636050648, 'reg_alpha': 0.7261488196034711, 'reg_lambda': 1.3641073348321962}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,266] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.011045665640039788, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9326076496998689, 'colsample_bytree': 0.6511017759883795, 'gamma': 0.5699035938659615, 'reg_alpha': 0.8339950441967786, 'reg_lambda': 1.085259868722887}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,334] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.014089828109742348, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9734381501131373, 'colsample_bytree': 0.6147090175726165, 'gamma': 0.2216202651353012, 'reg_alpha': 0.7807566059204326, 'reg_lambda': 1.183055592045373}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,390] Trial 75 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 35, 'learning_rate': 0.017982997165503018, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9726737598308163, 'colsample_bytree': 0.7426230079090471, 'gamma': 0.09070225664574455, 'reg_alpha': 0.7822417608027531, 'reg_lambda': 1.1604043516349738}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,647] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.013929627108427736, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9117704216144726, 'colsample_bytree': 0.63797764665263, 'gamma': 1.3357911843344388, 'reg_alpha': 0.5999307621535048, 'reg_lambda': 0.9653073618311219}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,702] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.015949178255275316, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9656192723427816, 'colsample_bytree': 0.6145719887905784, 'gamma': 0.20847357460563232, 'reg_alpha': 0.6836481706153656, 'reg_lambda': 0.7271226684117911}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,785] Trial 78 finished with value: 0.6875 and parameters: {'n_estimators': 27, 'learning_rate': 0.029981863045411224, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997203569405197, 'colsample_bytree': 0.6356937481377262, 'gamma': 0.5396095985223486, 'reg_alpha': 0.5741762205817261, 'reg_lambda': 1.198238761561622}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,850] Trial 79 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 52, 'learning_rate': 0.010218651102726226, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9838449577718439, 'colsample_bytree': 0.6948157164446954, 'gamma': 1.586205742996353, 'reg_alpha': 0.6407598002141754, 'reg_lambda': 1.4975960774361046}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:30,960] Trial 80 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.01400892044544343, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9549474351226789, 'colsample_bytree': 0.650314109442945, 'gamma': 0.9682196550285133, 'reg_alpha': 0.8886300779650773, 'reg_lambda': 1.0405471574148062}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,015] Trial 81 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.012163980263094497, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9345289358963916, 'colsample_bytree': 0.6128658730701925, 'gamma': 0.6586840340260667, 'reg_alpha': 0.8240259742162668, 'reg_lambda': 1.3543670234587468}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,164] Trial 82 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 214, 'learning_rate': 0.011055495038096483, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.947478310201355, 'colsample_bytree': 0.6302837764472468, 'gamma': 0.8575076337761718, 'reg_alpha': 0.768623129724816, 'reg_lambda': 1.261735476270853}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,218] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.013226389622137619, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9181147556712286, 'colsample_bytree': 0.6206996994989467, 'gamma': 0.8806977148888495, 'reg_alpha': 0.7237596373951487, 'reg_lambda': 1.4571871557548468}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,334] Trial 84 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 31, 'learning_rate': 0.01213931579043426, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9004391714696682, 'colsample_bytree': 0.6591612680172263, 'gamma': 0.3790896165682325, 'reg_alpha': 0.7964118839071233, 'reg_lambda': 1.3262180685132856}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,532] Trial 85 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 24, 'learning_rate': 0.015187260051223396, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9609594387590497, 'colsample_bytree': 0.6461098343273344, 'gamma': 1.1442500061128171, 'reg_alpha': 0.6912494661638634, 'reg_lambda': 1.5994993101909336}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,631] Trial 86 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.018134678486555644, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9736600400591889, 'colsample_bytree': 0.6760996594416382, 'gamma': 0.17962600814314988, 'reg_alpha': 0.6550231992512885, 'reg_lambda': 1.0855903642403395}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,691] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.010031020167579894, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9888562550241217, 'colsample_bytree': 0.6109383854111564, 'gamma': 0.0006279716732680019, 'reg_alpha': 0.7385142855000244, 'reg_lambda': 1.4266141464631752}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,768] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.021854959929779188, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9463476016858479, 'colsample_bytree': 0.6007740324222001, 'gamma': 0.4866989848679172, 'reg_alpha': 0.9126859338963448, 'reg_lambda': 1.8085860963706906}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,834] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.020207810946845664, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9288349706025142, 'colsample_bytree': 0.6012635286507402, 'gamma': 0.3162788073071704, 'reg_alpha': 0.9181719331437936, 'reg_lambda': 1.8549210735966657}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,917] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.023834861376183934, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9756759623226179, 'colsample_bytree': 0.7800840867661888, 'gamma': 0.4910704216945907, 'reg_alpha': 0.61262365796257, 'reg_lambda': 1.774219873512954}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:31,968] Trial 91 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.016331949092866872, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9398558731513746, 'colsample_bytree': 0.6342257163200157, 'gamma': 0.6581041185302569, 'reg_alpha': 0.9602731260030147, 'reg_lambda': 1.2455381861483892}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,040] Trial 92 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.01366064065301417, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9513169562522937, 'colsample_bytree': 0.6231196500428594, 'gamma': 0.7857951349856798, 'reg_alpha': 0.7669246989838057, 'reg_lambda': 1.6974094182328991}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,097] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.012381771737662984, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9643231821310474, 'colsample_bytree': 0.6134768616487065, 'gamma': 1.2789875325550664, 'reg_alpha': 0.835337534961129, 'reg_lambda': 1.9989388616323795}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,251] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.011186156974766643, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9463637501440055, 'colsample_bytree': 0.6285726405739503, 'gamma': 1.052330892809879, 'reg_alpha': 0.6700859549599896, 'reg_lambda': 1.5608397594825942}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,310] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 39, 'learning_rate': 0.02188586154570212, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9170880835225179, 'colsample_bytree': 0.6415617727757957, 'gamma': 0.9237958800907016, 'reg_alpha': 0.46215077696557005, 'reg_lambda': 0.8964454890451234}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,400] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.014508250534899889, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9362418736656754, 'colsample_bytree': 0.6068086708342239, 'gamma': 0.6503318192450759, 'reg_alpha': 0.7716650476473826, 'reg_lambda': 1.2010283049359727}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,452] Trial 97 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 28, 'learning_rate': 0.028179975688493987, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9027779993947799, 'colsample_bytree': 0.660106816389818, 'gamma': 0.45349070010412823, 'reg_alpha': 0.9044604980563039, 'reg_lambda': 1.678330628547568}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,542] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.019153428450850354, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9642740839883844, 'colsample_bytree': 0.6193899881001069, 'gamma': 1.4831481563410411, 'reg_alpha': 0.7018426147934435, 'reg_lambda': 1.15128447337587}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,585] Trial 99 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.010780067156107194, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9901565504665679, 'colsample_bytree': 0.6317728425506648, 'gamma': 0.7441257440685267, 'reg_alpha': 0.7374003793151396, 'reg_lambda': 1.3173851231960039}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,762] Trial 100 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.03547319596782462, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9245470868884125, 'colsample_bytree': 0.6475237829832001, 'gamma': 0.3390310999422794, 'reg_alpha': 0.5683043238351054, 'reg_lambda': 1.4476184854284864}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,805] Trial 101 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 22, 'learning_rate': 0.011597389580923958, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9416999820965242, 'colsample_bytree': 0.626775242539267, 'gamma': 0.8106434488292898, 'reg_alpha': 0.6908449179135492, 'reg_lambda': 1.2447730347113242}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:32,965] Trial 102 finished with value: 0.761904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.012858644353562872, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.952709484192823, 'colsample_bytree': 0.6093743737701852, 'gamma': 1.218666167334385, 'reg_alpha': 0.7133096871160918, 'reg_lambda': 1.020222463956673}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,014] Trial 103 finished with value: 0.761904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.015622472172649707, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9520674193447901, 'colsample_bytree': 0.6010376667381365, 'gamma': 1.2431282416018221, 'reg_alpha': 0.947938701466656, 'reg_lambda': 1.1020031564659813}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,071] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.01724463947292461, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9566836368611241, 'colsample_bytree': 0.6014834177655392, 'gamma': 1.7186928756024302, 'reg_alpha': 0.9701981034555504, 'reg_lambda': 1.0192614318070221}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,145] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.01572568826610671, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9787152920774487, 'colsample_bytree': 0.6137205950198448, 'gamma': 1.207939536790183, 'reg_alpha': 0.5335909304640066, 'reg_lambda': 0.9405811796573482}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,234] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.013188385779337555, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9532378953824747, 'colsample_bytree': 0.6101923762187919, 'gamma': 1.1129232886331564, 'reg_alpha': 0.9986082155879761, 'reg_lambda': 0.8007227823159779}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,330] Trial 107 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 28, 'learning_rate': 0.014740264025856775, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.969342387470605, 'colsample_bytree': 0.600165543094752, 'gamma': 1.5340375292791268, 'reg_alpha': 0.9256685632042304, 'reg_lambda': 1.1020595720555795}. Best is trial 60 with value: 0.761904761904762.
[I 2025-11-03 19:20:33,385] Trial 108 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 29, 'learning_rate': 0.014712100179218262, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9860418833270119, 'colsample_bytree': 0.642820965592853, 'gamma': 1.450599368049422, 'reg_alpha': 0.6483898200012632, 'reg_lambda': 1.1036907171401755}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,463] Trial 109 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.015631423703462478, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.985005849974117, 'colsample_bytree': 0.6351939059734061, 'gamma': 1.4339233147337045, 'reg_alpha': 0.6405847142285254, 'reg_lambda': 1.0997693493164982}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,515] Trial 110 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.015800479060830583, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6857928039534534, 'colsample_bytree': 0.6433269654147888, 'gamma': 1.410135024007715, 'reg_alpha': 0.6164542678879875, 'reg_lambda': 1.1225617585535481}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,679] Trial 111 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.014868089039208415, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9852889508566597, 'colsample_bytree': 0.6354693048904736, 'gamma': 1.6660713865188606, 'reg_alpha': 0.649805974825275, 'reg_lambda': 1.0656068012067343}. Best is trial 108 with value: 0.7678571428571428.
[I 2025-11-03 19:20:33,819] Trial 112 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.01468591007755583, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9921167163783898, 'colsample_bytree': 0.6661492936618167, 'gamma': 1.6590128442699266, 'reg_alpha': 0.5881228181904837, 'reg_lambda': 1.0076152872879272}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:33,927] Trial 113 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.01693144710894798, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.989650581354701, 'colsample_bytree': 0.6688963968725133, 'gamma': 1.6661249310735913, 'reg_alpha': 0.586637249332449, 'reg_lambda': 0.8419176672133468}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:33,978] Trial 114 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.016454545563860137, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9880508787508812, 'colsample_bytree': 0.6708657689186028, 'gamma': 1.7219221242039793, 'reg_alpha': 0.5900044767014438, 'reg_lambda': 0.7663788846191427}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,081] Trial 115 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.017060719403849383, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9894705959851139, 'colsample_bytree': 0.6671633322808443, 'gamma': 1.6537069998965965, 'reg_alpha': 0.5063642415198141, 'reg_lambda': 0.6075189158435466}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,134] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.01715320257950258, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9906793523125291, 'colsample_bytree': 0.6739530347825659, 'gamma': 2.0938810877172065, 'reg_alpha': 0.48562794686630706, 'reg_lambda': 0.5756002830130766}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,216] Trial 117 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 24, 'learning_rate': 0.017664215921980864, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9878987736466508, 'colsample_bytree': 0.7065819441159299, 'gamma': 1.6862489814886346, 'reg_alpha': 0.5453611733209408, 'reg_lambda': 0.6732725943271993}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,265] Trial 118 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.020062996766410268, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.997302815953677, 'colsample_bytree': 0.6897082593441546, 'gamma': 1.867010317789206, 'reg_alpha': 0.5914868690450964, 'reg_lambda': 0.8503879829595871}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,363] Trial 119 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.01949165596690214, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9986358905237588, 'colsample_bytree': 0.6898580395081693, 'gamma': 1.9022423775447979, 'reg_alpha': 0.5853196213260845, 'reg_lambda': 0.8340616320881196}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,415] Trial 120 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.016493142555174256, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.981897624519912, 'colsample_bytree': 0.6812827774947184, 'gamma': 1.795552592001246, 'reg_alpha': 0.5111245045461653, 'reg_lambda': 0.7744153808945708}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,491] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.016610120691591575, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9838747461059332, 'colsample_bytree': 0.7197618683365571, 'gamma': 1.822673490698762, 'reg_alpha': 0.5021450168086677, 'reg_lambda': 0.7489130169901475}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,658] Trial 122 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.013690586182130841, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9996380276065637, 'colsample_bytree': 0.6658812098460848, 'gamma': 2.2055069743281726, 'reg_alpha': 0.5947283530756939, 'reg_lambda': 0.6623604862021693}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,743] Trial 123 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.020898315162246148, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9924956133863324, 'colsample_bytree': 0.6841997342876526, 'gamma': 1.7462107836693133, 'reg_alpha': 0.4276107617409561, 'reg_lambda': 0.6015629291461391}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,803] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.02568412753785962, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9779847503991203, 'colsample_bytree': 0.6911821444214126, 'gamma': 1.6877229267831027, 'reg_alpha': 0.38529899569719883, 'reg_lambda': 0.5802056618427175}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,888] Trial 125 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 30, 'learning_rate': 0.021019493601257343, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9921285644450403, 'colsample_bytree': 0.6856094091761243, 'gamma': 1.7421691896475964, 'reg_alpha': 0.44095288869046484, 'reg_lambda': 0.7732736707401715}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:34,942] Trial 126 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.01834045682596044, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9833888262400443, 'colsample_bytree': 0.6734093416040947, 'gamma': 1.865260044339806, 'reg_alpha': 0.42289502772892945, 'reg_lambda': 0.5017878592491185}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,031] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 25, 'learning_rate': 0.01471042142335084, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9914761659979923, 'colsample_bytree': 0.6787620059434425, 'gamma': 2.103516208187277, 'reg_alpha': 0.5107535496088763, 'reg_lambda': 0.8540326346415785}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,133] Trial 128 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.02017447919376595, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9767172506741009, 'colsample_bytree': 0.6977476507602964, 'gamma': 1.6330321594804014, 'reg_alpha': 0.6409504461427359, 'reg_lambda': 0.6391677032936808}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,223] Trial 129 finished with value: 0.711309523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.022909461035549784, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9658170102031157, 'colsample_bytree': 0.653863127462342, 'gamma': 2.0027744096360403, 'reg_alpha': 0.5636702179703826, 'reg_lambda': 0.9236535727417969}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,279] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.01636564429483331, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9992493004893391, 'colsample_bytree': 0.6624635553132794, 'gamma': 1.398573310824217, 'reg_alpha': 0.5249904304544701, 'reg_lambda': 0.6243891292206393}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,364] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.01826470203656263, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9858815396901452, 'colsample_bytree': 0.6577222799365157, 'gamma': 1.546047126301949, 'reg_alpha': 0.617271040836168, 'reg_lambda': 0.7178752031760031}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,513] Trial 132 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.01847965257763434, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9837205221452137, 'colsample_bytree': 0.704225711797994, 'gamma': 1.4617710251777505, 'reg_alpha': 0.6234355373978923, 'reg_lambda': 0.7152558603647408}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,555] Trial 133 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.018553133206981706, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9855591794669125, 'colsample_bytree': 0.7057985795581331, 'gamma': 1.5282045098293628, 'reg_alpha': 0.6220032909000993, 'reg_lambda': 0.6939024838187904}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,612] Trial 134 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 27, 'learning_rate': 0.017497422073606148, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9727862407342182, 'colsample_bytree': 0.7153773610013587, 'gamma': 1.6052161329584238, 'reg_alpha': 0.5879393643099052, 'reg_lambda': 0.7817577783946891}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,688] Trial 135 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 34, 'learning_rate': 0.02587738494837589, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9926236726678196, 'colsample_bytree': 0.7328930364093484, 'gamma': 1.7660877222145293, 'reg_alpha': 0.6475485866358428, 'reg_lambda': 0.7248052868042936}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,747] Trial 136 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 45, 'learning_rate': 0.019324769279629624, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.982753239079013, 'colsample_bytree': 0.6802636990629014, 'gamma': 1.445946782325087, 'reg_alpha': 0.5414778157855828, 'reg_lambda': 0.879395803184071}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,844] Trial 137 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 40, 'learning_rate': 0.015514758646778122, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.976096251985385, 'colsample_bytree': 0.6696008173432779, 'gamma': 1.3401034691941278, 'reg_alpha': 0.6087593469377013, 'reg_lambda': 0.6137640683224612}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:35,974] Trial 138 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.016837827359010932, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9646745609934047, 'colsample_bytree': 0.6559175273320851, 'gamma': 1.9554377013610333, 'reg_alpha': 0.5579217528656888, 'reg_lambda': 0.5477344322138091}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,059] Trial 139 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.02065370412253806, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9677620488082801, 'colsample_bytree': 0.6543545419794176, 'gamma': 2.2574839304904644, 'reg_alpha': 0.5610414935943029, 'reg_lambda': 0.5333471481670538}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,112] Trial 140 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.020769966192202494, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9636263320649917, 'colsample_bytree': 0.6561904878080067, 'gamma': 1.9103145327134068, 'reg_alpha': 0.4737302529078276, 'reg_lambda': 0.5432334010450216}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,245] Trial 141 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.02217377075444244, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9645923528351069, 'colsample_bytree': 0.6569787844623955, 'gamma': 2.162154119013775, 'reg_alpha': 0.46662088136118884, 'reg_lambda': 0.5687048038676463}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,299] Trial 142 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 36, 'learning_rate': 0.02213721789894549, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9631514657904616, 'colsample_bytree': 0.6651785455806406, 'gamma': 2.4185535096728294, 'reg_alpha': 0.4689167723554119, 'reg_lambda': 0.5391438440662987}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,387] Trial 143 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.02088524975562191, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9698552719488067, 'colsample_bytree': 0.6830420770094257, 'gamma': 2.2771378054133184, 'reg_alpha': 0.4869905909038851, 'reg_lambda': 0.5708187797424537}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,479] Trial 144 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.024228871454967382, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.993646851984326, 'colsample_bytree': 0.6580453932662312, 'gamma': 1.8980412319706883, 'reg_alpha': 0.43206580588758475, 'reg_lambda': 0.5003275637271865}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,587] Trial 145 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 31, 'learning_rate': 0.020283133601490106, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9761542377639869, 'colsample_bytree': 0.6509147140913781, 'gamma': 2.048113760986148, 'reg_alpha': 0.5622032961444579, 'reg_lambda': 0.6105476178821364}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,647] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 55, 'learning_rate': 0.017236302975216687, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9999767338972957, 'colsample_bytree': 0.6960346692236573, 'gamma': 2.1991251153557014, 'reg_alpha': 0.49581389206121795, 'reg_lambda': 0.6698911495821271}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,731] Trial 147 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.02209365243045121, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9634266580308073, 'colsample_bytree': 0.6699259195311369, 'gamma': 1.9418318748247587, 'reg_alpha': 0.3563898066589381, 'reg_lambda': 0.8218672838495917}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,785] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.02769506768708777, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9821090430309088, 'colsample_bytree': 0.6825993912234508, 'gamma': 1.8198247537423407, 'reg_alpha': 0.45808540772439404, 'reg_lambda': 0.551371986980193}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,913] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.019492136492517315, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9900598827557965, 'colsample_bytree': 0.6461176635668867, 'gamma': 1.649747013966464, 'reg_alpha': 0.5234613573743768, 'reg_lambda': 0.7549886996238688}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:36,962] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.01654250919959329, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.969988590404423, 'colsample_bytree': 0.67475905085824, 'gamma': 2.328469019707014, 'reg_alpha': 0.4118966252882941, 'reg_lambda': 0.9717447366317615}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,047] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 29, 'learning_rate': 0.017674972958592626, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9866799315863292, 'colsample_bytree': 0.6572123909713268, 'gamma': 1.571606664490206, 'reg_alpha': 0.5767210139794272, 'reg_lambda': 0.706152026843591}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,102] Trial 152 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.01852690666973848, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.984439382690549, 'colsample_bytree': 0.6655932631872363, 'gamma': 1.7561824090084182, 'reg_alpha': 0.5982585612920701, 'reg_lambda': 0.6029961107012619}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,192] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.01881259274989454, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.97639298780655, 'colsample_bytree': 0.6646862597611537, 'gamma': 1.7691342264610102, 'reg_alpha': 0.5464733283623529, 'reg_lambda': 0.6110320107699632}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,243] Trial 154 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 36, 'learning_rate': 0.0229524483431912, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.960083680543943, 'colsample_bytree': 0.665529842943957, 'gamma': 2.104636876727315, 'reg_alpha': 0.5510641705899713, 'reg_lambda': 0.6041147100294368}. Best is trial 112 with value: 0.7857142857142857.
[I 2025-11-03 19:20:37,346] Trial 155 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.024992766836383573, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9764345130414933, 'colsample_bytree': 0.6397506950617429, 'gamma': 2.495508469971045, 'reg_alpha': 0.5937997557889788, 'reg_lambda': 0.5493212314927975}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,410] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.0248456986462307, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9728182608505598, 'colsample_bytree': 0.6399258485752685, 'gamma': 2.698922224282735, 'reg_alpha': 0.5620059249090572, 'reg_lambda': 0.5331162501880102}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,512] Trial 157 finished with value: 0.6875 and parameters: {'n_estimators': 32, 'learning_rate': 0.020904894762930667, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9780292518419641, 'colsample_bytree': 0.6524722806594302, 'gamma': 1.974025833475865, 'reg_alpha': 0.6597390729443002, 'reg_lambda': 0.6445830110499522}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,564] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.019339986633596814, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9951303466468749, 'colsample_bytree': 0.6413609031611011, 'gamma': 2.434144875575732, 'reg_alpha': 0.5986125461270392, 'reg_lambda': 0.5683625058530314}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,727] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.03336036100863067, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9650307297313525, 'colsample_bytree': 0.6487131728100919, 'gamma': 2.179367276786401, 'reg_alpha': 0.5338596202414154, 'reg_lambda': 0.5219183212434065}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,781] Trial 160 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 31, 'learning_rate': 0.03606279627025094, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9617605423257386, 'colsample_bytree': 0.6615805631174996, 'gamma': 2.5250470062539034, 'reg_alpha': 0.53655420075594, 'reg_lambda': 0.5005319165739407}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,843] Trial 161 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.021119359546249734, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.970065849639815, 'colsample_bytree': 0.6489541152031157, 'gamma': 2.184419856255744, 'reg_alpha': 0.5801575209575814, 'reg_lambda': 0.6007496954517421}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,902] Trial 162 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 29, 'learning_rate': 0.02879920705794118, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9703010690767775, 'colsample_bytree': 0.6484913702519288, 'gamma': 2.1844007501689697, 'reg_alpha': 0.5798761109291908, 'reg_lambda': 0.5950820050401762}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:37,978] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.03311508566390957, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.968306669947716, 'colsample_bytree': 0.808960206403441, 'gamma': 2.1777396015058486, 'reg_alpha': 0.5768838327815936, 'reg_lambda': 0.6163382265605519}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,032] Trial 164 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 26, 'learning_rate': 0.032401312369884035, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.959459572654972, 'colsample_bytree': 0.646449955471783, 'gamma': 2.2941494845395147, 'reg_alpha': 0.5488200121554923, 'reg_lambda': 0.6754100501299437}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,129] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.04202705011753495, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.97001645410513, 'colsample_bytree': 0.6525946668496114, 'gamma': 2.055050065713743, 'reg_alpha': 0.44574231338450615, 'reg_lambda': 0.5519918327012422}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,305] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.029568019828699176, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9733088938021195, 'colsample_bytree': 0.6642071960285749, 'gamma': 2.173296505854579, 'reg_alpha': 0.4895749834217532, 'reg_lambda': 0.5992926059374043}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,408] Trial 167 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 29, 'learning_rate': 0.02468776433292877, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9788882468228256, 'colsample_bytree': 0.6875334068924928, 'gamma': 2.5062345049990986, 'reg_alpha': 0.5995853269559497, 'reg_lambda': 0.6633161035813949}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,524] Trial 168 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.026357803771931507, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9994315732279666, 'colsample_bytree': 0.6555926589459047, 'gamma': 1.9046473381143425, 'reg_alpha': 0.5271312374769646, 'reg_lambda': 0.5452253791372579}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,642] Trial 169 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.026798821389067102, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9998459429875768, 'colsample_bytree': 0.6727546144670776, 'gamma': 1.9002576914341025, 'reg_alpha': 0.523944453645176, 'reg_lambda': 0.5449758551727352}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,700] Trial 170 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.022844515771727695, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9611761767099509, 'colsample_bytree': 0.6586085822111596, 'gamma': 2.2638092254241284, 'reg_alpha': 0.4737389449414583, 'reg_lambda': 0.5803201255330287}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,792] Trial 171 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.028737058115933026, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9954063662871335, 'colsample_bytree': 0.6751065007411229, 'gamma': 1.901625536267464, 'reg_alpha': 0.5227922110063186, 'reg_lambda': 0.5319420942196398}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,844] Trial 172 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 24, 'learning_rate': 0.026218962576516194, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9982193627677245, 'colsample_bytree': 0.7012984328949734, 'gamma': 2.0148046500294905, 'reg_alpha': 0.5086522156637507, 'reg_lambda': 0.6314566731116085}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:38,967] Trial 173 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.026527699471852045, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9929647649591318, 'colsample_bytree': 0.6697108374644736, 'gamma': 1.8650486436183307, 'reg_alpha': 0.5635622531195366, 'reg_lambda': 0.5664457730260853}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,017] Trial 174 finished with value: 0.6875 and parameters: {'n_estimators': 20, 'learning_rate': 0.03269260576373112, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9774172129108195, 'colsample_bytree': 0.6493940176926798, 'gamma': 2.123475081912325, 'reg_alpha': 0.5783837191767759, 'reg_lambda': 0.5093214048082969}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,135] Trial 175 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 33, 'learning_rate': 0.031029815744560863, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9674388431410031, 'colsample_bytree': 0.6573811346543218, 'gamma': 2.359201977125533, 'reg_alpha': 0.5273574804428761, 'reg_lambda': 0.6997516095293379}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,184] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.024313866477555193, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9993017046696463, 'colsample_bytree': 0.6901867421264346, 'gamma': 1.9956857168100108, 'reg_alpha': 0.5468468351894649, 'reg_lambda': 0.6465469328386435}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,262] Trial 177 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.021442797685801297, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.979228160161299, 'colsample_bytree': 0.6657944989566466, 'gamma': 1.7854591303448601, 'reg_alpha': 0.5335426293244715, 'reg_lambda': 0.5849785828359406}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,330] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.02672775592511227, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9892067867376602, 'colsample_bytree': 0.6804588502954958, 'gamma': 1.9312910865719553, 'reg_alpha': 0.5029138527677448, 'reg_lambda': 0.5395692694087963}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,479] Trial 179 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 137, 'learning_rate': 0.023151981155483982, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7445731683077763, 'colsample_bytree': 0.6508275712200978, 'gamma': 1.7325098222345947, 'reg_alpha': 0.583431782872259, 'reg_lambda': 0.6285993983985236}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,528] Trial 180 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.019755802275397926, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9790179313202073, 'colsample_bytree': 0.6695577458471277, 'gamma': 2.213570401571278, 'reg_alpha': 0.6060284624326698, 'reg_lambda': 0.7250972542707619}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,617] Trial 181 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.028925109555323993, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9924556230997015, 'colsample_bytree': 0.6731574448318222, 'gamma': 1.8921941439758863, 'reg_alpha': 0.521937148923888, 'reg_lambda': 0.5049906162124069}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,670] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.021155155954116947, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9992577059276845, 'colsample_bytree': 0.6757803722755171, 'gamma': 2.0796695251305537, 'reg_alpha': 0.4753474353448133, 'reg_lambda': 0.5450182650507859}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,754] Trial 183 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.02904854178575841, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9879961304858392, 'colsample_bytree': 0.6565058993804753, 'gamma': 1.8430933339836393, 'reg_alpha': 0.5543293341465924, 'reg_lambda': 0.6044756826460249}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,804] Trial 184 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 38, 'learning_rate': 0.02489050411633185, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9698742594075009, 'colsample_bytree': 0.6626257508459773, 'gamma': 1.9444231995496788, 'reg_alpha': 0.5710610396233142, 'reg_lambda': 0.6731480572612851}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,889] Trial 185 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.01890803960206346, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.992703145750578, 'colsample_bytree': 0.6443549153765805, 'gamma': 1.654493226310733, 'reg_alpha': 0.45175717338676463, 'reg_lambda': 0.5481918925926053}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:39,942] Trial 186 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 24, 'learning_rate': 0.0278362754548982, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.982172650917391, 'colsample_bytree': 0.7665337859431214, 'gamma': 1.7697544973104962, 'reg_alpha': 0.5141244565918084, 'reg_lambda': 0.5032428316147234}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,023] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.022463749123469892, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9580237209917476, 'colsample_bytree': 0.6845181899215012, 'gamma': 2.421188406116464, 'reg_alpha': 0.49187422084171534, 'reg_lambda': 0.5881720853394673}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,128] Trial 188 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 20, 'learning_rate': 0.020557841910370998, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9748179903419584, 'colsample_bytree': 0.6770334923663274, 'gamma': 2.0350974885406754, 'reg_alpha': 0.5367510963108902, 'reg_lambda': 0.6550316885756324}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,228] Trial 189 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.018655349251796488, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9930981765851067, 'colsample_bytree': 0.6353613141563786, 'gamma': 1.8549568241795364, 'reg_alpha': 0.5901183762738337, 'reg_lambda': 0.5513872177372118}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,282] Trial 190 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 33, 'learning_rate': 0.023479469228546095, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9649950253603957, 'colsample_bytree': 0.6963110381107449, 'gamma': 2.1241000856475476, 'reg_alpha': 0.5507854747660085, 'reg_lambda': 0.6136507938640938}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,369] Trial 191 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.02134801497681903, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9798751328595703, 'colsample_bytree': 0.6639596937987486, 'gamma': 1.7947861652142278, 'reg_alpha': 0.5303026994890561, 'reg_lambda': 0.580409527804636}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,421] Trial 192 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.02166091114546753, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9838669659236529, 'colsample_bytree': 0.6653953714486323, 'gamma': 1.5904540766266069, 'reg_alpha': 0.5651975547428316, 'reg_lambda': 0.7012500122140273}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,497] Trial 193 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.025311288912763852, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9996481605361606, 'colsample_bytree': 0.6550321359081553, 'gamma': 1.7064599095089863, 'reg_alpha': 0.5229625091572395, 'reg_lambda': 0.5889669039251832}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,621] Trial 194 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.01800281430091089, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9773840018961452, 'colsample_bytree': 0.6713080365560405, 'gamma': 1.9751875883311671, 'reg_alpha': 0.5980637125721802, 'reg_lambda': 0.5008498076414816}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,709] Trial 195 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 30, 'learning_rate': 0.03061126231573629, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9876580842896232, 'colsample_bytree': 0.6475606713679084, 'gamma': 2.273534965596745, 'reg_alpha': 0.6297951270848864, 'reg_lambda': 0.6359241332831687}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,762] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.030819633907123247, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9895319895764558, 'colsample_bytree': 0.6500440484109062, 'gamma': 2.2525040872097972, 'reg_alpha': 0.6175966809228455, 'reg_lambda': 0.6468668549864688}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,870] Trial 197 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.03198033983008957, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9684401311107527, 'colsample_bytree': 0.6421521563327482, 'gamma': 2.5764757735757216, 'reg_alpha': 0.6277518963142534, 'reg_lambda': 0.7342896928036702}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:40,921] Trial 198 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.033730488486778044, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9869153049214454, 'colsample_bytree': 0.6572452561961271, 'gamma': 2.30094026096022, 'reg_alpha': 0.5865924209346298, 'reg_lambda': 0.635482624174573}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:41,084] Trial 199 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 28, 'learning_rate': 0.027648347304370567, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9998140384846697, 'colsample_bytree': 0.6458230944275465, 'gamma': 1.9222257955960589, 'reg_alpha': 0.5665486176379367, 'reg_lambda': 0.5470275847729619}. Best is trial 155 with value: 0.7886904761904763.
[I 2025-11-03 19:20:41,087] A new study created in memory with name: no-name-727065ed-ef09-418d-ac3c-b5f5f12930a6
[I 2025-11-03 19:20:41,321] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.04705876984922335, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7051094662497663, 'colsample_bytree': 0.8562794746044834, 'gamma': 3.4145632232430185, 'reg_alpha': 0.7122078775619454, 'reg_lambda': 1.2153672115471048}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:20:41,439] Trial 1 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.2518684971879988, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6555832906639987, 'colsample_bytree': 0.6825596241895562, 'gamma': 0.6462200893861847, 'reg_alpha': 0.35504682798596576, 'reg_lambda': 0.8115850388218058}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,503] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.08119619897228715, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9255403965959215, 'colsample_bytree': 0.9102401840774809, 'gamma': 2.7406011045322303, 'reg_alpha': 0.7999147053603429, 'reg_lambda': 1.6439445685043648}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,603] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.0931705972287337, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.6600469679724354, 'colsample_bytree': 0.9620811738188019, 'gamma': 4.183619361138374, 'reg_alpha': 0.5481983376520421, 'reg_lambda': 1.1111374768535378}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,657] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.0962442180400449, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8617141802914158, 'colsample_bytree': 0.7219441703578715, 'gamma': 3.6233817889921687, 'reg_alpha': 0.7041442300649233, 'reg_lambda': 0.6905995212201073}. Best is trial 1 with value: 0.6220238095238095.
[I 2025-11-03 19:20:41,759] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 138, 'learning_rate': 0.024613587107288084, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7304785939017322, 'colsample_bytree': 0.7846964573702423, 'gamma': 0.7823059047670988, 'reg_alpha': 0.5729298910147447, 'reg_lambda': 1.8624097971722375}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:41,824] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.012113102263354825, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.7449407483619331, 'colsample_bytree': 0.6264842151937274, 'gamma': 4.416690413694781, 'reg_alpha': 0.3846160519511109, 'reg_lambda': 0.7226587515031984}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:41,866] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.07264794109456404, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9632803520337938, 'colsample_bytree': 0.7043728474043308, 'gamma': 1.1558242031324695, 'reg_alpha': 0.6328746344907943, 'reg_lambda': 0.7633527330936097}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:42,056] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.18515984715997014, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7253441883964453, 'colsample_bytree': 0.9094601695608148, 'gamma': 2.8251492771971143, 'reg_alpha': 0.18377021403681126, 'reg_lambda': 2.2711900362605792}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:42,120] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 92, 'learning_rate': 0.020449021816184396, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6674898487779167, 'colsample_bytree': 0.6762626483364392, 'gamma': 3.815967472337074, 'reg_alpha': 0.5850968517733904, 'reg_lambda': 2.231022552025452}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:20:42,244] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.02961132715381612, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8143509897888279, 'colsample_bytree': 0.7973877790593105, 'gamma': 1.658776492236284, 'reg_alpha': 0.11409198129026765, 'reg_lambda': 2.874039788885861}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,344] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.02703487105056481, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8112714636864988, 'colsample_bytree': 0.792460989277828, 'gamma': 1.5775903159727847, 'reg_alpha': 0.0035296600745141488, 'reg_lambda': 2.890843661593606}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,494] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 213, 'learning_rate': 0.03448963052115476, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8245189930936633, 'colsample_bytree': 0.7881073316256354, 'gamma': 1.7368057224225188, 'reg_alpha': 0.03027836651662026, 'reg_lambda': 2.919674243995996}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,616] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.013416126685007102, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8650632125063458, 'colsample_bytree': 0.8358483522030596, 'gamma': 1.883663348007269, 'reg_alpha': 0.014474667440581956, 'reg_lambda': 2.9755561429096336}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,734] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.02726611182349731, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.792733450638198, 'colsample_bytree': 0.7452614039206793, 'gamma': 1.7826582589986353, 'reg_alpha': 0.18175253407658187, 'reg_lambda': 2.58336108795474}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,858] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 176, 'learning_rate': 0.018439433128585488, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7924592028224995, 'colsample_bytree': 0.8548223443517611, 'gamma': 0.11273897597837967, 'reg_alpha': 0.9853170205091636, 'reg_lambda': 2.5906718453894206}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:42,949] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.04647502927218189, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8976924986186305, 'colsample_bytree': 0.7673623922054683, 'gamma': 2.1879277346297434, 'reg_alpha': 0.18863011421716724, 'reg_lambda': 2.66839895714442}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,125] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 160, 'learning_rate': 0.045534286940790536, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6019650079837443, 'colsample_bytree': 0.7582596146248469, 'gamma': 2.3352924101739303, 'reg_alpha': 0.18091850144164223, 'reg_lambda': 2.545359639633381}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,227] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.13730904651682874, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9975233182101741, 'colsample_bytree': 0.6052487811349729, 'gamma': 2.4090218500594816, 'reg_alpha': 0.3307064761910532, 'reg_lambda': 2.000886479896057}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,274] Trial 19 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.055220704674573365, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8862933575154234, 'colsample_bytree': 0.9017894041317001, 'gamma': 3.0826399356793823, 'reg_alpha': 0.265404753700867, 'reg_lambda': 1.4909053597755852}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,412] Trial 20 finished with value: 0.699404761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.035294671650428336, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9136650382431466, 'colsample_bytree': 0.8349419941972414, 'gamma': 1.20820190518093, 'reg_alpha': 0.42336733428294393, 'reg_lambda': 2.319144641808291}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,618] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.03544849956028473, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8322316913781639, 'colsample_bytree': 0.7996693310706071, 'gamma': 2.063622419951849, 'reg_alpha': 0.10526766609444037, 'reg_lambda': 2.7869053302450144}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,737] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.060768370488901165, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8374791033749135, 'colsample_bytree': 0.8145323384521695, 'gamma': 2.2292493748391986, 'reg_alpha': 0.10221988552020603, 'reg_lambda': 2.727654582980268}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,844] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.037499000178678674, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7725417376945006, 'colsample_bytree': 0.7403005823719809, 'gamma': 1.3034327854133188, 'reg_alpha': 0.12662397898311145, 'reg_lambda': 2.7230378339021883}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:43,965] Trial 24 finished with value: 0.699404761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.017397522926115905, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9184453548053312, 'colsample_bytree': 0.765115985731855, 'gamma': 2.0969064945327176, 'reg_alpha': 0.26683101755332417, 'reg_lambda': 2.3777040850977524}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,075] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.041854023573442534, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.852502761281255, 'colsample_bytree': 0.8223768197922142, 'gamma': 2.682495807204748, 'reg_alpha': 0.09381292141795833, 'reg_lambda': 2.726021315118199}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,248] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.029861699365383923, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8891421736427566, 'colsample_bytree': 0.8824679227886179, 'gamma': 3.2053856105343117, 'reg_alpha': 0.4588940509272421, 'reg_lambda': 2.098439000899841}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,342] Trial 27 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 201, 'learning_rate': 0.06550806612711224, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9533338787878765, 'colsample_bytree': 0.9643695221207298, 'gamma': 4.807164532698156, 'reg_alpha': 0.2598943262042076, 'reg_lambda': 2.4586373666591026}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,510] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.02184991098309562, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7680749693671806, 'colsample_bytree': 0.6547788197326562, 'gamma': 0.7718496417603078, 'reg_alpha': 0.08367414641099395, 'reg_lambda': 2.7942876516486743}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,594] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 154, 'learning_rate': 0.010040230185661312, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8311854530200027, 'colsample_bytree': 0.8670426338377106, 'gamma': 1.4546431974040304, 'reg_alpha': 0.21774235674012377, 'reg_lambda': 1.3028016088999548}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,732] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.050692289540551765, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8872183739597843, 'colsample_bytree': 0.9965233777991941, 'gamma': 2.0803187169237916, 'reg_alpha': 0.30256133520089856, 'reg_lambda': 2.137101655839465}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,835] Trial 31 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.051101035876132975, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8800491324462492, 'colsample_bytree': 0.9447285733241672, 'gamma': 2.089935304339505, 'reg_alpha': 0.3055535196092726, 'reg_lambda': 2.980973242273203}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:44,969] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.04491579849773249, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8992330321981952, 'colsample_bytree': 0.9998764888605026, 'gamma': 1.9360827799487534, 'reg_alpha': 0.12282015938317037, 'reg_lambda': 2.120882635690391}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,056] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.0482626038300183, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9526573554663988, 'colsample_bytree': 0.9970000177142196, 'gamma': 2.5830009913844396, 'reg_alpha': 0.14800150516248284, 'reg_lambda': 2.0395184339662515}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,285] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.1162622337906545, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.910334469330573, 'colsample_bytree': 0.9986372982161283, 'gamma': 2.9217982540881224, 'reg_alpha': 0.2388575998073262, 'reg_lambda': 1.7860350522183206}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,380] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 226, 'learning_rate': 0.12143426036826635, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.98272662998025, 'colsample_bytree': 0.9471907014199239, 'gamma': 2.9693157671184913, 'reg_alpha': 0.3918058592536401, 'reg_lambda': 1.7126692701150152}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,618] Trial 36 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 212, 'learning_rate': 0.29407268884970095, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9345520022850269, 'colsample_bytree': 0.9302185240368662, 'gamma': 3.382726713327073, 'reg_alpha': 0.4914727479343897, 'reg_lambda': 1.8811702672406465}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,718] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.0866030500737723, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9352727967203971, 'colsample_bytree': 0.9733641239359156, 'gamma': 0.29038762561714604, 'reg_alpha': 0.3313062157053653, 'reg_lambda': 0.5074860713992457}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,845] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 175, 'learning_rate': 0.10971982619641477, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8667155626508481, 'colsample_bytree': 0.9853504757347766, 'gamma': 2.545854997492191, 'reg_alpha': 0.24546130680697437, 'reg_lambda': 1.4945032466763493}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:45,927] Trial 39 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.15052850616418037, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9055611975345703, 'colsample_bytree': 0.717554034258004, 'gamma': 3.750246045556249, 'reg_alpha': 0.8850525530610308, 'reg_lambda': 1.8663358197318172}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:20:46,038] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.21631914923477447, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6941762866668824, 'colsample_bytree': 0.9292619439715187, 'gamma': 0.9350208542396576, 'reg_alpha': 0.06408770484757625, 'reg_lambda': 1.0073300208375764}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,123] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.19847727367293289, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6933359114522715, 'colsample_bytree': 0.9323049746146813, 'gamma': 0.9768185179559788, 'reg_alpha': 0.06090239236411851, 'reg_lambda': 1.0817033267815162}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,348] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.24047268091031765, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6914942324748562, 'colsample_bytree': 0.9321950245862162, 'gamma': 0.5273942199598314, 'reg_alpha': 0.06137361770487185, 'reg_lambda': 0.9810831277575229}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,420] Trial 43 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 108, 'learning_rate': 0.19196141744688927, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6399052819527875, 'colsample_bytree': 0.8900161800722058, 'gamma': 0.9791736969122018, 'reg_alpha': 0.035823557481742846, 'reg_lambda': 0.9443511515491367}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,524] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.18736093601768494, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7558159490743728, 'colsample_bytree': 0.9212448934785945, 'gamma': 1.0247682265434743, 'reg_alpha': 0.17203522049899073, 'reg_lambda': 1.1145095164128613}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,605] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.22540213109862828, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7014051296660212, 'colsample_bytree': 0.7693688312119341, 'gamma': 1.598703538207543, 'reg_alpha': 0.2075965685009717, 'reg_lambda': 1.3070787694581156}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,724] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.15567217406250938, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6789895224029265, 'colsample_bytree': 0.8514268572468946, 'gamma': 0.5573697934469188, 'reg_alpha': 0.045540809108355784, 'reg_lambda': 0.9044444914264803}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,801] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.07361137348302761, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7163935573129702, 'colsample_bytree': 0.6945216210890979, 'gamma': 1.3824388378132362, 'reg_alpha': 0.009749946322135827, 'reg_lambda': 1.5330000772772723}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:46,973] Trial 48 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.1039353182161851, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6187365558618058, 'colsample_bytree': 0.9578640320991237, 'gamma': 0.8748358127613484, 'reg_alpha': 0.16052410477658152, 'reg_lambda': 1.06398664973598}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,064] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.2979514087419393, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7340277667194973, 'colsample_bytree': 0.780984883631132, 'gamma': 4.047955047517733, 'reg_alpha': 0.06821568244902412, 'reg_lambda': 0.6384153108642037}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,153] Trial 50 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 80, 'learning_rate': 0.20655170730783107, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6440953187026549, 'colsample_bytree': 0.8144519507567385, 'gamma': 1.6332875461577891, 'reg_alpha': 0.21613538762827728, 'reg_lambda': 1.2799973679166026}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,339] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.2427233799542204, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7033273292545354, 'colsample_bytree': 0.7440728380146773, 'gamma': 1.6059581297294954, 'reg_alpha': 0.22753380864554518, 'reg_lambda': 1.1920163404958446}. Best is trial 40 with value: 0.7321428571428571.
[I 2025-11-03 19:20:47,447] Trial 52 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 110, 'learning_rate': 0.16368102723336922, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6756438870583796, 'colsample_bytree': 0.7674381594620933, 'gamma': 1.0522924006635632, 'reg_alpha': 0.202878352875181, 'reg_lambda': 1.3078290876103031}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,533] Trial 53 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 111, 'learning_rate': 0.15727546129472586, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.686004690599043, 'colsample_bytree': 0.7768001626945448, 'gamma': 1.0987572979943807, 'reg_alpha': 0.14083498835003308, 'reg_lambda': 0.8346695608456991}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,644] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.12604353585501268, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6656542926504452, 'colsample_bytree': 0.7270846278442745, 'gamma': 0.7409608883245953, 'reg_alpha': 0.688785734612811, 'reg_lambda': 1.5965707011025627}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,740] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.16932853965361538, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7172046717735489, 'colsample_bytree': 0.8051860353459073, 'gamma': 0.3554307119862613, 'reg_alpha': 0.0020245617243135894, 'reg_lambda': 1.4222879872075778}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,831] Trial 56 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 63, 'learning_rate': 0.21923896213518596, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.651902460774956, 'colsample_bytree': 0.8396747234381473, 'gamma': 2.852502526408889, 'reg_alpha': 0.06629875090186817, 'reg_lambda': 1.385305513179286}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:47,944] Trial 57 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 153, 'learning_rate': 0.031095199421357345, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6212676637274013, 'colsample_bytree': 0.8713945756791848, 'gamma': 1.2612005389913814, 'reg_alpha': 0.1948070510510188, 'reg_lambda': 1.1629190409593888}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,060] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.13326605725860785, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7816846300868107, 'colsample_bytree': 0.7935100279657229, 'gamma': 1.8290824941669714, 'reg_alpha': 0.11724452083009608, 'reg_lambda': 1.0355950255173398}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,155] Trial 59 finished with value: 0.738095238095238 and parameters: {'n_estimators': 187, 'learning_rate': 0.27444560947632746, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8144608645198281, 'colsample_bytree': 0.7608152684576742, 'gamma': 2.3042450010368762, 'reg_alpha': 0.37888831540076984, 'reg_lambda': 0.830089995228112}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,369] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 191, 'learning_rate': 0.07821751524947794, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8124131801959386, 'colsample_bytree': 0.7487255062123701, 'gamma': 2.384248026570969, 'reg_alpha': 0.298105347659417, 'reg_lambda': 0.7083828037326375}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,470] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 209, 'learning_rate': 0.1694189470935102, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.850778883607423, 'colsample_bytree': 0.7255952655285074, 'gamma': 1.4573737156484063, 'reg_alpha': 0.37257386653468155, 'reg_lambda': 0.870154857718882}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,579] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.2669674735898954, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8053683133135061, 'colsample_bytree': 0.7619646602976881, 'gamma': 0.9417367949555961, 'reg_alpha': 0.4426728652234262, 'reg_lambda': 0.6012725686651554}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,668] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 186, 'learning_rate': 0.2574617171194286, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7458349464473479, 'colsample_bytree': 0.9035629587636291, 'gamma': 2.7671670687939387, 'reg_alpha': 0.557138813171275, 'reg_lambda': 1.0140160418432598}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,770] Trial 64 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 118, 'learning_rate': 0.20216919112234524, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8150754333095043, 'colsample_bytree': 0.8294191427191385, 'gamma': 2.2548107166641507, 'reg_alpha': 0.16581189740490762, 'reg_lambda': 2.624624662712579}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,859] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.02448101008108423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8474144340760763, 'colsample_bytree': 0.7531539659989736, 'gamma': 2.198761427806198, 'reg_alpha': 0.16006177719865577, 'reg_lambda': 2.517200553389181}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:48,969] Trial 66 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 101, 'learning_rate': 0.17054034286916747, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8184813202568607, 'colsample_bytree': 0.8255158553122598, 'gamma': 1.9389494012389714, 'reg_alpha': 0.2447521168193351, 'reg_lambda': 2.6560379893588406}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,038] Trial 67 finished with value: 0.675595238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.06514011435714902, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7987929829470292, 'colsample_bytree': 0.7102325875365105, 'gamma': 3.179888890359316, 'reg_alpha': 0.28253828264912073, 'reg_lambda': 2.8677633186537643}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,167] Trial 68 finished with value: 0.693452380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.26677541283553574, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8706490875296133, 'colsample_bytree': 0.7357518415275394, 'gamma': 2.343856578873546, 'reg_alpha': 0.347528937417544, 'reg_lambda': 2.4131045214351516}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,398] Trial 69 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 248, 'learning_rate': 0.21781740016311635, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7843331328419578, 'colsample_bytree': 0.80164182415085, 'gamma': 2.635795006807072, 'reg_alpha': 0.39732917540349894, 'reg_lambda': 2.6375191188255216}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,544] Trial 70 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.014989675270980272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7815504307435479, 'colsample_bytree': 0.7867839592565004, 'gamma': 2.4786883315921866, 'reg_alpha': 0.46916238331015425, 'reg_lambda': 2.6352921170106467}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,650] Trial 71 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 230, 'learning_rate': 0.2150606180380146, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8288603784091411, 'colsample_bytree': 0.8083924879513229, 'gamma': 2.239350481730174, 'reg_alpha': 0.38994369552539554, 'reg_lambda': 2.8690796513883146}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,781] Trial 72 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 237, 'learning_rate': 0.2151884158940357, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8366054547489759, 'colsample_bytree': 0.8071922475277497, 'gamma': 2.2339967869165354, 'reg_alpha': 0.3898349253381635, 'reg_lambda': 2.8345112817138185}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:49,888] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.23561232293358808, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8231893891068879, 'colsample_bytree': 0.7973186411623522, 'gamma': 2.637238193777655, 'reg_alpha': 0.406945800376744, 'reg_lambda': 2.945031808363935}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,031] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 242, 'learning_rate': 0.039922863071352614, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7623757649043132, 'colsample_bytree': 0.7741539846262763, 'gamma': 1.7748598296359197, 'reg_alpha': 0.4984016388417897, 'reg_lambda': 2.7618985737558477}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,197] Trial 75 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 114, 'learning_rate': 0.28436273642399285, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7834350681655716, 'colsample_bytree': 0.8241902894429107, 'gamma': 1.9593645309450907, 'reg_alpha': 0.5930207482629919, 'reg_lambda': 2.6251435354923727}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,264] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.14451956222119655, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7946750970285519, 'colsample_bytree': 0.8451759659198341, 'gamma': 2.3057393952227443, 'reg_alpha': 0.521395486429927, 'reg_lambda': 0.7863422474266569}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,333] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 102, 'learning_rate': 0.18263023228428005, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8427328829676052, 'colsample_bytree': 0.7585563977197359, 'gamma': 2.088061601292627, 'reg_alpha': 0.33083981069214263, 'reg_lambda': 2.5283464519764633}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,501] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.20796200257291217, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8116977924312814, 'colsample_bytree': 0.8126732802642169, 'gamma': 2.6524313414055385, 'reg_alpha': 0.09350916315721616, 'reg_lambda': 2.298848744324089}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,584] Trial 79 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 153, 'learning_rate': 0.09460527789475967, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8263281681816831, 'colsample_bytree': 0.8307953706490495, 'gamma': 3.0278550464035154, 'reg_alpha': 0.36353330690305774, 'reg_lambda': 2.68794555724074}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,757] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.05794842711552606, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7449917734399516, 'colsample_bytree': 0.7874789371057285, 'gamma': 2.476529264823657, 'reg_alpha': 0.43464011340691416, 'reg_lambda': 2.8636209418775147}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,852] Trial 81 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 229, 'learning_rate': 0.18777678139065768, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8589819877461036, 'colsample_bytree': 0.7684676180491693, 'gamma': 2.911485462496133, 'reg_alpha': 0.18110885171016775, 'reg_lambda': 2.208970025392746}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:50,992] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.25442801413029675, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8841460797283186, 'colsample_bytree': 0.8593479382750169, 'gamma': 2.7303993232626946, 'reg_alpha': 0.13811071932422841, 'reg_lambda': 2.806450625338195}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,087] Trial 83 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 223, 'learning_rate': 0.11212453545584952, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.924708563269244, 'colsample_bytree': 0.798874554543914, 'gamma': 3.318127405585171, 'reg_alpha': 0.2753810108960845, 'reg_lambda': 1.9687581484197145}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,210] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.2229694139772287, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9115408988651008, 'colsample_bytree': 0.980043560614344, 'gamma': 1.715943461671318, 'reg_alpha': 0.24240798436916663, 'reg_lambda': 2.9081556058195113}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,308] Trial 85 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.17424217552457932, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8953457785532474, 'colsample_bytree': 0.6557082916016161, 'gamma': 2.2046979895693557, 'reg_alpha': 0.3143435103324738, 'reg_lambda': 2.375431188910984}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,522] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.032332822725923686, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8744224045650987, 'colsample_bytree': 0.7813452389496519, 'gamma': 2.5410117804513916, 'reg_alpha': 0.19259625686668655, 'reg_lambda': 2.9799823021870586}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,599] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.20231397845323834, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9369656791799303, 'colsample_bytree': 0.7322126100059914, 'gamma': 1.176014542658439, 'reg_alpha': 0.08684238411831921, 'reg_lambda': 2.576123176634714}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,716] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 115, 'learning_rate': 0.027396042521433114, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9504781501762087, 'colsample_bytree': 0.6831297526165767, 'gamma': 1.1492930346169687, 'reg_alpha': 0.10210592555017761, 'reg_lambda': 2.4842744153617793}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,801] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.20038651026079826, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6735055933633253, 'colsample_bytree': 0.7375679097442666, 'gamma': 0.6175075858611123, 'reg_alpha': 0.02237801975427573, 'reg_lambda': 2.7245791619732813}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,912] Trial 90 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 142, 'learning_rate': 0.28014060192141294, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9362871708173756, 'colsample_bytree': 0.7546204463807579, 'gamma': 1.42117254749515, 'reg_alpha': 0.08106403244340399, 'reg_lambda': 2.665602568506958}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:51,994] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.23687132778043057, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9015378875983254, 'colsample_bytree': 0.7664906694874594, 'gamma': 0.8201384580869058, 'reg_alpha': 0.1148190786001922, 'reg_lambda': 1.788669883982129}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,112] Trial 92 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.2281258893806618, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8570282213278444, 'colsample_bytree': 0.7719585354099268, 'gamma': 0.8169396502254052, 'reg_alpha': 0.11633352138861439, 'reg_lambda': 2.5468922609113944}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,194] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.24156876407843433, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9767507238008066, 'colsample_bytree': 0.7647979520657158, 'gamma': 1.0932709822667739, 'reg_alpha': 0.13633805732955293, 'reg_lambda': 2.590848254819792}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,313] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.15768062597903842, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8071568777653465, 'colsample_bytree': 0.7169456267232435, 'gamma': 0.40358445376490226, 'reg_alpha': 0.15630641205080903, 'reg_lambda': 2.761290503296666}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,468] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.2049496635726517, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9722369064745885, 'colsample_bytree': 0.7322820073785541, 'gamma': 0.6881921678632412, 'reg_alpha': 0.037874749299273286, 'reg_lambda': 2.4501092016941772}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,606] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.27047937363265206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9437948090996227, 'colsample_bytree': 0.7016839353785536, 'gamma': 1.265830797462056, 'reg_alpha': 0.20177022825001137, 'reg_lambda': 0.9335403226654926}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,682] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.2623848510657127, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9662863089361372, 'colsample_bytree': 0.80706065216967, 'gamma': 1.3311212878064353, 'reg_alpha': 0.046702981976361496, 'reg_lambda': 0.9394992292528167}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:52,848] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.2703901132320414, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9884365377100165, 'colsample_bytree': 0.6938907894505106, 'gamma': 1.225673492820609, 'reg_alpha': 0.0562889624236976, 'reg_lambda': 0.9155487445365247}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,020] Trial 99 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 81, 'learning_rate': 0.2738061746133801, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9861046440120609, 'colsample_bytree': 0.6510289321821994, 'gamma': 0.12474876710166338, 'reg_alpha': 0.41718427486841236, 'reg_lambda': 0.8790797178322698}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,132] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.2983513440946902, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9447414809768954, 'colsample_bytree': 0.6995611415985301, 'gamma': 1.32997748029539, 'reg_alpha': 0.20612861721117684, 'reg_lambda': 0.9665872455174878}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,203] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 93, 'learning_rate': 0.2521920195390425, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.955151524993393, 'colsample_bytree': 0.689407355517403, 'gamma': 1.5097066444544627, 'reg_alpha': 0.04827514033510392, 'reg_lambda': 0.9725434016511602}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,309] Trial 102 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 75, 'learning_rate': 0.29301716165791525, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9921302478970999, 'colsample_bytree': 0.6684555877725371, 'gamma': 1.3220412050802721, 'reg_alpha': 0.2073210508397822, 'reg_lambda': 0.924390793353585}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,373] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.29868160147820005, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9921506812131231, 'colsample_bytree': 0.6709126019555602, 'gamma': 1.306094744403703, 'reg_alpha': 0.2010719959995459, 'reg_lambda': 0.7637031444374632}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,510] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.29407277525348724, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9973013699599281, 'colsample_bytree': 0.6729367337570982, 'gamma': 1.3337590713650846, 'reg_alpha': 0.20256592145370503, 'reg_lambda': 0.7546028438869253}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,605] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.2853731558737303, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9890784412718582, 'colsample_bytree': 0.6614072993470133, 'gamma': 1.0329565056981094, 'reg_alpha': 0.19640215376531456, 'reg_lambda': 0.7582324866777903}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,666] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.2864819536187079, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9969659977739974, 'colsample_bytree': 0.6675975492529392, 'gamma': 1.3406503931069187, 'reg_alpha': 0.2157878990246489, 'reg_lambda': 0.7483641065193111}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,806] Trial 107 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 58, 'learning_rate': 0.2967911236835222, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9660490326587539, 'colsample_bytree': 0.6330199552392359, 'gamma': 1.3310365581602321, 'reg_alpha': 0.21902103514439042, 'reg_lambda': 0.6476329510450973}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,865] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.2990731275139828, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.965141152229923, 'colsample_bytree': 0.6247084802070435, 'gamma': 1.3016616042108078, 'reg_alpha': 0.2281002976063412, 'reg_lambda': 0.6219835868601883}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:53,959] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.2975144861330647, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9969240356710422, 'colsample_bytree': 0.6221429805875124, 'gamma': 1.2804207345488885, 'reg_alpha': 0.22516895546507898, 'reg_lambda': 0.6468172652622347}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,018] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.2630425372539279, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9659570436653481, 'colsample_bytree': 0.6341063352480708, 'gamma': 1.3764432196184009, 'reg_alpha': 0.2519711121283037, 'reg_lambda': 0.581148266741121}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,115] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.2563785497178206, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9663708993799299, 'colsample_bytree': 0.6344940653022098, 'gamma': 1.3797274660140022, 'reg_alpha': 0.2544018518872205, 'reg_lambda': 0.5335241643977379}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,171] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.2602301941581349, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9685398685219928, 'colsample_bytree': 0.6367740371994773, 'gamma': 1.5339965440568348, 'reg_alpha': 0.22892910786240014, 'reg_lambda': 0.5159915610354529}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 19:20:54,341] Trial 113 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.2739204344917291, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9632427243736843, 'colsample_bytree': 0.6057625485882935, 'gamma': 1.0763305311778286, 'reg_alpha': 0.2608765956183809, 'reg_lambda': 0.5674495350799189}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,415] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.28083416647436, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9606128400460986, 'colsample_bytree': 0.6098676352244866, 'gamma': 1.0494521872892228, 'reg_alpha': 0.2681928705744428, 'reg_lambda': 0.5848289536268958}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,525] Trial 115 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 43, 'learning_rate': 0.2520301199588516, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9451757168761902, 'colsample_bytree': 0.635477549285734, 'gamma': 1.225128268028442, 'reg_alpha': 0.288940736458395, 'reg_lambda': 0.7085717303483275}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,581] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.24705084412140063, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9447816651813002, 'colsample_bytree': 0.6400358595835872, 'gamma': 1.180037455064918, 'reg_alpha': 0.26248381718923497, 'reg_lambda': 0.7127824677348462}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,688] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.27462882016094253, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9805408194482744, 'colsample_bytree': 0.6975197834736125, 'gamma': 0.9038650979986423, 'reg_alpha': 0.28615835972754144, 'reg_lambda': 0.528368898377692}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,755] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.2357311613954323, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9861192287689236, 'colsample_bytree': 0.6094321162361053, 'gamma': 1.4307345398173503, 'reg_alpha': 0.25341533356516766, 'reg_lambda': 0.56535857002424}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,848] Trial 119 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 58, 'learning_rate': 0.25658243149679033, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9983908616199051, 'colsample_bytree': 0.6605554538001621, 'gamma': 1.6871214765576508, 'reg_alpha': 0.17464931007074025, 'reg_lambda': 0.6912985131589306}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,904] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 39, 'learning_rate': 0.2741779049640416, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9585769722766994, 'colsample_bytree': 0.6004165339592705, 'gamma': 1.0103886803756585, 'reg_alpha': 0.29682420341809845, 'reg_lambda': 0.7946127010834144}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:54,993] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.2985927740332237, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9448389639704714, 'colsample_bytree': 0.6211838411832079, 'gamma': 1.1971706044861294, 'reg_alpha': 0.2114696828682182, 'reg_lambda': 0.6297003253586989}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,250] Trial 122 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.24936221615828716, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9731689239732417, 'colsample_bytree': 0.6353157057761526, 'gamma': 1.5405646488372013, 'reg_alpha': 0.23232936495401596, 'reg_lambda': 0.6779034121297569}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,348] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.24277496597781642, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9745859352215585, 'colsample_bytree': 0.6428801259709803, 'gamma': 1.553857117144204, 'reg_alpha': 0.31804109729116053, 'reg_lambda': 0.7480007133628311}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,408] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.22841185835441485, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.982902909322552, 'colsample_bytree': 0.6796086244971202, 'gamma': 1.0743333236517394, 'reg_alpha': 0.18633868293125783, 'reg_lambda': 0.6803226524140622}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,493] Trial 125 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 33, 'learning_rate': 0.26128703249044694, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9271339289806956, 'colsample_bytree': 0.6333178228947055, 'gamma': 1.414219612391252, 'reg_alpha': 0.24445231447603868, 'reg_lambda': 0.8424551600314463}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,746] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.24856854879760268, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9742545407517096, 'colsample_bytree': 0.6454607904558866, 'gamma': 1.2110386422952784, 'reg_alpha': 0.34906576872564543, 'reg_lambda': 0.6624934451687312}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,844] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.2549871454594451, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9741146461965756, 'colsample_bytree': 0.6470873131283025, 'gamma': 0.9048652227466096, 'reg_alpha': 0.3388556740189259, 'reg_lambda': 0.6653652972990345}. Best is trial 113 with value: 0.7797619047619048.
[I 2025-11-03 19:20:55,912] Trial 128 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 87, 'learning_rate': 0.23313610351047961, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9490080162936123, 'colsample_bytree': 0.6151289099937183, 'gamma': 1.2244042275175127, 'reg_alpha': 0.2742891734021663, 'reg_lambda': 0.5575991234961037}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,009] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.2326865553584617, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9521322953243693, 'colsample_bytree': 0.6155147818755804, 'gamma': 1.204280268199388, 'reg_alpha': 0.28022141770002523, 'reg_lambda': 0.5690261806936265}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,076] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.1892196520069419, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9471772753968859, 'colsample_bytree': 0.7050739588143983, 'gamma': 1.4477172522056725, 'reg_alpha': 0.2588269614146895, 'reg_lambda': 0.5455520016939968}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,298] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.24810723432240073, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9623850104687036, 'colsample_bytree': 0.6307342265245075, 'gamma': 1.0646052344673418, 'reg_alpha': 0.3089999505854045, 'reg_lambda': 0.8063703483415352}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,366] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.22395215406395613, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9622174783532981, 'colsample_bytree': 0.6278279702501215, 'gamma': 1.5994586543779277, 'reg_alpha': 0.31488835028086876, 'reg_lambda': 0.6008787146581753}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,465] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.2255842695913006, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9599277582969655, 'colsample_bytree': 0.6315301515880389, 'gamma': 1.1392177454585521, 'reg_alpha': 0.35650513987345084, 'reg_lambda': 0.6232657957630173}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,537] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.24580577399040923, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9265892046068269, 'colsample_bytree': 0.6150183255553225, 'gamma': 1.6725506188931751, 'reg_alpha': 0.3166878068845276, 'reg_lambda': 0.5050275638251714}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,630] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 78, 'learning_rate': 0.21445215394284936, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9289141786594239, 'colsample_bytree': 0.6155578821112956, 'gamma': 1.6347907573687541, 'reg_alpha': 0.3077261158801672, 'reg_lambda': 0.5883355264870926}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,697] Trial 136 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 78, 'learning_rate': 0.21262069456071697, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9311110024129512, 'colsample_bytree': 0.6291791097966968, 'gamma': 1.7679939420269406, 'reg_alpha': 0.3114652477775711, 'reg_lambda': 0.5118379054354422}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,797] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.1836841832321729, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.966925745208473, 'colsample_bytree': 0.6196165285063189, 'gamma': 1.6476826979198638, 'reg_alpha': 0.2897863760472327, 'reg_lambda': 0.5967000546492052}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,856] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.2472927512261604, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9588252387888874, 'colsample_bytree': 0.6133959998678116, 'gamma': 1.5554868677417892, 'reg_alpha': 0.3214713396352049, 'reg_lambda': 0.6819216424886293}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:56,959] Trial 139 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.21701540979378536, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9200580686458171, 'colsample_bytree': 0.6050558819511768, 'gamma': 1.5012050986103191, 'reg_alpha': 0.2993489644126004, 'reg_lambda': 0.5035955960335428}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,018] Trial 140 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 64, 'learning_rate': 0.19418369822259712, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9781430833102207, 'colsample_bytree': 0.6425888899490685, 'gamma': 1.8729295355986781, 'reg_alpha': 0.34590557261568783, 'reg_lambda': 0.5796918294014165}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,223] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.24201651588219786, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9447976089732485, 'colsample_bytree': 0.6275694996741105, 'gamma': 1.226642231697105, 'reg_alpha': 0.27061514850285845, 'reg_lambda': 0.6706224082535842}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,311] Trial 142 finished with value: 0.738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.2413513552750453, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9364504326454921, 'colsample_bytree': 0.6292892508030954, 'gamma': 1.6256822957577324, 'reg_alpha': 0.2799000102509796, 'reg_lambda': 0.6534059993023702}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,370] Trial 143 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.22709007772103873, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9689808276494082, 'colsample_bytree': 0.6007838909703421, 'gamma': 1.210351822667877, 'reg_alpha': 0.33032559356641067, 'reg_lambda': 0.7155612539701148}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,491] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 89, 'learning_rate': 0.2546496313367364, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9538395830472135, 'colsample_bytree': 0.6155799625948173, 'gamma': 0.7449355256062594, 'reg_alpha': 0.2608755866713619, 'reg_lambda': 0.560463097021879}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,542] Trial 145 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 23, 'learning_rate': 0.20466996076959046, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9172553473733719, 'colsample_bytree': 0.6377624482046715, 'gamma': 0.9734939031631974, 'reg_alpha': 0.36087458887420126, 'reg_lambda': 0.6075599203121816}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,641] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.2694708634339172, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9603767802622668, 'colsample_bytree': 0.6475127012051186, 'gamma': 1.116778837503702, 'reg_alpha': 0.2406642009017406, 'reg_lambda': 0.818824755901934}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,702] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.2315466920309011, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9398235850732433, 'colsample_bytree': 0.6257087004614134, 'gamma': 1.399877808488088, 'reg_alpha': 0.30284308418023254, 'reg_lambda': 0.6612215271879783}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,830] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.17654406287644095, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9767435314382965, 'colsample_bytree': 0.6257860639319374, 'gamma': 1.4180216111796615, 'reg_alpha': 0.300507202182409, 'reg_lambda': 0.6912391114709211}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:57,898] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.22229235760375832, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9385153577055635, 'colsample_bytree': 0.6526393020379292, 'gamma': 0.8305974446551211, 'reg_alpha': 0.9738507674138699, 'reg_lambda': 0.808012563174793}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:58,091] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 67, 'learning_rate': 0.21437893294769092, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9504687085278358, 'colsample_bytree': 0.6348492125529228, 'gamma': 1.0927811801246499, 'reg_alpha': 0.26508493102855357, 'reg_lambda': 0.648501097913408}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:58,157] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.21213209190551258, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9516993835634405, 'colsample_bytree': 0.6332619206803164, 'gamma': 1.2211720936466874, 'reg_alpha': 0.28087216053776715, 'reg_lambda': 0.6541074920822687}. Best is trial 128 with value: 0.7976190476190477.
[I 2025-11-03 19:20:58,292] Trial 152 finished with value: 0.8214285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.23466351741198568, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9658123414866161, 'colsample_bytree': 0.6243328642192587, 'gamma': 1.0753190933079135, 'reg_alpha': 0.2668850163327692, 'reg_lambda': 0.7248335555464288}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,346] Trial 153 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.1976622870951122, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9428839104319585, 'colsample_bytree': 0.6221516625933614, 'gamma': 1.0843677350619725, 'reg_alpha': 0.2734807077529907, 'reg_lambda': 0.8556759205833766}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,473] Trial 154 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.1643391911496106, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.942473618533332, 'colsample_bytree': 0.6233050218273178, 'gamma': 1.0646605739523316, 'reg_alpha': 0.337916179034017, 'reg_lambda': 0.8762428218020024}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,528] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.19660879000841835, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9510531480749514, 'colsample_bytree': 0.6105154435104935, 'gamma': 0.9833142268587737, 'reg_alpha': 0.30402614989232923, 'reg_lambda': 0.724292497733205}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,633] Trial 156 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 40, 'learning_rate': 0.19379799510991683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9325131872653003, 'colsample_bytree': 0.610597391498062, 'gamma': 0.8737042796475929, 'reg_alpha': 0.3007330383050163, 'reg_lambda': 0.740403086930075}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,689] Trial 157 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.19649511721116872, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9288216995210473, 'colsample_bytree': 0.6186229442989973, 'gamma': 0.6471106399947285, 'reg_alpha': 0.27380732464274454, 'reg_lambda': 0.7903983557152351}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,806] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 29, 'learning_rate': 0.18256765002983452, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9090230585765563, 'colsample_bytree': 0.6063708299708248, 'gamma': 0.8652254100766114, 'reg_alpha': 0.23071181223193912, 'reg_lambda': 0.7205830569039581}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:58,868] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.1424448976078119, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9366399679336221, 'colsample_bytree': 0.6442517217241504, 'gamma': 1.1359541627828917, 'reg_alpha': 0.36800930468537996, 'reg_lambda': 0.6230684859852332}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,027] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.23135494456207842, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9204222606814723, 'colsample_bytree': 0.6247873911978805, 'gamma': 0.5102570888059232, 'reg_alpha': 0.270824820727563, 'reg_lambda': 0.6684930140846508}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,084] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.19828999105688602, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9503774236666819, 'colsample_bytree': 0.6093734508606083, 'gamma': 0.9677140574946482, 'reg_alpha': 0.30831609761916146, 'reg_lambda': 0.721216241556758}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,181] Trial 162 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 47, 'learning_rate': 0.2103350798595627, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9556765084630213, 'colsample_bytree': 0.6002222482256336, 'gamma': 0.9429401652610417, 'reg_alpha': 0.29409811954676657, 'reg_lambda': 0.8431056499706954}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,245] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.20437370438709118, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9575181438748714, 'colsample_bytree': 0.602297333347057, 'gamma': 0.7611203964950706, 'reg_alpha': 0.29866499989457523, 'reg_lambda': 0.8574085468122097}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,341] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.1676916436198756, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9411426482507244, 'colsample_bytree': 0.6109444036877871, 'gamma': 0.926086308388517, 'reg_alpha': 0.3259983626924416, 'reg_lambda': 0.7671849764544809}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,396] Trial 165 finished with value: 0.744047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.18697209650471822, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.972465882700249, 'colsample_bytree': 0.6181513361620121, 'gamma': 0.9933745341311262, 'reg_alpha': 0.3477367235530055, 'reg_lambda': 0.7085925672575509}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,476] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.2338078754009489, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9312867428568694, 'colsample_bytree': 0.6008438169296264, 'gamma': 0.8708908005659776, 'reg_alpha': 0.28247196897758486, 'reg_lambda': 0.8110381944901037}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,535] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.2243923037138084, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9599354105468936, 'colsample_bytree': 0.6244636110656315, 'gamma': 0.7015618555288257, 'reg_alpha': 0.3274215505982838, 'reg_lambda': 0.7418739795631188}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,727] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.20942811393496125, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9453054245192135, 'colsample_bytree': 0.6102316597416734, 'gamma': 1.2390277457849732, 'reg_alpha': 0.23589282550923724, 'reg_lambda': 0.8452279887437434}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,782] Trial 169 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 43, 'learning_rate': 0.23890747670069293, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.964106187877406, 'colsample_bytree': 0.6269111700495782, 'gamma': 4.837786317691469, 'reg_alpha': 0.31080706328594393, 'reg_lambda': 1.2514973601216512}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,871] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 37, 'learning_rate': 0.17968616806849297, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9512621617418666, 'colsample_bytree': 0.6560804573486146, 'gamma': 0.9878946408891932, 'reg_alpha': 0.28985850635719795, 'reg_lambda': 0.6234072931663501}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:20:59,939] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.21543219650808723, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9500612053275216, 'colsample_bytree': 0.6379964898434469, 'gamma': 1.1067806873086323, 'reg_alpha': 0.25449448748113546, 'reg_lambda': 0.6640354922840909}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,034] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.19561000112313542, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9815286241853307, 'colsample_bytree': 0.639693242370869, 'gamma': 1.1697897230354297, 'reg_alpha': 0.2435583467315489, 'reg_lambda': 0.6886269443209809}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,093] Trial 173 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 62, 'learning_rate': 0.21966717169593683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9712908691076173, 'colsample_bytree': 0.6165277718727035, 'gamma': 1.0827921216480043, 'reg_alpha': 0.26262273404142034, 'reg_lambda': 0.580619035896315}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,184] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.21679145966995042, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9729258647928448, 'colsample_bytree': 0.6174701045904263, 'gamma': 1.0573487361658063, 'reg_alpha': 0.3051927014477846, 'reg_lambda': 0.5703338718346705}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,253] Trial 175 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 74, 'learning_rate': 0.19827480617158758, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9572870034208982, 'colsample_bytree': 0.6083761231264065, 'gamma': 0.8481117067683364, 'reg_alpha': 0.25251253375440535, 'reg_lambda': 0.6089290014839557}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,361] Trial 176 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 74, 'learning_rate': 0.15947848700771428, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9550684695382595, 'colsample_bytree': 0.6082304064615943, 'gamma': 0.8391891691653252, 'reg_alpha': 0.2184809838377354, 'reg_lambda': 0.7876698967010001}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,542] Trial 177 finished with value: 0.744047619047619 and parameters: {'n_estimators': 73, 'learning_rate': 0.1608694157830953, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9338028997123683, 'colsample_bytree': 0.6090540839965709, 'gamma': 0.7964649759059543, 'reg_alpha': 0.22103446271953106, 'reg_lambda': 0.7772060806436049}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,665] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.17432977477238598, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9547351578741815, 'colsample_bytree': 0.6000888316872887, 'gamma': 0.5556760019305721, 'reg_alpha': 0.2489123502451105, 'reg_lambda': 0.7337255056875582}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,736] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.18950902628557617, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9399543635295425, 'colsample_bytree': 0.61698702527361, 'gamma': 0.8953420607365665, 'reg_alpha': 0.2290655850595047, 'reg_lambda': 0.8855267582570608}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,840] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.19285955412760294, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9238565113833903, 'colsample_bytree': 0.6155834753353643, 'gamma': 0.8687642338630311, 'reg_alpha': 0.22515758155451235, 'reg_lambda': 1.0391221511574358}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:00,896] Trial 181 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 47, 'learning_rate': 0.15183384294732644, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9421328739544275, 'colsample_bytree': 0.607860757980172, 'gamma': 0.9478611124370993, 'reg_alpha': 0.2546709529105704, 'reg_lambda': 1.12312043722801}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,044] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.14888019035947705, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9380285091099135, 'colsample_bytree': 0.6081380598376883, 'gamma': 0.9376443582615199, 'reg_alpha': 0.1740144644292532, 'reg_lambda': 0.8710122871460606}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,104] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.151379760884012, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.957453942904876, 'colsample_bytree': 0.618451972640393, 'gamma': 0.7745618997765066, 'reg_alpha': 0.2278423013384026, 'reg_lambda': 1.1692249766487917}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,217] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 46, 'learning_rate': 0.12849798391061684, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9657957892045701, 'colsample_bytree': 0.6071982630974877, 'gamma': 0.6400639276852799, 'reg_alpha': 0.21522837477406376, 'reg_lambda': 0.9143873642336564}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,286] Trial 185 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 46, 'learning_rate': 0.12130505279158206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9672734408034075, 'colsample_bytree': 0.6057464248789306, 'gamma': 0.4652423309316529, 'reg_alpha': 0.2142432117227121, 'reg_lambda': 1.1305625270287618}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,460] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.15040620326952564, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9576193803984262, 'colsample_bytree': 0.6184909691455646, 'gamma': 0.49920361448242057, 'reg_alpha': 0.2287740586435585, 'reg_lambda': 1.1914869418792255}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,523] Trial 187 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.1406449374922048, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9813589981831536, 'colsample_bytree': 0.620073628286485, 'gamma': 0.39322545512216184, 'reg_alpha': 0.19186647180879995, 'reg_lambda': 1.204152971254584}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,616] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 27, 'learning_rate': 0.1380312962100447, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9848327030498535, 'colsample_bytree': 0.6221806506579182, 'gamma': 0.1928285548482953, 'reg_alpha': 0.1878464363539798, 'reg_lambda': 1.368405544173655}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,679] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.126291950147886, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9709696227806413, 'colsample_bytree': 0.6187832927691348, 'gamma': 0.3373151383873888, 'reg_alpha': 0.18679521887562806, 'reg_lambda': 1.1935315984616124}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,782] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 34, 'learning_rate': 0.14009873996430064, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9566514273446747, 'colsample_bytree': 0.6010487160222266, 'gamma': 0.6096748427791725, 'reg_alpha': 0.1460614843742835, 'reg_lambda': 1.135742142615205}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,842] Trial 191 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 41, 'learning_rate': 0.15509955682109497, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9764110017715945, 'colsample_bytree': 0.6148151557879115, 'gamma': 0.4302198710127286, 'reg_alpha': 0.22965142552576456, 'reg_lambda': 1.3290706589110397}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:01,973] Trial 192 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 41, 'learning_rate': 0.15665757238523081, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9759778537787953, 'colsample_bytree': 0.6189004712823242, 'gamma': 0.4306309545772939, 'reg_alpha': 0.2301635381363804, 'reg_lambda': 1.2338258300309974}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,039] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.1552701184405475, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9807446300901435, 'colsample_bytree': 0.6178855902614576, 'gamma': 0.3695947350531618, 'reg_alpha': 0.22746722045919143, 'reg_lambda': 1.2342771297407256}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,144] Trial 194 finished with value: 0.761904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.13382038985878003, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9775744106386733, 'colsample_bytree': 0.6131656200104885, 'gamma': 0.40641607684149866, 'reg_alpha': 0.19824434426995993, 'reg_lambda': 1.3281770577104959}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,223] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.11614748702545163, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9883806356685746, 'colsample_bytree': 0.6220891205824193, 'gamma': 0.19989175202669063, 'reg_alpha': 0.7791216838750645, 'reg_lambda': 1.0896103234124916}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,415] Trial 196 finished with value: 0.755952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.1624416009034624, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9699982481546071, 'colsample_bytree': 0.600948906926822, 'gamma': 0.496040262231423, 'reg_alpha': 0.16527818069191796, 'reg_lambda': 1.4476056732342921}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,480] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.15503394534436565, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9579374319677433, 'colsample_bytree': 0.6126574056429535, 'gamma': 0.3117770153343466, 'reg_alpha': 0.2333493843588163, 'reg_lambda': 1.2762851905119672}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,645] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.14650663726459726, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9783323450497927, 'colsample_bytree': 0.6235021131755063, 'gamma': 0.2361515098058969, 'reg_alpha': 0.21215624444099157, 'reg_lambda': 1.1677317658714303}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,702] Trial 199 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 27, 'learning_rate': 0.16972909045025086, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9774128178348804, 'colsample_bytree': 0.6253159677564044, 'gamma': 0.16679929138554966, 'reg_alpha': 0.20854760611156656, 'reg_lambda': 1.3214598557469484}. Best is trial 152 with value: 0.8214285714285714.
[I 2025-11-03 19:21:02,705] A new study created in memory with name: no-name-f916ecb7-4de8-4a4f-9112-2348ce82b0a5
[I 2025-11-03 19:21:02,880] Trial 0 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.0419748551724792, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.920929399921008, 'colsample_bytree': 0.9950119933550055, 'gamma': 1.8318561135953955, 'reg_alpha': 0.37898390934287707, 'reg_lambda': 1.3371254896600424}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:02,929] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 72, 'learning_rate': 0.027041434513628827, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9472325629450467, 'colsample_bytree': 0.6270016125661297, 'gamma': 1.4866138840484144, 'reg_alpha': 0.5829331501195657, 'reg_lambda': 0.7346735403231309}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,056] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.023643190731125086, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8697735495793758, 'colsample_bytree': 0.8030419368201629, 'gamma': 4.240662303287283, 'reg_alpha': 0.8308613977658422, 'reg_lambda': 1.7607478132740313}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,133] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.06645660830859508, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7587010818501386, 'colsample_bytree': 0.6873244923327317, 'gamma': 2.398735711572073, 'reg_alpha': 0.423115560656118, 'reg_lambda': 0.6748244404715699}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,341] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.017999100110782113, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9075591591906483, 'colsample_bytree': 0.9625270487212445, 'gamma': 3.8624979161336723, 'reg_alpha': 0.1673073817957501, 'reg_lambda': 2.28183039243277}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,437] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.038903595397133776, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9360830111903916, 'colsample_bytree': 0.6735392577750943, 'gamma': 4.22361189792322, 'reg_alpha': 0.36844256951969956, 'reg_lambda': 1.3752186127859227}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,537] Trial 6 finished with value: 0.5892857142857143 and parameters: {'n_estimators': 100, 'learning_rate': 0.013384581674949039, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7903327659449408, 'colsample_bytree': 0.9420663463590988, 'gamma': 0.8927579857401186, 'reg_alpha': 0.9926374461345238, 'reg_lambda': 1.3491066848978257}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,634] Trial 7 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 199, 'learning_rate': 0.010621437457580167, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6615602447835055, 'colsample_bytree': 0.8541961344812892, 'gamma': 0.9328220447681679, 'reg_alpha': 0.8124961267037526, 'reg_lambda': 2.2798976540692464}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,871] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.057248847705329516, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.7526237757140257, 'colsample_bytree': 0.626951206293201, 'gamma': 1.8210352993722405, 'reg_alpha': 0.6139517312032196, 'reg_lambda': 1.9185057175697267}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:03,971] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.024615792329683337, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8637263586990127, 'colsample_bytree': 0.7877892570297913, 'gamma': 2.6420760829883227, 'reg_alpha': 0.8257777147979231, 'reg_lambda': 1.1616080317316855}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 19:21:04,116] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.1857309713256516, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.997753397335337, 'colsample_bytree': 0.9890679054846134, 'gamma': 0.11555352707323685, 'reg_alpha': 0.0013098211513830615, 'reg_lambda': 2.5906279737945592}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:21:04,335] Trial 11 finished with value: 0.738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.1964955435564897, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9982383937769516, 'colsample_bytree': 0.9999419216614579, 'gamma': 0.06231059758658015, 'reg_alpha': 0.02850854031778392, 'reg_lambda': 2.866297902863941}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:21:04,450] Trial 12 finished with value: 0.744047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.22745998063816839, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9978179900856802, 'colsample_bytree': 0.9116468757457288, 'gamma': 0.01296816338324236, 'reg_alpha': 0.0063900696609782565, 'reg_lambda': 2.970448438988603}. Best is trial 12 with value: 0.744047619047619.
[I 2025-11-03 19:21:04,707] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.27712173005598556, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9979284616749378, 'colsample_bytree': 0.8885858899601915, 'gamma': 0.1464764160649752, 'reg_alpha': 0.024100772625636244, 'reg_lambda': 2.9257898348935805}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:04,848] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.2943856181713321, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6080489715980841, 'colsample_bytree': 0.8903877663176629, 'gamma': 0.7328687036937386, 'reg_alpha': 0.21376993143427803, 'reg_lambda': 2.9807810078556405}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:04,980] Trial 15 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.1046283377762003, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8385782048270237, 'colsample_bytree': 0.8997868775532541, 'gamma': 3.1326046759326087, 'reg_alpha': 0.18750252174504678, 'reg_lambda': 2.5842042082540493}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,594] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 177, 'learning_rate': 0.12345577241915462, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9736009691233154, 'colsample_bytree': 0.7955670182826518, 'gamma': 0.471133070379252, 'reg_alpha': 0.10601528364703343, 'reg_lambda': 2.5265543200697014}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,736] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.2912752795446801, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6929786259663661, 'colsample_bytree': 0.8436334229646711, 'gamma': 1.3271118125784753, 'reg_alpha': 0.295282326145568, 'reg_lambda': 2.03159592651409}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,804] Trial 18 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.13543803332744198, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8852808114983325, 'colsample_bytree': 0.9044903953558998, 'gamma': 4.8703292352761896, 'reg_alpha': 0.09587417167680302, 'reg_lambda': 2.848668941403566}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:05,946] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.07852371203885654, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9553645158665625, 'colsample_bytree': 0.7316626706635213, 'gamma': 0.45650933609738664, 'reg_alpha': 0.27345390070703857, 'reg_lambda': 2.2212953187660616}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,137] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.08000627939744547, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8279308884282736, 'colsample_bytree': 0.7250784017352123, 'gamma': 1.3386636992007248, 'reg_alpha': 0.29031087116222576, 'reg_lambda': 2.124053391041362}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,283] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.18004446382626182, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9629365677915833, 'colsample_bytree': 0.7401769255366929, 'gamma': 0.03912121813179077, 'reg_alpha': 0.09144351665192385, 'reg_lambda': 2.6873092195808934}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,374] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.24179135602002036, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9702422818910896, 'colsample_bytree': 0.8420043192362545, 'gamma': 0.5209964950543365, 'reg_alpha': 0.23771264089396354, 'reg_lambda': 2.388461425862538}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,494] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.09617933230645509, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9974097138290284, 'colsample_bytree': 0.9323078883172248, 'gamma': 0.4057062136805563, 'reg_alpha': 0.006864206304698549, 'reg_lambda': 2.7427571046086254}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,603] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.1565934673792023, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9151882491529217, 'colsample_bytree': 0.7532401321364925, 'gamma': 1.1354939208824528, 'reg_alpha': 0.12398021856333025, 'reg_lambda': 2.983949015940515}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,762] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.23391133151665072, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9533150825324214, 'colsample_bytree': 0.8789485238671806, 'gamma': 0.4414295091747246, 'reg_alpha': 0.49111238263838064, 'reg_lambda': 2.418303243015677}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,853] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.04201535461139075, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9703455687624434, 'colsample_bytree': 0.8167844429803445, 'gamma': 1.8320612053813805, 'reg_alpha': 0.10466137803167513, 'reg_lambda': 2.1639309995973655}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:06,983] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 224, 'learning_rate': 0.0830629528248591, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.906746195604919, 'colsample_bytree': 0.9286104498159289, 'gamma': 0.002556977656910042, 'reg_alpha': 0.2870676283872702, 'reg_lambda': 1.6391014661365155}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,071] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.1321111864437298, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9370243207246192, 'colsample_bytree': 0.6730215002211194, 'gamma': 0.7345896403191333, 'reg_alpha': 0.05436787138537674, 'reg_lambda': 2.790652523334423}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,155] Trial 29 finished with value: 0.693452380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.1405038129175556, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9309583443957573, 'colsample_bytree': 0.6841080051208538, 'gamma': 1.8600869949794636, 'reg_alpha': 0.35561515770437274, 'reg_lambda': 2.751710089243992}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,382] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.11095660696309924, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8908048348385914, 'colsample_bytree': 0.7091168468147442, 'gamma': 2.379849862655829, 'reg_alpha': 0.4325664605345926, 'reg_lambda': 1.8409603976539402}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,507] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 190, 'learning_rate': 0.22328506621432553, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9315474404177198, 'colsample_bytree': 0.6004253912647212, 'gamma': 0.6076723079274313, 'reg_alpha': 0.05348836201787441, 'reg_lambda': 2.9889432675182017}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,602] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.17184728007348313, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9744303570477014, 'colsample_bytree': 0.6426162355032622, 'gamma': 1.0267845849767552, 'reg_alpha': 0.17598629795481208, 'reg_lambda': 2.814447731293741}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,840] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.2492353015787027, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9456365664426465, 'colsample_bytree': 0.7703285720679255, 'gamma': 0.19446439670065507, 'reg_alpha': 0.07201795215414648, 'reg_lambda': 2.516572209548556}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:07,935] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.0710255218383255, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8560066058844186, 'colsample_bytree': 0.7684524048832364, 'gamma': 0.3017743338519172, 'reg_alpha': 0.24611152325414687, 'reg_lambda': 2.559223061748086}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,051] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.29674563324345693, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9426455802353577, 'colsample_bytree': 0.6605012760663916, 'gamma': 0.7433910544235534, 'reg_alpha': 0.08330129464409722, 'reg_lambda': 2.304493232056244}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,168] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.04750824916705175, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.893897337882601, 'colsample_bytree': 0.7095584944516131, 'gamma': 1.5679409036310599, 'reg_alpha': 0.15573618161351752, 'reg_lambda': 2.458235912262963}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,438] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.14413608634666594, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9185093973645747, 'colsample_bytree': 0.7675481835559682, 'gamma': 0.3285825049560721, 'reg_alpha': 0.6992845665018516, 'reg_lambda': 2.646413612518755}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,566] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.09129495076723126, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.805359759809977, 'colsample_bytree': 0.7005038714573572, 'gamma': 3.327475572402503, 'reg_alpha': 0.3295322355894488, 'reg_lambda': 0.8805984426738227}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,684] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 80, 'learning_rate': 0.06147028343207034, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9556018573510698, 'colsample_bytree': 0.8154840458472586, 'gamma': 1.135292690890505, 'reg_alpha': 0.05816485984576478, 'reg_lambda': 2.1970050013947637}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,771] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.11996653929003724, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8755786829499661, 'colsample_bytree': 0.7291988027976224, 'gamma': 0.7756954510526439, 'reg_alpha': 0.4205605141047909, 'reg_lambda': 2.023399759124732}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:08,903] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.2226482649075603, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.983916948131544, 'colsample_bytree': 0.8671879679589829, 'gamma': 0.26371763500659356, 'reg_alpha': 0.1563566957753062, 'reg_lambda': 2.8419022235756453}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:09,012] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 203, 'learning_rate': 0.2585890152412154, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9442994951143765, 'colsample_bytree': 0.7733929661645187, 'gamma': 0.2037589148977001, 'reg_alpha': 0.004219932268344176, 'reg_lambda': 2.6958092950085515}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:21:09,103] Trial 43 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.2082012022948771, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9887456372522632, 'colsample_bytree': 0.6548324802733786, 'gamma': 0.6070832090960621, 'reg_alpha': 0.04903551858031027, 'reg_lambda': 1.618064767077484}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,295] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.032252085974520464, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9549928046229331, 'colsample_bytree': 0.6608210921013848, 'gamma': 0.9359675563033333, 'reg_alpha': 0.13581758820799203, 'reg_lambda': 1.4245390952973758}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,398] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.18835381400790235, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9827421273169709, 'colsample_bytree': 0.6261059075912369, 'gamma': 0.5953760944710047, 'reg_alpha': 0.05044678002147218, 'reg_lambda': 1.5490184384739059}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,551] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.18048165438869376, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.982745460634646, 'colsample_bytree': 0.6290282647923336, 'gamma': 1.5735751084726546, 'reg_alpha': 0.05418776753989951, 'reg_lambda': 1.6042922058352072}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,647] Trial 47 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 211, 'learning_rate': 0.2056718682043558, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9323407673423735, 'colsample_bytree': 0.6499668383470192, 'gamma': 2.114458580240108, 'reg_alpha': 0.19648848490594695, 'reg_lambda': 1.0088937282287962}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,786] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.15923308621943635, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9852963074334258, 'colsample_bytree': 0.6101985979428688, 'gamma': 0.6402595263714456, 'reg_alpha': 0.03590332505631305, 'reg_lambda': 1.6401103017500973}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:09,886] Trial 49 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.2510526114635089, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7436331436723966, 'colsample_bytree': 0.6229231497443857, 'gamma': 1.2947111683163977, 'reg_alpha': 0.6240131877709114, 'reg_lambda': 1.492595191514141}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,021] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.20223156902101894, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9082941795612164, 'colsample_bytree': 0.6717250952825164, 'gamma': 0.8319084289932323, 'reg_alpha': 0.8782400255259675, 'reg_lambda': 1.292509397459306}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,117] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.263055103077754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9494929039710787, 'colsample_bytree': 0.6835097807248255, 'gamma': 0.6101787844188098, 'reg_alpha': 0.06651057455657641, 'reg_lambda': 1.8007086905793477}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,334] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.12515174949313335, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9947297060311434, 'colsample_bytree': 0.6402634881948878, 'gamma': 0.18900263798191766, 'reg_alpha': 0.23125093611178482, 'reg_lambda': 1.2622272502428995}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,436] Trial 53 finished with value: 0.755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.1603851036777867, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9883232440439418, 'colsample_bytree': 0.6384894579720597, 'gamma': 0.19614460336369077, 'reg_alpha': 0.1160650181872121, 'reg_lambda': 1.2138935106102}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,569] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.15637452263425175, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9758467854252464, 'colsample_bytree': 0.6173800215142887, 'gamma': 0.22285532819913625, 'reg_alpha': 0.1135865617711626, 'reg_lambda': 1.1414010296033716}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,664] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 216, 'learning_rate': 0.20063042913288462, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.99793813110998, 'colsample_bytree': 0.6580833221621117, 'gamma': 0.9425909664518087, 'reg_alpha': 0.03214414455722342, 'reg_lambda': 0.6367684433290152}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,804] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.16918461598174256, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9633786510052911, 'colsample_bytree': 0.977487578737566, 'gamma': 0.5288571542670376, 'reg_alpha': 0.14233497714793364, 'reg_lambda': 1.500597323632881}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:10,899] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.01816945782750556, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7079855247956828, 'colsample_bytree': 0.6335189996812733, 'gamma': 0.005053892226583229, 'reg_alpha': 0.07583201846838408, 'reg_lambda': 0.5060464569444568}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,027] Trial 58 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 184, 'learning_rate': 0.26005138494244884, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6052402822257162, 'colsample_bytree': 0.6732526764115037, 'gamma': 2.8186167132803757, 'reg_alpha': 0.0007783221965300471, 'reg_lambda': 1.1405139984920496}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,111] Trial 59 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.21374917031366514, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9292245753689657, 'colsample_bytree': 0.6001611389495609, 'gamma': 4.06593408941008, 'reg_alpha': 0.19689734507698897, 'reg_lambda': 1.7486169164591558}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,378] Trial 60 finished with value: 0.6041666666666666 and parameters: {'n_estimators': 148, 'learning_rate': 0.29797771917960414, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9855228345824328, 'colsample_bytree': 0.9565412612207317, 'gamma': 4.66408817519784, 'reg_alpha': 0.10199368110528699, 'reg_lambda': 0.9563756145979753}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,482] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.12977437710447773, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9947036689190341, 'colsample_bytree': 0.639642515615304, 'gamma': 0.1562711633804666, 'reg_alpha': 0.22937785315386564, 'reg_lambda': 1.2684584702599648}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,625] Trial 62 finished with value: 0.744047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.11914207346708663, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9665417301308878, 'colsample_bytree': 0.6478788312642301, 'gamma': 0.37381578837893115, 'reg_alpha': 0.032534284990191176, 'reg_lambda': 1.209314424376682}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:21:11,730] Trial 63 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.1024400513695515, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.987384857742299, 'colsample_bytree': 0.6175629049397655, 'gamma': 0.2345084027712481, 'reg_alpha': 0.1332138746880896, 'reg_lambda': 1.386977518027403}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:11,857] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.10699821712194231, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9804417521458337, 'colsample_bytree': 0.6932295685445324, 'gamma': 0.7306487356571231, 'reg_alpha': 0.11572408412827805, 'reg_lambda': 1.4632444071594886}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:11,953] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.18477566491431283, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9600977065632894, 'colsample_bytree': 0.613921690308046, 'gamma': 0.4842878145786781, 'reg_alpha': 0.0758622743092347, 'reg_lambda': 1.5789910733347292}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,082] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.09605140940027088, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9416199320082594, 'colsample_bytree': 0.8337524000975745, 'gamma': 1.1387377661043494, 'reg_alpha': 0.17039729774813922, 'reg_lambda': 2.895853465140676}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,171] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.13662408992063207, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9687271975369324, 'colsample_bytree': 0.6668198581489986, 'gamma': 0.6173411071347185, 'reg_alpha': 0.13497901319996514, 'reg_lambda': 1.692891905565408}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,302] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.16395567433549582, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9996366028774699, 'colsample_bytree': 0.7138449831512909, 'gamma': 0.3747348065551191, 'reg_alpha': 0.029694725561781182, 'reg_lambda': 1.3714187014612575}. Best is trial 63 with value: 0.7619047619047619.
[I 2025-11-03 19:21:12,516] Trial 69 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 216, 'learning_rate': 0.14693041523901818, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9855054837110313, 'colsample_bytree': 0.6224964040695043, 'gamma': 0.10847505509742383, 'reg_alpha': 0.08466650661339525, 'reg_lambda': 1.999079690940853}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:12,681] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.1424040731982377, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9246591696816175, 'colsample_bytree': 0.6110743333479068, 'gamma': 0.05760198834696485, 'reg_alpha': 0.09222665201547053, 'reg_lambda': 2.0197489409948504}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:12,791] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.1916678320522561, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9870604294981163, 'colsample_bytree': 0.6261070995684462, 'gamma': 0.17849371234935432, 'reg_alpha': 0.06072666033603391, 'reg_lambda': 1.8746790040625012}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:12,923] Trial 72 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.15152191801387002, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9765827979267726, 'colsample_bytree': 0.6526272548096953, 'gamma': 0.4205245642995602, 'reg_alpha': 0.03623985210255345, 'reg_lambda': 1.953883218008715}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,022] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.23126688213875282, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.94781285130453, 'colsample_bytree': 0.6297965587385281, 'gamma': 0.35579203999491327, 'reg_alpha': 0.13055075442322805, 'reg_lambda': 1.5527732097526108}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,140] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.1825288390444117, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9631489174755752, 'colsample_bytree': 0.7508904699799479, 'gamma': 0.6641145349618278, 'reg_alpha': 0.08437926843509906, 'reg_lambda': 2.923071468235308}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,247] Trial 75 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 221, 'learning_rate': 0.2699393616761501, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9871280741169786, 'colsample_bytree': 0.6071954757965081, 'gamma': 3.579423245501366, 'reg_alpha': 0.17451777483888548, 'reg_lambda': 2.774485768325589}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,457] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.2360656974297139, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9730528806686832, 'colsample_bytree': 0.6841232483202149, 'gamma': 0.0941576800563857, 'reg_alpha': 0.2653997776452923, 'reg_lambda': 2.5144303339862253}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,564] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.11006154414252109, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9045160271471736, 'colsample_bytree': 0.6387790216676571, 'gamma': 0.8917162283140689, 'reg_alpha': 0.2065619860805692, 'reg_lambda': 2.3280890223853983}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,717] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.21281848318790256, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9418933646207373, 'colsample_bytree': 0.9133042985448521, 'gamma': 0.25978661164623507, 'reg_alpha': 0.002112438259038202, 'reg_lambda': 2.635038869866761}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,816] Trial 79 finished with value: 0.738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.21681197377445383, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9428968428366287, 'colsample_bytree': 0.9121842401188791, 'gamma': 0.27281815512814905, 'reg_alpha': 0.005427420714318301, 'reg_lambda': 2.6155646708529896}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:13,921] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.27226538096397973, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9546731816946641, 'colsample_bytree': 0.8776439771288439, 'gamma': 0.4844872926179248, 'reg_alpha': 0.10790218056798423, 'reg_lambda': 2.7077320205215845}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,023] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.19531339449994814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9886571858944804, 'colsample_bytree': 0.9388818776499999, 'gamma': 0.2797820581712102, 'reg_alpha': 0.04017536535570082, 'reg_lambda': 1.717961477548982}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,166] Trial 82 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 204, 'learning_rate': 0.1697013991181504, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.780738814893135, 'colsample_bytree': 0.9027496144972285, 'gamma': 0.002388472250749424, 'reg_alpha': 0.0647660693222025, 'reg_lambda': 1.0691319050805026}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,296] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.011037262043235905, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9156541999775508, 'colsample_bytree': 0.9265062868259766, 'gamma': 0.5438289478466745, 'reg_alpha': 0.019668886642045608, 'reg_lambda': 1.404698012793645}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,533] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.15021774740389646, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9377969594886244, 'colsample_bytree': 0.8566302709179487, 'gamma': 1.035469628228848, 'reg_alpha': 0.15273105574173954, 'reg_lambda': 2.805725418852454}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,647] Trial 85 finished with value: 0.7232142857142856 and parameters: {'n_estimators': 214, 'learning_rate': 0.2413339284076545, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9730896379332372, 'colsample_bytree': 0.9180466397525027, 'gamma': 0.7566642877637044, 'reg_alpha': 0.9946326001157411, 'reg_lambda': 2.5065934247656756}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,856] Trial 86 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 158, 'learning_rate': 0.050476907574414115, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.957244441267265, 'colsample_bytree': 0.8830947539196433, 'gamma': 0.1758929125253011, 'reg_alpha': 0.05065757050316161, 'reg_lambda': 1.335947810253205}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:14,957] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.08638648209424238, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8356362492163867, 'colsample_bytree': 0.7881340180294609, 'gamma': 0.3558656270761156, 'reg_alpha': 0.5506489093314839, 'reg_lambda': 2.9285802248051387}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,095] Trial 88 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.27942484043488963, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9814223238149699, 'colsample_bytree': 0.6218546613280949, 'gamma': 0.1444920416005852, 'reg_alpha': 0.09508543929336534, 'reg_lambda': 2.4344763400225142}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,198] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.21375809613337984, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6437710383952651, 'colsample_bytree': 0.665505343494597, 'gamma': 0.6006343780215171, 'reg_alpha': 0.07660798902610896, 'reg_lambda': 2.3703960715482078}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,308] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.17668819666977695, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9996073135490239, 'colsample_bytree': 0.8919519900284555, 'gamma': 0.4855843045014018, 'reg_alpha': 0.0005494587631044504, 'reg_lambda': 2.6611171664341513}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,416] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.12854700812975714, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9893216245242512, 'colsample_bytree': 0.6449149147200863, 'gamma': 0.22398969259931134, 'reg_alpha': 0.12233370746500936, 'reg_lambda': 1.2392872264357702}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,664] Trial 92 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 171, 'learning_rate': 0.11614435589246719, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9907366195282061, 'colsample_bytree': 0.65240127000138, 'gamma': 0.26992791861554366, 'reg_alpha': 0.13077535661599304, 'reg_lambda': 1.3291908340870353}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,769] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.12781566300120856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9667893139284387, 'colsample_bytree': 0.6346059587753855, 'gamma': 0.8168516137925724, 'reg_alpha': 0.05898741761112422, 'reg_lambda': 1.653753599373664}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,914] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.07537233906637161, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9774454258567832, 'colsample_bytree': 0.9545865693246186, 'gamma': 0.09690920659668395, 'reg_alpha': 0.11894494814181769, 'reg_lambda': 1.5285592210548211}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:15,963] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.13591569972430842, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9510645064022909, 'colsample_bytree': 0.6471587363422899, 'gamma': 0.4156314961271715, 'reg_alpha': 0.1650676564955948, 'reg_lambda': 1.2127066955709256}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,099] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.14836681097928045, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9910954256562562, 'colsample_bytree': 0.6184664244091688, 'gamma': 0.2682282718441189, 'reg_alpha': 0.01986176029103777, 'reg_lambda': 1.0809135027392762}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,210] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.09842922628441002, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9617739198778295, 'colsample_bytree': 0.8050586716792867, 'gamma': 0.6537157788593903, 'reg_alpha': 0.047016634607968406, 'reg_lambda': 2.8560041106204985}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,344] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 208, 'learning_rate': 0.1627275322578519, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.936025687803467, 'colsample_bytree': 0.6996902572111308, 'gamma': 0.10521423474813199, 'reg_alpha': 0.6870215269370175, 'reg_lambda': 1.4203043267703337}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,433] Trial 99 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 152, 'learning_rate': 0.2015900852584606, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8538854111714314, 'colsample_bytree': 0.6747115728003923, 'gamma': 0.5261776245470957, 'reg_alpha': 0.08908564934475328, 'reg_lambda': 2.114735877131627}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,558] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.24688579363228688, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9790968925008232, 'colsample_bytree': 0.6567701476456878, 'gamma': 0.7161282710507211, 'reg_alpha': 0.9070295156341586, 'reg_lambda': 1.4588110921684274}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,781] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.10028239210554143, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9913466443478126, 'colsample_bytree': 0.6416546575837219, 'gamma': 0.18797592259846002, 'reg_alpha': 0.14833177039830106, 'reg_lambda': 1.2355790193283849}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:16,930] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.1158078343253809, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.999074260586602, 'colsample_bytree': 0.6074749703866846, 'gamma': 0.35010702525999, 'reg_alpha': 0.22207641824522206, 'reg_lambda': 1.179420768451092}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:17,037] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.12594667352469555, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.96996819280844, 'colsample_bytree': 0.6296721639749844, 'gamma': 0.0239401930062767, 'reg_alpha': 0.07684780822847216, 'reg_lambda': 1.2728578825544778}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:17,179] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.13320829175916313, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9823183280565907, 'colsample_bytree': 0.6426602462519029, 'gamma': 0.15681291873605813, 'reg_alpha': 0.11636699214547906, 'reg_lambda': 1.088739254666075}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:21:17,282] Trial 105 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.17433283297725738, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9894111601674619, 'colsample_bytree': 0.6230262976490026, 'gamma': 0.4377179004438889, 'reg_alpha': 0.18896471477145543, 'reg_lambda': 1.6023729493228713}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,415] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.18856426226507764, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9495495354725833, 'colsample_bytree': 0.6184061344337111, 'gamma': 1.0156029703887368, 'reg_alpha': 0.01875099783698591, 'reg_lambda': 1.5954366648646365}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,526] Trial 107 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 227, 'learning_rate': 0.2218940296395825, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9255266035959462, 'colsample_bytree': 0.6232948634577234, 'gamma': 0.4210119929698912, 'reg_alpha': 0.18120642190435832, 'reg_lambda': 2.595906483116844}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,743] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.16971802627699673, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.963723804349346, 'colsample_bytree': 0.6011083234665882, 'gamma': 0.5884286509774543, 'reg_alpha': 0.048429621466301885, 'reg_lambda': 1.8146109413499671}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,839] Trial 109 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.15714669778713727, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.899768907314538, 'colsample_bytree': 0.8334069696380314, 'gamma': 2.2129712212176176, 'reg_alpha': 0.021152907937646813, 'reg_lambda': 1.4938114254391204}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:17,989] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 166, 'learning_rate': 0.14295941267037263, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9751213170010127, 'colsample_bytree': 0.6328386656100965, 'gamma': 0.270616302079615, 'reg_alpha': 0.10096744046191176, 'reg_lambda': 2.7521792951023607}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,081] Trial 111 finished with value: 0.744047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.17804516785967378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9920143968350459, 'colsample_bytree': 0.6791165155899488, 'gamma': 0.342372315771231, 'reg_alpha': 0.14877070417589544, 'reg_lambda': 1.3199291526184571}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,212] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.20785062683106229, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9847670848170145, 'colsample_bytree': 0.6435600194631911, 'gamma': 2.7288544949474747, 'reg_alpha': 0.20358483889984136, 'reg_lambda': 1.0074552117900866}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,379] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 190, 'learning_rate': 0.1227941165799552, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9996056652720313, 'colsample_bytree': 0.6345547743692801, 'gamma': 0.20103300611783168, 'reg_alpha': 0.06931407796332123, 'reg_lambda': 1.3761579856524502}. Best is trial 105 with value: 0.7738095238095238.
[I 2025-11-03 19:21:18,505] Trial 114 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 185, 'learning_rate': 0.19245702819749183, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9709029229628532, 'colsample_bytree': 0.6625365912819802, 'gamma': 0.45279652369698037, 'reg_alpha': 0.06466207160138551, 'reg_lambda': 1.3810358342158982}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:18,609] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.23380095526000008, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9709868566036765, 'colsample_bytree': 0.6590471047935562, 'gamma': 0.4872597451841912, 'reg_alpha': 0.08279148445524327, 'reg_lambda': 1.4214613184506757}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:18,769] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.06477126805906915, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9588164161175107, 'colsample_bytree': 0.6665022804496703, 'gamma': 0.10435035196780004, 'reg_alpha': 0.06698501207099887, 'reg_lambda': 1.3854248251624002}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:18,959] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.08873490628042642, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.991364957815288, 'colsample_bytree': 0.6660817430403304, 'gamma': 0.04949132001222786, 'reg_alpha': 0.32206454398010276, 'reg_lambda': 1.3856143657415252}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,128] Trial 118 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.029930166032602675, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9635415547922779, 'colsample_bytree': 0.6882725733904225, 'gamma': 0.25354826036179695, 'reg_alpha': 0.12316364675502034, 'reg_lambda': 0.8180702183269456}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,277] Trial 119 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.029262067024932916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999841526874482, 'colsample_bytree': 0.6511262962910183, 'gamma': 0.24927589025514485, 'reg_alpha': 0.12461330796364706, 'reg_lambda': 0.8732553032566721}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,462] Trial 120 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 211, 'learning_rate': 0.03488507519386991, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999100527336219, 'colsample_bytree': 0.6910310628656509, 'gamma': 0.2717476452040579, 'reg_alpha': 0.1266179734047317, 'reg_lambda': 0.8065402393964566}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,603] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.02915761964746039, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9790449417456857, 'colsample_bytree': 0.6493365507102847, 'gamma': 0.24228477428606443, 'reg_alpha': 0.13102165057439366, 'reg_lambda': 0.7895048493328016}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,768] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.03823433227976415, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9592124427563146, 'colsample_bytree': 0.7000929680296115, 'gamma': 0.41600746626040425, 'reg_alpha': 0.10741863011276351, 'reg_lambda': 0.8119211468718116}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:19,917] Trial 123 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.024318131915232705, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9979967010293509, 'colsample_bytree': 0.6888206814204776, 'gamma': 0.11768716198585324, 'reg_alpha': 0.13112162882169437, 'reg_lambda': 0.6172424978091134}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,278] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 225, 'learning_rate': 0.023077607783020603, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999565587812712, 'colsample_bytree': 0.7167273431803383, 'gamma': 0.3076878397856558, 'reg_alpha': 0.1833034039803807, 'reg_lambda': 0.6576778375441681}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,442] Trial 125 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.02122765190747998, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9982223746547898, 'colsample_bytree': 0.6924835991454662, 'gamma': 0.005624539974347281, 'reg_alpha': 0.1853886427782877, 'reg_lambda': 0.666765113439082}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,648] Trial 126 finished with value: 0.761904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.019808172719553985, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9995268324585718, 'colsample_bytree': 0.6923824357633526, 'gamma': 0.01550402428077971, 'reg_alpha': 0.17653720355812327, 'reg_lambda': 0.6966575535861272}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:20,819] Trial 127 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 248, 'learning_rate': 0.021359274868463302, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9980091508500258, 'colsample_bytree': 0.7168559913181611, 'gamma': 0.03285957800840445, 'reg_alpha': 0.1866144485088869, 'reg_lambda': 0.5646888885658725}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,035] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.020733984588368518, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.997090067446989, 'colsample_bytree': 0.719134392080252, 'gamma': 0.013279214295895826, 'reg_alpha': 0.2606694649063635, 'reg_lambda': 0.5833167111927009}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,197] Trial 129 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.021777815893498413, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9972129231495834, 'colsample_bytree': 0.7186283675823315, 'gamma': 0.04650460141857602, 'reg_alpha': 0.25072787159519566, 'reg_lambda': 0.6177671067265944}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,484] Trial 130 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.02081183783457848, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9988571462477446, 'colsample_bytree': 0.7175277979718593, 'gamma': 0.03810788422812847, 'reg_alpha': 0.24220450734802018, 'reg_lambda': 0.638272094881962}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,655] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.02112852801405644, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9991527867389726, 'colsample_bytree': 0.7171094128165452, 'gamma': 0.013945002740052026, 'reg_alpha': 0.2507683020753107, 'reg_lambda': 0.6192834570530702}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:21,961] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.02380886810866104, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9986110314127763, 'colsample_bytree': 0.7210759181726736, 'gamma': 0.10784954887115417, 'reg_alpha': 0.3056956562276913, 'reg_lambda': 0.5416433413365687}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,126] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.02502638273684192, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9988619887924365, 'colsample_bytree': 0.7395511533736336, 'gamma': 0.11907280225674635, 'reg_alpha': 0.3054108264201669, 'reg_lambda': 0.5336696036679077}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,334] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.015827559014980293, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9801888442148757, 'colsample_bytree': 0.7219465618938715, 'gamma': 0.0018647990608280061, 'reg_alpha': 0.2604294011240952, 'reg_lambda': 0.6271752859629863}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,491] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 228, 'learning_rate': 0.022670960900030353, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9928581720054206, 'colsample_bytree': 0.7340835068315903, 'gamma': 0.13397930213158066, 'reg_alpha': 0.2381295199653192, 'reg_lambda': 0.5671518615442659}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,671] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.02607794840123065, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.985169440142706, 'colsample_bytree': 0.7245310796978944, 'gamma': 0.34918228248853, 'reg_alpha': 0.36296548637424897, 'reg_lambda': 0.7422398565224873}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:22,836] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.01711165331617289, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9998866469591428, 'colsample_bytree': 0.7077626166965845, 'gamma': 0.10909976078108621, 'reg_alpha': 0.2868559136379706, 'reg_lambda': 0.5844746274088268}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,017] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.022990088926489776, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9722841516350729, 'colsample_bytree': 0.7510308158865053, 'gamma': 0.3293253692560676, 'reg_alpha': 0.20998144849897243, 'reg_lambda': 0.6817080307717239}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,277] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.01999604783154797, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9921808682590936, 'colsample_bytree': 0.7120957010096278, 'gamma': 0.1252326968749931, 'reg_alpha': 0.19670821815145742, 'reg_lambda': 0.8780678854387196}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,462] Trial 140 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 225, 'learning_rate': 0.03456596375601772, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9811836506527291, 'colsample_bytree': 0.7082559983806838, 'gamma': 0.002041851965171801, 'reg_alpha': 0.2834663933621563, 'reg_lambda': 0.7343844579857985}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,618] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.025890801178783805, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997322956728351, 'colsample_bytree': 0.7437535122227973, 'gamma': 0.13717568323813634, 'reg_alpha': 0.3202058356276453, 'reg_lambda': 0.5047589971223082}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,815] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.024214388509291567, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9926683039488814, 'colsample_bytree': 0.743160955233097, 'gamma': 0.18879814246951823, 'reg_alpha': 0.30370572020279063, 'reg_lambda': 0.5581542680533143}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:23,946] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.02828419439962282, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9851854419730781, 'colsample_bytree': 0.7357897443937049, 'gamma': 0.4500729579467602, 'reg_alpha': 0.22519062496489817, 'reg_lambda': 0.5432719375568872}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,150] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.02172059956993693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9760108369140867, 'colsample_bytree': 0.7025179327791599, 'gamma': 0.10445784497617788, 'reg_alpha': 0.3943670349538131, 'reg_lambda': 0.6597078338533234}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,289] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.017338280919668495, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998887617874135, 'colsample_bytree': 0.7188423513523202, 'gamma': 0.33165252636811754, 'reg_alpha': 0.26733943473615457, 'reg_lambda': 0.7108295481968416}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,586] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.01956736162396668, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9913535486034325, 'colsample_bytree': 0.7315640547552971, 'gamma': 0.23737312528475069, 'reg_alpha': 0.3381611767352158, 'reg_lambda': 0.606417585226974}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,732] Trial 147 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.02607571030972055, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8094207552964555, 'colsample_bytree': 0.6999693643255886, 'gamma': 0.09932181087187253, 'reg_alpha': 0.24147730109084922, 'reg_lambda': 0.8658734042352436}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:24,882] Trial 148 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.015820871748501487, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9838627106833246, 'colsample_bytree': 0.7589805456019202, 'gamma': 7.613364710404302e-06, 'reg_alpha': 0.18804788903885236, 'reg_lambda': 0.7713181297473388}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,013] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.032993700755135594, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9710964975381969, 'colsample_bytree': 0.6949431064477266, 'gamma': 0.42556435692819067, 'reg_alpha': 0.4812181160107845, 'reg_lambda': 0.6708205695532401}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,146] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.02407158615227047, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998686938347657, 'colsample_bytree': 0.726181739078602, 'gamma': 0.3092011044125991, 'reg_alpha': 0.2977035919244255, 'reg_lambda': 0.509697993052995}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,344] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.018220462199645595, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9934705654033608, 'colsample_bytree': 0.7092986674222201, 'gamma': 0.12082934546127536, 'reg_alpha': 0.27935677555721894, 'reg_lambda': 0.5914873363027159}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,510] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.021420886695733506, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9872936973106098, 'colsample_bytree': 0.6848325843159576, 'gamma': 0.19013351627397368, 'reg_alpha': 0.16569222925212534, 'reg_lambda': 0.5610541635176489}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:25,837] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.0213577110526072, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9854062485628041, 'colsample_bytree': 0.6859100434814426, 'gamma': 0.19601854233819904, 'reg_alpha': 0.171571724577331, 'reg_lambda': 0.6339723332527826}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,003] Trial 154 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.021114722271260072, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9790466746761167, 'colsample_bytree': 0.6797569550024457, 'gamma': 0.21887242031530157, 'reg_alpha': 0.16660624921454506, 'reg_lambda': 0.6486250911020254}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,303] Trial 155 finished with value: 0.755952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.020933949988592854, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9772422920898013, 'colsample_bytree': 0.6773485878309742, 'gamma': 0.24163754003150262, 'reg_alpha': 0.16171887431892124, 'reg_lambda': 0.648288207150311}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,441] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.022786632708306106, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9846271512123282, 'colsample_bytree': 0.6813410611044703, 'gamma': 0.5265487720559037, 'reg_alpha': 0.1666164666909099, 'reg_lambda': 0.9377884440484223}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,583] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 223, 'learning_rate': 0.01885282486864757, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9694960127963466, 'colsample_bytree': 0.6900364593871587, 'gamma': 3.0373967701190514, 'reg_alpha': 0.21550673492213554, 'reg_lambda': 0.7305595757308084}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,728] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.027535738046249935, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9881795459820663, 'colsample_bytree': 0.6831126455724905, 'gamma': 0.360835283758834, 'reg_alpha': 0.18881127163386424, 'reg_lambda': 0.6259129418477315}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:26,929] Trial 159 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.021411016835205545, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7236709398942825, 'colsample_bytree': 0.6706894971836856, 'gamma': 0.19812221133336472, 'reg_alpha': 0.14741134980262385, 'reg_lambda': 0.6946661891218342}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,208] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.016873492092334363, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.97957382236756, 'colsample_bytree': 0.7041663583926964, 'gamma': 0.27820200960278535, 'reg_alpha': 0.17908696632745777, 'reg_lambda': 0.7621247099397674}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,428] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 235, 'learning_rate': 0.023536641826767173, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9913459161127203, 'colsample_bytree': 0.6889548751635448, 'gamma': 0.19143075068505494, 'reg_alpha': 0.21922196016023443, 'reg_lambda': 0.5562193805222548}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,596] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.020457945618152312, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9876446201137585, 'colsample_bytree': 0.7187877168326142, 'gamma': 0.08708496832255112, 'reg_alpha': 0.24976805176644817, 'reg_lambda': 0.5974318270066196}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,780] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 240, 'learning_rate': 0.022544397384597716, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9759479278302255, 'colsample_bytree': 0.6964672668978701, 'gamma': 0.3936897228863566, 'reg_alpha': 0.15883386176004008, 'reg_lambda': 0.6647878099736307}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:27,935] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.019089165110963244, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9927402774290272, 'colsample_bytree': 0.7143475078577926, 'gamma': 0.29166073248731117, 'reg_alpha': 0.19761796021080882, 'reg_lambda': 0.8150355269253817}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,118] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.031038051464316676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.984167827416379, 'colsample_bytree': 0.6782938511023555, 'gamma': 0.19279941715329071, 'reg_alpha': 0.15322189340331238, 'reg_lambda': 0.5766601066967908}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,255] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 218, 'learning_rate': 0.031155816942019195, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9689216671984943, 'colsample_bytree': 0.6775486459877812, 'gamma': 0.49769210009475107, 'reg_alpha': 0.13652138524037716, 'reg_lambda': 0.6339706616102101}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,435] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.035063866806615246, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9819265505830188, 'colsample_bytree': 0.6841908594372605, 'gamma': 0.003093511402409155, 'reg_alpha': 0.1522379449153448, 'reg_lambda': 0.7243279485148773}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,698] Trial 168 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.04262594446756744, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848397756411162, 'colsample_bytree': 0.6710211861363083, 'gamma': 0.20884214367640588, 'reg_alpha': 0.17727491462566808, 'reg_lambda': 0.5046878912896782}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,846] Trial 169 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.02773456452787551, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9743015797755631, 'colsample_bytree': 0.6630315388778188, 'gamma': 1.6646664899599277, 'reg_alpha': 0.20588365518389973, 'reg_lambda': 0.5801863525156529}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:28,944] Trial 170 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.02863431050840295, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6752512893271134, 'colsample_bytree': 0.6544060802807743, 'gamma': 0.40710313263130427, 'reg_alpha': 0.19571599541632168, 'reg_lambda': 1.9357367344070726}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,103] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.021906462691460387, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9764551172577322, 'colsample_bytree': 0.6596431965026046, 'gamma': 2.122921707864293, 'reg_alpha': 0.218813734735824, 'reg_lambda': 0.590555014554514}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,217] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.026577576165858863, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9921859051743166, 'colsample_bytree': 0.6907019262245662, 'gamma': 1.6644979362948673, 'reg_alpha': 0.16811190261104275, 'reg_lambda': 0.665487794249536}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,364] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 216, 'learning_rate': 0.024331112267054752, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9854889079257841, 'colsample_bytree': 0.6641331970036225, 'gamma': 2.5456984521287978, 'reg_alpha': 0.14306589482344334, 'reg_lambda': 0.5811168542890384}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,502] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.030268089476535687, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9658428173696614, 'colsample_bytree': 0.6726956662043427, 'gamma': 0.16644779158976686, 'reg_alpha': 0.09700432773982592, 'reg_lambda': 0.7009559252779372}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:29,886] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 225, 'learning_rate': 0.020420352306024927, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9932047855913168, 'colsample_bytree': 0.6798026341941577, 'gamma': 0.30594666953985233, 'reg_alpha': 0.20224741263403354, 'reg_lambda': 0.6276853233389839}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,030] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.015498344772994832, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9743219186684066, 'colsample_bytree': 0.6811040152241328, 'gamma': 0.3172869122865334, 'reg_alpha': 0.19024514220822925, 'reg_lambda': 0.5551908025082555}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,184] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.025722630535874504, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.980397933992623, 'colsample_bytree': 0.6930906940468361, 'gamma': 1.3384286057763422, 'reg_alpha': 0.20631856750455893, 'reg_lambda': 0.7695754367298232}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,321] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.018757908736692724, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.992965707665299, 'colsample_bytree': 0.6608366135935755, 'gamma': 0.21943535957576124, 'reg_alpha': 0.16215315592054774, 'reg_lambda': 0.8500752824007629}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,509] Trial 179 finished with value: 0.744047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.02736662252856704, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9879652861711448, 'colsample_bytree': 0.676506495374823, 'gamma': 0.43361823922093723, 'reg_alpha': 0.11403439480046955, 'reg_lambda': 0.9467989865098514}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,620] Trial 180 finished with value: 0.744047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.05670848811356929, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9661101637707937, 'colsample_bytree': 0.687176189901817, 'gamma': 0.5574824571712669, 'reg_alpha': 0.13142730509590847, 'reg_lambda': 0.6129210881030887}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:30,813] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.020176378253595396, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997739319342129, 'colsample_bytree': 0.6987630877716894, 'gamma': 0.11593933063442059, 'reg_alpha': 0.24000509035564332, 'reg_lambda': 0.6528910695044078}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,134] Trial 182 finished with value: 0.738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.021527370916781027, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9922379538851569, 'colsample_bytree': 0.6681530692940516, 'gamma': 1.8853239569492497, 'reg_alpha': 0.22823275186853265, 'reg_lambda': 0.6237386181183809}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,338] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.020304319256490115, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9824046739924929, 'colsample_bytree': 0.7049652723809805, 'gamma': 0.076610121586803, 'reg_alpha': 0.17568133482029233, 'reg_lambda': 0.696214056947514}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,478] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.022380256157478618, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9994321114123625, 'colsample_bytree': 0.686274739080947, 'gamma': 0.2586839018594025, 'reg_alpha': 0.20594240299153996, 'reg_lambda': 0.5473772405483143}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,679] Trial 185 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.024872466517084336, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9920028198993986, 'colsample_bytree': 0.6490173122992386, 'gamma': 0.01405558571184098, 'reg_alpha': 0.2587789486426368, 'reg_lambda': 0.5994575348279166}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:31,816] Trial 186 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.035845976784234374, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9767915571781124, 'colsample_bytree': 0.7137953176599636, 'gamma': 0.3271997914239226, 'reg_alpha': 0.14585005746271631, 'reg_lambda': 0.5035322459945689}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,022] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.017416097104544625, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9855089811084048, 'colsample_bytree': 0.6757522203751877, 'gamma': 0.17448968714949425, 'reg_alpha': 0.18498278252164793, 'reg_lambda': 0.7520282243565217}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,188] Trial 188 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.02138170494918096, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9995112571577283, 'colsample_bytree': 0.6970338293419136, 'gamma': 0.004008454532897471, 'reg_alpha': 0.10292764785039166, 'reg_lambda': 0.657246298408007}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,490] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.018970213505705723, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9914779819791268, 'colsample_bytree': 0.7265463191991258, 'gamma': 0.17279251624800385, 'reg_alpha': 0.16272696832937178, 'reg_lambda': 0.5672677787579804}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,631] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.023548545885227094, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9713773817208124, 'colsample_bytree': 0.6633088777087441, 'gamma': 0.31545181207490564, 'reg_alpha': 0.2257506741971279, 'reg_lambda': 1.8696634115655726}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:32,866] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 244, 'learning_rate': 0.023367236129230026, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994330655494259, 'colsample_bytree': 0.7062865965243904, 'gamma': 0.06970002110666537, 'reg_alpha': 0.26780217264437345, 'reg_lambda': 0.5509376590477023}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,024] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.03130440940840767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.986655223957937, 'colsample_bytree': 0.7072507163183364, 'gamma': 0.09115255856698971, 'reg_alpha': 0.19474035574754417, 'reg_lambda': 0.6090187217673435}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,290] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.025045407217440693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994483533502574, 'colsample_bytree': 0.696423437876834, 'gamma': 0.22566765473504682, 'reg_alpha': 0.2396884388187847, 'reg_lambda': 2.098308459198621}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,458] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.020491921469024094, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9924772149815544, 'colsample_bytree': 0.6842809934678298, 'gamma': 0.09868850515417779, 'reg_alpha': 0.1322948324033679, 'reg_lambda': 0.6995868525763854}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,659] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.022874185117862208, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8793119781011447, 'colsample_bytree': 0.6853053861371767, 'gamma': 0.3936650120181807, 'reg_alpha': 0.12643628050368796, 'reg_lambda': 0.6946216594444286}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:33,947] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.02749429749771568, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9810101791912842, 'colsample_bytree': 0.6318358913057619, 'gamma': 0.17517722417131154, 'reg_alpha': 0.14159805336525058, 'reg_lambda': 1.7507876272084797}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,140] Trial 197 finished with value: 0.755952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.019402758360665216, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9916000439269622, 'colsample_bytree': 0.6777452137234967, 'gamma': 0.30222860082412023, 'reg_alpha': 0.0789961214092516, 'reg_lambda': 0.7263271118370025}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,209] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.02201356126193467, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9812965965086584, 'colsample_bytree': 0.6934974448960664, 'gamma': 4.440618103251374, 'reg_alpha': 0.11327209611973081, 'reg_lambda': 0.5460028220941292}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,434] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.020569177998681753, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.77070271000356, 'colsample_bytree': 0.7040578768091242, 'gamma': 0.08721925946076489, 'reg_alpha': 0.16621080204049066, 'reg_lambda': 0.8035552768812064}. Best is trial 114 with value: 0.7916666666666667.
[I 2025-11-03 19:21:34,438] A new study created in memory with name: no-name-d678dd9f-8e8d-4353-bcd1-7283607233c5
[I 2025-11-03 19:21:34,522] Trial 0 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.18382875961634776, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8190848139333236, 'colsample_bytree': 0.9801297873393262, 'gamma': 0.22762390648197683, 'reg_alpha': 0.7524963610292628, 'reg_lambda': 0.9937769086076296}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,563] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.10413442101107658, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6732229436549735, 'colsample_bytree': 0.9775536009762291, 'gamma': 0.7018002374941745, 'reg_alpha': 0.8721630071667962, 'reg_lambda': 2.2141562066203444}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,846] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.23537681241763458, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7334028628957023, 'colsample_bytree': 0.9828532681155209, 'gamma': 4.338385558648988, 'reg_alpha': 0.6010919146638962, 'reg_lambda': 1.3691402928967213}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,873] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.14938373036546707, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7291129237551466, 'colsample_bytree': 0.652315064211889, 'gamma': 4.363473598526129, 'reg_alpha': 0.6388893132445697, 'reg_lambda': 2.2156000321421594}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:34,989] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.25641334729279724, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7545552145926124, 'colsample_bytree': 0.6179461776481, 'gamma': 3.387820536482631, 'reg_alpha': 0.19303654496281186, 'reg_lambda': 2.327158297397985}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,142] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.018614297775699194, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.615004143178758, 'colsample_bytree': 0.9481462952494563, 'gamma': 2.8741936632554435, 'reg_alpha': 0.7697841854495355, 'reg_lambda': 2.8131978936931703}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,251] Trial 6 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.11518879757120665, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8084447425486944, 'colsample_bytree': 0.9083810146292464, 'gamma': 1.4856392238458822, 'reg_alpha': 0.2299601015307874, 'reg_lambda': 1.887180930857343}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,367] Trial 7 finished with value: 0.693452380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.01083376180776353, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8849968706145401, 'colsample_bytree': 0.779801620606587, 'gamma': 2.0517430435589086, 'reg_alpha': 0.14728373145339102, 'reg_lambda': 2.8161020936793446}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,443] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.03927935829298076, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8024258459269054, 'colsample_bytree': 0.8035075679781961, 'gamma': 4.9417277308211345, 'reg_alpha': 0.86007375424601, 'reg_lambda': 1.1386429855614262}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,607] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.010928669871116571, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8636856692459349, 'colsample_bytree': 0.9890908464628403, 'gamma': 2.369487462494793, 'reg_alpha': 0.6141641147946387, 'reg_lambda': 2.6784764530685017}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:21:35,759] Trial 10 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.062644885018213, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9974101506586668, 'colsample_bytree': 0.86321958869414, 'gamma': 0.008887411749572638, 'reg_alpha': 0.3971645237633411, 'reg_lambda': 0.5690337361793398}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:35,882] Trial 11 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.04644996075966709, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9987217500969929, 'colsample_bytree': 0.8601867741623561, 'gamma': 0.03053660310640864, 'reg_alpha': 0.41593786175220093, 'reg_lambda': 0.5000302474718091}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,038] Trial 12 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.04344227244362214, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9892168086033504, 'colsample_bytree': 0.847629981774612, 'gamma': 0.0788687369476129, 'reg_alpha': 0.3790314453988573, 'reg_lambda': 0.5854801232169258}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,127] Trial 13 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.07417000657316959, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.988107220926162, 'colsample_bytree': 0.8641099532879637, 'gamma': 1.0331183356945033, 'reg_alpha': 0.37891648457149224, 'reg_lambda': 0.5190986349159384}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,263] Trial 14 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.027164401376281438, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9306447753778796, 'colsample_bytree': 0.748396256075641, 'gamma': 1.3976220593332196, 'reg_alpha': 0.003631339468579131, 'reg_lambda': 0.8543720887564292}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,344] Trial 15 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 102, 'learning_rate': 0.06297572141233966, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9297736914632172, 'colsample_bytree': 0.8851191414985086, 'gamma': 0.4991153027720276, 'reg_alpha': 0.4274159493886611, 'reg_lambda': 1.4868330496187996}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,613] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.029793313597813533, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9404592211779655, 'colsample_bytree': 0.7277807648085151, 'gamma': 1.7078352533437178, 'reg_alpha': 0.49980935626899825, 'reg_lambda': 0.7443860451549189}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,692] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 105, 'learning_rate': 0.08049160228206757, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8888335236578392, 'colsample_bytree': 0.8251247485688364, 'gamma': 0.8734676779438088, 'reg_alpha': 0.28568600296080626, 'reg_lambda': 1.1938018913919293}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,838] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.05021756624691823, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9910526688581599, 'colsample_bytree': 0.9215594981656509, 'gamma': 0.11360447768800563, 'reg_alpha': 0.08809324981058364, 'reg_lambda': 1.5955745459268356}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:36,911] Trial 19 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 90, 'learning_rate': 0.01532603893632268, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9424652649063586, 'colsample_bytree': 0.7067907353395702, 'gamma': 2.9587506756277966, 'reg_alpha': 0.3091190766189982, 'reg_lambda': 0.8011756452623219}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,048] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 177, 'learning_rate': 0.027990646409736645, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8730015923738034, 'colsample_bytree': 0.7910592191256582, 'gamma': 1.1549218861679993, 'reg_alpha': 0.5081390761659912, 'reg_lambda': 1.9187226438546825}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,156] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.030101712252793244, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9557723990957154, 'colsample_bytree': 0.7513997877650148, 'gamma': 1.2522932456677214, 'reg_alpha': 0.03185628818611499, 'reg_lambda': 0.8630381251281789}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,300] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.02161946523122861, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9230672197188974, 'colsample_bytree': 0.6943184787010845, 'gamma': 0.6223758230447552, 'reg_alpha': 0.019709340192501135, 'reg_lambda': 0.5076502069573597}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,413] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.040391073673851204, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9985213678961808, 'colsample_bytree': 0.8426512652908913, 'gamma': 1.8351054726774318, 'reg_alpha': 0.49756313414245684, 'reg_lambda': 1.0233415917278736}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,547] Trial 24 finished with value: 0.755952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.060452552998222595, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9619195378563992, 'colsample_bytree': 0.7634606469474128, 'gamma': 0.46086343886319503, 'reg_alpha': 0.2946220418626965, 'reg_lambda': 0.7025585064066432}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,696] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.023185153313790893, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9117247848361996, 'colsample_bytree': 0.8763193377421663, 'gamma': 1.406051702973171, 'reg_alpha': 0.11666331045090417, 'reg_lambda': 1.261001014489744}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,821] Trial 26 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.035560778372585165, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9642959107217814, 'colsample_bytree': 0.8170110791359613, 'gamma': 0.38957774550585916, 'reg_alpha': 0.9424888859440756, 'reg_lambda': 0.9388174271474161}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:37,928] Trial 27 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.10240403116305057, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.850269330431994, 'colsample_bytree': 0.9084092486836898, 'gamma': 0.019834508374012044, 'reg_alpha': 0.42543719043004186, 'reg_lambda': 0.6727040610247208}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,054] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.051920209932174326, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9053215391327185, 'colsample_bytree': 0.7361651863659388, 'gamma': 0.913357873474717, 'reg_alpha': 0.21130102095532438, 'reg_lambda': 0.8410418272174602}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,143] Trial 29 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 140, 'learning_rate': 0.08372491749126747, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.826520430826305, 'colsample_bytree': 0.6754727416102362, 'gamma': 2.2460690503755365, 'reg_alpha': 0.6736404766610404, 'reg_lambda': 1.0030429653201103}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,245] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.014540364716267677, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9693486358398405, 'colsample_bytree': 0.9402867620465939, 'gamma': 2.6812258676437466, 'reg_alpha': 0.5588574974259692, 'reg_lambda': 1.0643602798563025}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,364] Trial 31 finished with value: 0.761904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.04654837606355594, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9631058359697373, 'colsample_bytree': 0.7681544595945451, 'gamma': 0.30764043929266227, 'reg_alpha': 0.27653151191598646, 'reg_lambda': 0.7162294967556899}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,673] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.049649724086280024, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9715132425173053, 'colsample_bytree': 0.7762459979254825, 'gamma': 0.7056677205508013, 'reg_alpha': 0.35639345360241875, 'reg_lambda': 0.6754692101361335}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,786] Trial 33 finished with value: 0.744047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.06448660768260361, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9375476357304913, 'colsample_bytree': 0.8333443913736123, 'gamma': 0.30863538830608306, 'reg_alpha': 0.4385858443353634, 'reg_lambda': 0.5107694032219168}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,907] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.03409338528556943, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9055483421288479, 'colsample_bytree': 0.723727176872324, 'gamma': 0.7324669706460093, 'reg_alpha': 0.2740717255435035, 'reg_lambda': 1.3184575365911588}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:38,995] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.20379575711917006, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7530919622066838, 'colsample_bytree': 0.8008202786536168, 'gamma': 0.1782442771364953, 'reg_alpha': 0.15746709345282822, 'reg_lambda': 0.9061116787760277}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,133] Trial 36 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 202, 'learning_rate': 0.12237995577809042, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6823251413775933, 'colsample_bytree': 0.6392315297528666, 'gamma': 0.39582527738865236, 'reg_alpha': 0.07022365191343083, 'reg_lambda': 0.623613409648154}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,251] Trial 37 finished with value: 0.625 and parameters: {'n_estimators': 249, 'learning_rate': 0.2999702150404476, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8409790134116437, 'colsample_bytree': 0.7519618323173933, 'gamma': 3.614003270861039, 'reg_alpha': 0.719232797154238, 'reg_lambda': 1.424431308975992}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,376] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.02656641307812848, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7792800140278116, 'colsample_bytree': 0.8670998022914768, 'gamma': 1.5942842734850866, 'reg_alpha': 0.24889021149738194, 'reg_lambda': 0.7409204486271429}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,446] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.09406448366873041, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9984024407946503, 'colsample_bytree': 0.8886540404231927, 'gamma': 1.2330089777365134, 'reg_alpha': 0.5623210532972904, 'reg_lambda': 2.071631775442056}. Best is trial 10 with value: 0.7738095238095238.
[I 2025-11-03 19:21:39,677] Trial 40 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 61, 'learning_rate': 0.1641107810435248, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9763165446548658, 'colsample_bytree': 0.9477444783462463, 'gamma': 0.8621687847788868, 'reg_alpha': 0.3339849582280925, 'reg_lambda': 1.0734390395303188}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:39,739] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.1408906593318375, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9559705762453462, 'colsample_bytree': 0.9534554301936122, 'gamma': 0.7770099808666135, 'reg_alpha': 0.3460719840694855, 'reg_lambda': 1.0817505006479364}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:39,837] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.18601109647009598, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9720193834255143, 'colsample_bytree': 0.9993609377226381, 'gamma': 0.042490641177364855, 'reg_alpha': 0.1827146033864623, 'reg_lambda': 0.8611418312602583}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:39,921] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.15931937895292378, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9841883371709713, 'colsample_bytree': 0.9579550285341206, 'gamma': 0.30759417716345455, 'reg_alpha': 0.4658203029908673, 'reg_lambda': 0.638919074214878}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,033] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.06820119562961888, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9495693708888496, 'colsample_bytree': 0.9703138237387897, 'gamma': 0.9992120376560212, 'reg_alpha': 0.3946071489826715, 'reg_lambda': 1.1778912043996104}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,106] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 68, 'learning_rate': 0.04365678988254883, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9244354182163959, 'colsample_bytree': 0.8521009507150878, 'gamma': 0.6051567971783725, 'reg_alpha': 0.34836949256864685, 'reg_lambda': 1.703356837513227}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,184] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.01803269352250838, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6241537549201258, 'colsample_bytree': 0.9315254530697185, 'gamma': 0.2821213063332168, 'reg_alpha': 0.23025369412072527, 'reg_lambda': 0.7805681834111392}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,275] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.03464256922189657, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.9764805333313263, 'colsample_bytree': 0.90050490288738, 'gamma': 0.554327227115748, 'reg_alpha': 0.33269437539687763, 'reg_lambda': 0.5939074470059859}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,326] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 31, 'learning_rate': 0.04599990881981967, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8942043729692088, 'colsample_bytree': 0.8129487421996543, 'gamma': 0.004923181706579127, 'reg_alpha': 0.5629620589355224, 'reg_lambda': 2.51123378107817}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,506] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.055271570975385015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9815156909597706, 'colsample_bytree': 0.7862405005526217, 'gamma': 1.4073252552263007, 'reg_alpha': 0.4063213092919869, 'reg_lambda': 0.9414896733963246}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,578] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.024434419453469976, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9996243402155275, 'colsample_bytree': 0.7688444387543557, 'gamma': 2.09130530039083, 'reg_alpha': 0.463391077538462, 'reg_lambda': 2.9570967328273428}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,724] Trial 51 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 148, 'learning_rate': 0.05852875987468162, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9528231937793246, 'colsample_bytree': 0.7628058570357967, 'gamma': 0.41273408289281577, 'reg_alpha': 0.29975369429851545, 'reg_lambda': 0.7275551878937818}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,813] Trial 52 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 146, 'learning_rate': 0.08406556482312898, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9430824466540321, 'colsample_bytree': 0.7445478832258992, 'gamma': 1.0111415823818888, 'reg_alpha': 0.26230899222473153, 'reg_lambda': 0.5691757367140404}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:40,901] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.058065132036662435, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9227418391121998, 'colsample_bytree': 0.7122742668571793, 'gamma': 0.2621212343785611, 'reg_alpha': 0.1704579207275987, 'reg_lambda': 0.7710947666636911}. Best is trial 40 with value: 0.7797619047619049.
[I 2025-11-03 19:21:41,030] Trial 54 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 159, 'learning_rate': 0.07543694881770963, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9557390274715254, 'colsample_bytree': 0.7630237394052116, 'gamma': 0.5733512203604239, 'reg_alpha': 0.11738245263952299, 'reg_lambda': 0.707026812272351}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,125] Trial 55 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 175, 'learning_rate': 0.07432568281876659, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9510510242828327, 'colsample_bytree': 0.6874936169642478, 'gamma': 0.802355761109048, 'reg_alpha': 0.07274404604477694, 'reg_lambda': 0.5979296714496423}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,493] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 185, 'learning_rate': 0.1201465444428418, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.877340946530931, 'colsample_bytree': 0.8292247989677709, 'gamma': 0.5312692524624136, 'reg_alpha': 0.006377140712046481, 'reg_lambda': 0.5110682657362512}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,608] Trial 57 finished with value: 0.761904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.07442218876668309, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9816167672789564, 'colsample_bytree': 0.7938929671448307, 'gamma': 1.2316274745254228, 'reg_alpha': 0.11778930096642605, 'reg_lambda': 0.9770002954305111}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,733] Trial 58 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.09639009611565677, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9287637356874732, 'colsample_bytree': 0.9188143905470109, 'gamma': 3.5499163996597183, 'reg_alpha': 0.13247904474176106, 'reg_lambda': 0.7961272799712764}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:41,906] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.24828120214144833, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9142358508156434, 'colsample_bytree': 0.8565870586578683, 'gamma': 1.8586491900558713, 'reg_alpha': 0.31806187792651186, 'reg_lambda': 1.0928846921521722}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,024] Trial 60 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.04066610382958295, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9377710993112283, 'colsample_bytree': 0.7540485492844138, 'gamma': 4.042560087128373, 'reg_alpha': 0.048890763600820175, 'reg_lambda': 1.2230687397557345}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,137] Trial 61 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 153, 'learning_rate': 0.037112359726874926, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9585239834652227, 'colsample_bytree': 0.7693304169403604, 'gamma': 0.45663990401115756, 'reg_alpha': 0.21284457939876608, 'reg_lambda': 0.7235688369635793}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,243] Trial 62 finished with value: 0.693452380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.030460876878537758, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9856174167617846, 'colsample_bytree': 0.7314255555136808, 'gamma': 4.955520218944693, 'reg_alpha': 0.19770924224062333, 'reg_lambda': 0.8854894040743462}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,458] Trial 63 finished with value: 0.744047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.03246091930870395, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9600498476927489, 'colsample_bytree': 0.8059689338648981, 'gamma': 0.48773821239583187, 'reg_alpha': 0.2264843130608003, 'reg_lambda': 0.7171598236863627}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,605] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.039078958779291045, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9735086352284236, 'colsample_bytree': 0.7836032524305354, 'gamma': 0.16776614277968782, 'reg_alpha': 0.10139989905935559, 'reg_lambda': 0.6347843501893138}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,735] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.019653982741993543, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9514106933670725, 'colsample_bytree': 0.7602944515959704, 'gamma': 0.8915197383190279, 'reg_alpha': 0.3791876734672242, 'reg_lambda': 0.8172478651068378}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,889] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.05173735475182889, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9943489130176031, 'colsample_bytree': 0.715577560049544, 'gamma': 1.0680808478378239, 'reg_alpha': 0.30758223874734036, 'reg_lambda': 0.6832894205749811}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:42,977] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.06660921475571248, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8943173513544025, 'colsample_bytree': 0.7380247520820901, 'gamma': 0.7018528243375568, 'reg_alpha': 0.15008365058607454, 'reg_lambda': 0.5716775874101002}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,141] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.03730877291724604, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9652396101823657, 'colsample_bytree': 0.7771438603593243, 'gamma': 0.17466436150912057, 'reg_alpha': 0.06550639160004176, 'reg_lambda': 0.9406661962174846}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,250] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 179, 'learning_rate': 0.027276649754672345, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9383526581717201, 'colsample_bytree': 0.816058525578166, 'gamma': 0.4991837627686132, 'reg_alpha': 0.4560585118298348, 'reg_lambda': 0.5130187889479579}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,484] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.13310702873992172, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9875221280352733, 'colsample_bytree': 0.8424085501998809, 'gamma': 0.6192921558753757, 'reg_alpha': 0.5260959483681478, 'reg_lambda': 1.039485585087022}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,589] Trial 71 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 155, 'learning_rate': 0.04561347179401852, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9608859802735723, 'colsample_bytree': 0.7529732640651281, 'gamma': 0.36877094898514123, 'reg_alpha': 0.2796527689345447, 'reg_lambda': 0.720626949647371}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,757] Trial 72 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.059718659231748995, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9738300595391435, 'colsample_bytree': 0.7446481893621506, 'gamma': 0.3964625099607888, 'reg_alpha': 0.29308382886707884, 'reg_lambda': 0.7268061224851594}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:43,860] Trial 73 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.04775581461202114, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9545972442871277, 'colsample_bytree': 0.7676187363180248, 'gamma': 0.1405364977908699, 'reg_alpha': 0.25252404721318267, 'reg_lambda': 0.8557427976355969}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,000] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.04270982200693031, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9148573481152737, 'colsample_bytree': 0.7266015954030127, 'gamma': 0.8450583997896943, 'reg_alpha': 0.3684791926769785, 'reg_lambda': 0.8004781802867802}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,087] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.05517254634899337, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9340487495591471, 'colsample_bytree': 0.6917403377640426, 'gamma': 0.008744879406217043, 'reg_alpha': 0.4038145206922196, 'reg_lambda': 0.6547228082061833}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,221] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 111, 'learning_rate': 0.031423803646332515, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9635261111363271, 'colsample_bytree': 0.797342074260241, 'gamma': 0.3808096378122802, 'reg_alpha': 0.21365886096583642, 'reg_lambda': 1.1301032960079354}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,291] Trial 77 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.03617903119985924, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.999110328890025, 'colsample_bytree': 0.7747436208898179, 'gamma': 3.124577566248215, 'reg_alpha': 0.33261452905203776, 'reg_lambda': 0.572478787332654}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,476] Trial 78 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 151, 'learning_rate': 0.2124823716008458, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9462825235408228, 'colsample_bytree': 0.7013104786286768, 'gamma': 0.6514543303143301, 'reg_alpha': 0.41828722398076446, 'reg_lambda': 0.9072039733472892}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,589] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.06876777617139479, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9857191018548395, 'colsample_bytree': 0.9783858215922305, 'gamma': 0.2243283287898863, 'reg_alpha': 0.2428361567858654, 'reg_lambda': 1.003252836226492}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,726] Trial 80 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 193, 'learning_rate': 0.15914935998508323, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.859359502185092, 'colsample_bytree': 0.8765709675968173, 'gamma': 0.4503583435981248, 'reg_alpha': 0.8145695750536084, 'reg_lambda': 0.7432636545990421}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,839] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.04489502295244158, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9599718612051599, 'colsample_bytree': 0.7580489993083175, 'gamma': 0.3193583180067868, 'reg_alpha': 0.28785880570402217, 'reg_lambda': 0.6895462594449501}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:44,997] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.0443565548516785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9699552170919055, 'colsample_bytree': 0.7596576632960831, 'gamma': 0.12397291912823241, 'reg_alpha': 0.2950938042612412, 'reg_lambda': 0.6741718244596442}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,103] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.04978154053246722, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6983990313231019, 'colsample_bytree': 0.7377759169188689, 'gamma': 0.33406106867426644, 'reg_alpha': 0.18815954427638162, 'reg_lambda': 0.5622377293102612}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,227] Trial 84 finished with value: 0.761904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.1087418759596261, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9604136507255707, 'colsample_bytree': 0.7213983458125512, 'gamma': 0.9514354973284229, 'reg_alpha': 0.03575201695127955, 'reg_lambda': 0.8400985838852776}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,472] Trial 85 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 173, 'learning_rate': 0.05372522666326377, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9797733586321504, 'colsample_bytree': 0.7507707464398244, 'gamma': 0.7668467445660678, 'reg_alpha': 0.27756325855793884, 'reg_lambda': 1.5250494834678296}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,692] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 154, 'learning_rate': 0.08019403452455108, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9047192242744952, 'colsample_bytree': 0.785736984611912, 'gamma': 1.1396667895429033, 'reg_alpha': 0.32552499159843706, 'reg_lambda': 0.6271580251349704}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,774] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.03984113074801614, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9461379293197276, 'colsample_bytree': 0.8982423522532641, 'gamma': 2.507264345273244, 'reg_alpha': 0.3776488857652759, 'reg_lambda': 0.7738067076516068}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:45,908] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.06114600543981156, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9910743786320895, 'colsample_bytree': 0.8099807960208829, 'gamma': 0.632283925543115, 'reg_alpha': 0.44443015482904596, 'reg_lambda': 0.6904642860906215}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,013] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 136, 'learning_rate': 0.033709794953977225, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9284254697739394, 'colsample_bytree': 0.8239747517585778, 'gamma': 0.24604804791958068, 'reg_alpha': 0.3544965861280019, 'reg_lambda': 2.2963547914103923}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,109] Trial 90 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 58, 'learning_rate': 0.02444642109472002, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.820872517543007, 'colsample_bytree': 0.7476025455502449, 'gamma': 4.6700867825513015, 'reg_alpha': 0.49057267989169007, 'reg_lambda': 0.547431761223681}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,220] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.04442328041050522, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9625495281645384, 'colsample_bytree': 0.7690206072937142, 'gamma': 0.3600595566862881, 'reg_alpha': 0.2695408090812053, 'reg_lambda': 0.7357989295002247}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,437] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.057171810712315224, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.975397449404297, 'colsample_bytree': 0.6052451684384692, 'gamma': 0.5184792334411172, 'reg_alpha': 0.20742057868794248, 'reg_lambda': 0.6423898581010785}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,548] Trial 93 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.09039347022364487, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9550651011302759, 'colsample_bytree': 0.7931385139916749, 'gamma': 0.09165036078425914, 'reg_alpha': 0.30785090578306745, 'reg_lambda': 0.8861521451189441}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,686] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.04153274367561518, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9674907887261516, 'colsample_bytree': 0.7586754681222918, 'gamma': 0.2840730056123441, 'reg_alpha': 0.16689592936338282, 'reg_lambda': 1.8689919548880303}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,788] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.04601924447335496, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7918033063800071, 'colsample_bytree': 0.773177445727964, 'gamma': 1.5480478896714889, 'reg_alpha': 0.23813742685817013, 'reg_lambda': 0.9556595733963718}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:46,918] Trial 96 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 149, 'learning_rate': 0.028586366046680075, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9915609084112932, 'colsample_bytree': 0.73588367188007, 'gamma': 1.3350986697261902, 'reg_alpha': 0.09497993116999492, 'reg_lambda': 0.5036706929268964}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,017] Trial 97 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.029282002792167923, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9933554810657185, 'colsample_bytree': 0.7331467282933384, 'gamma': 1.6856340265820628, 'reg_alpha': 0.09958793421493853, 'reg_lambda': 0.5081840086934817}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,147] Trial 98 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 168, 'learning_rate': 0.029275671507571013, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9917175903254749, 'colsample_bytree': 0.7190002468650553, 'gamma': 1.6846922911853022, 'reg_alpha': 0.13328277640926314, 'reg_lambda': 0.512826778643322}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,253] Trial 99 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.02164801992584002, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9899762210264758, 'colsample_bytree': 0.7203265711818272, 'gamma': 1.7639180038973434, 'reg_alpha': 0.0908370785481525, 'reg_lambda': 0.5135998573586267}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,455] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.02211076331966257, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9920531669900207, 'colsample_bytree': 0.6716199854136661, 'gamma': 1.7492494952254787, 'reg_alpha': 0.13148275887611555, 'reg_lambda': 0.5052563430575483}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,551] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 148, 'learning_rate': 0.02937308950830988, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9803231802371494, 'colsample_bytree': 0.7054237896307352, 'gamma': 1.998733970099771, 'reg_alpha': 0.09646379863522299, 'reg_lambda': 0.5945226484082013}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,708] Trial 102 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.013953403767704053, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9922701591639272, 'colsample_bytree': 0.6782281040931042, 'gamma': 1.6587879503981857, 'reg_alpha': 0.0860034641220132, 'reg_lambda': 0.5055035736631974}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,818] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.015828302389917448, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9990304182145404, 'colsample_bytree': 0.7162129031817218, 'gamma': 1.3088426591456839, 'reg_alpha': 0.04694092135877327, 'reg_lambda': 0.6163534259779669}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:47,947] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.02577092632762398, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9865986630220285, 'colsample_bytree': 0.7367725438918754, 'gamma': 1.604272959455227, 'reg_alpha': 0.12093128289146306, 'reg_lambda': 0.5544899226796949}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,052] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.028949696245286965, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9764618854515257, 'colsample_bytree': 0.7270076791006478, 'gamma': 1.8691374078906653, 'reg_alpha': 0.14535885066204873, 'reg_lambda': 0.6719548151711788}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,191] Trial 106 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 195, 'learning_rate': 0.021839426406404502, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9806363278276613, 'colsample_bytree': 0.7423764019780201, 'gamma': 2.0768015569044134, 'reg_alpha': 0.0636645568758377, 'reg_lambda': 0.6063599274450961}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,413] Trial 107 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 198, 'learning_rate': 0.02024454070791418, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9912817696553231, 'colsample_bytree': 0.6974122943228876, 'gamma': 2.3151578356820233, 'reg_alpha': 5.2786379815455975e-05, 'reg_lambda': 0.5423688701916222}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,538] Trial 108 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 193, 'learning_rate': 0.018357295303103052, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9999733290087983, 'colsample_bytree': 0.9665978247281757, 'gamma': 2.1315923943781456, 'reg_alpha': 0.07439078194899341, 'reg_lambda': 0.6072032828519237}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,647] Trial 109 finished with value: 0.744047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.022693501046669024, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9795766108965113, 'colsample_bytree': 0.7113393136144324, 'gamma': 1.931780802875643, 'reg_alpha': 0.1082894151290729, 'reg_lambda': 0.602299685551966}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,815] Trial 110 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 136, 'learning_rate': 0.01731280789759192, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9837399945181478, 'colsample_bytree': 0.7208911682087384, 'gamma': 1.4757508379220665, 'reg_alpha': 0.04336419051039387, 'reg_lambda': 0.5534755442986299}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:48,873] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.024864456467217758, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9691148964672479, 'colsample_bytree': 0.7407657693149376, 'gamma': 1.7774750271421755, 'reg_alpha': 0.01885816818117589, 'reg_lambda': 0.6878659101319927}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,055] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.02720810145658923, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9700067643679989, 'colsample_bytree': 0.7321396054493242, 'gamma': 1.4362949566527219, 'reg_alpha': 0.17663597390807534, 'reg_lambda': 0.7700329972844947}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,249] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 149, 'learning_rate': 0.07186304357221078, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9905667266492916, 'colsample_bytree': 0.7562496538170282, 'gamma': 1.682096204589625, 'reg_alpha': 0.05750196114260772, 'reg_lambda': 0.5068175602277742}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,343] Trial 114 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.020822323324742053, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.600267305173332, 'colsample_bytree': 0.7471585817911977, 'gamma': 2.511079473160572, 'reg_alpha': 0.08590801111598666, 'reg_lambda': 0.6435457845351921}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,539] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.06380434329429441, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.94588194522185, 'colsample_bytree': 0.9450932054139898, 'gamma': 2.151625429100908, 'reg_alpha': 0.13856972384512592, 'reg_lambda': 0.81395134462631}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,662] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.012878250864297525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.976945021957994, 'colsample_bytree': 0.7321049020400527, 'gamma': 2.0002956508134457, 'reg_alpha': 0.15797713621886528, 'reg_lambda': 0.5871369151543229}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,750] Trial 117 finished with value: 0.773809523809524 and parameters: {'n_estimators': 83, 'learning_rate': 0.03296726609716453, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9545912891515674, 'colsample_bytree': 0.683739799805966, 'gamma': 1.12405759190872, 'reg_alpha': 0.11370415487462003, 'reg_lambda': 0.706114735494906}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,889] Trial 118 finished with value: 0.773809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.032108197921335804, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.984804385463639, 'colsample_bytree': 0.6590097759249174, 'gamma': 1.283654245303671, 'reg_alpha': 0.10404149724747926, 'reg_lambda': 0.6469906301695707}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:49,967] Trial 119 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.03127698947264048, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9849719988913991, 'colsample_bytree': 0.6494175464419939, 'gamma': 1.354342670231248, 'reg_alpha': 0.12232176326404101, 'reg_lambda': 1.3619399293328747}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,067] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.03326437732538495, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9933793267020544, 'colsample_bytree': 0.625290550050472, 'gamma': 1.1100432278552377, 'reg_alpha': 0.024189718381140327, 'reg_lambda': 0.5025987693435122}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,136] Trial 121 finished with value: 0.761904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.02353791040405637, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9526112163788373, 'colsample_bytree': 0.6596706992954671, 'gamma': 1.2794447542652527, 'reg_alpha': 0.09514737534853897, 'reg_lambda': 0.6503848014175027}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,264] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.028237326181038056, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9710740451920574, 'colsample_bytree': 0.666588027288578, 'gamma': 1.5178911057638933, 'reg_alpha': 0.07255035985664193, 'reg_lambda': 0.5619334932117153}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,351] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.03749484670787582, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9997313689027091, 'colsample_bytree': 0.6807753442794073, 'gamma': 1.0340635361252017, 'reg_alpha': 0.10480043758628606, 'reg_lambda': 0.7017960411153676}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,581] Trial 124 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.27502439660293904, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9812534963596006, 'colsample_bytree': 0.6427975219210218, 'gamma': 1.2197608472262642, 'reg_alpha': 0.1448811695500539, 'reg_lambda': 0.6286880802245075}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,665] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 89, 'learning_rate': 0.026572289850908617, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9674735793795888, 'colsample_bytree': 0.7078892516932063, 'gamma': 1.3588717226112175, 'reg_alpha': 0.051322282926101234, 'reg_lambda': 0.7714696279063247}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,833] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.031959820039335174, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9405395037254434, 'colsample_bytree': 0.9162914783954085, 'gamma': 0.9020024342680897, 'reg_alpha': 0.11362086537333799, 'reg_lambda': 0.5622492743580535}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:50,916] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.03501537879349201, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7573674595963569, 'colsample_bytree': 0.6874234183567254, 'gamma': 1.1878067873657754, 'reg_alpha': 0.41834683641788056, 'reg_lambda': 0.6928790395682258}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,020] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.021837138722907233, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9568374305981073, 'colsample_bytree': 0.9365268049597915, 'gamma': 1.5976081304552563, 'reg_alpha': 0.07936447923677342, 'reg_lambda': 0.6107784897550578}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,100] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.019551772369996327, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6440604377425111, 'colsample_bytree': 0.7196059538728765, 'gamma': 1.818146986626228, 'reg_alpha': 0.16368391502330665, 'reg_lambda': 0.747823867293165}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,221] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.02954883214144084, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9872166778802178, 'colsample_bytree': 0.6557687636321821, 'gamma': 0.0006142435612983103, 'reg_alpha': 0.4766305651095862, 'reg_lambda': 0.6496684608921461}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,338] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 157, 'learning_rate': 0.04862848794278333, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9588871336302865, 'colsample_bytree': 0.761154820621821, 'gamma': 0.21451459442855914, 'reg_alpha': 0.3403153133613115, 'reg_lambda': 0.8349120748065268}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,533] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.03903644265998837, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9770368223601907, 'colsample_bytree': 0.7808118733036842, 'gamma': 0.6608069942400896, 'reg_alpha': 0.36547503351850447, 'reg_lambda': 0.7130069237480069}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,649] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 167, 'learning_rate': 0.050553573503576935, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9640646648582671, 'colsample_bytree': 0.7444852064545127, 'gamma': 0.09251670974675696, 'reg_alpha': 0.3946716401048338, 'reg_lambda': 2.484756205975778}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,775] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.05269774334951477, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9923774473972795, 'colsample_bytree': 0.8616572862339639, 'gamma': 0.8150710643733703, 'reg_alpha': 0.1879366141023296, 'reg_lambda': 0.537133750627325}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:51,882] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 161, 'learning_rate': 0.058086832395172726, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9487060043512967, 'colsample_bytree': 0.7528242647761301, 'gamma': 0.5726239887893152, 'reg_alpha': 0.31114021108825357, 'reg_lambda': 0.5904922694809724}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,059] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.02558655627076348, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.97157500986331, 'colsample_bytree': 0.999403826439502, 'gamma': 0.4337846203077519, 'reg_alpha': 0.2848134986597609, 'reg_lambda': 1.6409877941261943}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,183] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.016657513532603394, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9809408795232609, 'colsample_bytree': 0.730136214890218, 'gamma': 0.9571720436162099, 'reg_alpha': 0.13325759261371956, 'reg_lambda': 0.5040330148550077}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,330] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.042873228616870804, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9879035835771387, 'colsample_bytree': 0.7010361207511545, 'gamma': 0.7482727414111663, 'reg_alpha': 0.5339780024121686, 'reg_lambda': 0.6693516867861508}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,454] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.0329413274865191, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9205155541857497, 'colsample_bytree': 0.8881799293456233, 'gamma': 1.096728086056308, 'reg_alpha': 0.06477232183350737, 'reg_lambda': 2.0760752229593944}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,637] Trial 140 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.07934675474068827, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9634200155379826, 'colsample_bytree': 0.7645161571051446, 'gamma': 1.6729193375068558, 'reg_alpha': 0.2543431342751209, 'reg_lambda': 0.7350409641580766}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,729] Trial 141 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.06456693876737603, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9926445953517147, 'colsample_bytree': 0.7539831927530875, 'gamma': 1.7111009616608142, 'reg_alpha': 0.04970103145040139, 'reg_lambda': 0.5435114154981545}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,862] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.06764140827021944, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9982985004932009, 'colsample_bytree': 0.7398287797949614, 'gamma': 1.9157747915399204, 'reg_alpha': 0.031326935366006496, 'reg_lambda': 0.554801419084724}. Best is trial 54 with value: 0.7857142857142858.
[I 2025-11-03 19:21:52,953] Trial 143 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.06669528502323654, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9999943166982246, 'colsample_bytree': 0.7400604550478435, 'gamma': 1.9382971826138404, 'reg_alpha': 0.027428527756443208, 'reg_lambda': 0.5459825817758559}. Best is trial 143 with value: 0.7916666666666666.
[I 2025-11-03 19:21:53,074] Trial 144 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 146, 'learning_rate': 0.07650495434503508, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9993111406964275, 'colsample_bytree': 0.740815826456183, 'gamma': 1.9267821979826216, 'reg_alpha': 0.02447477346136633, 'reg_lambda': 0.5493057256763506}. Best is trial 143 with value: 0.7916666666666666.
[I 2025-11-03 19:21:53,166] Trial 145 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.07475130160685797, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9892885679865143, 'colsample_bytree': 0.7251750887969051, 'gamma': 2.0589903481042677, 'reg_alpha': 0.010786204173412195, 'reg_lambda': 0.610250224053764}. Best is trial 143 with value: 0.7916666666666666.
[I 2025-11-03 19:21:53,282] Trial 146 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.08820792442197829, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9998841944175889, 'colsample_bytree': 0.7359674723060746, 'gamma': 1.7426372865505817, 'reg_alpha': 0.028003812497419085, 'reg_lambda': 0.5568627039732004}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,484] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.0998911112940879, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9982726060735291, 'colsample_bytree': 0.8379785306412322, 'gamma': 1.959684759391801, 'reg_alpha': 0.03263990540357301, 'reg_lambda': 0.600383928173461}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,599] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.09353458424520424, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9807155456555261, 'colsample_bytree': 0.7169784111818907, 'gamma': 1.4713259828979095, 'reg_alpha': 0.09751691113534543, 'reg_lambda': 0.5419690794071589}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,667] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 73, 'learning_rate': 0.07869499154168452, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9849916403046405, 'colsample_bytree': 0.7360422464614096, 'gamma': 1.7969260782247876, 'reg_alpha': 0.0607827515883242, 'reg_lambda': 0.5005359802625484}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,792] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.07021272092885773, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9993127232119007, 'colsample_bytree': 0.7105506739352913, 'gamma': 2.2837850823391364, 'reg_alpha': 0.016576003815690396, 'reg_lambda': 0.6562277804303523}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:53,880] Trial 151 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 139, 'learning_rate': 0.08586303398546816, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9906610331159773, 'colsample_bytree': 0.7460923275627568, 'gamma': 2.214868837615174, 'reg_alpha': 0.04544193438999174, 'reg_lambda': 0.5656197365130238}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,031] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.08717579238000835, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9751923676762825, 'colsample_bytree': 0.7438958662814611, 'gamma': 2.1473386740179623, 'reg_alpha': 0.07819884025033322, 'reg_lambda': 0.574337921834797}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,111] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.11337204627311562, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9911728926180745, 'colsample_bytree': 0.7251582378041331, 'gamma': 2.2398263646076435, 'reg_alpha': 0.035056473069153105, 'reg_lambda': 0.5028014163999732}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,230] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.0828953336975244, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9830427932077017, 'colsample_bytree': 0.7323799886866771, 'gamma': 2.4561157700792124, 'reg_alpha': 0.0034390894393431723, 'reg_lambda': 0.614300086677967}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,423] Trial 155 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 127, 'learning_rate': 0.18610270414246669, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9746550134269035, 'colsample_bytree': 0.6303485053383007, 'gamma': 2.025737456696306, 'reg_alpha': 0.10659481137866175, 'reg_lambda': 0.6507526487727965}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,559] Trial 156 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 55, 'learning_rate': 0.0750847396950819, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9940161001854549, 'colsample_bytree': 0.7418145364057654, 'gamma': 1.8538241546934922, 'reg_alpha': 0.08742647730711933, 'reg_lambda': 0.5721253547823933}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,622] Trial 157 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 54, 'learning_rate': 0.0747565337045943, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9999365934628575, 'colsample_bytree': 0.7418247104500322, 'gamma': 1.883218625361201, 'reg_alpha': 0.05888550719381225, 'reg_lambda': 0.5970136655746421}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,742] Trial 158 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 52, 'learning_rate': 0.07573325475911506, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.999739876387086, 'colsample_bytree': 0.7436995358340541, 'gamma': 2.1860213525025842, 'reg_alpha': 0.05017715401701058, 'reg_lambda': 0.6840072954278589}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,805] Trial 159 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 54, 'learning_rate': 0.08726506193812937, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9993426495507592, 'colsample_bytree': 0.7489206532722774, 'gamma': 2.2333846233022308, 'reg_alpha': 0.05889723012156335, 'reg_lambda': 0.5846591307214654}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,906] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.08916787914272359, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9969396145147472, 'colsample_bytree': 0.7503151728726897, 'gamma': 2.626536146535091, 'reg_alpha': 0.05888833096294981, 'reg_lambda': 0.7942097538689747}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:54,972] Trial 161 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 59, 'learning_rate': 0.07655471714951928, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9995629621395803, 'colsample_bytree': 0.7432151143533984, 'gamma': 2.1707944764348, 'reg_alpha': 0.03879004526101647, 'reg_lambda': 0.5906480754832223}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,073] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 58, 'learning_rate': 0.07511901467221248, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9991800936871312, 'colsample_bytree': 0.7423259028552515, 'gamma': 2.2167208865497727, 'reg_alpha': 0.03428460875682989, 'reg_lambda': 0.5868043089006985}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,135] Trial 163 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 48, 'learning_rate': 0.07610837211488206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9896789878559987, 'colsample_bytree': 0.743393486051211, 'gamma': 2.2005598637998, 'reg_alpha': 0.027831281071998934, 'reg_lambda': 0.5994258983776888}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,274] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.07604359795768605, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9995832936716859, 'colsample_bytree': 0.740625947319934, 'gamma': 2.223633476450253, 'reg_alpha': 0.03088350844178029, 'reg_lambda': 0.5840111102434679}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,337] Trial 165 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 56, 'learning_rate': 0.07556824594650173, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9996866624025469, 'colsample_bytree': 0.7451016920143413, 'gamma': 2.2238800777852723, 'reg_alpha': 0.03231214719776848, 'reg_lambda': 0.5841417944145739}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,432] Trial 166 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.08539015736488464, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9994110372663084, 'colsample_bytree': 0.7486624045283264, 'gamma': 2.372247979432982, 'reg_alpha': 0.0014948167162147225, 'reg_lambda': 0.5952167634088608}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,499] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 47, 'learning_rate': 0.08448919233876019, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9878321634327403, 'colsample_bytree': 0.745854915279202, 'gamma': 2.430160336210297, 'reg_alpha': 0.008949507579060018, 'reg_lambda': 0.6207071039538337}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,667] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.09745521508748325, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9801472369068283, 'colsample_bytree': 0.7648610128109028, 'gamma': 2.3486571498304243, 'reg_alpha': 0.053144738068083903, 'reg_lambda': 0.5568150938590994}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,728] Trial 169 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.10373822922391562, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9902267777622983, 'colsample_bytree': 0.7532896787766649, 'gamma': 2.6483099227248905, 'reg_alpha': 0.01898660662367116, 'reg_lambda': 0.6719152404155654}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,830] Trial 170 finished with value: 0.761904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.07087291047781186, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9930587300461976, 'colsample_bytree': 0.7358155922817028, 'gamma': 2.0678225365458482, 'reg_alpha': 0.07170981716058597, 'reg_lambda': 0.5713647445609575}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:55,995] Trial 171 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 57, 'learning_rate': 0.08338500521786302, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9971263466752128, 'colsample_bytree': 0.7461388709429783, 'gamma': 2.250975618380138, 'reg_alpha': 0.0295354093048487, 'reg_lambda': 0.6047399836744181}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,129] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.0748296288969802, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9992634542173059, 'colsample_bytree': 0.7278309264767128, 'gamma': 2.1693059112215107, 'reg_alpha': 0.04123466504081377, 'reg_lambda': 0.5720255983269679}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,189] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.09146809476156939, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9998388899078426, 'colsample_bytree': 0.72287672662546, 'gamma': 2.376026551663457, 'reg_alpha': 0.0009097747997691627, 'reg_lambda': 0.6436073208638222}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,296] Trial 174 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 68, 'learning_rate': 0.07946001869889156, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9781020324214373, 'colsample_bytree': 0.7295007206876797, 'gamma': 1.8800974531549923, 'reg_alpha': 0.04514394460353572, 'reg_lambda': 0.5380682120221425}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,358] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.06704280939987864, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9872790339116845, 'colsample_bytree': 0.7586692186445153, 'gamma': 2.0830238260781386, 'reg_alpha': 0.06409128462955806, 'reg_lambda': 0.679670970075192}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,457] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 49, 'learning_rate': 0.0744759599211129, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9840074759797193, 'colsample_bytree': 0.7379620401466478, 'gamma': 2.1917472878640827, 'reg_alpha': 0.052348186845810274, 'reg_lambda': 0.5726836807758604}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,524] Trial 177 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.08746235721551127, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9907382066785728, 'colsample_bytree': 0.7493202281174164, 'gamma': 1.9862782860373982, 'reg_alpha': 0.9793541058697928, 'reg_lambda': 0.6224970635752527}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,615] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.0629040847313913, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9736813956848035, 'colsample_bytree': 0.7309560957575165, 'gamma': 2.5634192436250607, 'reg_alpha': 0.08047179407993754, 'reg_lambda': 0.5442741114086405}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,676] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.0717642837657367, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9993321612755001, 'colsample_bytree': 0.7687581922738834, 'gamma': 2.746528433216859, 'reg_alpha': 0.015218434093448086, 'reg_lambda': 0.7470664333286114}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,813] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.0784595789984811, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9830683562252561, 'colsample_bytree': 0.7396898544174678, 'gamma': 2.403799075112957, 'reg_alpha': 0.04234958037464712, 'reg_lambda': 0.6952223964273586}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,878] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.07594143696020636, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9997033956589214, 'colsample_bytree': 0.7392125396184901, 'gamma': 2.1520935064439484, 'reg_alpha': 0.026967681450500155, 'reg_lambda': 0.5942589073325323}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:56,982] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.08425183882430841, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9868767356625762, 'colsample_bytree': 0.7476619737051944, 'gamma': 2.322650496844623, 'reg_alpha': 0.04330993950017015, 'reg_lambda': 0.5915332013191849}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,050] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.07054148793309555, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9939375656284682, 'colsample_bytree': 0.7268421929834283, 'gamma': 1.898757742733216, 'reg_alpha': 0.08205819760884075, 'reg_lambda': 0.6439145593204261}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,147] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.06580964784413779, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9995239780451657, 'colsample_bytree': 0.7568610641899715, 'gamma': 2.1220709209516966, 'reg_alpha': 0.023286794150732544, 'reg_lambda': 0.5033347399761323}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,211] Trial 185 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 50, 'learning_rate': 0.08140304093650222, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9920929069830979, 'colsample_bytree': 0.7437030549683923, 'gamma': 2.2142410692640127, 'reg_alpha': 0.055016686594189804, 'reg_lambda': 0.559729911205772}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,315] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.09228192988769472, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9753760955345294, 'colsample_bytree': 0.7177890450390837, 'gamma': 2.0072793210846713, 'reg_alpha': 0.0019474860797143306, 'reg_lambda': 0.5001535367024054}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,482] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.0813461121222724, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9904913962639581, 'colsample_bytree': 0.7742988147097034, 'gamma': 2.290653224456062, 'reg_alpha': 0.0659780163270359, 'reg_lambda': 0.5544652795161321}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,573] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.12561119115854286, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9805429430942474, 'colsample_bytree': 0.7511388228404889, 'gamma': 2.08385361781502, 'reg_alpha': 0.08651733947002359, 'reg_lambda': 0.6352556570522688}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,629] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.10800086397492248, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9899994011573259, 'colsample_bytree': 0.733249977870152, 'gamma': 1.8649460900682115, 'reg_alpha': 0.05807265842423465, 'reg_lambda': 0.5507642790398243}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,737] Trial 190 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.010134909603668177, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9692725442735953, 'colsample_bytree': 0.7608281717059099, 'gamma': 1.9630349812466013, 'reg_alpha': 0.04152863697601829, 'reg_lambda': 0.7024290027640521}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,811] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.07418780423783139, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9930629143566988, 'colsample_bytree': 0.7453971964402353, 'gamma': 2.259546941107761, 'reg_alpha': 0.03373677038561246, 'reg_lambda': 0.6049488941679411}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,911] Trial 192 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 59, 'learning_rate': 0.08807354047535915, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9993883485866689, 'colsample_bytree': 0.7422454900925661, 'gamma': 2.227556603495783, 'reg_alpha': 0.02090078966437968, 'reg_lambda': 1.2644084058704215}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:57,975] Trial 193 finished with value: 0.744047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.07946981093170967, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9838885583654536, 'colsample_bytree': 0.724313008469605, 'gamma': 2.179238649757084, 'reg_alpha': 0.06692746259656972, 'reg_lambda': 0.5926308924863702}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,067] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.06975496528776266, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.999956280155571, 'colsample_bytree': 0.7365421363485273, 'gamma': 2.396060778930531, 'reg_alpha': 0.04337661241488168, 'reg_lambda': 0.5416797756235997}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,127] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.07629329150343366, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9906508419217035, 'colsample_bytree': 0.7436250664369025, 'gamma': 2.0765287370338017, 'reg_alpha': 0.0008012898358192994, 'reg_lambda': 0.643365505806056}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,295] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.062138453213998635, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9793236992091495, 'colsample_bytree': 0.7130290178043978, 'gamma': 2.174088880073699, 'reg_alpha': 0.08642688422990427, 'reg_lambda': 0.5651096054569548}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,359] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.0849261826497126, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.98667201493104, 'colsample_bytree': 0.7518518035237827, 'gamma': 1.8043130975482633, 'reg_alpha': 0.05856889395411434, 'reg_lambda': 0.500415195390767}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,448] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.09667301803842963, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9920914669678991, 'colsample_bytree': 0.7314077593528409, 'gamma': 2.330599604425171, 'reg_alpha': 0.024736000048200868, 'reg_lambda': 0.6756977234062226}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,506] Trial 199 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 43, 'learning_rate': 0.07286435322790906, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9745235741922105, 'colsample_bytree': 0.7613227828701574, 'gamma': 2.5305080221642644, 'reg_alpha': 0.6512356330088572, 'reg_lambda': 0.6071895801074689}. Best is trial 146 with value: 0.7976190476190477.
[I 2025-11-03 19:21:58,509] A new study created in memory with name: no-name-7f760e20-794e-4fe9-8efd-bc5df557127b
[I 2025-11-03 19:21:58,551] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.011242540396593078, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7213902920211746, 'colsample_bytree': 0.9207973205891504, 'gamma': 1.1223456928285125, 'reg_alpha': 0.7480040987413179, 'reg_lambda': 2.085877069265779}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:21:58,644] Trial 1 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 80, 'learning_rate': 0.010595676288822192, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9823848404025171, 'colsample_bytree': 0.8975550714150007, 'gamma': 2.5216391822626267, 'reg_alpha': 0.16284186385761035, 'reg_lambda': 1.563382880071445}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:58,738] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 199, 'learning_rate': 0.11097541128840978, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8458788541594335, 'colsample_bytree': 0.6050789890767431, 'gamma': 1.957633736525175, 'reg_alpha': 0.5504080930300169, 'reg_lambda': 2.3590103478249134}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:58,940] Trial 3 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.2012975603201707, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8987083499695343, 'colsample_bytree': 0.8199747087042568, 'gamma': 0.9551838022011244, 'reg_alpha': 0.6720505743657252, 'reg_lambda': 2.954700993131477}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,050] Trial 4 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 242, 'learning_rate': 0.08756757854476592, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.609652641377206, 'colsample_bytree': 0.799534629516619, 'gamma': 4.69329767913146, 'reg_alpha': 0.47596485941878075, 'reg_lambda': 0.7416273077548035}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,130] Trial 5 finished with value: 0.6875 and parameters: {'n_estimators': 30, 'learning_rate': 0.2002942137861368, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8050518468360279, 'colsample_bytree': 0.7525798674858967, 'gamma': 1.7417080979342814, 'reg_alpha': 0.8073088904757988, 'reg_lambda': 0.9969623194656905}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,184] Trial 6 finished with value: 0.6875 and parameters: {'n_estimators': 52, 'learning_rate': 0.1370552401652118, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8637938672638319, 'colsample_bytree': 0.8498208109247922, 'gamma': 4.5098945207817245, 'reg_alpha': 0.08036736086317564, 'reg_lambda': 2.9713544399791916}. Best is trial 1 with value: 0.7083333333333333.
[I 2025-11-03 19:21:59,311] Trial 7 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.07323780359731849, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7085106711230911, 'colsample_bytree': 0.6115790504653428, 'gamma': 0.34844105114369806, 'reg_alpha': 0.9527694079695532, 'reg_lambda': 1.6885667565186677}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,395] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.05399861278925198, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.848845430447342, 'colsample_bytree': 0.6591797486726231, 'gamma': 1.0229964269023966, 'reg_alpha': 0.6097093040541828, 'reg_lambda': 2.7677916996937966}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,526] Trial 9 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 92, 'learning_rate': 0.012802582664067278, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8688029563109878, 'colsample_bytree': 0.793456192915689, 'gamma': 1.2024667032319218, 'reg_alpha': 0.36269776489709915, 'reg_lambda': 2.9017032287121616}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,603] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.03585436502961131, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.7090493681152706, 'colsample_bytree': 0.996207556731757, 'gamma': 0.15699091321760206, 'reg_alpha': 0.9584665505905685, 'reg_lambda': 1.3430269629197622}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,789] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.029428078935089457, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9871211608495672, 'colsample_bytree': 0.7091343951471483, 'gamma': 3.332913940791691, 'reg_alpha': 0.002330105533230209, 'reg_lambda': 1.6168900733336904}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:21:59,874] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.025999022028, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9996582054274706, 'colsample_bytree': 0.7003817728773978, 'gamma': 3.244567476449686, 'reg_alpha': 0.24583751037030216, 'reg_lambda': 1.935742855676727}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,004] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 143, 'learning_rate': 0.023508875428994207, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6832254992164745, 'colsample_bytree': 0.6062574495990992, 'gamma': 3.6243585177872895, 'reg_alpha': 0.005576028288798107, 'reg_lambda': 1.3082995963244244}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,086] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.05682178837722831, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7620490844280254, 'colsample_bytree': 0.6873029260185917, 'gamma': 3.208957276863192, 'reg_alpha': 0.9777685868653543, 'reg_lambda': 1.695959939586574}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,345] Trial 15 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 181, 'learning_rate': 0.05655437095166563, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9336096037384649, 'colsample_bytree': 0.7316256425825818, 'gamma': 3.9009158661432624, 'reg_alpha': 0.3731588607995176, 'reg_lambda': 2.2179229695488702}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,424] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.019080692509713365, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.645240320620614, 'colsample_bytree': 0.6404302029272098, 'gamma': 0.07807943392441263, 'reg_alpha': 0.8859537037579265, 'reg_lambda': 0.5293822359242719}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,539] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.03909532045963525, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7706525249822022, 'colsample_bytree': 0.7293579309114796, 'gamma': 2.51375773073977, 'reg_alpha': 0.2804792527758107, 'reg_lambda': 2.5241288729837246}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,625] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.07806987224444031, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9249747417183013, 'colsample_bytree': 0.6566391751911177, 'gamma': 2.952564460350321, 'reg_alpha': 0.466616520433474, 'reg_lambda': 1.1728637096347385}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,831] Trial 19 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 214, 'learning_rate': 0.038036756938090284, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8022168991573609, 'colsample_bytree': 0.6918541840818877, 'gamma': 4.090246467600431, 'reg_alpha': 0.7448130576456686, 'reg_lambda': 1.860592123956737}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:00,911] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 104, 'learning_rate': 0.018607695531898255, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6594470747308447, 'colsample_bytree': 0.7506768605545364, 'gamma': 2.0269838316051136, 'reg_alpha': 0.19943977615135935, 'reg_lambda': 1.6410463902469206}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,006] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.016968536926594304, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6071923407674493, 'colsample_bytree': 0.6347157440940387, 'gamma': 0.14452053213733926, 'reg_alpha': 0.8734982356775195, 'reg_lambda': 0.6964386511691179}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,075] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.024866272479987822, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6566702586936283, 'colsample_bytree': 0.645705180090261, 'gamma': 0.43822378819836155, 'reg_alpha': 0.9120538071239465, 'reg_lambda': 0.9331806346876111}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,147] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.01649375521153418, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7433867004728734, 'colsample_bytree': 0.6194004244114006, 'gamma': 0.4805772819427462, 'reg_alpha': 0.8497721921825472, 'reg_lambda': 0.5663771148987367}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,276] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.03178835488650775, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7524605268163781, 'colsample_bytree': 0.6031557559211703, 'gamma': 1.3924991080226694, 'reg_alpha': 0.7785707289069186, 'reg_lambda': 1.4056884688757076}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,369] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.016415847496339477, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7296514009611552, 'colsample_bytree': 0.6846261896307403, 'gamma': 0.5842792318752701, 'reg_alpha': 0.9934539178515858, 'reg_lambda': 1.1142891293446486}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,565] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 84, 'learning_rate': 0.07770592218429119, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6926808917418548, 'colsample_bytree': 0.7157161721565691, 'gamma': 0.6865557847008781, 'reg_alpha': 0.623806288387194, 'reg_lambda': 1.5176963694935615}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,658] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 130, 'learning_rate': 0.046917589314313626, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8210112886555943, 'colsample_bytree': 0.7682496521987734, 'gamma': 1.4258321300582661, 'reg_alpha': 0.8574397430654701, 'reg_lambda': 1.9805512445766733}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,795] Trial 28 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 157, 'learning_rate': 0.1481230760364194, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7779684550934257, 'colsample_bytree': 0.6235702815862045, 'gamma': 2.770640258799575, 'reg_alpha': 0.684883764301297, 'reg_lambda': 2.541221723400342}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,845] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.013512048597356078, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7294819240687778, 'colsample_bytree': 0.6665099510119825, 'gamma': 2.052849059213584, 'reg_alpha': 0.7279999512199988, 'reg_lambda': 2.219446889047674}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:01,956] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 48, 'learning_rate': 0.02890700485426506, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9588424402254568, 'colsample_bytree': 0.6716202458954381, 'gamma': 3.5596938359592687, 'reg_alpha': 0.8135867496149641, 'reg_lambda': 1.7629460488395645}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,025] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.01878966098056399, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6410734748051305, 'colsample_bytree': 0.6304720101429443, 'gamma': 0.038273234749621216, 'reg_alpha': 0.866030356477889, 'reg_lambda': 0.5990201606611945}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,128] Trial 32 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 66, 'learning_rate': 0.010201710750039042, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6840420674675791, 'colsample_bytree': 0.6323008654720306, 'gamma': 0.41924713599728336, 'reg_alpha': 0.9174401479644462, 'reg_lambda': 0.9039951879218067}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,211] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.02133755325587829, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6362875791240992, 'colsample_bytree': 0.6175115193320408, 'gamma': 0.8658440006140257, 'reg_alpha': 0.9301504410673552, 'reg_lambda': 1.1874330972391451}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,404] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.012860856748806415, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7403637160756007, 'colsample_bytree': 0.6492534851893693, 'gamma': 0.37351576972561373, 'reg_alpha': 0.5218307455145871, 'reg_lambda': 0.5180499015150019}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,482] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.013649617064340957, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7409606594286693, 'colsample_bytree': 0.6015630103355243, 'gamma': 1.6918517396172028, 'reg_alpha': 0.5259264908597948, 'reg_lambda': 0.8544413922735902}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,550] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.013146694586613146, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7443248140630861, 'colsample_bytree': 0.8792133632122285, 'gamma': 1.5301097625658446, 'reg_alpha': 0.5977983842696234, 'reg_lambda': 0.7885795894630188}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,740] Trial 37 finished with value: 0.693452380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.01173429346680124, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7100651576346598, 'colsample_bytree': 0.6002154820022041, 'gamma': 0.7496657314220743, 'reg_alpha': 0.5382062674503162, 'reg_lambda': 0.5114346741202157}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,791] Trial 38 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 39, 'learning_rate': 0.26187466704819934, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7912591577818141, 'colsample_bytree': 0.9858688101454969, 'gamma': 2.2594984119763932, 'reg_alpha': 0.44044024369013945, 'reg_lambda': 0.6746109370710535}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:02,904] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 57, 'learning_rate': 0.10338514340077852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8228810565563076, 'colsample_bytree': 0.6509617672302673, 'gamma': 1.0650237614196814, 'reg_alpha': 0.4158357158170032, 'reg_lambda': 0.8298374318303997}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,017] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.016203817544832633, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.74078819454566, 'colsample_bytree': 0.9403239927252051, 'gamma': 0.33498586777884765, 'reg_alpha': 0.5367072889270739, 'reg_lambda': 0.651143897645575}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,332] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.014475250266675519, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7092864520579176, 'colsample_bytree': 0.6717896468693725, 'gamma': 1.2289136878028777, 'reg_alpha': 0.11487196736120087, 'reg_lambda': 0.7852947795413547}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,540] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.011258483488342094, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7714741866491852, 'colsample_bytree': 0.6151506748214974, 'gamma': 1.709351987791953, 'reg_alpha': 0.30985295879950453, 'reg_lambda': 1.0327475168822542}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,668] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 94, 'learning_rate': 0.010101425467914598, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6748896116469332, 'colsample_bytree': 0.8261341455696863, 'gamma': 0.5628794157716241, 'reg_alpha': 0.5070954489883711, 'reg_lambda': 0.532629339472618}. Best is trial 7 with value: 0.738095238095238.
[I 2025-11-03 19:22:03,759] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.04569964267622709, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8960247037342456, 'colsample_bytree': 0.7084616809774367, 'gamma': 0.8285879655508719, 'reg_alpha': 0.5834348235036595, 'reg_lambda': 1.5492755507479283}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:03,875] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 123, 'learning_rate': 0.07273103555084501, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8845806522259417, 'colsample_bytree': 0.6492807309406009, 'gamma': 0.9566958667173103, 'reg_alpha': 0.6799493237280628, 'reg_lambda': 1.265597651103802}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:03,958] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.13718771317516676, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7216143750106854, 'colsample_bytree': 0.6198114256730234, 'gamma': 0.35683126959094724, 'reg_alpha': 0.5978066495624077, 'reg_lambda': 1.4572812707923997}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,085] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.06657612588681981, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8360254136165366, 'colsample_bytree': 0.6727368812040392, 'gamma': 0.8592721513385669, 'reg_alpha': 0.6355218966500046, 'reg_lambda': 1.7972425805117822}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,157] Trial 48 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 94, 'learning_rate': 0.09854388107569992, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7874265180805498, 'colsample_bytree': 0.6033521044063912, 'gamma': 1.2208614060123795, 'reg_alpha': 0.38853857686227933, 'reg_lambda': 0.9852763883694686}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,409] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 137, 'learning_rate': 0.05043262855332439, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7554938873806925, 'colsample_bytree': 0.7105163863930302, 'gamma': 0.24796022029106568, 'reg_alpha': 0.8128239121151992, 'reg_lambda': 2.1096578994117743}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,488] Trial 50 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.04232504707768914, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9176787166399076, 'colsample_bytree': 0.645134298663584, 'gamma': 1.7165018158264504, 'reg_alpha': 0.564785909896254, 'reg_lambda': 0.8278806969728137}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,602] Trial 51 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 129, 'learning_rate': 0.03440956369579627, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9849692897620407, 'colsample_bytree': 0.775584654107783, 'gamma': 4.364430760420193, 'reg_alpha': 0.3313345763835694, 'reg_lambda': 1.5885260731507183}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,693] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.021578368326288653, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6977396861094335, 'colsample_bytree': 0.7265067595324411, 'gamma': 0.0072384197714681076, 'reg_alpha': 0.49161462765898195, 'reg_lambda': 1.6762231459302304}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,841] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.028790004678259908, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9686119138914429, 'colsample_bytree': 0.703246626399252, 'gamma': 2.339650194318648, 'reg_alpha': 0.7099637450416216, 'reg_lambda': 1.8945746702349524}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:04,921] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.06391437797794836, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9016502663099936, 'colsample_bytree': 0.686898981351836, 'gamma': 2.731724704770735, 'reg_alpha': 0.2309670441069751, 'reg_lambda': 1.5244094558130676}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:05,087] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.014796433532230988, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9992530084834412, 'colsample_bytree': 0.6310652278304543, 'gamma': 4.84609705334956, 'reg_alpha': 0.006007950345974452, 'reg_lambda': 1.390543790395963}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:05,208] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 109, 'learning_rate': 0.04246228454487745, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9459184889060629, 'colsample_bytree': 0.6581407097196169, 'gamma': 0.5749809454280214, 'reg_alpha': 0.4528991483131919, 'reg_lambda': 2.0242824973648643}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:06,046] Trial 57 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 73, 'learning_rate': 0.021540003178964838, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.871982212980111, 'colsample_bytree': 0.7431369825260917, 'gamma': 3.4393357014227424, 'reg_alpha': 0.9531308718970282, 'reg_lambda': 1.0878135642456872}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:06,131] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.011479549343844073, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.8514347658233774, 'colsample_bytree': 0.8150572016118213, 'gamma': 0.7059421932309795, 'reg_alpha': 0.648220384588199, 'reg_lambda': 0.5984271751386001}. Best is trial 44 with value: 0.7440476190476191.
[I 2025-11-03 19:22:06,334] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 121, 'learning_rate': 0.09070483141591282, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8115344691597093, 'colsample_bytree': 0.6150615095479546, 'gamma': 0.2180648491485515, 'reg_alpha': 0.5780772888394828, 'reg_lambda': 0.731236902627172}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,447] Trial 60 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.11409756138875528, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.816618456116962, 'colsample_bytree': 0.6149499437849133, 'gamma': 0.237230361949268, 'reg_alpha': 0.5751945609873103, 'reg_lambda': 0.731668181406317}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,589] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.11907236496441587, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8141685802821567, 'colsample_bytree': 0.6167126689822449, 'gamma': 0.21610687173669035, 'reg_alpha': 0.5607249297569394, 'reg_lambda': 0.8850622532980187}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,707] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.0892563523183445, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7370495970244006, 'colsample_bytree': 0.6099611759219782, 'gamma': 0.5275368671481452, 'reg_alpha': 0.5239179694408542, 'reg_lambda': 0.6905849279745526}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:06,841] Trial 63 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.15563804562672348, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7607289248030698, 'colsample_bytree': 0.6408741537084192, 'gamma': 0.1933109287284401, 'reg_alpha': 0.5636803158526273, 'reg_lambda': 0.7562044004500187}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,067] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.11511864564631479, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7957731838148111, 'colsample_bytree': 0.6251332765679769, 'gamma': 0.41546052568753133, 'reg_alpha': 0.7639010289083348, 'reg_lambda': 0.6217758229915001}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,234] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.11592660585111995, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8388356952549129, 'colsample_bytree': 0.6280598843081534, 'gamma': 0.3949648755800362, 'reg_alpha': 0.7666731975073129, 'reg_lambda': 0.6165949523298856}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,337] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.12394536859627213, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8338776448680899, 'colsample_bytree': 0.6270382645777888, 'gamma': 0.726557560322153, 'reg_alpha': 0.7620494264659453, 'reg_lambda': 0.9624457769710423}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,512] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.11351067867746262, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8402095663574275, 'colsample_bytree': 0.6280076618582205, 'gamma': 0.7697951273948611, 'reg_alpha': 0.7588741504035145, 'reg_lambda': 0.9427089936450892}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,612] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 202, 'learning_rate': 0.18518680768829626, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8588508926201398, 'colsample_bytree': 0.6635478657003139, 'gamma': 1.0898134991929571, 'reg_alpha': 0.77380565160389, 'reg_lambda': 0.734745140868695}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,806] Trial 69 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.12358143276802881, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.878699245318708, 'colsample_bytree': 0.6786227940618965, 'gamma': 0.2835399324923319, 'reg_alpha': 0.6527031411358257, 'reg_lambda': 0.6251280152783116}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:07,929] Trial 70 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.17991854252623105, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8820471204527759, 'colsample_bytree': 0.6772771912626608, 'gamma': 0.1573452997529055, 'reg_alpha': 0.6508712501677467, 'reg_lambda': 0.6083507650713311}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:08,155] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.12922223309596365, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8305534070152766, 'colsample_bytree': 0.6341861509411457, 'gamma': 0.007811385303468643, 'reg_alpha': 0.7311075172263892, 'reg_lambda': 0.7069051153667099}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 19:22:08,253] Trial 72 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 186, 'learning_rate': 0.12892260536969266, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8294945977781384, 'colsample_bytree': 0.6382085205493901, 'gamma': 0.3035309160128674, 'reg_alpha': 0.7114229694047522, 'reg_lambda': 0.6518185198779359}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,402] Trial 73 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 183, 'learning_rate': 0.08916620994340331, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8029820007660711, 'colsample_bytree': 0.6572238526033124, 'gamma': 0.020541913965352265, 'reg_alpha': 0.700364559409884, 'reg_lambda': 0.6444465598405844}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,508] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.096778825176578, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8097566634151254, 'colsample_bytree': 0.6939172828359337, 'gamma': 0.001506348737768004, 'reg_alpha': 0.7149860808028115, 'reg_lambda': 0.7516027959455518}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,647] Trial 75 finished with value: 0.738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.08425783257153284, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7942409015246386, 'colsample_bytree': 0.6613923218181629, 'gamma': 0.27136454082713446, 'reg_alpha': 0.5971229023119697, 'reg_lambda': 0.6631058912991888}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,744] Trial 76 finished with value: 0.744047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.16246467465862788, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8206961636077055, 'colsample_bytree': 0.6369796737469372, 'gamma': 0.14083953256081883, 'reg_alpha': 0.6900483780613713, 'reg_lambda': 0.7108280091409936}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:08,899] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.13007408123730152, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8020545190334982, 'colsample_bytree': 0.6530018992416113, 'gamma': 0.5022031156012438, 'reg_alpha': 0.6650960787498399, 'reg_lambda': 1.0333122140711741}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,000] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.22779175831425474, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7848666514498491, 'colsample_bytree': 0.6812537966983563, 'gamma': 0.6207088206506823, 'reg_alpha': 0.7248403469368138, 'reg_lambda': 0.5095005418813463}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,269] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.13852400617747104, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8507483903375762, 'colsample_bytree': 0.6411870979335142, 'gamma': 0.25424939638518956, 'reg_alpha': 0.6244773485033942, 'reg_lambda': 0.8387569219417507}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,379] Trial 80 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.10543667912239489, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9023541545019265, 'colsample_bytree': 0.6115200482399837, 'gamma': 0.09908304356508635, 'reg_alpha': 0.830756886432468, 'reg_lambda': 0.5689632663598302}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,532] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.10387155929267011, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9036135226562984, 'colsample_bytree': 0.6142080737624632, 'gamma': 0.008103561182278451, 'reg_alpha': 0.8109937537189166, 'reg_lambda': 0.5819106477073642}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,634] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.09018160525417258, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9026749583215534, 'colsample_bytree': 0.6103901175774314, 'gamma': 0.08275282796642441, 'reg_alpha': 0.8368297331911889, 'reg_lambda': 0.5768137848204472}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,760] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.10723723473016478, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8267291463936892, 'colsample_bytree': 0.6169429849961877, 'gamma': 0.014118045196722773, 'reg_alpha': 0.7961843798576802, 'reg_lambda': 0.6700604877283158}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:09,853] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.14843235964843582, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9180536396051039, 'colsample_bytree': 0.6001641572813238, 'gamma': 0.41130396169473565, 'reg_alpha': 0.7432307112517572, 'reg_lambda': 0.7833619644811086}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,004] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 191, 'learning_rate': 0.08089562762440398, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8728483275289977, 'colsample_bytree': 0.6355563450705539, 'gamma': 0.3127918170004257, 'reg_alpha': 0.8379568671495035, 'reg_lambda': 0.567457094231893}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,127] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.09806772218550569, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8607110639601163, 'colsample_bytree': 0.6200638986197646, 'gamma': 0.17644323795421896, 'reg_alpha': 0.898690469120554, 'reg_lambda': 0.8931122038803785}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,353] Trial 87 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.12494515911533875, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8094830855303567, 'colsample_bytree': 0.6571878016304851, 'gamma': 0.47514683448539125, 'reg_alpha': 0.7957402467732662, 'reg_lambda': 0.6365378299751199}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,467] Trial 88 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 192, 'learning_rate': 0.10781517570168525, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7719640901554554, 'colsample_bytree': 0.6120799397040995, 'gamma': 0.12207583673278466, 'reg_alpha': 0.6989354066735647, 'reg_lambda': 0.7124553852562785}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,615] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.07198450331199373, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7694666638119307, 'colsample_bytree': 0.6093768573495938, 'gamma': 0.3279310302817476, 'reg_alpha': 0.6976704356260724, 'reg_lambda': 0.8236177335720996}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,732] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.11013619085241605, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7780215894184719, 'colsample_bytree': 0.6226475830144166, 'gamma': 0.6293967266832798, 'reg_alpha': 0.666188221907641, 'reg_lambda': 0.5691994366494479}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:10,903] Trial 91 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 192, 'learning_rate': 0.09322774936485327, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7986880970359536, 'colsample_bytree': 0.6411808149437574, 'gamma': 0.11116610214928829, 'reg_alpha': 0.7361987612440869, 'reg_lambda': 0.7141355585202906}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:11,137] Trial 92 finished with value: 0.761904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.10141612907395571, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7994793692770864, 'colsample_bytree': 0.6448692456279043, 'gamma': 0.11497774104977172, 'reg_alpha': 0.8250026578684385, 'reg_lambda': 0.742173812426874}. Best is trial 72 with value: 0.7738095238095237.
[I 2025-11-03 19:22:11,327] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.10258449443277036, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7930816719944632, 'colsample_bytree': 0.6419853234882098, 'gamma': 0.1094999968328145, 'reg_alpha': 0.8757184310031669, 'reg_lambda': 0.6208546190493651}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,558] Trial 94 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.10084044463747503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7964521019703767, 'colsample_bytree': 0.6432987838904334, 'gamma': 0.12078580528809967, 'reg_alpha': 0.8693242877413436, 'reg_lambda': 0.5561263358911364}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,696] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.09397667784288372, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7933302047102186, 'colsample_bytree': 0.645344900548766, 'gamma': 0.14728749044839007, 'reg_alpha': 0.8796634162088832, 'reg_lambda': 0.5220518981680076}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,801] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.06322273939536119, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7757074625120313, 'colsample_bytree': 0.6461459059902941, 'gamma': 0.15172341936685912, 'reg_alpha': 0.9257685006820903, 'reg_lambda': 0.503735963083807}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:11,969] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.09520224971197994, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7856744897301997, 'colsample_bytree': 0.6678748931215127, 'gamma': 0.12884986639436924, 'reg_alpha': 0.8909535432440123, 'reg_lambda': 0.7773150077869531}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,080] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.07629809281204157, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7961172808834268, 'colsample_bytree': 0.6400453501009199, 'gamma': 0.3293571845839835, 'reg_alpha': 0.8547431266793308, 'reg_lambda': 0.5405181679319445}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,207] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.08472064727396932, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7650969572553297, 'colsample_bytree': 0.6498361195620779, 'gamma': 0.5277881454825513, 'reg_alpha': 0.9696958554728686, 'reg_lambda': 0.8752735821347543}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,297] Trial 100 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 179, 'learning_rate': 0.16735203534934354, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.810499035981921, 'colsample_bytree': 0.8606997901840299, 'gamma': 0.9187663398380012, 'reg_alpha': 0.8749211024915001, 'reg_lambda': 2.833638967121496}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,475] Trial 101 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 161, 'learning_rate': 0.10014486852988042, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.78933131336917, 'colsample_bytree': 0.6508967199522998, 'gamma': 0.11753295143288675, 'reg_alpha': 0.938277442355144, 'reg_lambda': 0.5049093375857017}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,582] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.14345252105634002, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7516364221753535, 'colsample_bytree': 0.6757454447484013, 'gamma': 0.11679818928675628, 'reg_alpha': 0.8301761365976358, 'reg_lambda': 0.6888191223427054}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,716] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.0927901553639591, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7804369624192171, 'colsample_bytree': 0.6676422802595245, 'gamma': 0.26967456477434126, 'reg_alpha': 0.9382010401682612, 'reg_lambda': 0.5082653553431689}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,809] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.10422850001746305, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.791516567581544, 'colsample_bytree': 0.6434146030520056, 'gamma': 0.47916819106650954, 'reg_alpha': 0.9922421870429539, 'reg_lambda': 0.6246455235335533}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:12,941] Trial 105 finished with value: 0.761904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.06854491137076069, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8026043411244054, 'colsample_bytree': 0.6319757006354542, 'gamma': 0.24263101648385144, 'reg_alpha': 0.9130330754932978, 'reg_lambda': 0.8047312983962025}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,052] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.06977059788200014, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8226219641396268, 'colsample_bytree': 0.9221238567636304, 'gamma': 0.6577669402023466, 'reg_alpha': 0.9088594052124332, 'reg_lambda': 0.7928308169201594}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,168] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.06132746608690112, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8015045687000473, 'colsample_bytree': 0.6973977030703551, 'gamma': 0.21615464363907222, 'reg_alpha': 0.8780586059062528, 'reg_lambda': 0.7219225155562211}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,257] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.0819652365900902, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7712666460997489, 'colsample_bytree': 0.6511644592225424, 'gamma': 0.3988908687255858, 'reg_alpha': 0.9485486535692432, 'reg_lambda': 0.912320607139706}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,380] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.07714713300865612, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8436683700146035, 'colsample_bytree': 0.662314333174118, 'gamma': 0.30727747058456306, 'reg_alpha': 0.7845587516353104, 'reg_lambda': 0.6421398280876622}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:13,600] Trial 110 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 182, 'learning_rate': 0.12298909927587623, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7599894254296882, 'colsample_bytree': 0.6383463576552338, 'gamma': 0.21829917299245954, 'reg_alpha': 0.8603706881690526, 'reg_lambda': 2.4022686829880646}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:13,762] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.12436852642532624, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7617527763910222, 'colsample_bytree': 0.6291606464923348, 'gamma': 0.1053316793863554, 'reg_alpha': 0.8593097266039752, 'reg_lambda': 2.4925656721443152}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:13,891] Trial 112 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 202, 'learning_rate': 0.09915457585142676, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.78175712496013, 'colsample_bytree': 0.6351182545342049, 'gamma': 0.21198570319771892, 'reg_alpha': 0.9108895376855162, 'reg_lambda': 2.585173120467797}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,051] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.09613525664966283, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7514796584476962, 'colsample_bytree': 0.638660738208271, 'gamma': 0.20690354650210063, 'reg_alpha': 0.9127448002065901, 'reg_lambda': 2.7231318972994245}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,163] Trial 114 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.08659157027259579, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7847585702318562, 'colsample_bytree': 0.6234486363820063, 'gamma': 0.4348839769026534, 'reg_alpha': 0.9700196280808979, 'reg_lambda': 2.352155072330446}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,319] Trial 115 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 195, 'learning_rate': 0.05737774809770342, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7852631035939467, 'colsample_bytree': 0.6247354510242991, 'gamma': 0.4343636706686863, 'reg_alpha': 0.9804372031485041, 'reg_lambda': 2.3752499122689703}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,421] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.10293410375333507, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7786046299810672, 'colsample_bytree': 0.6342634665659274, 'gamma': 0.5636752129942464, 'reg_alpha': 0.8925808680572201, 'reg_lambda': 2.608693704030614}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,638] Trial 117 finished with value: 0.761904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.08525712158177813, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7978059521123981, 'colsample_bytree': 0.6460248601805345, 'gamma': 0.10932609304717722, 'reg_alpha': 0.938341720190512, 'reg_lambda': 2.4466163700014936}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,739] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.13252363324864833, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7578662082516828, 'colsample_bytree': 0.6553038781422575, 'gamma': 0.35531463389866313, 'reg_alpha': 0.9610500871183235, 'reg_lambda': 2.6765362591607786}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:14,933] Trial 119 finished with value: 0.761904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.11176779290361712, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7903301197557305, 'colsample_bytree': 0.6337579572063274, 'gamma': 0.47319050638004445, 'reg_alpha': 0.920984650787201, 'reg_lambda': 2.279018679901223}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,049] Trial 120 finished with value: 0.761904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.07000286493632542, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8059822000639107, 'colsample_bytree': 0.6629440493469132, 'gamma': 0.09199774900508267, 'reg_alpha': 0.8700389717978813, 'reg_lambda': 2.351789948532639}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,198] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.08453774715379503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.798775561964688, 'colsample_bytree': 0.6474480005619347, 'gamma': 0.18082044790112783, 'reg_alpha': 0.9338311106139107, 'reg_lambda': 2.45814531969712}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,312] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.07775223911047908, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8178548602022835, 'colsample_bytree': 0.6462998853392117, 'gamma': 0.2259376538706899, 'reg_alpha': 0.9789778066117618, 'reg_lambda': 2.633112363766892}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,456] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 203, 'learning_rate': 0.09731024353109417, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7697072864495174, 'colsample_bytree': 0.6226284906710583, 'gamma': 0.3756588691306561, 'reg_alpha': 0.8973916767305631, 'reg_lambda': 2.5571879196856946}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,565] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.09987950263024367, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7685794942172123, 'colsample_bytree': 0.6065969815782957, 'gamma': 0.36294021243127045, 'reg_alpha': 0.8930333141567707, 'reg_lambda': 2.5253131434515206}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,768] Trial 125 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 186, 'learning_rate': 0.11833583453773193, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7468114333133743, 'colsample_bytree': 0.6225053898267134, 'gamma': 0.004548729382688146, 'reg_alpha': 0.8502803772444907, 'reg_lambda': 2.4236002564769983}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,867] Trial 126 finished with value: 0.744047619047619 and parameters: {'n_estimators': 206, 'learning_rate': 0.08972626801204374, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7806181179571894, 'colsample_bytree': 0.6544501167013584, 'gamma': 0.77276546638358, 'reg_alpha': 0.9405307186047879, 'reg_lambda': 2.328262735276978}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:15,981] Trial 127 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.0975334878766094, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7335594305587176, 'colsample_bytree': 0.6398600909974353, 'gamma': 0.6006973509637241, 'reg_alpha': 0.8115706890061992, 'reg_lambda': 2.575242846088715}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,097] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.10936010552892958, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7719153908291576, 'colsample_bytree': 0.6246186549685737, 'gamma': 0.14974858551457337, 'reg_alpha': 0.9984738110412202, 'reg_lambda': 2.1696121779014494}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,241] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 217, 'learning_rate': 0.08568736480914312, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7890205185892885, 'colsample_bytree': 0.6712536971346322, 'gamma': 0.41802734674508385, 'reg_alpha': 0.9654407975084507, 'reg_lambda': 2.439220255499019}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,339] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.1388141075253547, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7637489922507014, 'colsample_bytree': 0.6867036273081222, 'gamma': 1.8702896391658983, 'reg_alpha': 0.8769580534224864, 'reg_lambda': 2.499095881232502}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,459] Trial 131 finished with value: 0.693452380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.0790973628549911, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8018551755211439, 'colsample_bytree': 0.6292350192343229, 'gamma': 3.090619103352017, 'reg_alpha': 0.9265388779991354, 'reg_lambda': 2.564350246580197}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,564] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.09392594010204468, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8291307681858718, 'colsample_bytree': 0.6348569334874028, 'gamma': 0.2779306279547936, 'reg_alpha': 0.9095783474608276, 'reg_lambda': 2.6766849443033087}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,816] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.11855294800728494, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.814232539748706, 'colsample_bytree': 0.6481781660867808, 'gamma': 0.20441609594504076, 'reg_alpha': 0.9028654661784615, 'reg_lambda': 2.841793037772007}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:16,941] Trial 134 finished with value: 0.761904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.106340985684898, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7965365500414222, 'colsample_bytree': 0.6185973017366541, 'gamma': 0.07307697233744295, 'reg_alpha': 0.8236095733157579, 'reg_lambda': 2.304352290414523}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,081] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.08759264476693285, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7811448141348759, 'colsample_bytree': 0.6067586263117941, 'gamma': 0.36187684863947933, 'reg_alpha': 0.8463809362509792, 'reg_lambda': 2.3814682582881583}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,204] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.07346250324207686, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7881161150768283, 'colsample_bytree': 0.6414440081172003, 'gamma': 0.2960141151176785, 'reg_alpha': 0.8667997437459962, 'reg_lambda': 2.223791606907854}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,336] Trial 137 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 194, 'learning_rate': 0.10138248287126224, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8046668381270214, 'colsample_bytree': 0.6614216308790957, 'gamma': 0.5296693686244097, 'reg_alpha': 0.9527202773069268, 'reg_lambda': 2.7502909666498914}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,446] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.08205192790365032, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7755584700272724, 'colsample_bytree': 0.6300777878142336, 'gamma': 0.198161709955907, 'reg_alpha': 0.9252471102927385, 'reg_lambda': 0.6745400716184842}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,682] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.11125852509947012, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7573864744300844, 'colsample_bytree': 0.9635200696859341, 'gamma': 0.13849494540209578, 'reg_alpha': 0.9325111968025609, 'reg_lambda': 0.5440325632649246}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,815] Trial 140 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.09268006237129725, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.720472020141034, 'colsample_bytree': 0.6529114366554619, 'gamma': 0.015267234369680499, 'reg_alpha': 0.7949511595343594, 'reg_lambda': 2.4733632774543794}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:17,941] Trial 141 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.06699064885320183, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7758142789964019, 'colsample_bytree': 0.6304837960803822, 'gamma': 3.9690851501910895, 'reg_alpha': 0.8858273927914764, 'reg_lambda': 0.6829709523937405}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,049] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 184, 'learning_rate': 0.08149346316646026, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7927709742826051, 'colsample_bytree': 0.7801440161217147, 'gamma': 0.20858042421231582, 'reg_alpha': 0.9130242482453976, 'reg_lambda': 0.590820146674409}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,189] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.1022279039905034, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7687427487870988, 'colsample_bytree': 0.6220295872169144, 'gamma': 0.30141032982257043, 'reg_alpha': 0.9557327454159349, 'reg_lambda': 0.684123659447982}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,297] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 178, 'learning_rate': 0.08730973154968008, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8121353965561112, 'colsample_bytree': 0.6392150319913107, 'gamma': 0.10078371276632704, 'reg_alpha': 0.8906797685812045, 'reg_lambda': 0.8029619245216317}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,535] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.11749964291979052, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8186148954109257, 'colsample_bytree': 0.6381447723454573, 'gamma': 0.1294874781356624, 'reg_alpha': 0.8486500642396946, 'reg_lambda': 0.7541072759795263}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,646] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.09325626610191742, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7835459819707469, 'colsample_bytree': 0.6138377466571658, 'gamma': 0.4310090033704946, 'reg_alpha': 0.8966620888001229, 'reg_lambda': 2.61491268923271}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,871] Trial 147 finished with value: 0.744047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.12715731940956632, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8081538269547789, 'colsample_bytree': 0.6480075203281647, 'gamma': 0.08692403844440984, 'reg_alpha': 0.8673082354182757, 'reg_lambda': 0.5672844755746849}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:18,982] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.15239369437758624, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8257029848685269, 'colsample_bytree': 0.6419276724814874, 'gamma': 0.005530082283140017, 'reg_alpha': 0.7414783110454567, 'reg_lambda': 0.6265481335013046}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,109] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.08256091255000436, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7749765932555162, 'colsample_bytree': 0.6285252028636227, 'gamma': 0.18357900328149612, 'reg_alpha': 0.975505002433784, 'reg_lambda': 2.3942151763026693}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,214] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.1098718317271261, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7952199231338357, 'colsample_bytree': 0.6554373784165528, 'gamma': 0.35118040035600384, 'reg_alpha': 0.8200524524624399, 'reg_lambda': 0.5008176683618479}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,448] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.07518915368759951, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8001115098843876, 'colsample_bytree': 0.6330487140792779, 'gamma': 0.24854247026223322, 'reg_alpha': 0.9302174960289664, 'reg_lambda': 0.7999870717750022}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,562] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.08802029147300423, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8119346310383819, 'colsample_bytree': 0.6174082479054713, 'gamma': 0.22506126479587577, 'reg_alpha': 0.8872326839096895, 'reg_lambda': 0.8558048000137624}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,698] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.10210678336113614, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7874151045198295, 'colsample_bytree': 0.6002597203412307, 'gamma': 0.4699065412721529, 'reg_alpha': 0.9152104631603115, 'reg_lambda': 0.7247400443711912}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,809] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.09559259557588055, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7638774018990157, 'colsample_bytree': 0.6428228050379676, 'gamma': 0.08690212513015819, 'reg_alpha': 0.9504448398980578, 'reg_lambda': 0.6585634488111638}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:19,956] Trial 155 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 185, 'learning_rate': 0.05963774035629477, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8051948340726458, 'colsample_bytree': 0.6252671860022057, 'gamma': 0.30541840377541896, 'reg_alpha': 0.8640423321395239, 'reg_lambda': 0.741453094236494}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,064] Trial 156 finished with value: 0.738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.0845109421344059, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8358917474564512, 'colsample_bytree': 0.6254360590704198, 'gamma': 0.6645571082041767, 'reg_alpha': 0.8405572766146068, 'reg_lambda': 1.2264764180995011}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,203] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.05720563182564878, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7468881644299933, 'colsample_bytree': 0.608940025328153, 'gamma': 0.3452630129184802, 'reg_alpha': 0.8590259771334887, 'reg_lambda': 0.5962663545839071}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,407] Trial 158 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.13388180604982405, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7945687102211398, 'colsample_bytree': 0.6658109389327287, 'gamma': 0.1628802568996213, 'reg_alpha': 0.8888427574108367, 'reg_lambda': 0.747954395021597}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,562] Trial 159 finished with value: 0.738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.11862149429250579, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7801190060368628, 'colsample_bytree': 0.6364701493202806, 'gamma': 0.5105733669417666, 'reg_alpha': 0.87134112587417, 'reg_lambda': 1.8136435032327414}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,676] Trial 160 finished with value: 0.744047619047619 and parameters: {'n_estimators': 213, 'learning_rate': 0.099135280743226, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8199204457999182, 'colsample_bytree': 0.6504333473628383, 'gamma': 0.303072737505521, 'reg_alpha': 0.7799021123819836, 'reg_lambda': 2.969334419196499}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,822] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.06920442974961241, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8051515186662349, 'colsample_bytree': 0.6219525962987539, 'gamma': 0.23476323213556605, 'reg_alpha': 0.9086378925797004, 'reg_lambda': 0.7026740890853057}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:20,935] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.061398943418234556, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8004421245984943, 'colsample_bytree': 0.6291000673234016, 'gamma': 0.08612524599483941, 'reg_alpha': 0.9349641986709722, 'reg_lambda': 0.8277273204670953}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,119] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.05303168691566323, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.623768972307618, 'colsample_bytree': 0.6362818122916332, 'gamma': 0.4101976026341624, 'reg_alpha': 0.9005392144134853, 'reg_lambda': 0.7810204653229953}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,231] Trial 164 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.07439214691415512, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7898901487250151, 'colsample_bytree': 0.6458576960428442, 'gamma': 0.18167194993289093, 'reg_alpha': 0.8786495231707311, 'reg_lambda': 0.6526831340057024}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,517] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.07904567532879575, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8085813606655561, 'colsample_bytree': 0.6588836929473669, 'gamma': 0.2782028250399052, 'reg_alpha': 0.9231594247327719, 'reg_lambda': 2.563360928021679}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,619] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.08840454139893134, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7745876659482454, 'colsample_bytree': 0.6158872142560943, 'gamma': 0.0828380107853273, 'reg_alpha': 0.8288291131906805, 'reg_lambda': 0.548514063118089}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,736] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.09275393001193193, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7853011531919284, 'colsample_bytree': 0.6304868463125348, 'gamma': 0.42040783644731144, 'reg_alpha': 0.9967407692900435, 'reg_lambda': 0.9411430928498132}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,864] Trial 168 finished with value: 0.744047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.06565064397498899, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8138947146092643, 'colsample_bytree': 0.6421115681299907, 'gamma': 0.020576280216124565, 'reg_alpha': 0.9647377910896866, 'reg_lambda': 0.6174878880851293}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:21,993] Trial 169 finished with value: 0.761904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.11032813937313916, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7551617014487275, 'colsample_bytree': 0.6215618206259514, 'gamma': 0.5812346975429542, 'reg_alpha': 0.8579654247489358, 'reg_lambda': 2.510410193184561}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,095] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.10461737545215077, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7665062365200994, 'colsample_bytree': 0.6534096756601013, 'gamma': 0.18602837292964822, 'reg_alpha': 0.9403541733288616, 'reg_lambda': 2.039756487415098}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,383] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.08794443384381334, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7949252550993824, 'colsample_bytree': 0.6414881875039575, 'gamma': 0.10202674937201485, 'reg_alpha': 0.9425699396252395, 'reg_lambda': 2.4337892079189145}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,489] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 180, 'learning_rate': 0.08177315129182128, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.80039237563079, 'colsample_bytree': 0.6483875854004195, 'gamma': 0.28631145607191977, 'reg_alpha': 0.919468687886204, 'reg_lambda': 2.4547069017754475}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,706] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.09865508336836065, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7844617449462424, 'colsample_bytree': 0.6314018840836432, 'gamma': 0.145627591181065, 'reg_alpha': 0.8940168017512471, 'reg_lambda': 2.276331496972837}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,817] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.08623675017081324, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8276292483515458, 'colsample_bytree': 0.6102021242011783, 'gamma': 0.009702165888077041, 'reg_alpha': 0.9740136090140348, 'reg_lambda': 2.6475774437242814}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:22,972] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.04885744002962178, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7988325513740666, 'colsample_bytree': 0.636871047933696, 'gamma': 0.3581697010604722, 'reg_alpha': 0.8795964799693363, 'reg_lambda': 0.6870526409260619}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,082] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.09555200855799793, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7757779991424935, 'colsample_bytree': 0.6572403389202406, 'gamma': 0.19098236349979847, 'reg_alpha': 0.9274193562012464, 'reg_lambda': 2.5271368713622615}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,223] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.07487679856332888, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8086469008790337, 'colsample_bytree': 0.835199759617734, 'gamma': 0.3013716720623262, 'reg_alpha': 0.8414096995386573, 'reg_lambda': 0.7466651087119257}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,322] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.10532743734605109, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7927804666823889, 'colsample_bytree': 0.6719159527470998, 'gamma': 0.10830695610958146, 'reg_alpha': 0.9012267352959713, 'reg_lambda': 0.5687663442369487}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,522] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.0811596244223845, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8185145656125757, 'colsample_bytree': 0.6242471079116074, 'gamma': 0.005166008895516758, 'reg_alpha': 0.8683480474914997, 'reg_lambda': 2.4692459873628683}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,614] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.09205330094837477, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7816921802169379, 'colsample_bytree': 0.647149781462046, 'gamma': 2.7324792468259615, 'reg_alpha': 0.7101050958570221, 'reg_lambda': 0.81316041049989}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,758] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.11208451571436616, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7903336901073221, 'colsample_bytree': 0.6320744146688082, 'gamma': 0.46894201755125753, 'reg_alpha': 0.9194114735525808, 'reg_lambda': 2.237077365970092}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,875] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 209, 'learning_rate': 0.12141824663097814, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8035699619691113, 'colsample_bytree': 0.6355204659620265, 'gamma': 0.24667526792643224, 'reg_alpha': 0.9523103731288349, 'reg_lambda': 2.357151542862493}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:23,992] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 129, 'learning_rate': 0.11933045185825741, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8015955012062048, 'colsample_bytree': 0.644334472543232, 'gamma': 0.25880488111987476, 'reg_alpha': 0.9568477633531421, 'reg_lambda': 2.381762689116777}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,104] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.12212502578655623, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8029915866717444, 'colsample_bytree': 0.6182182437271453, 'gamma': 0.2366819875784047, 'reg_alpha': 0.9553217380033368, 'reg_lambda': 2.147706990627372}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,387] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 128, 'learning_rate': 0.132284363398226, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.810689842706698, 'colsample_bytree': 0.6256165452694414, 'gamma': 0.36670758442734397, 'reg_alpha': 0.9573563969938764, 'reg_lambda': 2.138428811864079}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,500] Trial 186 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.12097147394128845, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7707741307131084, 'colsample_bytree': 0.6172309418827091, 'gamma': 0.24285564372623786, 'reg_alpha': 0.9862810010568358, 'reg_lambda': 2.358208541458437}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,650] Trial 187 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.12349300645488429, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7613123665196323, 'colsample_bytree': 0.614325590208473, 'gamma': 0.23803723634032387, 'reg_alpha': 0.9816147372205077, 'reg_lambda': 2.395836574147572}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,762] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.14247448905979948, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7613482179315827, 'colsample_bytree': 0.611334552395829, 'gamma': 0.24926498484411697, 'reg_alpha': 0.9681820152763154, 'reg_lambda': 2.3140329416821612}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:24,953] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.14364006119633543, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7604852757892295, 'colsample_bytree': 0.6071339819008501, 'gamma': 0.24971918526843084, 'reg_alpha': 0.9784515177710672, 'reg_lambda': 2.3432252020733033}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,057] Trial 190 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 222, 'learning_rate': 0.16460495204368003, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7464626734164689, 'colsample_bytree': 0.6155698097916266, 'gamma': 2.243646029461114, 'reg_alpha': 0.9998614607362484, 'reg_lambda': 2.389639229657357}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,289] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.12842107557191562, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7707079886391249, 'colsample_bytree': 0.6107753957798426, 'gamma': 0.37454863028397306, 'reg_alpha': 0.98192954786365, 'reg_lambda': 2.2846905231611596}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,409] Trial 192 finished with value: 0.738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.12243594243037545, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7545788164383157, 'colsample_bytree': 0.600238890402235, 'gamma': 0.26057860623616624, 'reg_alpha': 0.9618157781404052, 'reg_lambda': 2.3118065473591924}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,573] Trial 193 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.1434734615689048, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7632670125309567, 'colsample_bytree': 0.6187211833229205, 'gamma': 0.5173744189371081, 'reg_alpha': 0.9588418127482634, 'reg_lambda': 2.4054685347086435}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,683] Trial 194 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 203, 'learning_rate': 0.126166128043557, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7713436799578515, 'colsample_bytree': 0.6191173994412217, 'gamma': 0.2069921032842486, 'reg_alpha': 0.9868142099996359, 'reg_lambda': 2.34651536721426}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,817] Trial 195 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.11617284395648089, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7784910301692334, 'colsample_bytree': 0.611685927949416, 'gamma': 4.483230984474825, 'reg_alpha': 0.9423061548758734, 'reg_lambda': 2.236908823974807}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:25,933] Trial 196 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 206, 'learning_rate': 0.13579137644880285, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7661536500740894, 'colsample_bytree': 0.6250482562710108, 'gamma': 0.33625892073493535, 'reg_alpha': 0.9731970569736761, 'reg_lambda': 2.3471656013141393}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,058] Trial 197 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 217, 'learning_rate': 0.136322511485469, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.758305181887666, 'colsample_bytree': 0.6050341838883727, 'gamma': 3.6749357131358815, 'reg_alpha': 0.971554535848648, 'reg_lambda': 2.3807763862447637}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,209] Trial 198 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 207, 'learning_rate': 0.12028505428898448, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7363122332163476, 'colsample_bytree': 0.6181959897089297, 'gamma': 0.42046189294587566, 'reg_alpha': 0.9557070640013284, 'reg_lambda': 2.3295920071354312}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,436] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 211, 'learning_rate': 0.1457197211214649, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7710744919874669, 'colsample_bytree': 0.6351520261692115, 'gamma': 0.17580985727740256, 'reg_alpha': 0.9939033354409597, 'reg_lambda': 2.16712368100967}. Best is trial 110 with value: 0.7797619047619049.
[I 2025-11-03 19:22:26,439] A new study created in memory with name: no-name-07f6b583-6147-45b0-a57a-de918972e415
[I 2025-11-03 19:22:26,539] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.1460022782393653, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7472165989050076, 'colsample_bytree': 0.8604342002414209, 'gamma': 2.3177712210690506, 'reg_alpha': 0.5316153084260197, 'reg_lambda': 2.671878091847333}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,623] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.07354715333870568, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8136059486662527, 'colsample_bytree': 0.7484875744395396, 'gamma': 1.3135182802685652, 'reg_alpha': 0.7306494684347342, 'reg_lambda': 2.9155528504059993}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,725] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.05548507541355168, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6541305410637631, 'colsample_bytree': 0.6120767711151031, 'gamma': 2.866299736134288, 'reg_alpha': 0.5253774323723399, 'reg_lambda': 1.9102505248831778}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,875] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.2080905381139905, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7838679130078728, 'colsample_bytree': 0.8484117517560654, 'gamma': 4.197352711758192, 'reg_alpha': 0.16075375005773007, 'reg_lambda': 1.4642956087926953}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:26,925] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.05691593361528732, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9592730149534253, 'colsample_bytree': 0.8491133067206128, 'gamma': 2.674021858684814, 'reg_alpha': 0.8300468802244446, 'reg_lambda': 0.6796588901719696}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,137] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.22356371088050095, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.817945650509741, 'colsample_bytree': 0.8680430369448904, 'gamma': 3.3635112573502153, 'reg_alpha': 0.38159372044046214, 'reg_lambda': 1.734559880928408}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,238] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.0763657324516201, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.6439064074515368, 'colsample_bytree': 0.7691448532396079, 'gamma': 4.394295471999475, 'reg_alpha': 0.04525386302205603, 'reg_lambda': 2.7668260575186054}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,349] Trial 7 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.2677935978342164, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8262242030217719, 'colsample_bytree': 0.6542750137447783, 'gamma': 3.0333429747960294, 'reg_alpha': 0.5293886829367754, 'reg_lambda': 1.496214801230333}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,432] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.0176499964460495, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.623847496027082, 'colsample_bytree': 0.6905197975002728, 'gamma': 1.5845675124765768, 'reg_alpha': 0.3106968487819526, 'reg_lambda': 2.840768785025416}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:22:27,568] Trial 9 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.046569822109644624, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9131742386625394, 'colsample_bytree': 0.8296598772376339, 'gamma': 1.832818917647641, 'reg_alpha': 0.9675882485235787, 'reg_lambda': 2.156846047465217}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:27,741] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.01618355168694427, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9944341453542851, 'colsample_bytree': 0.9258816468318287, 'gamma': 0.30203793337893714, 'reg_alpha': 0.9735519030542145, 'reg_lambda': 2.213229359338131}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:27,884] Trial 11 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.130707792750423, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.91073794600599, 'colsample_bytree': 0.9912949521054597, 'gamma': 1.4927475627971283, 'reg_alpha': 0.6677762508221412, 'reg_lambda': 2.262453252270931}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,057] Trial 12 finished with value: 0.693452380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.028585001836147313, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8794000110606653, 'colsample_bytree': 0.9263548833281645, 'gamma': 1.9964056438981834, 'reg_alpha': 0.9661674003628129, 'reg_lambda': 2.4057799335547507}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,206] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.12648974072557556, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7212476677653745, 'colsample_bytree': 0.8012906115516759, 'gamma': 0.6198913652533475, 'reg_alpha': 0.6622858904311342, 'reg_lambda': 2.442087769191145}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,300] Trial 14 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 125, 'learning_rate': 0.031999707480304375, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7226511593729329, 'colsample_bytree': 0.9056137982599556, 'gamma': 2.1358126082916344, 'reg_alpha': 0.825296252960665, 'reg_lambda': 0.5427174851473848}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,442] Trial 15 finished with value: 0.693452380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.010216346773343848, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7201433231652281, 'colsample_bytree': 0.8026868120925914, 'gamma': 3.6197798600748343, 'reg_alpha': 0.26945419461437403, 'reg_lambda': 1.951641224204867}. Best is trial 9 with value: 0.7053571428571429.
[I 2025-11-03 19:22:28,492] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.12012502115293143, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9038931807454713, 'colsample_bytree': 0.9997983085836842, 'gamma': 0.9116750703920082, 'reg_alpha': 0.4320522401349576, 'reg_lambda': 1.0934031497013705}. Best is trial 16 with value: 0.7142857142857143.
[I 2025-11-03 19:22:28,722] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.03366781920393821, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8903950717971056, 'colsample_bytree': 0.9864525416729115, 'gamma': 0.6520636745168007, 'reg_alpha': 0.44086257285278996, 'reg_lambda': 0.9676218141503244}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:28,778] Trial 18 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 23, 'learning_rate': 0.03408254787862283, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8871912302888292, 'colsample_bytree': 0.9998770791845041, 'gamma': 0.741516785489402, 'reg_alpha': 0.4010277017103302, 'reg_lambda': 0.9769298966468639}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:28,899] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.08418505490650573, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8648043417146681, 'colsample_bytree': 0.9647161139404341, 'gamma': 0.024015952008439756, 'reg_alpha': 0.19265439868291107, 'reg_lambda': 1.0204816038208253}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,085] Trial 20 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 100, 'learning_rate': 0.086982616378051, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8569437387076738, 'colsample_bytree': 0.9617751447926637, 'gamma': 0.10386568807038132, 'reg_alpha': 0.17208139373307232, 'reg_lambda': 1.0352374719858455}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,181] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.09873049522796797, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9636172691784216, 'colsample_bytree': 0.9568144348601325, 'gamma': 0.9324806376499699, 'reg_alpha': 0.4419976105347503, 'reg_lambda': 1.0719795105466863}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,267] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.18275167124525826, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.93380099840003, 'colsample_bytree': 0.9573753145366717, 'gamma': 0.0372765740733173, 'reg_alpha': 0.004676223248733569, 'reg_lambda': 1.28964294234716}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 19:22:29,392] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.04411947720916096, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9460564552325429, 'colsample_bytree': 0.893160741500523, 'gamma': 0.011300328884325677, 'reg_alpha': 0.022898498510221098, 'reg_lambda': 1.3894816936308887}. Best is trial 23 with value: 0.7440476190476191.
[I 2025-11-03 19:22:29,488] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.04331442168367109, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9447549678121876, 'colsample_bytree': 0.8958174971341694, 'gamma': 0.5042275648873684, 'reg_alpha': 0.024136985881609438, 'reg_lambda': 1.4223187470405478}. Best is trial 23 with value: 0.7440476190476191.
[I 2025-11-03 19:22:29,622] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.022304362572345585, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9958921523972417, 'colsample_bytree': 0.9380073415477024, 'gamma': 1.1925455419550188, 'reg_alpha': 0.09062645845303494, 'reg_lambda': 1.2921428550821301}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:29,831] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.019459463604404908, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9867508463468032, 'colsample_bytree': 0.8857915053957444, 'gamma': 1.1421725875991386, 'reg_alpha': 0.10482658918004809, 'reg_lambda': 0.7612288137029102}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:29,955] Trial 27 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.022258788408224164, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9976995664884114, 'colsample_bytree': 0.890354478203009, 'gamma': 1.236153108901184, 'reg_alpha': 0.10062081702510317, 'reg_lambda': 0.741787796255556}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,030] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.011991754727932543, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9759337355088997, 'colsample_bytree': 0.9234203814987981, 'gamma': 1.2182850482598235, 'reg_alpha': 0.10656573971288563, 'reg_lambda': 1.699240567551751}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,134] Trial 29 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.023329649669377457, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9380433486288355, 'colsample_bytree': 0.8735403988102334, 'gamma': 2.2590593580893286, 'reg_alpha': 0.27516387125161, 'reg_lambda': 1.300644604325308}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,195] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.015730487198306532, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.973771350056529, 'colsample_bytree': 0.8182981156455811, 'gamma': 4.799797517040535, 'reg_alpha': 0.10820721259692517, 'reg_lambda': 0.7196532589399806}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,327] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 114, 'learning_rate': 0.024343897889032292, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9994283775494103, 'colsample_bytree': 0.936627193852168, 'gamma': 0.38043652023022934, 'reg_alpha': 0.21252171991735652, 'reg_lambda': 0.8736265059019784}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,433] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.03655242076611735, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.928989829865063, 'colsample_bytree': 0.9014501677651406, 'gamma': 0.9949995485470312, 'reg_alpha': 0.07424923530622028, 'reg_lambda': 1.237231946816928}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,607] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 88, 'learning_rate': 0.01892620733773542, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9668613164405201, 'colsample_bytree': 0.9752762097756666, 'gamma': 1.5852356946372523, 'reg_alpha': 0.6045637376010116, 'reg_lambda': 0.8339507988988996}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,705] Trial 34 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.05852590964996546, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7756346364697646, 'colsample_bytree': 0.9388400634623483, 'gamma': 0.6402295093777254, 'reg_alpha': 0.3530590315505585, 'reg_lambda': 1.6100182523027091}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,830] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.05434172215191862, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7959582329619092, 'colsample_bytree': 0.7523903792512858, 'gamma': 0.3619976011060015, 'reg_alpha': 0.33155565901118617, 'reg_lambda': 1.594205708351486}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:30,923] Trial 36 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.06443710153246578, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7676071307485142, 'colsample_bytree': 0.8751446450380631, 'gamma': 1.0458186923514785, 'reg_alpha': 0.22954594268197712, 'reg_lambda': 1.8950588435050821}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,027] Trial 37 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.04432280091273843, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8459824909361069, 'colsample_bytree': 0.8443482622910398, 'gamma': 2.4845555227036926, 'reg_alpha': 0.14690857164164464, 'reg_lambda': 0.5362645011506686}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,104] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.013490013351669381, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6879671946432786, 'colsample_bytree': 0.944434348798413, 'gamma': 1.3253883350176277, 'reg_alpha': 0.14730601074642885, 'reg_lambda': 1.4509495424717025}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,329] Trial 39 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 157, 'learning_rate': 0.026308069833227216, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7696047142609282, 'colsample_bytree': 0.9098938422954012, 'gamma': 1.7938689030262123, 'reg_alpha': 0.05215320876819207, 'reg_lambda': 1.6291290306994726}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,390] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.021171980902124823, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8319512510878664, 'colsample_bytree': 0.8580735515805116, 'gamma': 0.7487970416620047, 'reg_alpha': 0.3297078356561357, 'reg_lambda': 1.8413535531836254}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,520] Trial 41 finished with value: 0.744047619047619 and parameters: {'n_estimators': 105, 'learning_rate': 0.06362255925741027, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9442995137663293, 'colsample_bytree': 0.979155575246125, 'gamma': 0.6099465913293123, 'reg_alpha': 0.0012070007118136772, 'reg_lambda': 1.180247401942208}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,610] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.05650646449122598, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9475755943700359, 'colsample_bytree': 0.698653727168246, 'gamma': 0.2926010665163767, 'reg_alpha': 0.0007937622342973113, 'reg_lambda': 1.1787021448179933}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,732] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.0692399951623435, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.982781914349692, 'colsample_bytree': 0.9379376299447867, 'gamma': 0.5816881344699427, 'reg_alpha': 0.06836948383453237, 'reg_lambda': 1.3741604363733821}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:31,963] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.04847133512110602, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9213307830797017, 'colsample_bytree': 0.8822255421400753, 'gamma': 0.2551238372678165, 'reg_alpha': 0.12760213202184484, 'reg_lambda': 1.5731872139538117}. Best is trial 44 with value: 0.7559523809523809.
[I 2025-11-03 19:22:32,212] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.04990807513948356, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9188960021090561, 'colsample_bytree': 0.8759951698154343, 'gamma': 0.190135292522416, 'reg_alpha': 0.2212800364120774, 'reg_lambda': 2.0591504328016677}. Best is trial 44 with value: 0.7559523809523809.
[I 2025-11-03 19:22:32,315] Trial 46 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 164, 'learning_rate': 0.039530316094570875, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9573539677677277, 'colsample_bytree': 0.8352672677201005, 'gamma': 1.4026208614736027, 'reg_alpha': 0.12672762311247526, 'reg_lambda': 1.5580520002691813}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,446] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.039484559408273216, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.750191340410178, 'colsample_bytree': 0.8263309534550941, 'gamma': 1.3951994400925178, 'reg_alpha': 0.2628170462381505, 'reg_lambda': 1.5613127571602021}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,536] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 169, 'learning_rate': 0.04179039750614144, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8115834724054743, 'colsample_bytree': 0.7808694216977566, 'gamma': 2.8250650622007445, 'reg_alpha': 0.14156435055229027, 'reg_lambda': 1.7698605976726638}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,672] Trial 49 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.02692403945821523, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9610679344365455, 'colsample_bytree': 0.8488731825333874, 'gamma': 1.8308281776993813, 'reg_alpha': 0.49923410972596743, 'reg_lambda': 1.5219761241049572}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:32,772] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.03185481684175019, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9033682232812683, 'colsample_bytree': 0.9167937830043312, 'gamma': 0.7996801042152444, 'reg_alpha': 0.06111296578605874, 'reg_lambda': 1.7027898409806828}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,017] Trial 51 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 184, 'learning_rate': 0.04917922560981353, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9839875058616377, 'colsample_bytree': 0.8852505833205332, 'gamma': 1.1027006848651328, 'reg_alpha': 0.10505189196346343, 'reg_lambda': 1.3769043484358536}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,120] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.05354831562173877, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9507178292465294, 'colsample_bytree': 0.8606200220272897, 'gamma': 1.6098727233363403, 'reg_alpha': 0.1640256302361422, 'reg_lambda': 1.3973211830874386}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,267] Trial 53 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 167, 'learning_rate': 0.07642105689488923, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6023992762279253, 'colsample_bytree': 0.8388518017290979, 'gamma': 0.31179877710050086, 'reg_alpha': 0.12009094906967327, 'reg_lambda': 1.3168321358351627}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,395] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.047847833504568026, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9213015722051731, 'colsample_bytree': 0.8137878600985244, 'gamma': 0.4465130401272185, 'reg_alpha': 0.1886552186595003, 'reg_lambda': 1.4992271594697737}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,536] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.061977544741509315, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9753952987814691, 'colsample_bytree': 0.8884751200377133, 'gamma': 0.8743150318327372, 'reg_alpha': 0.36739926273469103, 'reg_lambda': 1.653733592978261}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,630] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.029733624746179584, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9576464907111577, 'colsample_bytree': 0.6236905174046063, 'gamma': 3.2886911240982046, 'reg_alpha': 0.04569808046394883, 'reg_lambda': 1.7996306163819145}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,798] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.03760306388854474, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9879970230608157, 'colsample_bytree': 0.9115670834571596, 'gamma': 0.13005417502828695, 'reg_alpha': 0.24541630937549108, 'reg_lambda': 2.993442097198185}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:33,896] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.10123482031764632, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8719648053995759, 'colsample_bytree': 0.7826457642236657, 'gamma': 1.4395974200669575, 'reg_alpha': 0.28790332884046754, 'reg_lambda': 1.135760919412237}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,075] Trial 59 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 161, 'learning_rate': 0.049857178112160026, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.891396916030589, 'colsample_bytree': 0.9499620933891396, 'gamma': 1.0744177652133855, 'reg_alpha': 0.08130594724288778, 'reg_lambda': 2.002750884935484}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,152] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.035944142761269046, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9297771023239607, 'colsample_bytree': 0.9295531771987445, 'gamma': 2.064854528375177, 'reg_alpha': 0.8212096735568548, 'reg_lambda': 1.3659203795715706}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,297] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.018205532234823935, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9863006783362184, 'colsample_bytree': 0.8872037720492141, 'gamma': 1.0511786630960913, 'reg_alpha': 0.11664578908277934, 'reg_lambda': 1.559793556006222}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,384] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.014913100548390032, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9656149300569957, 'colsample_bytree': 0.8646399256561187, 'gamma': 1.1916574717278583, 'reg_alpha': 0.18480694568149328, 'reg_lambda': 1.2388210475941526}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,503] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.0158037795681237, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9646743603647533, 'colsample_bytree': 0.8656335391749507, 'gamma': 0.7470306946872987, 'reg_alpha': 0.18956475561918015, 'reg_lambda': 1.2413045128851223}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,607] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.07603835171522647, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9030129203054242, 'colsample_bytree': 0.9016765271590992, 'gamma': 0.5014662470071745, 'reg_alpha': 0.043686964896774205, 'reg_lambda': 1.452907455048213}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,816] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.08529859118651378, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9083329522016552, 'colsample_bytree': 0.902854093727924, 'gamma': 1.726666752173909, 'reg_alpha': 0.13574024786997674, 'reg_lambda': 1.2408269749995047}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:34,934] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 138, 'learning_rate': 0.010241199682886781, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7902224566320217, 'colsample_bytree': 0.8376404622539284, 'gamma': 3.9884104248949095, 'reg_alpha': 0.09023991092962327, 'reg_lambda': 1.6412298456841028}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,065] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.07296188513280788, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9984392850897595, 'colsample_bytree': 0.9204750680690101, 'gamma': 1.2316864997650505, 'reg_alpha': 0.03681157009217634, 'reg_lambda': 1.5228999634624663}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,161] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.1471974176127656, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.739231836956956, 'colsample_bytree': 0.8558103111969477, 'gamma': 0.5243671433670617, 'reg_alpha': 0.1793026592739903, 'reg_lambda': 1.4433406589548254}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,273] Trial 69 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.09500868286197257, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6938073241729955, 'colsample_bytree': 0.8788498115391423, 'gamma': 0.669065752721572, 'reg_alpha': 0.474254237674916, 'reg_lambda': 1.3204319603354964}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,367] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.012909603885625596, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9753892472596833, 'colsample_bytree': 0.9714774072564236, 'gamma': 0.917556593180704, 'reg_alpha': 0.210574243034226, 'reg_lambda': 1.1031945936124874}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,672] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.04079641388217202, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9533977121969628, 'colsample_bytree': 0.9013329654372236, 'gamma': 0.20890177208418947, 'reg_alpha': 0.029617137854577678, 'reg_lambda': 1.4467929788201828}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,774] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.05592042379579742, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9578127823777693, 'colsample_bytree': 0.9003230412044725, 'gamma': 0.22475273182500627, 'reg_alpha': 0.5714478551637572, 'reg_lambda': 1.4672767195044625}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,903] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.04022035041778825, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8968542226659713, 'colsample_bytree': 0.9390231297607279, 'gamma': 0.4755469055036946, 'reg_alpha': 0.02938664605091222, 'reg_lambda': 1.7166472119230163}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:35,979] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.1130296144221585, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9372481810575806, 'colsample_bytree': 0.9274924778469003, 'gamma': 1.2182077671231901, 'reg_alpha': 0.07198419145094175, 'reg_lambda': 1.6279682879075534}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,100] Trial 75 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 95, 'learning_rate': 0.059869768794615905, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9253760218226778, 'colsample_bytree': 0.867156106275236, 'gamma': 0.8515855682049067, 'reg_alpha': 0.12481142185338026, 'reg_lambda': 0.9722403532422887}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,165] Trial 76 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.07869844650895627, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9191873420715954, 'colsample_bytree': 0.8209707214447766, 'gamma': 1.5347777834046792, 'reg_alpha': 0.16092996008712274, 'reg_lambda': 1.0251908325005985}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,399] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.061289039083309696, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9265633941887195, 'colsample_bytree': 0.8652728350357809, 'gamma': 0.8303948280055369, 'reg_alpha': 0.1353350159445386, 'reg_lambda': 0.8760872103434989}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,493] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.06218492563811574, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8505564675998902, 'colsample_bytree': 0.8361210045057167, 'gamma': 0.8385367588300164, 'reg_alpha': 0.12697174552312546, 'reg_lambda': 0.9137649926142927}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,598] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.0703942195212692, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8811753977639579, 'colsample_bytree': 0.8533403575694515, 'gamma': 0.9828967493962707, 'reg_alpha': 0.10206907046097147, 'reg_lambda': 0.6483447747258749}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,688] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.04633784688804757, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9267466192229368, 'colsample_bytree': 0.8095596023098651, 'gamma': 0.6458602120060506, 'reg_alpha': 0.30749456057694247, 'reg_lambda': 0.6317411002250481}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,800] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.05988708857876934, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.774840332911742, 'colsample_bytree': 0.8691091510074755, 'gamma': 1.1237429350612982, 'reg_alpha': 0.20309019474382484, 'reg_lambda': 0.833033598825809}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:36,888] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.050381593860551424, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9424505977672814, 'colsample_bytree': 0.8818796303304004, 'gamma': 0.4113454254615671, 'reg_alpha': 0.24158931716966392, 'reg_lambda': 0.9080531534426868}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,061] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.014236781496864968, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9703304686886155, 'colsample_bytree': 0.8642041361107913, 'gamma': 1.2720517622358924, 'reg_alpha': 0.15949732125150048, 'reg_lambda': 1.2031648983748893}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,148] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.06909493925418332, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.98462711770268, 'colsample_bytree': 0.8469476988665819, 'gamma': 1.377350306979947, 'reg_alpha': 0.1533380214489565, 'reg_lambda': 1.140172776212336}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,375] Trial 85 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 156, 'learning_rate': 0.053088590620691045, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9107062017213666, 'colsample_bytree': 0.9130986447285602, 'gamma': 1.7021966037444918, 'reg_alpha': 0.08718221159696046, 'reg_lambda': 0.9527104023049234}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,479] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.09160449373145928, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9713281186743002, 'colsample_bytree': 0.829480777596225, 'gamma': 0.8266092961933151, 'reg_alpha': 0.06080364416153285, 'reg_lambda': 1.0359867431976546}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,633] Trial 87 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.09190797659949015, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9754678657649238, 'colsample_bytree': 0.7862147464377852, 'gamma': 1.9624904331054485, 'reg_alpha': 0.06532311209106938, 'reg_lambda': 0.7753110776342592}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,730] Trial 88 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.14418340748093197, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9700463706900959, 'colsample_bytree': 0.7880655359754668, 'gamma': 1.9223997040588283, 'reg_alpha': 0.052935560846636344, 'reg_lambda': 0.8137758394791853}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 19:22:37,871] Trial 89 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 192, 'learning_rate': 0.10831464149551151, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9709438402176758, 'colsample_bytree': 0.7971859143825072, 'gamma': 2.359644523429999, 'reg_alpha': 0.12632163954688602, 'reg_lambda': 0.8162063155293294}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:37,967] Trial 90 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.13663170919183573, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9716863808489555, 'colsample_bytree': 0.7910775198056406, 'gamma': 2.4646203142270062, 'reg_alpha': 0.0644556432026394, 'reg_lambda': 0.8003629969423094}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:38,189] Trial 91 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 205, 'learning_rate': 0.17517648232327881, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9799413358103745, 'colsample_bytree': 0.7589408805184694, 'gamma': 1.935949750416009, 'reg_alpha': 0.12532340869033057, 'reg_lambda': 0.6979214106170971}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:38,289] Trial 92 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.18464922066844122, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9815058147545229, 'colsample_bytree': 0.7397663323511346, 'gamma': 2.338976499034239, 'reg_alpha': 0.015946733940519875, 'reg_lambda': 0.7150709527470314}. Best is trial 89 with value: 0.7738095238095237.
[I 2025-11-03 19:22:38,428] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 228, 'learning_rate': 0.23220969168808517, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9919295547211933, 'colsample_bytree': 0.7596684423909681, 'gamma': 1.937277348125871, 'reg_alpha': 0.11989386323920775, 'reg_lambda': 0.6045704368307454}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:22:38,537] Trial 94 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.22978334825878016, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9924246088038619, 'colsample_bytree': 0.7574092480153752, 'gamma': 2.1567644486955904, 'reg_alpha': 0.16424450019636952, 'reg_lambda': 0.5240850917407784}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:38,662] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.27088492385388785, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9913224518562572, 'colsample_bytree': 0.7583659814209616, 'gamma': 2.2470116565617952, 'reg_alpha': 0.15442505368939632, 'reg_lambda': 0.5669112441310005}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:38,767] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.20893114800314447, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9503227549647721, 'colsample_bytree': 0.7352533501178605, 'gamma': 1.9516093745598095, 'reg_alpha': 0.11627115242602805, 'reg_lambda': 0.6088316944448654}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:38,942] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.2986060436078982, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9986045939190952, 'colsample_bytree': 0.7721835810727607, 'gamma': 2.6547527515902862, 'reg_alpha': 0.16547224536822652, 'reg_lambda': 0.508312878783485}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,222] Trial 98 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 240, 'learning_rate': 0.17118545837921798, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9587377753508805, 'colsample_bytree': 0.7982026758373357, 'gamma': 2.1220559566214794, 'reg_alpha': 0.13647979968268437, 'reg_lambda': 0.6759608069416001}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,359] Trial 99 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.16461282886624717, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9586641147803627, 'colsample_bytree': 0.7154086952223151, 'gamma': 2.0552895545913183, 'reg_alpha': 0.13161774328548237, 'reg_lambda': 0.7038854890413987}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,477] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 250, 'learning_rate': 0.23333516012329367, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9892956768374961, 'colsample_bytree': 0.7659412947675751, 'gamma': 2.158979497152152, 'reg_alpha': 0.09618001967568705, 'reg_lambda': 0.5921227772673503}. Best is trial 94 with value: 0.7857142857142857.
[I 2025-11-03 19:22:39,614] Trial 101 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.23898171275646363, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9889593239831351, 'colsample_bytree': 0.7633996370760122, 'gamma': 2.356015329848959, 'reg_alpha': 0.09501289228824084, 'reg_lambda': 0.6099748144914395}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:39,726] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.23621946380493597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9894091446547295, 'colsample_bytree': 0.7696995771173237, 'gamma': 2.3316410683797115, 'reg_alpha': 0.10150651329024704, 'reg_lambda': 0.5814305528542048}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:39,863] Trial 103 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.2339941149489863, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9821341161532783, 'colsample_bytree': 0.7599643667179581, 'gamma': 2.208741274770933, 'reg_alpha': 0.09403391060874017, 'reg_lambda': 0.6677984384791307}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,087] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 246, 'learning_rate': 0.19203282921377773, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9820858189572792, 'colsample_bytree': 0.7955687430297095, 'gamma': 2.6364443989641213, 'reg_alpha': 0.7119379970498014, 'reg_lambda': 0.5177970337546037}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,229] Trial 105 finished with value: 0.738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.1574169099128316, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9937231884706436, 'colsample_bytree': 0.8032028804221123, 'gamma': 1.919450259808491, 'reg_alpha': 0.11953133389874429, 'reg_lambda': 0.748764234445579}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,326] Trial 106 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 204, 'learning_rate': 0.21705509452072438, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9648975715108166, 'colsample_bytree': 0.7402235811073958, 'gamma': 2.1396093340283597, 'reg_alpha': 0.23490137774620964, 'reg_lambda': 0.6830517453669274}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,469] Trial 107 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.2530779004260168, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9550306276882481, 'colsample_bytree': 0.7742250636927783, 'gamma': 2.407538847926041, 'reg_alpha': 0.1794394356061133, 'reg_lambda': 0.6010839353301747}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,571] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.17049198298511656, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9367582504268742, 'colsample_bytree': 0.7200067754454551, 'gamma': 2.4187884705538716, 'reg_alpha': 0.17602098955835654, 'reg_lambda': 0.8075007223965809}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,702] Trial 109 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.265828357929599, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9528885721716597, 'colsample_bytree': 0.7747357334240413, 'gamma': 2.8024470079967023, 'reg_alpha': 0.08108786097648425, 'reg_lambda': 0.637634447649773}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:40,806] Trial 110 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.26947003663527797, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9530813074583249, 'colsample_bytree': 0.7758740134108044, 'gamma': 2.986552104162125, 'reg_alpha': 0.20197991706743734, 'reg_lambda': 0.6310352490921127}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,097] Trial 111 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.1952003986399244, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.945190523452838, 'colsample_bytree': 0.7464535511306604, 'gamma': 2.5614841340901857, 'reg_alpha': 0.08420009969306522, 'reg_lambda': 0.7441027759378583}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,197] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.19943114039931137, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9626242917848797, 'colsample_bytree': 0.7530224202007307, 'gamma': 2.589180472481569, 'reg_alpha': 0.04787218490996399, 'reg_lambda': 0.5600539636449369}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,425] Trial 113 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 242, 'learning_rate': 0.2606426136292941, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9502509572648219, 'colsample_bytree': 0.7453814358160864, 'gamma': 2.7268399586618437, 'reg_alpha': 0.9066201533417428, 'reg_lambda': 0.7420606724512955}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,635] Trial 114 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 230, 'learning_rate': 0.17621388210653993, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9790208579256321, 'colsample_bytree': 0.7327527274152914, 'gamma': 2.7658430206705917, 'reg_alpha': 0.07466267417642457, 'reg_lambda': 0.6840409413854879}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,801] Trial 115 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.24814386013224854, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9410427445376384, 'colsample_bytree': 0.7799687339011636, 'gamma': 2.548108680278911, 'reg_alpha': 0.1436688604735726, 'reg_lambda': 0.8581687576482546}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:41,909] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.28807585085744963, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9995183324339033, 'colsample_bytree': 0.7646386231120331, 'gamma': 2.9028715501466817, 'reg_alpha': 0.014391621269578589, 'reg_lambda': 0.6174884740482088}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,014] Trial 117 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 225, 'learning_rate': 0.20516899794670468, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9679018208414394, 'colsample_bytree': 0.8038407716516439, 'gamma': 3.184238106332356, 'reg_alpha': 0.07754685640388859, 'reg_lambda': 2.668268432820712}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,151] Trial 118 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.14888139862005964, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9587683963667635, 'colsample_bytree': 0.790851928341067, 'gamma': 1.857865791141309, 'reg_alpha': 0.10779806456977958, 'reg_lambda': 0.500035099489735}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,353] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.12220384161706153, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.958347843606775, 'colsample_bytree': 0.7522752249283546, 'gamma': 2.4119141229650496, 'reg_alpha': 0.17485112094373545, 'reg_lambda': 0.5354103187358988}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,480] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.21757443729256942, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9341752754620535, 'colsample_bytree': 0.7245811641383335, 'gamma': 1.6641204540131558, 'reg_alpha': 0.22114055066770832, 'reg_lambda': 0.5009981767089107}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,577] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.15179657428084226, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9763418436899819, 'colsample_bytree': 0.7927475500901232, 'gamma': 1.8382298528988579, 'reg_alpha': 0.09455530959424514, 'reg_lambda': 0.6555791088351792}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,703] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.13733456590956966, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9674271124014326, 'colsample_bytree': 0.7863926912443057, 'gamma': 2.0456276846710253, 'reg_alpha': 0.042833379676830256, 'reg_lambda': 0.7810910249888192}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,808] Trial 123 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.24921648744444402, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9460992279849402, 'colsample_bytree': 0.8114636708636047, 'gamma': 1.7859536052006952, 'reg_alpha': 0.12167418336450722, 'reg_lambda': 0.569857936736816}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:42,938] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.18820638756926686, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9545769301683579, 'colsample_bytree': 0.7748633334170701, 'gamma': 2.241677894714296, 'reg_alpha': 0.11001330118021437, 'reg_lambda': 0.7204124134448862}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,217] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.16171184180670092, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9908715248127001, 'colsample_bytree': 0.7599219404075686, 'gamma': 2.3667058505128957, 'reg_alpha': 0.14402506036516846, 'reg_lambda': 0.6056183234598804}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,356] Trial 126 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.14136499350741447, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9773770040583051, 'colsample_bytree': 0.7988180036256561, 'gamma': 2.516715823180258, 'reg_alpha': 0.08086554689210161, 'reg_lambda': 0.6652661570626428}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,456] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.1117177997502482, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9644378696039465, 'colsample_bytree': 0.8194552762171773, 'gamma': 1.8748792188623111, 'reg_alpha': 0.05714336168864022, 'reg_lambda': 0.7577393639026052}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,590] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.17425801767992857, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9847183422883149, 'colsample_bytree': 0.7464306524846375, 'gamma': 2.0980213587787104, 'reg_alpha': 0.1888870844848352, 'reg_lambda': 0.9145660492705946}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,695] Trial 129 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.22130125998316277, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9447567139287839, 'colsample_bytree': 0.787523419648892, 'gamma': 1.9669663048344932, 'reg_alpha': 0.027751829086694435, 'reg_lambda': 0.8222439798783934}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:43,828] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.2013833830451875, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9410864873446148, 'colsample_bytree': 0.7786565847504978, 'gamma': 2.2844275817555655, 'reg_alpha': 0.14115433127784352, 'reg_lambda': 0.5361952867174151}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,044] Trial 131 finished with value: 0.738095238095238 and parameters: {'n_estimators': 233, 'learning_rate': 0.22339358285148536, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9708702121067788, 'colsample_bytree': 0.790723277606811, 'gamma': 1.531687556831497, 'reg_alpha': 0.04048298662621913, 'reg_lambda': 0.6902916969274923}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,186] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.24996020703391558, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.958406111708259, 'colsample_bytree': 0.7697316877833672, 'gamma': 1.9425357513594894, 'reg_alpha': 0.01787600421414269, 'reg_lambda': 0.8274255812186584}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,287] Trial 133 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.28402418845304267, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9800738895760817, 'colsample_bytree': 0.8068913759123786, 'gamma': 2.022831348260999, 'reg_alpha': 0.11312576315348727, 'reg_lambda': 0.6033724783657453}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,416] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.19244716024344777, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9505244422408807, 'colsample_bytree': 0.7839885651483309, 'gamma': 2.1681605173871663, 'reg_alpha': 0.004003202739986167, 'reg_lambda': 0.7822552604359607}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,524] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.13001814705632814, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9928960006749928, 'colsample_bytree': 0.7083831802309567, 'gamma': 1.745513641160492, 'reg_alpha': 0.08165230900637792, 'reg_lambda': 0.7254719811328314}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,669] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.23154756907990612, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9333869085290376, 'colsample_bytree': 0.7597484784559846, 'gamma': 2.887702842432444, 'reg_alpha': 0.397724404189998, 'reg_lambda': 0.5010350474526849}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:44,766] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.20880351137706904, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9691795211148175, 'colsample_bytree': 0.729620548327392, 'gamma': 1.6183364046047009, 'reg_alpha': 0.05729098185809969, 'reg_lambda': 0.8688899789936082}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,006] Trial 138 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 246, 'learning_rate': 0.17963622771841645, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9437294773397188, 'colsample_bytree': 0.7510305862461379, 'gamma': 2.4477290948359833, 'reg_alpha': 0.09715096636410213, 'reg_lambda': 0.6278800385755484}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,102] Trial 139 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.259210362190098, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9998230254933108, 'colsample_bytree': 0.7927549513686797, 'gamma': 2.3135985058581645, 'reg_alpha': 0.15699967156311362, 'reg_lambda': 0.5570415169708223}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,241] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.15919647749598748, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9596506208180194, 'colsample_bytree': 0.7703136892168025, 'gamma': 2.07985832932205, 'reg_alpha': 0.03086397327012328, 'reg_lambda': 0.6647737559050138}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,356] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.24377698297455414, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9494174737024729, 'colsample_bytree': 0.814491272247526, 'gamma': 1.7872401050319164, 'reg_alpha': 0.12082953781856554, 'reg_lambda': 0.5511187332356433}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,506] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.21957896025640938, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9863241524048111, 'colsample_bytree': 0.7996259409929448, 'gamma': 1.8222471304588885, 'reg_alpha': 0.12455544580583165, 'reg_lambda': 0.5823981504796696}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,616] Trial 143 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.2779388738325538, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6454739992904996, 'colsample_bytree': 0.8095474676052757, 'gamma': 1.4526907813600636, 'reg_alpha': 0.10735245417501126, 'reg_lambda': 0.6403349939939516}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,761] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.25142396476250317, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9455520189555433, 'colsample_bytree': 0.7850701827950118, 'gamma': 1.9250757720388032, 'reg_alpha': 0.1707623727282429, 'reg_lambda': 0.7151583281356372}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:45,957] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.14893484988915445, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9757812767484056, 'colsample_bytree': 0.8220012566499864, 'gamma': 1.998916749886624, 'reg_alpha': 0.07423118860278667, 'reg_lambda': 0.8317387473914977}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,078] Trial 146 finished with value: 0.744047619047619 and parameters: {'n_estimators': 172, 'learning_rate': 0.19150943421324032, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9639939182436316, 'colsample_bytree': 0.7434582146488169, 'gamma': 2.1896177855157557, 'reg_alpha': 0.1398229741794599, 'reg_lambda': 0.5891711101727393}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,181] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 232, 'learning_rate': 0.22559786128994505, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9146934831306289, 'colsample_bytree': 0.763210605021844, 'gamma': 2.7279600930097017, 'reg_alpha': 0.055691503040749844, 'reg_lambda': 0.7926901560565511}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,309] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.2685338778100348, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9552048703074117, 'colsample_bytree': 0.7742540156708457, 'gamma': 1.6829407738880788, 'reg_alpha': 0.10473982216604151, 'reg_lambda': 0.7404311108811528}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,416] Trial 149 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.20841527385367786, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9887684067037691, 'colsample_bytree': 0.7975836635300382, 'gamma': 2.5720227203018666, 'reg_alpha': 0.2018799284115361, 'reg_lambda': 0.672335643373457}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,564] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 243, 'learning_rate': 0.1683697066453564, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.973820503441297, 'colsample_bytree': 0.7538244161297764, 'gamma': 1.8718721440977275, 'reg_alpha': 0.08487039216386824, 'reg_lambda': 0.9343576096784275}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,623] Trial 151 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 38, 'learning_rate': 0.23473707788963688, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9262556043366091, 'colsample_bytree': 0.8330000746776539, 'gamma': 4.977531384582447, 'reg_alpha': 0.1323979952553324, 'reg_lambda': 0.9637527507866914}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:46,959] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.29784418216114106, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9369338828131453, 'colsample_bytree': 0.7810253881200538, 'gamma': 2.1294390134557313, 'reg_alpha': 0.12352247116711969, 'reg_lambda': 0.8830653720805589}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,059] Trial 153 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 206, 'learning_rate': 0.11043923416828902, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.945227472281747, 'colsample_bytree': 0.8104977628428026, 'gamma': 2.2885851922254634, 'reg_alpha': 0.16015335477487655, 'reg_lambda': 1.0048821263963024}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,208] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.03254115665966571, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9588848365529882, 'colsample_bytree': 0.7679860022224955, 'gamma': 1.3583425375368328, 'reg_alpha': 0.09081595647844201, 'reg_lambda': 0.549263061784936}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,314] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.24818345600050615, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9689054227768782, 'colsample_bytree': 0.7880587506063679, 'gamma': 1.9871706759171934, 'reg_alpha': 0.14797431011505, 'reg_lambda': 0.6235969294803131}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,459] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.04433364267155906, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9302010614678503, 'colsample_bytree': 0.7760531513504503, 'gamma': 2.508383743513004, 'reg_alpha': 0.11767467943190006, 'reg_lambda': 0.5006503894970407}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,568] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 246, 'learning_rate': 0.1774757642779188, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9823590671597041, 'colsample_bytree': 0.6485633180459879, 'gamma': 1.762952692637782, 'reg_alpha': 0.03439808812149153, 'reg_lambda': 2.2991344228468362}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,825] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.03558577050299792, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9490811707698027, 'colsample_bytree': 0.7575826182183181, 'gamma': 3.053942759953185, 'reg_alpha': 0.17848650354460258, 'reg_lambda': 0.7718313840250344}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:47,937] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.20011137148510294, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9624024573848814, 'colsample_bytree': 0.7999138952772585, 'gamma': 3.642167857607018, 'reg_alpha': 0.06956290224207137, 'reg_lambda': 0.6923107020000899}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,106] Trial 160 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.21668036263024226, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9790582251118459, 'colsample_bytree': 0.8276493118943946, 'gamma': 2.3759943174253184, 'reg_alpha': 0.10191723653377485, 'reg_lambda': 0.8342495853508235}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,224] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 248, 'learning_rate': 0.23640962180731642, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9911507583728216, 'colsample_bytree': 0.7645672055904787, 'gamma': 2.1564990820483496, 'reg_alpha': 0.09244003698642125, 'reg_lambda': 0.5853529805455615}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,384] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 236, 'learning_rate': 0.2578417168341771, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9928178766741113, 'colsample_bytree': 0.76575521453044, 'gamma': 2.204980235447749, 'reg_alpha': 0.11626954525905626, 'reg_lambda': 0.6091596841572596}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,490] Trial 163 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.28113193965930966, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9739987503482245, 'colsample_bytree': 0.7804941372948607, 'gamma': 2.2391152711963977, 'reg_alpha': 0.13649087274801006, 'reg_lambda': 0.6396647128789971}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,626] Trial 164 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.26065812744927885, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9937544731593656, 'colsample_bytree': 0.7478761472959322, 'gamma': 2.0329804644735483, 'reg_alpha': 0.06325202497289062, 'reg_lambda': 0.7181935123696853}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,797] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 219, 'learning_rate': 0.2614798663725341, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9815597711438603, 'colsample_bytree': 0.8430912762879207, 'gamma': 1.8886242935504516, 'reg_alpha': 0.1252714493309202, 'reg_lambda': 0.542033024633989}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:48,923] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.18847909116993397, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9690221786332216, 'colsample_bytree': 0.73781828797502, 'gamma': 2.3988949635190497, 'reg_alpha': 0.15450266332759716, 'reg_lambda': 0.5874245609000077}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,021] Trial 167 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 201, 'learning_rate': 0.22104030891326878, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9551885115736081, 'colsample_bytree': 0.7923381545134446, 'gamma': 2.6514263477925417, 'reg_alpha': 0.1104747148497317, 'reg_lambda': 0.6818699300345853}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,190] Trial 168 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 228, 'learning_rate': 0.15004794879507496, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8347653008978593, 'colsample_bytree': 0.7668804154397433, 'gamma': 2.80057606973984, 'reg_alpha': 0.04692028908270213, 'reg_lambda': 0.7542634536315465}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,294] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.24438803668387324, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9862768799967618, 'colsample_bytree': 0.8046517436375062, 'gamma': 1.603052849654511, 'reg_alpha': 0.08070649016936844, 'reg_lambda': 0.6277330665167566}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,441] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.038869556041976935, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9422380718209056, 'colsample_bytree': 0.7751881418426275, 'gamma': 2.1118407521795564, 'reg_alpha': 0.1334991517137381, 'reg_lambda': 1.8340633601169767}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,652] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.22966676628551547, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9950839534401539, 'colsample_bytree': 0.7620661511464897, 'gamma': 2.1991707532149376, 'reg_alpha': 0.10420581025597196, 'reg_lambda': 0.5835374285836851}. Best is trial 101 with value: 0.8035714285714286.
[I 2025-11-03 19:22:49,792] Trial 172 finished with value: 0.8065476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.20936348878660632, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9998903144507598, 'colsample_bytree': 0.7544141255205741, 'gamma': 2.2770643835590705, 'reg_alpha': 0.09162058017364325, 'reg_lambda': 0.5715137508850954}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:49,912] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.20935051915784744, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9971017079299075, 'colsample_bytree': 0.7542204807581573, 'gamma': 2.4781912917735296, 'reg_alpha': 0.17007619998010953, 'reg_lambda': 0.6544655777707036}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,053] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.18320927045388793, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9856808112785241, 'colsample_bytree': 0.745737373908768, 'gamma': 2.296855941225528, 'reg_alpha': 0.07873160343489734, 'reg_lambda': 0.7120197332186798}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,159] Trial 175 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 222, 'learning_rate': 0.19446275206664548, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9657214583362684, 'colsample_bytree': 0.7874492524282574, 'gamma': 1.980752160774034, 'reg_alpha': 0.12413372634500482, 'reg_lambda': 0.5028353189682008}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,294] Trial 176 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.16348951115928825, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9749376553879415, 'colsample_bytree': 0.7837354393101524, 'gamma': 2.0543580207889036, 'reg_alpha': 0.5539719319916586, 'reg_lambda': 0.5051330920625531}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,516] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.16426787461025344, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.964034856749784, 'colsample_bytree': 0.783804153928571, 'gamma': 1.928264264178537, 'reg_alpha': 0.5679600815201173, 'reg_lambda': 0.5234208667068971}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,684] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 214, 'learning_rate': 0.1425093042758242, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9739403181835763, 'colsample_bytree': 0.7910006324849388, 'gamma': 2.053214509781852, 'reg_alpha': 0.03127186533158394, 'reg_lambda': 0.5090110423441563}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,854] Trial 179 finished with value: 0.7886904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.2019574005820086, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9627937774204842, 'colsample_bytree': 0.816864885695958, 'gamma': 1.7779226443733114, 'reg_alpha': 0.5233386594383138, 'reg_lambda': 0.5687972988503922}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:50,999] Trial 180 finished with value: 0.636904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.19774177756868985, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6738128207702323, 'colsample_bytree': 0.7996295214195601, 'gamma': 1.9806886505830121, 'reg_alpha': 0.5150341992165315, 'reg_lambda': 0.5524213237926685}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,110] Trial 181 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 230, 'learning_rate': 0.17487464700354766, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.954307817074048, 'colsample_bytree': 0.8166314154857168, 'gamma': 1.6782864831760975, 'reg_alpha': 0.5895826921656893, 'reg_lambda': 0.5008573602882898}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,256] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.1762180036753574, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9545038702020747, 'colsample_bytree': 0.8136734494216273, 'gamma': 1.7310546505534652, 'reg_alpha': 0.6283483296312925, 'reg_lambda': 0.5042527225136932}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,362] Trial 183 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.1810827648760224, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.955807006789728, 'colsample_bytree': 0.818294148736779, 'gamma': 1.698433176501662, 'reg_alpha': 0.6131249999700095, 'reg_lambda': 0.5026674013488477}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,527] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 209, 'learning_rate': 0.17120662586637408, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9625139821490392, 'colsample_bytree': 0.8167891230386728, 'gamma': 1.5599675114351779, 'reg_alpha': 0.6355191538595535, 'reg_lambda': 0.5556881564740564}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,631] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.1990757098891951, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.97844688152561, 'colsample_bytree': 0.8025763922277941, 'gamma': 1.8423477747990467, 'reg_alpha': 0.5687321650099791, 'reg_lambda': 0.5024738396706304}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,781] Trial 186 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.1586290866786767, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9521370154172939, 'colsample_bytree': 0.8267562623254503, 'gamma': 1.780389957563332, 'reg_alpha': 0.5544289995508893, 'reg_lambda': 2.6309327734934698}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:51,889] Trial 187 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 226, 'learning_rate': 0.20520294156233734, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9763763931582411, 'colsample_bytree': 0.8067269437903675, 'gamma': 1.4534249860313728, 'reg_alpha': 0.596382429501958, 'reg_lambda': 0.5410152921410386}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,029] Trial 188 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 223, 'learning_rate': 0.1937709966807951, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9789678551614454, 'colsample_bytree': 0.806673594232226, 'gamma': 1.8298781805323845, 'reg_alpha': 0.6051320776284871, 'reg_lambda': 0.5009435131883779}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,134] Trial 189 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 223, 'learning_rate': 0.19244734470077224, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9782927448193717, 'colsample_bytree': 0.8110437327197312, 'gamma': 1.8530907414150781, 'reg_alpha': 0.597145934531007, 'reg_lambda': 0.5006476421904982}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,413] Trial 190 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 226, 'learning_rate': 0.2008981091919892, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9714684343566313, 'colsample_bytree': 0.8219639132987802, 'gamma': 1.766491532434473, 'reg_alpha': 0.6743607938150616, 'reg_lambda': 0.5537439194912799}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,526] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.17632588915193734, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8078383783481506, 'colsample_bytree': 0.8059437371839114, 'gamma': 1.5152399710735744, 'reg_alpha': 0.5410167667018294, 'reg_lambda': 0.5739315084710923}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,669] Trial 192 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.2121872983023664, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9666738461266051, 'colsample_bytree': 0.7959137243988355, 'gamma': 1.6283113601247647, 'reg_alpha': 0.59228862594746, 'reg_lambda': 0.6177228190311896}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,766] Trial 193 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 212, 'learning_rate': 0.1886965189421977, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9813345106377708, 'colsample_bytree': 0.8037990209361011, 'gamma': 1.873480522195693, 'reg_alpha': 0.4826862228700994, 'reg_lambda': 0.541454383660756}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:52,901] Trial 194 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 213, 'learning_rate': 0.18730962814978513, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9993213216253771, 'colsample_bytree': 0.8038449111719034, 'gamma': 1.6932270107165959, 'reg_alpha': 0.6219092153301637, 'reg_lambda': 0.5035696641253161}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,008] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.16812175173422617, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9828889012056117, 'colsample_bytree': 0.8066964425942861, 'gamma': 1.8229822170197154, 'reg_alpha': 0.5734089264691699, 'reg_lambda': 0.5493795050235507}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,289] Trial 196 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.19641928293498861, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.977615540962072, 'colsample_bytree': 0.8141550548632015, 'gamma': 1.992916595443949, 'reg_alpha': 0.6460844167669044, 'reg_lambda': 0.6330975009802426}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,397] Trial 197 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 216, 'learning_rate': 0.20808698382164037, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9868498659495917, 'colsample_bytree': 0.7979290861121673, 'gamma': 1.8756822442769787, 'reg_alpha': 0.5336076322522532, 'reg_lambda': 0.5540823860421125}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,538] Trial 198 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.17679829307780073, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9726457712210251, 'colsample_bytree': 0.7879277612456528, 'gamma': 2.063396480687494, 'reg_alpha': 0.593907219687765, 'reg_lambda': 0.5923981626794075}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,646] Trial 199 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 230, 'learning_rate': 0.18159685579656207, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9654540486019251, 'colsample_bytree': 0.785947538706639, 'gamma': 2.1011599622164687, 'reg_alpha': 0.5858226274660894, 'reg_lambda': 0.5818176842729779}. Best is trial 172 with value: 0.8065476190476191.
[I 2025-11-03 19:22:53,649] A new study created in memory with name: no-name-e60a403c-c67b-4fea-9458-3c63c62eafe9
[I 2025-11-03 19:22:53,749] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 56, 'learning_rate': 0.033091173576519264, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6007254465580579, 'colsample_bytree': 0.6542088818886596, 'gamma': 2.3604035383808704, 'reg_alpha': 0.6829109958329856, 'reg_lambda': 0.6275876010636743}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:22:53,849] Trial 1 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 208, 'learning_rate': 0.028401779331437595, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8187446507300967, 'colsample_bytree': 0.8404518846434804, 'gamma': 4.8473385157851885, 'reg_alpha': 0.31440821367916116, 'reg_lambda': 2.281910131648075}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,086] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.026446504499601297, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7887595651484103, 'colsample_bytree': 0.9792892566713148, 'gamma': 4.454080398719043, 'reg_alpha': 0.34003422919381576, 'reg_lambda': 0.679941732525768}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,187] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.08378256453050911, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7853331800037856, 'colsample_bytree': 0.8126929847302007, 'gamma': 1.0779654457315668, 'reg_alpha': 0.3910096287156424, 'reg_lambda': 2.4508545719885806}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,264] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.13304616260993357, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.887397295366087, 'colsample_bytree': 0.9203430594524903, 'gamma': 4.433454663786277, 'reg_alpha': 0.4125340179222041, 'reg_lambda': 1.6715421971908135}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,395] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.09941707812209279, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7235539809976845, 'colsample_bytree': 0.812134030673197, 'gamma': 0.2698045989980369, 'reg_alpha': 0.8176189026878989, 'reg_lambda': 1.6825454190695752}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,541] Trial 6 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.20119523331038497, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8411345349336365, 'colsample_bytree': 0.768971614238858, 'gamma': 3.5641886635801905, 'reg_alpha': 0.34869217060430613, 'reg_lambda': 0.721713592751428}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 19:22:54,636] Trial 7 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.0292741982407537, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9538777596955478, 'colsample_bytree': 0.8051517170742344, 'gamma': 4.902921420756762, 'reg_alpha': 0.7938539855811585, 'reg_lambda': 2.580920204831744}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:54,722] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.17747854729856308, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8820819858278164, 'colsample_bytree': 0.9147181016443677, 'gamma': 3.2194402326931106, 'reg_alpha': 0.2838156815227848, 'reg_lambda': 1.4047730910977223}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:54,907] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.026923071310936943, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6850167939770526, 'colsample_bytree': 0.9057404871490062, 'gamma': 2.191806772978342, 'reg_alpha': 0.4915953079413524, 'reg_lambda': 2.873245431745139}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,029] Trial 10 finished with value: 0.675595238095238 and parameters: {'n_estimators': 248, 'learning_rate': 0.011873965797327907, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9851291467515016, 'colsample_bytree': 0.714659024829762, 'gamma': 3.469501733718241, 'reg_alpha': 0.9844185089402655, 'reg_lambda': 2.980140889948532}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,190] Trial 11 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.014962453849420552, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9849092234347286, 'colsample_bytree': 0.8460820731484914, 'gamma': 4.964590428780003, 'reg_alpha': 0.13603607948397028, 'reg_lambda': 2.3088569496831552}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,290] Trial 12 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.03948827553377309, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9237544304949072, 'colsample_bytree': 0.7227562044632445, 'gamma': 4.798547021139032, 'reg_alpha': 0.6494305084984284, 'reg_lambda': 2.3131267997550546}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,405] Trial 13 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 125, 'learning_rate': 0.05974741682818986, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9299426306447413, 'colsample_bytree': 0.8696192126335633, 'gamma': 3.8286817643364266, 'reg_alpha': 0.05454868375527788, 'reg_lambda': 2.5547637777278642}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,460] Trial 14 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.01693804145543658, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7518081873051083, 'colsample_bytree': 0.7655618617219326, 'gamma': 4.114514112094251, 'reg_alpha': 0.6142777557574022, 'reg_lambda': 2.0472374342273323}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,697] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.05557129667489001, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8401576773862434, 'colsample_bytree': 0.6333905353728146, 'gamma': 2.831432236845571, 'reg_alpha': 0.9049353413298402, 'reg_lambda': 2.0322922802441075}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,807] Trial 16 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 243, 'learning_rate': 0.05584918340603555, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8646829907029858, 'colsample_bytree': 0.6008635828353343, 'gamma': 1.4969133718701555, 'reg_alpha': 0.9724275857980267, 'reg_lambda': 1.1050463783287459}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:55,934] Trial 17 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.04507883516337391, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9358438093999488, 'colsample_bytree': 0.6718284840877057, 'gamma': 2.9658498901118864, 'reg_alpha': 0.8073589395560832, 'reg_lambda': 1.9806564864179754}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:56,027] Trial 18 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 167, 'learning_rate': 0.07859164033664576, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9934688974350668, 'colsample_bytree': 0.6076343264621246, 'gamma': 1.5556202866143207, 'reg_alpha': 0.826847415575902, 'reg_lambda': 2.6888620014193756}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:56,160] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.02003780676216946, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6633312617095469, 'colsample_bytree': 0.7290471699247414, 'gamma': 2.7244611614323913, 'reg_alpha': 0.88863224538129, 'reg_lambda': 1.9918045219070928}. Best is trial 7 with value: 0.7053571428571429.
[I 2025-11-03 19:22:56,249] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.010009312596336016, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.940321447466445, 'colsample_bytree': 0.6536140021839288, 'gamma': 1.8729402404077815, 'reg_alpha': 0.7279963857112582, 'reg_lambda': 1.3456827484027651}. Best is trial 20 with value: 0.7083333333333334.
[I 2025-11-03 19:22:56,487] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.011543457735519336, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9545025910604008, 'colsample_bytree': 0.6609951839666497, 'gamma': 1.6465165087223554, 'reg_alpha': 0.7184722055001432, 'reg_lambda': 1.1818755222700352}. Best is trial 21 with value: 0.7202380952380952.
[I 2025-11-03 19:22:56,602] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 132, 'learning_rate': 0.010114783105309496, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9510630032375362, 'colsample_bytree': 0.6779316898929103, 'gamma': 1.8881407362676474, 'reg_alpha': 0.6988849617571598, 'reg_lambda': 1.1846795424048147}. Best is trial 21 with value: 0.7202380952380952.
[I 2025-11-03 19:22:56,727] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.01005752417348541, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9045736888262706, 'colsample_bytree': 0.6797739419326898, 'gamma': 1.8208909905613069, 'reg_alpha': 0.5760975605663554, 'reg_lambda': 1.1119729386898383}. Best is trial 21 with value: 0.7202380952380952.
[I 2025-11-03 19:22:56,826] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.012032400291676671, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9594650775115444, 'colsample_bytree': 0.6887065306221674, 'gamma': 0.7141186791904335, 'reg_alpha': 0.7210609521910487, 'reg_lambda': 1.2136753002259288}. Best is trial 24 with value: 0.7261904761904762.
[I 2025-11-03 19:22:56,983] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.014511818970711068, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9651465380599978, 'colsample_bytree': 0.6968598213031147, 'gamma': 0.7060276631322084, 'reg_alpha': 0.5301612913044793, 'reg_lambda': 0.9371932255503707}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,114] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.01472748555631953, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9701459846253316, 'colsample_bytree': 0.704733979535532, 'gamma': 0.12181322969092512, 'reg_alpha': 0.5361221206838528, 'reg_lambda': 0.8556388616491691}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,274] Trial 27 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.020523902419181127, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9964001107485835, 'colsample_bytree': 0.7480515127889067, 'gamma': 0.20012237042264125, 'reg_alpha': 0.48674466976561725, 'reg_lambda': 0.9305704112691733}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,556] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.021384654834708743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9963350299562248, 'colsample_bytree': 0.7525397611284789, 'gamma': 0.0022796354580251893, 'reg_alpha': 0.4942747556849263, 'reg_lambda': 0.8845855469266865}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,772] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.015642328630708795, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9074055193331093, 'colsample_bytree': 0.7124854962729759, 'gamma': 0.8625784819511377, 'reg_alpha': 0.5511775122655992, 'reg_lambda': 0.5311528463724757}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:57,902] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.019544393807276794, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6066494083046906, 'colsample_bytree': 0.7781446628681357, 'gamma': 0.561134707152399, 'reg_alpha': 0.21065268390919167, 'reg_lambda': 0.6375339748693086}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,056] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 189, 'learning_rate': 0.01560545731491893, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9084145972880063, 'colsample_bytree': 0.7048564065715449, 'gamma': 1.104103221397966, 'reg_alpha': 0.5560268808509472, 'reg_lambda': 0.5226391730703482}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,238] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 222, 'learning_rate': 0.2946929469598181, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9689887217320988, 'colsample_bytree': 0.7455985815648268, 'gamma': 0.6581823088231653, 'reg_alpha': 0.453681105242775, 'reg_lambda': 0.9217873227137008}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,372] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.014494691885619816, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9090563924431779, 'colsample_bytree': 0.7027108352925493, 'gamma': 0.04457882481177691, 'reg_alpha': 0.5779786805396897, 'reg_lambda': 0.8612593673480391}. Best is trial 25 with value: 0.75.
[I 2025-11-03 19:22:58,482] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.0234508715255227, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.963814232015812, 'colsample_bytree': 0.6319586335026415, 'gamma': 1.0151750581990753, 'reg_alpha': 0.5339997601672914, 'reg_lambda': 0.7650300388655193}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:58,696] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.023455307327542717, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.853197425196067, 'colsample_bytree': 0.6364241546563514, 'gamma': 1.0361598644645715, 'reg_alpha': 0.44244082403207513, 'reg_lambda': 0.5521563333154829}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:58,796] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.0362269603613746, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.809489036627058, 'colsample_bytree': 0.6389143678772845, 'gamma': 1.229578377381922, 'reg_alpha': 0.44318810895350436, 'reg_lambda': 0.7663089815213944}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:58,944] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.023224464444811042, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7704703136046838, 'colsample_bytree': 0.6196147614984769, 'gamma': 0.4106952856459305, 'reg_alpha': 0.2905077066338654, 'reg_lambda': 1.5144021207928589}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,054] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.031052990554785158, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8594597005135647, 'colsample_bytree': 0.6373276371322016, 'gamma': 0.9197728529964465, 'reg_alpha': 0.3912251612195797, 'reg_lambda': 1.0050904024959315}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,200] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.023952828556716113, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8285547766819719, 'colsample_bytree': 0.9921867679251087, 'gamma': 0.36018450029955595, 'reg_alpha': 0.3357268922222949, 'reg_lambda': 0.7264453134336066}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,304] Trial 40 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.018807133366821816, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8819418190054737, 'colsample_bytree': 0.652260052333205, 'gamma': 1.3222342080468787, 'reg_alpha': 0.6369157365276805, 'reg_lambda': 0.51173365313211}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,497] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.01848743960882268, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8866764711075983, 'colsample_bytree': 0.6502417706449967, 'gamma': 1.2872474369137876, 'reg_alpha': 0.6329164983919939, 'reg_lambda': 0.5009463095536693}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,586] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.026230102465318657, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7920921141893343, 'colsample_bytree': 0.6249032940568937, 'gamma': 2.3289636173250634, 'reg_alpha': 0.4609611522436989, 'reg_lambda': 0.6278538871987116}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,718] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.03360088146739012, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9726719790180214, 'colsample_bytree': 0.7878230493329317, 'gamma': 0.9088609206593906, 'reg_alpha': 0.3779106091180673, 'reg_lambda': 1.0057114011987924}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,816] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.044786517720980724, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8550999473978366, 'colsample_bytree': 0.7367149996956488, 'gamma': 1.3447888322377743, 'reg_alpha': 0.5102642366045699, 'reg_lambda': 0.7610976810133048}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:22:59,921] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.012746373219725786, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8750526927760236, 'colsample_bytree': 0.663832871516812, 'gamma': 0.5198906193040519, 'reg_alpha': 0.6667845485748405, 'reg_lambda': 0.6286442150529432}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,008] Trial 46 finished with value: 0.744047619047619 and parameters: {'n_estimators': 97, 'learning_rate': 0.028023125087707844, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9983742360705095, 'colsample_bytree': 0.6859644448266407, 'gamma': 0.290394425967062, 'reg_alpha': 0.4065203508059943, 'reg_lambda': 0.9905920210979977}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,283] Trial 47 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 151, 'learning_rate': 0.01739106170272667, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8232498290504747, 'colsample_bytree': 0.6157306574117201, 'gamma': 1.019027726999476, 'reg_alpha': 0.6012685532642627, 'reg_lambda': 0.7696507199871346}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,396] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.02138483949198081, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9241179760020387, 'colsample_bytree': 0.6433667803921228, 'gamma': 2.1599511658688515, 'reg_alpha': 0.4988444535473234, 'reg_lambda': 1.3863034901016869}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,502] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.024390280860515513, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8965476143251586, 'colsample_bytree': 0.8247007643011354, 'gamma': 0.6975149404770025, 'reg_alpha': 0.7643032298765172, 'reg_lambda': 1.561003314636248}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,587] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.01346386079745041, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9747836048835948, 'colsample_bytree': 0.9490400684429623, 'gamma': 1.1699218543054317, 'reg_alpha': 0.43018261020773013, 'reg_lambda': 1.7718372592735636}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,756] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.01698052619169326, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9277505377236693, 'colsample_bytree': 0.6997586570569491, 'gamma': 0.8077090502731613, 'reg_alpha': 0.533587108517806, 'reg_lambda': 0.533558082460609}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:00,908] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.017691691759594428, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9432941458102604, 'colsample_bytree': 0.6969787065184464, 'gamma': 0.21964268502363005, 'reg_alpha': 0.5311265197179094, 'reg_lambda': 0.5625785600716318}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,070] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.02131632081467003, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9292999441175578, 'colsample_bytree': 0.7556592100958933, 'gamma': 0.7966814525190493, 'reg_alpha': 0.6005005564558216, 'reg_lambda': 0.7010966007394647}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,311] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.04123680439195369, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9185408270242562, 'colsample_bytree': 0.7246744321154283, 'gamma': 0.7961720322927777, 'reg_alpha': 0.6103090108139352, 'reg_lambda': 0.6805504151194414}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,445] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.029678921756587935, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8764826782638461, 'colsample_bytree': 0.6027525343639051, 'gamma': 1.5442425958500634, 'reg_alpha': 0.6753627982225493, 'reg_lambda': 0.8195274404114868}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,552] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 201, 'learning_rate': 0.06889628788021052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8451730557046433, 'colsample_bytree': 0.6695195946046812, 'gamma': 1.416014679264666, 'reg_alpha': 0.6375215947700279, 'reg_lambda': 0.5907001993359379}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,689] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.10816149804252355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9325217103150107, 'colsample_bytree': 0.6583677935775956, 'gamma': 1.0883294978666909, 'reg_alpha': 0.59553994347897, 'reg_lambda': 0.6885263748551443}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:01,957] Trial 58 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.016132521039853027, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8961914438415408, 'colsample_bytree': 0.6265034392352961, 'gamma': 0.4863628629536688, 'reg_alpha': 0.5338836453632155, 'reg_lambda': 0.6659188959749075}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,125] Trial 59 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.013826464199637897, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9486115628859567, 'colsample_bytree': 0.7582763037079137, 'gamma': 1.6295144099841035, 'reg_alpha': 0.7637427114621322, 'reg_lambda': 1.0891421491508013}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,227] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 166, 'learning_rate': 0.022779756802709213, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8712900911564567, 'colsample_bytree': 0.6858178025047661, 'gamma': 1.0006384139330102, 'reg_alpha': 0.3630925201407321, 'reg_lambda': 0.5041171401642364}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,387] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.013207317996360261, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9466677340189505, 'colsample_bytree': 0.7665402227779972, 'gamma': 1.7876259322315577, 'reg_alpha': 0.7600690830259222, 'reg_lambda': 1.0794041131694572}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,693] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.019006386935370708, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9595016405140425, 'colsample_bytree': 0.82092593985351, 'gamma': 1.9959045742623465, 'reg_alpha': 0.8521563189951379, 'reg_lambda': 1.2795494336797777}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:02,910] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.025552153961623573, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9192860610548176, 'colsample_bytree': 0.7186601447622329, 'gamma': 1.3820109447099707, 'reg_alpha': 0.4722397032503986, 'reg_lambda': 0.8056400546543852}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,046] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.01140075695006454, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9791558040971006, 'colsample_bytree': 0.785880897186975, 'gamma': 1.66333160908078, 'reg_alpha': 0.6859553180488003, 'reg_lambda': 0.6126687051987235}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,220] Trial 65 finished with value: 0.738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.01100662063441094, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9773657678520246, 'colsample_bytree': 0.8057798651865967, 'gamma': 2.5897854903737856, 'reg_alpha': 0.6912853509716954, 'reg_lambda': 0.6138606082945606}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,348] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.011177532174495405, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9824571611834816, 'colsample_bytree': 0.8425829713983253, 'gamma': 0.773168837086882, 'reg_alpha': 0.5697894919413193, 'reg_lambda': 0.6929790704421408}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,488] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.015865068409484588, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9633017913577965, 'colsample_bytree': 0.8856930617571005, 'gamma': 1.232476300273978, 'reg_alpha': 0.6434730902711691, 'reg_lambda': 0.5807281188588322}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:03,794] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.016993735870412932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9319491339576623, 'colsample_bytree': 0.7877551102531691, 'gamma': 0.6176353882847134, 'reg_alpha': 0.518886067035093, 'reg_lambda': 0.9219688467268383}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:04,011] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.01237518729646503, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8974190394190328, 'colsample_bytree': 0.6759255805531622, 'gamma': 0.915367016145963, 'reg_alpha': 0.587128325874594, 'reg_lambda': 0.8137540889005178}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 19:23:04,108] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 137, 'learning_rate': 0.02194798020503783, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.987102302218203, 'colsample_bytree': 0.74209959780996, 'gamma': 1.658852872980772, 'reg_alpha': 0.23540557161374576, 'reg_lambda': 0.7404109462561698}. Best is trial 70 with value: 0.7619047619047619.
[I 2025-11-03 19:23:04,251] Trial 71 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 106, 'learning_rate': 0.020965118383091504, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.990559874006835, 'colsample_bytree': 0.7335326497395008, 'gamma': 1.7580541677866728, 'reg_alpha': 0.1042923873167605, 'reg_lambda': 0.7198098792006313}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,345] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.019679361806349115, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.987320364425414, 'colsample_bytree': 0.7414897176614026, 'gamma': 2.0287263806475915, 'reg_alpha': 0.13278212737018158, 'reg_lambda': 0.5650507190922996}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,494] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.014459593929454303, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9858395751393502, 'colsample_bytree': 0.7328726884703035, 'gamma': 1.7416252938327454, 'reg_alpha': 0.03184245421044084, 'reg_lambda': 0.8542808876155237}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,733] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.026815345580538465, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9592834553115349, 'colsample_bytree': 0.694514678188075, 'gamma': 1.452387102725021, 'reg_alpha': 0.21025018152681116, 'reg_lambda': 2.1713499623762202}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,862] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.03136730073188341, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9692541919577204, 'colsample_bytree': 0.7111151666651938, 'gamma': 1.688912388383317, 'reg_alpha': 0.08920256726979878, 'reg_lambda': 0.7441467343148955}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:04,959] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.03529022823676957, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.940684250046781, 'colsample_bytree': 0.7759840379833512, 'gamma': 2.276841336108598, 'reg_alpha': 0.1946541068802224, 'reg_lambda': 0.9576023875224385}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,092] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.02223709965706063, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9878459007569969, 'colsample_bytree': 0.6318046395641126, 'gamma': 1.5497069350624988, 'reg_alpha': 0.25221300795908047, 'reg_lambda': 0.6070586799161112}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,165] Trial 78 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 56, 'learning_rate': 0.023609540864884142, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9892430125496333, 'colsample_bytree': 0.6180217264390777, 'gamma': 2.4774998423510484, 'reg_alpha': 0.2801241754533157, 'reg_lambda': 0.8827242643158435}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,316] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.016941079377357574, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7273222246103663, 'colsample_bytree': 0.6318592584931249, 'gamma': 1.5509080641608366, 'reg_alpha': 0.17526261147503142, 'reg_lambda': 0.6381279049379696}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,403] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.021404441291644136, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9985764619154015, 'colsample_bytree': 0.6446440732238327, 'gamma': 1.9676777661053468, 'reg_alpha': 0.25990258845445385, 'reg_lambda': 0.7784230272678103}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,604] Trial 81 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 102, 'learning_rate': 0.018450996853593155, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9809570774199303, 'colsample_bytree': 0.6496665108588041, 'gamma': 1.1831440556620418, 'reg_alpha': 0.13705536858182055, 'reg_lambda': 0.5006288530318972}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,705] Trial 82 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 101, 'learning_rate': 0.014956241817597167, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9785627309859796, 'colsample_bytree': 0.6101230693707974, 'gamma': 1.124347935648266, 'reg_alpha': 0.11086467999843325, 'reg_lambda': 0.7250386549704697}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,826] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 99, 'learning_rate': 0.01115688933750788, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9816288753381123, 'colsample_bytree': 0.610326895300461, 'gamma': 1.133350356064828, 'reg_alpha': 0.1130180423225419, 'reg_lambda': 0.7275820311885619}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:05,922] Trial 84 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.011767485624616656, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9770272943997615, 'colsample_bytree': 0.611687136172528, 'gamma': 1.1790296632026231, 'reg_alpha': 0.09820369647516378, 'reg_lambda': 0.7250347210679622}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,155] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 100, 'learning_rate': 0.012551967236171689, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9539602722448175, 'colsample_bytree': 0.6100326267164782, 'gamma': 1.1813298840001796, 'reg_alpha': 0.08838505433384229, 'reg_lambda': 0.72562589737775}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,243] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.012630555107928314, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.955827519164129, 'colsample_bytree': 0.6104616147039665, 'gamma': 1.1759476170124277, 'reg_alpha': 0.09729793941915078, 'reg_lambda': 1.0302005446659561}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,376] Trial 87 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 100, 'learning_rate': 0.010278552940644755, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9899815146993829, 'colsample_bytree': 0.6139597842627329, 'gamma': 1.295588206374838, 'reg_alpha': 0.07148654884149942, 'reg_lambda': 0.8466356523448393}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,569] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.010375719217582707, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9887769137116309, 'colsample_bytree': 0.6059958417824485, 'gamma': 1.491118590324053, 'reg_alpha': 0.07533358733719647, 'reg_lambda': 0.8428503861075117}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,689] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 66, 'learning_rate': 0.010635034180811378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9904179248937476, 'colsample_bytree': 0.6019563964778356, 'gamma': 1.4869182941214425, 'reg_alpha': 0.14402993242435896, 'reg_lambda': 0.8678610267508163}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:06,905] Trial 90 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.010662736710212886, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9909392526217237, 'colsample_bytree': 0.602627859542875, 'gamma': 2.148477945920051, 'reg_alpha': 0.009780343352093046, 'reg_lambda': 0.85091323888324}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,067] Trial 91 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.010623940826905643, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9902503709039101, 'colsample_bytree': 0.6043271206211109, 'gamma': 1.8134230819076194, 'reg_alpha': 0.02595277255717693, 'reg_lambda': 0.8554636474989782}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,141] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 64, 'learning_rate': 0.010398179686327924, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9998353901571182, 'colsample_bytree': 0.600930872793325, 'gamma': 2.2042499144133623, 'reg_alpha': 0.004758079336355053, 'reg_lambda': 0.8931964802177277}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,249] Trial 93 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.010289253094890084, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9904076167606255, 'colsample_bytree': 0.6223534865586656, 'gamma': 1.8694691922231932, 'reg_alpha': 0.05881912337864584, 'reg_lambda': 0.9707462286441919}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,329] Trial 94 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.010812686035986107, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9696377214382976, 'colsample_bytree': 0.6051588260781607, 'gamma': 1.4153694107952643, 'reg_alpha': 0.14460976578162804, 'reg_lambda': 0.8340124595282149}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,564] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.010925929235452912, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9698483393976949, 'colsample_bytree': 0.6016617510034692, 'gamma': 1.398457157376681, 'reg_alpha': 0.15419968392565547, 'reg_lambda': 1.225849441392349}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,654] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.010026888058378584, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9683709997798935, 'colsample_bytree': 0.6211869237630265, 'gamma': 1.4400717459016903, 'reg_alpha': 0.14668636872331547, 'reg_lambda': 1.2716094539908018}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,755] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.011756563755169664, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9776608001073193, 'colsample_bytree': 0.6120619910838109, 'gamma': 2.113328677883985, 'reg_alpha': 0.15056754079749202, 'reg_lambda': 1.1164219341865589}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,841] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.013499776548002789, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9669724935202562, 'colsample_bytree': 0.6496777329943051, 'gamma': 1.327554276205118, 'reg_alpha': 0.11823835068718973, 'reg_lambda': 1.8509989893087928}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:07,956] Trial 99 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.0110864509792359, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999311885806897, 'colsample_bytree': 0.6012674129056796, 'gamma': 1.2894563050082724, 'reg_alpha': 0.06694290500052552, 'reg_lambda': 0.925051426932346}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,030] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.010953135887464402, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9516908944552146, 'colsample_bytree': 0.6016110376880658, 'gamma': 1.4752736707032263, 'reg_alpha': 0.0647164973986396, 'reg_lambda': 0.825488837881135}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,260] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.01415838606365547, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9998090479249542, 'colsample_bytree': 0.6260491922312872, 'gamma': 1.2864765356836387, 'reg_alpha': 0.16585542496838715, 'reg_lambda': 1.038794097692481}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,349] Trial 102 finished with value: 0.755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.012081693519211595, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9800073239496032, 'colsample_bytree': 0.6002588529395164, 'gamma': 1.0855505277901398, 'reg_alpha': 0.1179316631489388, 'reg_lambda': 0.9082374586373221}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,461] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.015398652348266983, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9713186976205793, 'colsample_bytree': 0.6158018386735008, 'gamma': 1.392233781372544, 'reg_alpha': 0.030314989415156646, 'reg_lambda': 1.14539664931449}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,545] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 90, 'learning_rate': 0.010872348859206436, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6453484687996578, 'colsample_bytree': 0.6402841421682869, 'gamma': 1.5300826231201594, 'reg_alpha': 0.073646716103399, 'reg_lambda': 1.04505658134983}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,656] Trial 105 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.013149549454170021, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9943368538140163, 'colsample_bytree': 0.6086689229177931, 'gamma': 3.0398392509085657, 'reg_alpha': 0.0043891484236788375, 'reg_lambda': 0.9541907613223869}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,717] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 34, 'learning_rate': 0.013205208536025453, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9904323595052199, 'colsample_bytree': 0.6279382367322401, 'gamma': 2.9901240580342723, 'reg_alpha': 0.005724534397483674, 'reg_lambda': 0.9595232156623911}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,779] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.01126125316348637, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9633781630921174, 'colsample_bytree': 0.609479075266813, 'gamma': 4.16280627164461, 'reg_alpha': 0.11206593485249554, 'reg_lambda': 1.1909986305842213}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:08,869] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 44, 'learning_rate': 0.011908301923909338, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9940819487976003, 'colsample_bytree': 0.6167788020239932, 'gamma': 3.5102759478192067, 'reg_alpha': 0.047474105323843455, 'reg_lambda': 0.8490262493467639}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,096] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.012736867522536253, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9388294183933766, 'colsample_bytree': 0.6211707551044897, 'gamma': 2.8552128954959146, 'reg_alpha': 0.07592445237967305, 'reg_lambda': 0.7878966057286654}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,208] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.010113062440900102, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9729137068720325, 'colsample_bytree': 0.6346091391190027, 'gamma': 1.892984672446319, 'reg_alpha': 0.04162652294078774, 'reg_lambda': 0.9352389677648508}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,294] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 83, 'learning_rate': 0.013960217886691743, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9821301502789553, 'colsample_bytree': 0.6063264002138227, 'gamma': 1.2686451889503991, 'reg_alpha': 0.17355044154123597, 'reg_lambda': 0.6680052829186103}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,551] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 21, 'learning_rate': 0.014997590426295877, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9820041216293088, 'colsample_bytree': 0.6071227071511386, 'gamma': 3.6949099172432334, 'reg_alpha': 0.1661803211238848, 'reg_lambda': 1.4720902270850558}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,628] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.01384459326905484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9954296383505288, 'colsample_bytree': 0.6007876393387828, 'gamma': 3.323929925031154, 'reg_alpha': 0.18562462800505553, 'reg_lambda': 0.8033032522003608}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,747] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.010973289978391754, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9594395345424447, 'colsample_bytree': 0.6153490239419958, 'gamma': 0.9456447332000475, 'reg_alpha': 0.11264806948929643, 'reg_lambda': 0.6863301209965003}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:09,965] Trial 115 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.15703377580182948, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9734757611353156, 'colsample_bytree': 0.6252728159024097, 'gamma': 1.2773338839203014, 'reg_alpha': 0.0019987191009904507, 'reg_lambda': 1.0009178628723043}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:10,076] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.01147629461754546, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9833707877249376, 'colsample_bytree': 0.6417084744354976, 'gamma': 1.6185917797535714, 'reg_alpha': 0.07634021931626087, 'reg_lambda': 0.8810678993883838}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:10,164] Trial 117 finished with value: 0.755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.012335846069974527, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9475411659697583, 'colsample_bytree': 0.607861866406392, 'gamma': 1.7368615591955665, 'reg_alpha': 0.1990122822490551, 'reg_lambda': 0.6613073618386032}. Best is trial 71 with value: 0.7797619047619048.
[I 2025-11-03 19:23:10,287] Trial 118 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 86, 'learning_rate': 0.01000983330180378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.990826219503766, 'colsample_bytree': 0.6297015219232835, 'gamma': 2.4418795505854245, 'reg_alpha': 0.053685207588902856, 'reg_lambda': 0.7620747916095695}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,367] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.010598828317670204, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9926711993609586, 'colsample_bytree': 0.6335849997329774, 'gamma': 2.580690134301184, 'reg_alpha': 0.05180254454213709, 'reg_lambda': 0.8365763694774417}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,470] Trial 120 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.012988179134225538, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9995945842420967, 'colsample_bytree': 0.6668573378718432, 'gamma': 2.49806713637698, 'reg_alpha': 0.029068364137407016, 'reg_lambda': 0.7593492393017783}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,585] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.010049508230335498, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9830689323021624, 'colsample_bytree': 0.6179386118203254, 'gamma': 2.3948145518679005, 'reg_alpha': 0.1285369267464292, 'reg_lambda': 0.9206799173440956}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,723] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.011951011184054155, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9672809094382829, 'colsample_bytree': 0.6099988281344784, 'gamma': 3.028715613957276, 'reg_alpha': 0.09546143084367761, 'reg_lambda': 0.7928707885858521}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,801] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.014434693528325718, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9741507350380451, 'colsample_bytree': 0.6000851492192167, 'gamma': 2.7271407233563587, 'reg_alpha': 0.15812984424019022, 'reg_lambda': 0.7157469655869821}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:10,910] Trial 124 finished with value: 0.773809523809524 and parameters: {'n_estimators': 60, 'learning_rate': 0.01140861606647338, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9891984257007017, 'colsample_bytree': 0.6247709329406025, 'gamma': 1.061759214746545, 'reg_alpha': 0.01821822702776124, 'reg_lambda': 0.6650291987793125}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,087] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.011412532292073169, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9901199920578189, 'colsample_bytree': 0.6572514320008943, 'gamma': 1.038761188410263, 'reg_alpha': 0.024289960816760683, 'reg_lambda': 0.871633620873119}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,182] Trial 126 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.0107301882416671, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7700866635573218, 'colsample_bytree': 0.628040146992564, 'gamma': 2.0602808500349625, 'reg_alpha': 0.06203771393676607, 'reg_lambda': 2.8687664397574024}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,251] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.012771073582002464, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9590278785314252, 'colsample_bytree': 0.6226622187601313, 'gamma': 3.1440700942748223, 'reg_alpha': 0.01576538604672101, 'reg_lambda': 0.9801040330708556}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,370] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.01005008317363593, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9924294143085965, 'colsample_bytree': 0.6161605390918188, 'gamma': 1.3755885263978043, 'reg_alpha': 0.04381902074389478, 'reg_lambda': 1.0664749786965873}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,434] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.010007468437122061, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9772335542209404, 'colsample_bytree': 0.6421906724096994, 'gamma': 1.434763873566718, 'reg_alpha': 0.039219515412434736, 'reg_lambda': 1.0945899258956922}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,557] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.01183929684913225, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9655659994297812, 'colsample_bytree': 0.6343838624008921, 'gamma': 1.1015695095395057, 'reg_alpha': 0.10274905784162597, 'reg_lambda': 1.6172004057940126}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,821] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.0108747365681075, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999986863115935, 'colsample_bytree': 0.6151346441276287, 'gamma': 1.3836362708174574, 'reg_alpha': 0.07930663214454085, 'reg_lambda': 1.0477853694693886}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:11,969] Trial 132 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 54, 'learning_rate': 0.01071488558642924, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9909039479125651, 'colsample_bytree': 0.6180771043452934, 'gamma': 1.6018264076484325, 'reg_alpha': 0.08765325890169515, 'reg_lambda': 1.042975091857918}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,043] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.01000558149610708, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9850672213483166, 'colsample_bytree': 0.6130503184372145, 'gamma': 1.4637004278460752, 'reg_alpha': 0.13742318023173541, 'reg_lambda': 1.2408247069285485}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,152] Trial 134 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 58, 'learning_rate': 0.01154255117415675, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9724165974627259, 'colsample_bytree': 0.6273727253524702, 'gamma': 1.3917353952665779, 'reg_alpha': 0.04995095692736691, 'reg_lambda': 1.1498458815521666}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,231] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.013234413288571662, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9919405113157933, 'colsample_bytree': 0.8591139529743432, 'gamma': 0.8616519425029145, 'reg_alpha': 0.04109300431336803, 'reg_lambda': 1.136737704240314}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,350] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.01209721998718592, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9767697928264789, 'colsample_bytree': 0.6277406598365091, 'gamma': 0.9786850910297548, 'reg_alpha': 0.052206498724345886, 'reg_lambda': 1.0754022166064778}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,519] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 26, 'learning_rate': 0.011513198427437093, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9841035101857274, 'colsample_bytree': 0.647188538190486, 'gamma': 1.335572926322413, 'reg_alpha': 0.015016044400714149, 'reg_lambda': 1.311243450420502}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,645] Trial 138 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 104, 'learning_rate': 0.01527266710681228, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9994215158682507, 'colsample_bytree': 0.6359369426744301, 'gamma': 2.3850159073246595, 'reg_alpha': 0.08022017934397277, 'reg_lambda': 0.989203986681703}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,713] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.26436849721384426, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9520194036266924, 'colsample_bytree': 0.6203369647013833, 'gamma': 1.7990665536447157, 'reg_alpha': 0.0007382109352330607, 'reg_lambda': 0.7496665279650965}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,817] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.012414969584727006, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.99149059011163, 'colsample_bytree': 0.6283537662697517, 'gamma': 2.2165897091864375, 'reg_alpha': 0.06615070377823218, 'reg_lambda': 2.4245416119406555}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:12,895] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.01091998557892, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9689496895802907, 'colsample_bytree': 0.6111725572645436, 'gamma': 1.3728549533553709, 'reg_alpha': 0.12112544120744174, 'reg_lambda': 0.8344322427935139}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,029] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.010635501416942982, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9777798730316417, 'colsample_bytree': 0.6142901027475516, 'gamma': 1.1324545080609907, 'reg_alpha': 0.09552584844298498, 'reg_lambda': 1.1499820801234166}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,168] Trial 143 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 56, 'learning_rate': 0.011567060358075103, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9623343847549637, 'colsample_bytree': 0.6224143994312622, 'gamma': 1.5236384321729377, 'reg_alpha': 0.14464834983016953, 'reg_lambda': 0.7956480070358197}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,310] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.013244461656420833, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848250503506333, 'colsample_bytree': 0.6066202919753317, 'gamma': 1.2296724069143998, 'reg_alpha': 0.05212925593422388, 'reg_lambda': 0.8987189096172993}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,391] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.010022699359634986, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9725095849397399, 'colsample_bytree': 0.9463817640583437, 'gamma': 1.6992539672185352, 'reg_alpha': 0.02618645903731283, 'reg_lambda': 1.218921424643584}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,495] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.01120658795838406, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9998915435842469, 'colsample_bytree': 0.6004949188446642, 'gamma': 1.3832845480699212, 'reg_alpha': 0.10677512417150772, 'reg_lambda': 0.9726406131806996}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,583] Trial 147 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.012365939290133621, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9898289897349289, 'colsample_bytree': 0.6146350998193728, 'gamma': 1.912093504237114, 'reg_alpha': 0.0792439911442772, 'reg_lambda': 0.7107322560847026}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,687] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.013986237404045886, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.970249138831179, 'colsample_bytree': 0.6390455834746557, 'gamma': 1.5450500503497244, 'reg_alpha': 0.042450104413133585, 'reg_lambda': 0.6408091382660156}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,766] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.052082139167943804, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9813918056455853, 'colsample_bytree': 0.6582215991792116, 'gamma': 1.1041397190027518, 'reg_alpha': 0.12279364342068766, 'reg_lambda': 1.0530577522740454}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:13,886] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.010674769801181507, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7090063632268433, 'colsample_bytree': 0.6284198677780717, 'gamma': 1.2169832706928514, 'reg_alpha': 0.9569808450606612, 'reg_lambda': 0.8760317584750795}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,061] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.011282018982050954, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9992076462871432, 'colsample_bytree': 0.6081169831979066, 'gamma': 1.292773939380508, 'reg_alpha': 0.0652411001619192, 'reg_lambda': 0.9330301377923792}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,185] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.011554295871481487, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9926901698153203, 'colsample_bytree': 0.6072048682265896, 'gamma': 1.4541256390712014, 'reg_alpha': 0.06553968511133354, 'reg_lambda': 0.9304471725070858}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,349] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 99, 'learning_rate': 0.011886004077234082, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.995647914047128, 'colsample_bytree': 0.6193696854196009, 'gamma': 1.3155755138570737, 'reg_alpha': 0.06310786888636756, 'reg_lambda': 0.9103794993368943}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,476] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 121, 'learning_rate': 0.012921607978272243, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9883193789606267, 'colsample_bytree': 0.6128463792977216, 'gamma': 1.6040502717794567, 'reg_alpha': 0.019486352940569537, 'reg_lambda': 0.9999687373662597}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,573] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.011237230622916062, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9925300643316458, 'colsample_bytree': 0.6072998213484003, 'gamma': 1.460865208223373, 'reg_alpha': 0.08110223676493732, 'reg_lambda': 1.159409552767409}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,691] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.016237159086054928, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9783645765679424, 'colsample_bytree': 0.625415529666322, 'gamma': 1.011995562124631, 'reg_alpha': 0.04469849412593463, 'reg_lambda': 0.7602033321420312}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,868] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.011901995709742994, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9845800245251799, 'colsample_bytree': 0.6071313739989518, 'gamma': 2.630544013294315, 'reg_alpha': 0.09928418539852739, 'reg_lambda': 0.9441648944042176}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:14,979] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 85, 'learning_rate': 0.010607835826704503, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9931083037856591, 'colsample_bytree': 0.6325590477299203, 'gamma': 1.7024965065908482, 'reg_alpha': 0.0623635437223533, 'reg_lambda': 1.097785428773124}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,053] Trial 159 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 65, 'learning_rate': 0.013339839491789641, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9760887852342461, 'colsample_bytree': 0.6212927523772673, 'gamma': 1.1618379004493224, 'reg_alpha': 0.03650066478089521, 'reg_lambda': 1.0244389618968839}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,182] Trial 160 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 103, 'learning_rate': 0.011451004753334396, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9990145284200549, 'colsample_bytree': 0.6001597722665222, 'gamma': 1.4964707526531558, 'reg_alpha': 0.0006711564432077006, 'reg_lambda': 0.8017231959810426}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,266] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.01003558747325748, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9993561089626759, 'colsample_bytree': 0.6005157621562656, 'gamma': 4.632414387658871, 'reg_alpha': 0.003916515973493198, 'reg_lambda': 0.810726881492055}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,394] Trial 162 finished with value: 0.6875 and parameters: {'n_estimators': 108, 'learning_rate': 0.011526130587515355, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9861975288510622, 'colsample_bytree': 0.6123614523450897, 'gamma': 1.503426336774626, 'reg_alpha': 0.030741037352987742, 'reg_lambda': 0.8602779903738114}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,495] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.012476489259222576, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9931125502801674, 'colsample_bytree': 0.6160851513819722, 'gamma': 1.3902548238817425, 'reg_alpha': 0.07679209073249683, 'reg_lambda': 0.7042868924003608}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,695] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 105, 'learning_rate': 0.012719515025765484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9990446983274894, 'colsample_bytree': 0.6179079433071443, 'gamma': 1.3280043930482346, 'reg_alpha': 0.0014841249730022429, 'reg_lambda': 0.5898412829945843}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,798] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 103, 'learning_rate': 0.014338180505590813, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9821310404281242, 'colsample_bytree': 0.6106644036660733, 'gamma': 1.208356568477495, 'reg_alpha': 0.07570835000959901, 'reg_lambda': 0.6951926850020631}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:15,932] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.012403031837869742, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631449320822362, 'colsample_bytree': 0.6348521499578295, 'gamma': 1.3696955461884124, 'reg_alpha': 0.05833784567399105, 'reg_lambda': 0.7461087219375374}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,016] Trial 167 finished with value: 0.761904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.07882463187423318, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9754581948813424, 'colsample_bytree': 0.645020029671802, 'gamma': 1.5980033504937003, 'reg_alpha': 0.021899234871763075, 'reg_lambda': 0.6409851941944578}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,134] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.01134821941634816, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9925259816823729, 'colsample_bytree': 0.6229804866744035, 'gamma': 1.2653963793139666, 'reg_alpha': 0.10609020227133051, 'reg_lambda': 0.7919388228076001}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,217] Trial 169 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.10613045841535151, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9848972427042443, 'colsample_bytree': 0.6254209010256927, 'gamma': 1.0708151482910662, 'reg_alpha': 0.10626600562120646, 'reg_lambda': 1.3756947199790817}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,396] Trial 170 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 80, 'learning_rate': 0.013585181216581763, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9937663078317599, 'colsample_bytree': 0.620282256501849, 'gamma': 0.9257025612302143, 'reg_alpha': 0.08845414299650442, 'reg_lambda': 0.7847673811337955}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,497] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.011183625993220639, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999540118355418, 'colsample_bytree': 0.6094618994179065, 'gamma': 1.2587657400973753, 'reg_alpha': 0.06016189228256254, 'reg_lambda': 0.7102002393494173}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,624] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 95, 'learning_rate': 0.011506182632811276, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9925595216319755, 'colsample_bytree': 0.6083940734235618, 'gamma': 1.4214322413733518, 'reg_alpha': 0.044652652339471535, 'reg_lambda': 0.6961095706587492}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,714] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.011049545894983252, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9986114548553688, 'colsample_bytree': 0.6004174627559065, 'gamma': 1.1955016140656367, 'reg_alpha': 0.02049414433982228, 'reg_lambda': 0.7375632224424807}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,867] Trial 174 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 86, 'learning_rate': 0.012168889053643706, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994734108918976, 'colsample_bytree': 0.6018908613851125, 'gamma': 1.2264332489568903, 'reg_alpha': 0.02055211462790606, 'reg_lambda': 0.5975994757139387}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:16,960] Trial 175 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 85, 'learning_rate': 0.012189994563052642, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9962229015246075, 'colsample_bytree': 0.6010941068475538, 'gamma': 1.2783009509710659, 'reg_alpha': 0.01846373083957959, 'reg_lambda': 0.5553741706357598}. Best is trial 118 with value: 0.7857142857142858.
[I 2025-11-03 19:23:17,133] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 77, 'learning_rate': 0.012251125751075722, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9999749401858, 'colsample_bytree': 0.6002934587404044, 'gamma': 1.2765990731076353, 'reg_alpha': 0.019855780444912915, 'reg_lambda': 0.5510311223162864}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,247] Trial 177 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 77, 'learning_rate': 0.012526370219143658, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9884212299486443, 'colsample_bytree': 0.6008549037509475, 'gamma': 1.503451246428767, 'reg_alpha': 0.02115446512716841, 'reg_lambda': 0.5561355677195536}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,331] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.012424189911692026, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9864410620927756, 'colsample_bytree': 0.6012215989434788, 'gamma': 1.768473494454303, 'reg_alpha': 0.016913443844804494, 'reg_lambda': 0.5696531589758553}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,449] Trial 179 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 79, 'learning_rate': 0.013589099213455956, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994678728868627, 'colsample_bytree': 0.6003282275217923, 'gamma': 1.6264570131844687, 'reg_alpha': 0.03756064430034263, 'reg_lambda': 0.5319928707208419}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,692] Trial 180 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 78, 'learning_rate': 0.013639044816475421, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9841187737669754, 'colsample_bytree': 0.6003864272991255, 'gamma': 1.6058924485212553, 'reg_alpha': 0.0005964313964525701, 'reg_lambda': 0.5376786965563756}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:17,776] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 75, 'learning_rate': 0.01246597133415864, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9921425511985187, 'colsample_bytree': 0.617072024519413, 'gamma': 1.4737868006158688, 'reg_alpha': 0.032035821886984596, 'reg_lambda': 0.5106678993457864}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,033] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 72, 'learning_rate': 0.011998325703501109, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9995905911761169, 'colsample_bytree': 0.6080757295218527, 'gamma': 1.4467037481236655, 'reg_alpha': 0.03571917553161792, 'reg_lambda': 0.5765714331256205}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,117] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.014315997020072403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997765741107634, 'colsample_bytree': 0.6004197361604595, 'gamma': 1.6644310282197345, 'reg_alpha': 0.035674954513343855, 'reg_lambda': 0.5940847326311147}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,214] Trial 184 finished with value: 0.773809523809524 and parameters: {'n_estimators': 70, 'learning_rate': 0.013049153464421405, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999619874061665, 'colsample_bytree': 0.6162403166537812, 'gamma': 1.5120664327651103, 'reg_alpha': 0.020691543341453678, 'reg_lambda': 0.5032811822083733}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,313] Trial 185 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 60, 'learning_rate': 0.015140706674347673, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9863173384585752, 'colsample_bytree': 0.6156613517098339, 'gamma': 1.5640962360574127, 'reg_alpha': 0.026170738954318044, 'reg_lambda': 0.5597184962770382}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,383] Trial 186 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 56, 'learning_rate': 0.015938797716201065, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9736416550387524, 'colsample_bytree': 0.6296558638671705, 'gamma': 1.8057009907161037, 'reg_alpha': 0.023123715789664427, 'reg_lambda': 0.5387923778797105}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,505] Trial 187 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 82, 'learning_rate': 0.01469436445148748, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9839022419713079, 'colsample_bytree': 0.6173486179167819, 'gamma': 1.5471694870924142, 'reg_alpha': 0.038648104601159444, 'reg_lambda': 0.507998733197782}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,589] Trial 188 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 81, 'learning_rate': 0.01537226597835056, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9854613959062719, 'colsample_bytree': 0.6191932164252435, 'gamma': 1.557482922793085, 'reg_alpha': 0.00024458176585973046, 'reg_lambda': 0.503137282019317}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,759] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 83, 'learning_rate': 0.016710387333104322, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9778885773472911, 'colsample_bytree': 0.6214915439028135, 'gamma': 1.5835088233720713, 'reg_alpha': 0.0006230220710611856, 'reg_lambda': 0.5155590650753609}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:18,848] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.017009179154084626, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9814401700598849, 'colsample_bytree': 0.635184136041851, 'gamma': 1.9440213101208843, 'reg_alpha': 0.021519200737373068, 'reg_lambda': 0.5071864262916919}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,012] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 80, 'learning_rate': 0.01474140314472579, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9701305719536879, 'colsample_bytree': 0.6220054363391019, 'gamma': 1.5506394499972886, 'reg_alpha': 0.03430733384238499, 'reg_lambda': 0.5704182753323809}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,088] Trial 192 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 70, 'learning_rate': 0.015789055725544416, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.985425303669467, 'colsample_bytree': 0.6157266291118328, 'gamma': 1.7139727238924307, 'reg_alpha': 0.004185783126122604, 'reg_lambda': 0.5024395738425768}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,212] Trial 193 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 84, 'learning_rate': 0.016032192782363265, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.986406370437261, 'colsample_bytree': 0.6270434710849329, 'gamma': 1.7305191813402345, 'reg_alpha': 0.0001511281090033588, 'reg_lambda': 0.5044091362594212}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,295] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.018201915158724994, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9796032047936208, 'colsample_bytree': 0.6263774036470848, 'gamma': 1.6761404624428797, 'reg_alpha': 0.017564761810716423, 'reg_lambda': 0.539811640382549}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,413] Trial 195 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 87, 'learning_rate': 0.017200826248766465, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9862820995823633, 'colsample_bytree': 0.6386064229978208, 'gamma': 1.7136381579207087, 'reg_alpha': 0.004091499705361165, 'reg_lambda': 0.5029808089672925}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,610] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 85, 'learning_rate': 0.015692949420505628, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9853600161635269, 'colsample_bytree': 0.6396871527101347, 'gamma': 1.7613395319385483, 'reg_alpha': 0.0003251121858024869, 'reg_lambda': 0.5046366416050916}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,727] Trial 197 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 82, 'learning_rate': 0.017448785222666754, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9760158743213087, 'colsample_bytree': 0.62978647941898, 'gamma': 1.8707890364815973, 'reg_alpha': 0.0357440825273178, 'reg_lambda': 0.6040435161991567}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,811] Trial 198 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.01610692048011095, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9849300518642667, 'colsample_bytree': 0.6493740956199737, 'gamma': 1.6593068644934943, 'reg_alpha': 0.0030556079519453035, 'reg_lambda': 0.5582916414506731}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,933] Trial 199 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 85, 'learning_rate': 0.015184187873294652, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9859057439960369, 'colsample_bytree': 0.6179384200239534, 'gamma': 1.5497595967639919, 'reg_alpha': 8.940044440787758e-05, 'reg_lambda': 0.5039437989630678}. Best is trial 176 with value: 0.7916666666666667.
[I 2025-11-03 19:23:19,937] A new study created in memory with name: no-name-6ffda346-db34-4d0a-876f-8d84aab41eca
[I 2025-11-03 19:23:20,031] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.21463331005583747, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9904755096245345, 'colsample_bytree': 0.8428894438389986, 'gamma': 3.550887808631027, 'reg_alpha': 0.8516177199599133, 'reg_lambda': 1.6211882589312525}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:23:20,257] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.03155246229460914, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6097773890141772, 'colsample_bytree': 0.9816670024989014, 'gamma': 4.470468943817602, 'reg_alpha': 0.3812816724647874, 'reg_lambda': 2.2552172742284}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,323] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 77, 'learning_rate': 0.26996220852786185, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6857039114121096, 'colsample_bytree': 0.9547995231069022, 'gamma': 1.6298348837545347, 'reg_alpha': 0.43396188912360245, 'reg_lambda': 1.9521275946809866}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,427] Trial 3 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 95, 'learning_rate': 0.06478487094908703, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6187696726274056, 'colsample_bytree': 0.8397171192097113, 'gamma': 4.933511573226313, 'reg_alpha': 0.18477320299374878, 'reg_lambda': 2.0882912399491738}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,479] Trial 4 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 34, 'learning_rate': 0.06424737421684841, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6223653883789851, 'colsample_bytree': 0.9167076800609412, 'gamma': 0.31898947414278234, 'reg_alpha': 0.9625825935885599, 'reg_lambda': 1.6731745847613095}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,640] Trial 5 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.25798928493291706, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9449705743598051, 'colsample_bytree': 0.8879789918300647, 'gamma': 2.5265401739086784, 'reg_alpha': 0.12301456175068815, 'reg_lambda': 2.677261212654455}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 19:23:20,887] Trial 6 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.04791674115092362, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9187091797484843, 'colsample_bytree': 0.6265900178371114, 'gamma': 2.671130902087222, 'reg_alpha': 0.7987131168094046, 'reg_lambda': 2.5581615548124}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,008] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.293173183717573, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8548429509556048, 'colsample_bytree': 0.8622900399863866, 'gamma': 2.095636057155987, 'reg_alpha': 0.3594113437639045, 'reg_lambda': 1.9473215462706477}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,180] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.12881303208692121, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8459967735598655, 'colsample_bytree': 0.6088989296315206, 'gamma': 0.5145456780774449, 'reg_alpha': 0.17261813485434507, 'reg_lambda': 1.4912571404796626}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,224] Trial 9 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.02321264352643441, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.663801089635032, 'colsample_bytree': 0.6992993329573989, 'gamma': 3.170016856480649, 'reg_alpha': 0.45890302472238564, 'reg_lambda': 1.9666404380006146}. Best is trial 6 with value: 0.7142857142857143.
[I 2025-11-03 19:23:21,426] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.011381107257988307, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7533253950835306, 'colsample_bytree': 0.7469012096437637, 'gamma': 1.2666637071945208, 'reg_alpha': 0.7016130707922176, 'reg_lambda': 0.6518490965501671}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 19:23:21,600] Trial 11 finished with value: 0.738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.012526735223014878, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7504055565031189, 'colsample_bytree': 0.7318997804967124, 'gamma': 1.300096640753672, 'reg_alpha': 0.6948947777462909, 'reg_lambda': 0.5714998805315226}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:21,745] Trial 12 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.010451663610594976, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7551626157896056, 'colsample_bytree': 0.7429930245572098, 'gamma': 1.1937313967270797, 'reg_alpha': 0.6581356700112515, 'reg_lambda': 0.6153615529191482}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:21,895] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 238, 'learning_rate': 0.010283884420673012, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7419622145532363, 'colsample_bytree': 0.7264517098061123, 'gamma': 1.1391089151387919, 'reg_alpha': 0.6380354538289343, 'reg_lambda': 0.6876075321464744}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,019] Trial 14 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 214, 'learning_rate': 0.01897339803929845, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7840584820101935, 'colsample_bytree': 0.7677932369739654, 'gamma': 0.03685806333722175, 'reg_alpha': 0.6056805395808923, 'reg_lambda': 1.0744282697779641}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,300] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.015323462841623238, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7098915299904394, 'colsample_bytree': 0.669044803095048, 'gamma': 0.887051920193843, 'reg_alpha': 0.5742684467992035, 'reg_lambda': 1.1133447509297532}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,420] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.027035144484706494, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8274582848345066, 'colsample_bytree': 0.785273913936788, 'gamma': 1.8142912582888169, 'reg_alpha': 0.7729864876545939, 'reg_lambda': 0.503775039800187}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,552] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.015189570185565065, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7893012954628246, 'colsample_bytree': 0.6748215320386796, 'gamma': 0.9033858285709052, 'reg_alpha': 0.9617246256963445, 'reg_lambda': 1.0202435665932668}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,646] Trial 18 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 140, 'learning_rate': 0.04086283586069282, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8823158575038934, 'colsample_bytree': 0.8067623565775992, 'gamma': 1.5194622112099199, 'reg_alpha': 0.27174480082542485, 'reg_lambda': 1.3223257718619217}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,776] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.0983904348212346, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7292648664089652, 'colsample_bytree': 0.7181790554170892, 'gamma': 2.0294399783174537, 'reg_alpha': 0.036059350179257044, 'reg_lambda': 0.8429734569386127}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:22,868] Trial 20 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 154, 'learning_rate': 0.013588902380841372, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.669392095634763, 'colsample_bytree': 0.6530649963962414, 'gamma': 3.112909440165045, 'reg_alpha': 0.5255638601165177, 'reg_lambda': 2.965283478346452}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:23,079] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.010000595347644628, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7621067113786648, 'colsample_bytree': 0.7549889370578153, 'gamma': 1.1848948777251491, 'reg_alpha': 0.6943927862663851, 'reg_lambda': 0.5294275708263192}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:23,240] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.01267568129828783, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8006383976841831, 'colsample_bytree': 0.7407421664454563, 'gamma': 0.6293774490136645, 'reg_alpha': 0.7118859400424093, 'reg_lambda': 0.8037787117147017}. Best is trial 11 with value: 0.738095238095238.
[I 2025-11-03 19:23:23,488] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.019143358313555365, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7474030289694704, 'colsample_bytree': 0.8066988844691286, 'gamma': 1.264756473105365, 'reg_alpha': 0.8771964757386128, 'reg_lambda': 1.2738343629530329}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:23:23,601] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.019757436093147177, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7196074861528271, 'colsample_bytree': 0.8080587652723863, 'gamma': 2.151958666460776, 'reg_alpha': 0.8611627235851328, 'reg_lambda': 1.34385609277588}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:23:23,761] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 229, 'learning_rate': 0.018002864700469884, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8155360775157674, 'colsample_bytree': 0.8024857396083066, 'gamma': 0.009443392997292799, 'reg_alpha': 0.9028963080568492, 'reg_lambda': 0.9295294964207956}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:23:23,867] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.03327508447739331, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7674423806333366, 'colsample_bytree': 0.6970108494774764, 'gamma': 1.551881169163131, 'reg_alpha': 0.7576603241608659, 'reg_lambda': 1.2045660211629907}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,014] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.03122380055812238, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6923838951778608, 'colsample_bytree': 0.6928333696455535, 'gamma': 1.7378903085531023, 'reg_alpha': 0.7751429866382611, 'reg_lambda': 1.4349080549414341}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,094] Trial 28 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.039969857998634666, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7656162160671889, 'colsample_bytree': 0.6408203326681932, 'gamma': 2.3948430525486635, 'reg_alpha': 0.9870687319644408, 'reg_lambda': 1.166513342875052}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,302] Trial 29 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 194, 'learning_rate': 0.026400665754671346, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.65722445422128, 'colsample_bytree': 0.8415060253705255, 'gamma': 1.448395384474413, 'reg_alpha': 0.8857389120782726, 'reg_lambda': 1.5633769013444503}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,394] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 178, 'learning_rate': 0.022966469245542097, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8749641661864225, 'colsample_bytree': 0.7804364055616988, 'gamma': 3.672853678687612, 'reg_alpha': 0.8171081226544155, 'reg_lambda': 1.226056619087995}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 19:23:24,560] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.01620854849809856, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.772260053341509, 'colsample_bytree': 0.7106140899075623, 'gamma': 0.8690118548094119, 'reg_alpha': 0.6420395739116659, 'reg_lambda': 0.726072535827651}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:24,688] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.015423866877728202, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7808897346465901, 'colsample_bytree': 0.7062141879281478, 'gamma': 0.7775366150739537, 'reg_alpha': 0.5527514877096711, 'reg_lambda': 0.819060832540215}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:24,902] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.03426531603946466, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6997554647157507, 'colsample_bytree': 0.6800366105215383, 'gamma': 0.46603914002180646, 'reg_alpha': 0.7238513895350711, 'reg_lambda': 0.9058554613448523}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,016] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 194, 'learning_rate': 0.02078601867768648, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7318557160523068, 'colsample_bytree': 0.7243520872915528, 'gamma': 0.9703709276925785, 'reg_alpha': 0.9033824043425746, 'reg_lambda': 1.7624700704971648}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,272] Trial 35 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 224, 'learning_rate': 0.017192858578366214, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8145021751150148, 'colsample_bytree': 0.770452403135427, 'gamma': 1.4904676350762778, 'reg_alpha': 0.7550763867797099, 'reg_lambda': 0.7124942799706258}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,357] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.027979420552311996, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7802604685257857, 'colsample_bytree': 0.831946768739724, 'gamma': 1.8405973250119994, 'reg_alpha': 0.6361365799326957, 'reg_lambda': 1.0221362866971253}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,491] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.05621777033114378, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6400664558824742, 'colsample_bytree': 0.8711344395889201, 'gamma': 0.28086898471051513, 'reg_alpha': 0.8304016311260863, 'reg_lambda': 1.7106728132357443}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,557] Trial 38 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 47, 'learning_rate': 0.02329924114836372, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8353484065135748, 'colsample_bytree': 0.9095461045964376, 'gamma': 4.3760965808416685, 'reg_alpha': 0.4089792583124004, 'reg_lambda': 1.2211053058329786}. Best is trial 31 with value: 0.75.
[I 2025-11-03 19:23:25,703] Trial 39 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.01354893383741316, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9752957726585215, 'colsample_bytree': 0.9534469038409821, 'gamma': 2.808146651678326, 'reg_alpha': 0.92543038678941, 'reg_lambda': 1.3529276140777815}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:25,806] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 168, 'learning_rate': 0.03633958205678045, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9682613217018636, 'colsample_bytree': 0.9968930288946802, 'gamma': 2.896085102534223, 'reg_alpha': 0.9520323434527662, 'reg_lambda': 1.8388606493323139}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,028] Trial 41 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.012855235367975544, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9410798133799689, 'colsample_bytree': 0.9319401181741701, 'gamma': 3.708998039844955, 'reg_alpha': 0.8415271699791442, 'reg_lambda': 1.3268204955475265}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,126] Trial 42 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.012910829558764483, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.802773945039315, 'colsample_bytree': 0.9674331700269374, 'gamma': 2.2318291635619456, 'reg_alpha': 0.9204888890220168, 'reg_lambda': 2.1717464744280557}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,251] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.016213928599014625, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8647678659919915, 'colsample_bytree': 0.6066494549448095, 'gamma': 2.5787931402484587, 'reg_alpha': 0.4919647603628201, 'reg_lambda': 1.5366791305485428}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,342] Trial 44 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.18987327556718087, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6011724464798555, 'colsample_bytree': 0.6510584073609098, 'gamma': 3.3783509599207036, 'reg_alpha': 0.7440117936283038, 'reg_lambda': 1.6310991906147145}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,440] Trial 45 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 74, 'learning_rate': 0.04725336090060439, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8965750533328296, 'colsample_bytree': 0.6908984436671964, 'gamma': 2.812525503749918, 'reg_alpha': 0.673256294816997, 'reg_lambda': 2.362609851969233}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,572] Trial 46 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 211, 'learning_rate': 0.021285078315238695, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9952733826326762, 'colsample_bytree': 0.9417734453431612, 'gamma': 0.682998762214234, 'reg_alpha': 0.7953672671129699, 'reg_lambda': 1.4008523610256156}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,836] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 234, 'learning_rate': 0.011958370363841992, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7474487382691795, 'colsample_bytree': 0.8991461953224553, 'gamma': 1.3544158166236624, 'reg_alpha': 0.6098390736873645, 'reg_lambda': 0.9725432312360579}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:26,954] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.08062757422590212, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.766614540495984, 'colsample_bytree': 0.8213913374222124, 'gamma': 1.0506853437721144, 'reg_alpha': 0.9957852634568046, 'reg_lambda': 0.7434666640187872}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,087] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.014030011822448936, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7103744990407184, 'colsample_bytree': 0.8645399593311616, 'gamma': 1.93789049843223, 'reg_alpha': 0.8626098206141165, 'reg_lambda': 0.5835811163292073}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,198] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.018177808885285137, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7373056013561675, 'colsample_bytree': 0.6261991004552352, 'gamma': 1.6523549099691333, 'reg_alpha': 0.8105515500266733, 'reg_lambda': 1.1228921060954615}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,320] Trial 51 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 83, 'learning_rate': 0.026101790086105636, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8342895885546167, 'colsample_bytree': 0.9100656360260821, 'gamma': 0.32278817628847545, 'reg_alpha': 0.35986439269038345, 'reg_lambda': 1.2371955954954796}. Best is trial 39 with value: 0.7559523809523809.
[I 2025-11-03 19:23:27,392] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.022353131847818786, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9730523508571297, 'colsample_bytree': 0.9708945010746292, 'gamma': 4.904191929898578, 'reg_alpha': 0.4111787924618289, 'reg_lambda': 1.172654476904023}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,609] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.011046944210101477, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9717990869099606, 'colsample_bytree': 0.9457452884740408, 'gamma': 4.7043432276028465, 'reg_alpha': 0.5871619776219307, 'reg_lambda': 1.4496751934543979}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,704] Trial 54 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.029582703971846175, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9141160561183485, 'colsample_bytree': 0.9809697215390487, 'gamma': 4.994874925517639, 'reg_alpha': 0.4251136556582513, 'reg_lambda': 1.0701797126707457}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,814] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.01440957625301669, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9585803203487252, 'colsample_bytree': 0.9717297444421744, 'gamma': 4.523712154011425, 'reg_alpha': 0.46865094878369096, 'reg_lambda': 0.6384238567191952}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:27,926] Trial 56 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.02264505458890585, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9269564282275549, 'colsample_bytree': 0.9986220287053393, 'gamma': 3.8690861260248166, 'reg_alpha': 0.2826249519438536, 'reg_lambda': 0.8931268980227736}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,142] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.017026639237254376, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9787291183318693, 'colsample_bytree': 0.7072939084396813, 'gamma': 4.202291888834493, 'reg_alpha': 0.28094115885088666, 'reg_lambda': 1.2176232255756274}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,260] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 227, 'learning_rate': 0.024650002557459357, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.774000619372847, 'colsample_bytree': 0.7562857791895837, 'gamma': 1.218510028123455, 'reg_alpha': 0.5319632982621207, 'reg_lambda': 0.7739711339733394}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,369] Trial 59 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 26, 'learning_rate': 0.019162796477304397, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7553578067748824, 'colsample_bytree': 0.7347318593084523, 'gamma': 2.3634725438908157, 'reg_alpha': 0.6752190935456921, 'reg_lambda': 1.3249551210000607}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,593] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.011769131781753523, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.79666284798885, 'colsample_bytree': 0.8841533925329927, 'gamma': 3.9714672076176063, 'reg_alpha': 0.3312963499709493, 'reg_lambda': 0.5259943423383305}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,687] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.02044950840473876, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9459314064869713, 'colsample_bytree': 0.9242983457465089, 'gamma': 4.630699299717046, 'reg_alpha': 0.40786732284547833, 'reg_lambda': 1.1792204474436203}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,757] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.03315680582351298, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7276350177080729, 'colsample_bytree': 0.9608791972284038, 'gamma': 4.2773586313127465, 'reg_alpha': 0.4031692078367312, 'reg_lambda': 1.0312577646279746}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,854] Trial 63 finished with value: 0.5922619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.015435427052759382, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9986823397195009, 'colsample_bytree': 0.6664789546067876, 'gamma': 4.294425704583508, 'reg_alpha': 0.4959580454049347, 'reg_lambda': 1.265066990089049}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:28,926] Trial 64 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.022613998581446273, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8333005048834563, 'colsample_bytree': 0.9432556257165823, 'gamma': 4.720988927136904, 'reg_alpha': 0.4502371942994767, 'reg_lambda': 1.4011630042218162}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,019] Trial 65 finished with value: 0.744047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.024620759961138758, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7474906721415921, 'colsample_bytree': 0.7145554648736603, 'gamma': 4.8595487764602225, 'reg_alpha': 0.6325694644142823, 'reg_lambda': 1.1162592682078476}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,074] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.017575997367198438, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7489456057551247, 'colsample_bytree': 0.7193932465318392, 'gamma': 1.361171980694712, 'reg_alpha': 0.6200201101530769, 'reg_lambda': 1.5334732261495838}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,162] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.018637596835456037, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7448117089357209, 'colsample_bytree': 0.7084988615718757, 'gamma': 4.878594770313302, 'reg_alpha': 0.6165452128160049, 'reg_lambda': 1.5459929561284824}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,224] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.029515369695194908, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6777972165882087, 'colsample_bytree': 0.6848538456243615, 'gamma': 1.057216091556736, 'reg_alpha': 0.5604604770517299, 'reg_lambda': 1.7969235972179072}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,322] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.026108663592089312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.716013541037943, 'colsample_bytree': 0.7124783525159261, 'gamma': 0.8178888889410233, 'reg_alpha': 0.6492862523290078, 'reg_lambda': 1.6427620002300256}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,420] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.03919445597444812, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6973037843765941, 'colsample_bytree': 0.7492336218488044, 'gamma': 1.579562162549654, 'reg_alpha': 0.726077939825991, 'reg_lambda': 1.4804186518888527}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,504] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.013950647887600915, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.770740399937685, 'colsample_bytree': 0.7302074399530415, 'gamma': 1.3062799230838087, 'reg_alpha': 0.7038417670950513, 'reg_lambda': 1.119707025082501}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,602] Trial 72 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 148, 'learning_rate': 0.016421118703822905, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7585777817747336, 'colsample_bytree': 0.7213643948286341, 'gamma': 1.3799724167952134, 'reg_alpha': 0.7757735662996496, 'reg_lambda': 1.3041211156539594}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,744] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.016617254100790273, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7907471586543092, 'colsample_bytree': 0.7635155500097699, 'gamma': 1.4061826796411234, 'reg_alpha': 0.7699338277813739, 'reg_lambda': 1.283429132626838}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,850] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.015883767257902952, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8141328042794489, 'colsample_bytree': 0.7843647367918883, 'gamma': 1.715857745530485, 'reg_alpha': 0.9312623147455187, 'reg_lambda': 1.2982918761842093}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:29,974] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.0197821823117556, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.790875868928496, 'colsample_bytree': 0.7677100558286345, 'gamma': 1.8681349925800799, 'reg_alpha': 0.7554815057522095, 'reg_lambda': 1.3632912308350047}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,072] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.021520154645418434, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7600534534654686, 'colsample_bytree': 0.665347837072145, 'gamma': 0.5815106539349477, 'reg_alpha': 0.7882584622563913, 'reg_lambda': 0.9799075899810004}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,192] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.02160796745286517, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.759260871959137, 'colsample_bytree': 0.6612054517607071, 'gamma': 0.6156240732976204, 'reg_alpha': 0.7909325286443519, 'reg_lambda': 0.9746146075469093}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,355] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.024726165087814864, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8064446311149396, 'colsample_bytree': 0.696754644111591, 'gamma': 0.2634925470705624, 'reg_alpha': 0.7736214213559088, 'reg_lambda': 0.8729395691091564}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:23:30,486] Trial 79 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.04389182160088377, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8096505824705699, 'colsample_bytree': 0.6394256669248748, 'gamma': 0.14909085760734098, 'reg_alpha': 0.7729520127223288, 'reg_lambda': 0.8695360935038389}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 19:23:30,581] Trial 80 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.053391167597279916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7884993747621999, 'colsample_bytree': 0.6363102025910007, 'gamma': 0.39968751333262814, 'reg_alpha': 0.8478082799379877, 'reg_lambda': 0.9809160080326491}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:30,710] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.04627451229238876, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8509799833533155, 'colsample_bytree': 0.6319603182088752, 'gamma': 0.12468022176545512, 'reg_alpha': 0.8405577815069674, 'reg_lambda': 0.959581635933069}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:30,811] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.053804984751319576, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7882420329721302, 'colsample_bytree': 0.6226706004937993, 'gamma': 0.5003714722178423, 'reg_alpha': 0.8634944035218736, 'reg_lambda': 0.8227157440488689}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:30,946] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.06842150061889432, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7804217563949661, 'colsample_bytree': 0.6751692473088283, 'gamma': 0.14794697909401422, 'reg_alpha': 0.888574630653677, 'reg_lambda': 0.7060726642067133}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,125] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 94, 'learning_rate': 0.05507802461422213, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.820355269784117, 'colsample_bytree': 0.6422011421277344, 'gamma': 0.7411205674438558, 'reg_alpha': 0.7377167888850568, 'reg_lambda': 1.0391096999641432}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,270] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 146, 'learning_rate': 0.06719728979977428, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9816132294761976, 'colsample_bytree': 0.6554125493880465, 'gamma': 0.40160500647114017, 'reg_alpha': 0.8210580022096019, 'reg_lambda': 1.1446084306695272}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,471] Trial 86 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 151, 'learning_rate': 0.07132177947038101, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9839309392065376, 'colsample_bytree': 0.6518459010207932, 'gamma': 0.90532292679842, 'reg_alpha': 0.8075423854231303, 'reg_lambda': 1.1786031146395475}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:23:31,603] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 148, 'learning_rate': 0.07963686222652827, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9853697271824758, 'colsample_bytree': 0.649685488011588, 'gamma': 0.3706967591185971, 'reg_alpha': 0.8310994273278673, 'reg_lambda': 1.1520761067574536}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:31,698] Trial 88 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.10741116292927179, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9868255574378719, 'colsample_bytree': 0.6513478872288846, 'gamma': 0.3753847048808425, 'reg_alpha': 0.8237581439749555, 'reg_lambda': 1.1577620998526328}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:31,836] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.12076517649603459, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9866785867437372, 'colsample_bytree': 0.6170273169146572, 'gamma': 0.161643731469284, 'reg_alpha': 0.9622606152792881, 'reg_lambda': 1.0712803089420917}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:31,934] Trial 90 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.08775455325423352, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9551464222918199, 'colsample_bytree': 0.6441864513236433, 'gamma': 0.3794634475863835, 'reg_alpha': 0.9382656440033925, 'reg_lambda': 1.1697900798993004}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,065] Trial 91 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.0904260074492455, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9573652939471753, 'colsample_bytree': 0.6411139538577865, 'gamma': 0.47006361199119706, 'reg_alpha': 0.9217167060440908, 'reg_lambda': 1.257583404139393}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,165] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.09265461152638424, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9558817323462523, 'colsample_bytree': 0.6421020839638893, 'gamma': 0.3933021853723141, 'reg_alpha': 0.9227911923414023, 'reg_lambda': 1.3869617760677642}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,412] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.09204831485647193, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9553469107777897, 'colsample_bytree': 0.641741333635539, 'gamma': 0.3870765888153745, 'reg_alpha': 0.9123871183882187, 'reg_lambda': 1.174522078754784}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,528] Trial 94 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 172, 'learning_rate': 0.07629773028876646, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9630717739147298, 'colsample_bytree': 0.6011248328134696, 'gamma': 0.017373305531867556, 'reg_alpha': 0.9427091165787329, 'reg_lambda': 1.1879184989088798}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,677] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.07714084373203438, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9651729654186009, 'colsample_bytree': 0.6059628924513394, 'gamma': 0.012522447380126561, 'reg_alpha': 0.9841215598387946, 'reg_lambda': 0.9237013944969308}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,780] Trial 96 finished with value: 0.761904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.10912264807756192, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9363797136946053, 'colsample_bytree': 0.6177867415537769, 'gamma': 0.23282302795974788, 'reg_alpha': 0.9462778168578685, 'reg_lambda': 1.057427369688627}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:32,918] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.11385500556108615, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9314370297431438, 'colsample_bytree': 0.6332166935136639, 'gamma': 0.1821302412459923, 'reg_alpha': 0.878690621938538, 'reg_lambda': 2.9515671690962586}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,009] Trial 98 finished with value: 0.761904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.14081809612153207, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9914327726306535, 'colsample_bytree': 0.613024409527246, 'gamma': 0.5254339975255191, 'reg_alpha': 0.8462429066849485, 'reg_lambda': 1.0568863300860487}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,132] Trial 99 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 154, 'learning_rate': 0.15009657295767756, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9856598094861373, 'colsample_bytree': 0.6131141768277258, 'gamma': 0.2579268440300308, 'reg_alpha': 0.84293369307404, 'reg_lambda': 1.028171513540941}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,340] Trial 100 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.1611601567668239, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9895517209284821, 'colsample_bytree': 0.6000386300303387, 'gamma': 0.27363006825597064, 'reg_alpha': 0.8963697244975192, 'reg_lambda': 0.8774978470754908}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,468] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.14103270927849212, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9439208548887611, 'colsample_bytree': 0.6163530438254029, 'gamma': 0.5334098259244988, 'reg_alpha': 0.8349368913715149, 'reg_lambda': 1.0918404307619392}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,568] Trial 102 finished with value: 0.761904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.10609706636435981, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9646583981840634, 'colsample_bytree': 0.6322156871786029, 'gamma': 0.09547889219674754, 'reg_alpha': 0.866021449981813, 'reg_lambda': 1.0078568050348105}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,731] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.06024654229618224, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9840955626634222, 'colsample_bytree': 0.6140380777069194, 'gamma': 0.09948062376701716, 'reg_alpha': 0.8688858107040297, 'reg_lambda': 1.0201204906378276}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:33,825] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 154, 'learning_rate': 0.10477134290520762, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9639979282076439, 'colsample_bytree': 0.6316283428955601, 'gamma': 0.6913646848228341, 'reg_alpha': 0.8090363932107566, 'reg_lambda': 0.784748690882502}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,001] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.13686502596496436, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9961336415328496, 'colsample_bytree': 0.6507338073902246, 'gamma': 0.26107097185925443, 'reg_alpha': 0.8530063073428699, 'reg_lambda': 0.9387997474838334}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,101] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.07383055867374423, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9142944228786439, 'colsample_bytree': 0.6242732565116872, 'gamma': 0.49456721836185263, 'reg_alpha': 0.9827565288087736, 'reg_lambda': 1.0276877127148738}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,316] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 162, 'learning_rate': 0.10301214490556436, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9351077635847685, 'colsample_bytree': 0.6014405699337314, 'gamma': 0.05437768656704012, 'reg_alpha': 0.938186973246036, 'reg_lambda': 0.86093339414579}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,414] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 153, 'learning_rate': 0.16187597911607027, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9749625286699286, 'colsample_bytree': 0.6354729621672525, 'gamma': 0.22223957708825032, 'reg_alpha': 0.899795518552715, 'reg_lambda': 1.0703473244204045}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,534] Trial 109 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.11308143746214934, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9918182151177745, 'colsample_bytree': 0.6154668037965184, 'gamma': 0.9468760654308972, 'reg_alpha': 0.9590765424114497, 'reg_lambda': 1.2488563605714404}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,616] Trial 110 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.08267683312968706, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9996176471465406, 'colsample_bytree': 0.611833373444125, 'gamma': 0.9239313661122075, 'reg_alpha': 0.9512268473910351, 'reg_lambda': 1.2522929968417222}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,762] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.11495729702672686, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9880176179967896, 'colsample_bytree': 0.6186249904087278, 'gamma': 0.010666661970733932, 'reg_alpha': 0.846713352689194, 'reg_lambda': 1.2116282415842174}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,846] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.12772464723171637, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9860939341712446, 'colsample_bytree': 0.6209184823466889, 'gamma': 0.6155616560733808, 'reg_alpha': 0.824356186249259, 'reg_lambda': 1.125177044966445}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:34,953] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.1532749396133255, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9912577247523067, 'colsample_bytree': 0.6548446871642315, 'gamma': 0.4537104346811859, 'reg_alpha': 0.9763039790466795, 'reg_lambda': 1.2073751129291252}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:35,147] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.18335637393730778, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9775753961975214, 'colsample_bytree': 0.6107233628572672, 'gamma': 0.32457714266832094, 'reg_alpha': 0.8483607172421175, 'reg_lambda': 1.2338227875819117}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:23:35,284] Trial 115 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 111, 'learning_rate': 0.1208045733490369, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9503512721219863, 'colsample_bytree': 0.6261518204349129, 'gamma': 0.009833549837656259, 'reg_alpha': 0.8814693770700143, 'reg_lambda': 1.0685356017965808}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,382] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.1126814405505622, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.96987487648565, 'colsample_bytree': 0.6472691813423804, 'gamma': 0.028026049006045106, 'reg_alpha': 0.8893551413532637, 'reg_lambda': 1.1180088041880722}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,500] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.09598054351777471, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9508714571847228, 'colsample_bytree': 0.6243811448300379, 'gamma': 0.20850633583222072, 'reg_alpha': 0.9553170777479737, 'reg_lambda': 1.1703568646512978}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,592] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.08616956397776328, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.90382511982027, 'colsample_bytree': 0.6569620823620012, 'gamma': 0.8329802525010195, 'reg_alpha': 0.9153090584297061, 'reg_lambda': 2.010684242012831}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,713] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.07303527647754608, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9246846523698663, 'colsample_bytree': 0.67738533914883, 'gamma': 0.30066383300256255, 'reg_alpha': 0.8194681934531085, 'reg_lambda': 0.925554027272171}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,790] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.05019556168737129, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9479154805253687, 'colsample_bytree': 0.6357109277067411, 'gamma': 0.002491831536683106, 'reg_alpha': 0.7950579200430588, 'reg_lambda': 1.2771519527421675}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,908] Trial 121 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 132, 'learning_rate': 0.1199301920107593, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9813225598644822, 'colsample_bytree': 0.6053063732559708, 'gamma': 0.5336374936995422, 'reg_alpha': 0.8461289623736121, 'reg_lambda': 1.0596064484842516}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:35,994] Trial 122 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.11951523367429553, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9806140285015608, 'colsample_bytree': 0.6048289736254835, 'gamma': 0.7377541434817343, 'reg_alpha': 0.042157979551489144, 'reg_lambda': 0.9750893363490472}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,162] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.1227768145898421, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9775306491908203, 'colsample_bytree': 0.6059221155356981, 'gamma': 1.062326537814831, 'reg_alpha': 0.20366121677924798, 'reg_lambda': 0.958996510679629}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,247] Trial 124 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 131, 'learning_rate': 0.060477474500506674, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.964419734390147, 'colsample_bytree': 0.6273756982186511, 'gamma': 0.6751590222588698, 'reg_alpha': 0.8839405404629178, 'reg_lambda': 0.9930508534133302}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,371] Trial 125 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 119, 'learning_rate': 0.12882555693992137, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9824526332177826, 'colsample_bytree': 0.6037254166152509, 'gamma': 0.9909991535896533, 'reg_alpha': 0.13659360060975168, 'reg_lambda': 1.2067813019967222}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,467] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 115, 'learning_rate': 0.044645431747172386, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9719527389318282, 'colsample_bytree': 0.6699447390141609, 'gamma': 0.7122070128358289, 'reg_alpha': 0.04038852978197973, 'reg_lambda': 1.4441816668292338}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,721] Trial 127 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 134, 'learning_rate': 0.09684327999532365, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9991254333043602, 'colsample_bytree': 0.6220995628645584, 'gamma': 0.39707493337078414, 'reg_alpha': 0.8334647595042982, 'reg_lambda': 0.8397739947070819}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:36,807] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.11329359318804189, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9583842270526791, 'colsample_bytree': 0.63815404798294, 'gamma': 0.7748852239599037, 'reg_alpha': 0.8043835090810477, 'reg_lambda': 1.0913284405208725}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,046] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.09944156651389115, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9886109672990026, 'colsample_bytree': 0.6472355764938995, 'gamma': 0.5909357177388577, 'reg_alpha': 0.9058580321169364, 'reg_lambda': 1.3426892690510506}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,128] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.1208221309143169, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.9823481806248346, 'colsample_bytree': 0.6093597260988604, 'gamma': 0.14031263018062526, 'reg_alpha': 0.8621182200883862, 'reg_lambda': 1.1402757330469369}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,290] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.10886784087317368, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9383714766397466, 'colsample_bytree': 0.6209014950864079, 'gamma': 0.3300529142698629, 'reg_alpha': 0.9478369315107419, 'reg_lambda': 1.0578937869871448}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,391] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 163, 'learning_rate': 0.08838182629936864, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9618283495643613, 'colsample_bytree': 0.6166707041105568, 'gamma': 0.4418484760497349, 'reg_alpha': 0.9997193208145578, 'reg_lambda': 0.9039712264415516}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,516] Trial 133 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 146, 'learning_rate': 0.08752538691782974, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.969276896960041, 'colsample_bytree': 0.6624793298007239, 'gamma': 0.49342761750914665, 'reg_alpha': 0.9705400627814581, 'reg_lambda': 0.7517116788654623}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,611] Trial 134 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 149, 'learning_rate': 0.0786307327918216, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9675560535299933, 'colsample_bytree': 0.6004841456493593, 'gamma': 0.878415218862434, 'reg_alpha': 0.9656624726756174, 'reg_lambda': 0.6501416150791799}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,703] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.08245849253411526, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9698133342429063, 'colsample_bytree': 0.6002612383219714, 'gamma': 0.43261037443216954, 'reg_alpha': 0.9983953717843658, 'reg_lambda': 0.6648174675548069}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:37,915] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 119, 'learning_rate': 0.06273177094490297, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9629031434784819, 'colsample_bytree': 0.6279242649088232, 'gamma': 0.5702369221573748, 'reg_alpha': 0.9833577310953521, 'reg_lambda': 0.5909592753356636}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,010] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.25041527635706995, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9729072670841253, 'colsample_bytree': 0.6115881211352906, 'gamma': 0.18775361857722672, 'reg_alpha': 0.9302890126189536, 'reg_lambda': 0.7637420750362462}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,156] Trial 138 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 130, 'learning_rate': 0.14919910856123114, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9502575740888062, 'colsample_bytree': 0.6151013980560915, 'gamma': 0.12753924017035845, 'reg_alpha': 0.0005659250621711381, 'reg_lambda': 0.7315406225415907}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,252] Trial 139 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.18065213484162776, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.948809140679128, 'colsample_bytree': 0.6080979416135489, 'gamma': 0.009895080930408633, 'reg_alpha': 0.06705724589751098, 'reg_lambda': 0.6697456475921497}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,344] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.1456014013708232, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9905073087435036, 'colsample_bytree': 0.6606768667491093, 'gamma': 0.11775593185932313, 'reg_alpha': 0.9655795104389017, 'reg_lambda': 0.7609481357908066}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,473] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.12880224048223668, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9770142109589784, 'colsample_bytree': 0.6169515794181677, 'gamma': 0.28095840955039436, 'reg_alpha': 0.9630682876682003, 'reg_lambda': 0.8144678180205774}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,672] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.07809089848665496, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9640266401102675, 'colsample_bytree': 0.6301931733902331, 'gamma': 0.36530151064173905, 'reg_alpha': 0.01942322814725025, 'reg_lambda': 0.7229403522243978}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,788] Trial 143 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.16649743890860172, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9999979408333907, 'colsample_bytree': 0.6172497768037526, 'gamma': 0.49938718217980327, 'reg_alpha': 0.013408829160948236, 'reg_lambda': 0.6254473172059877}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,874] Trial 144 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 125, 'learning_rate': 0.19927661553042647, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9949750815348115, 'colsample_bytree': 0.6020920155153435, 'gamma': 0.17970081413134237, 'reg_alpha': 0.06873265779608626, 'reg_lambda': 0.7252422013134577}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:38,989] Trial 145 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 139, 'learning_rate': 0.21522978137131962, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9999478561669355, 'colsample_bytree': 0.6045741334208407, 'gamma': 0.7893998287226941, 'reg_alpha': 0.06991092962061585, 'reg_lambda': 0.6276883773900862}. Best is trial 115 with value: 0.7857142857142857.
[I 2025-11-03 19:23:39,070] Trial 146 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.20593006528492305, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9925460541493151, 'colsample_bytree': 0.6228132781143126, 'gamma': 0.5247200863366653, 'reg_alpha': 0.011626653260665712, 'reg_lambda': 0.566463983122723}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,189] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.17026959924114374, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9803526414640272, 'colsample_bytree': 0.6245384163924163, 'gamma': 0.6572614891641915, 'reg_alpha': 0.016515236794090636, 'reg_lambda': 0.5823876918208689}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,279] Trial 148 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 130, 'learning_rate': 0.2123039108234171, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9913512546849677, 'colsample_bytree': 0.6125514346504991, 'gamma': 0.5219838916576119, 'reg_alpha': 0.0020272914398389782, 'reg_lambda': 0.5663067063949209}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,492] Trial 149 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.2217409308074794, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9885159947500665, 'colsample_bytree': 0.62977333708587, 'gamma': 0.5514712744409026, 'reg_alpha': 0.0011629728177088815, 'reg_lambda': 0.5423551764886634}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,582] Trial 150 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 122, 'learning_rate': 0.23420311493576187, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9924798117137766, 'colsample_bytree': 0.6130487795695118, 'gamma': 0.5086648631099269, 'reg_alpha': 0.033605451383883746, 'reg_lambda': 0.5130530097478496}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,704] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 131, 'learning_rate': 0.28708604648968644, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9854648797863786, 'colsample_bytree': 0.6256621858079702, 'gamma': 0.5539318253979549, 'reg_alpha': 0.00817903033163337, 'reg_lambda': 0.5563786103133859}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:39,794] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 133, 'learning_rate': 0.1525021176370809, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9822930258529015, 'colsample_bytree': 0.6219187282049161, 'gamma': 0.34779238418028446, 'reg_alpha': 0.047191971410898134, 'reg_lambda': 0.5668348039351996}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,003] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.19313809361283518, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9740846381383793, 'colsample_bytree': 0.6343853437171431, 'gamma': 0.6419245366046361, 'reg_alpha': 0.009951024153356827, 'reg_lambda': 0.6185531459928679}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,091] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.28804338369511007, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9993617109250511, 'colsample_bytree': 0.6159358647339073, 'gamma': 0.27008242099147184, 'reg_alpha': 0.09112969987494124, 'reg_lambda': 0.5241159096176818}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,300] Trial 155 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 106, 'learning_rate': 0.17015198095199924, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9864139803154833, 'colsample_bytree': 0.6265491694235896, 'gamma': 0.4678490684955247, 'reg_alpha': 0.103525883402001, 'reg_lambda': 0.6908919891724123}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,385] Trial 156 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 105, 'learning_rate': 0.1364372390410468, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9820256562540299, 'colsample_bytree': 0.6435406994164564, 'gamma': 0.7352381349116001, 'reg_alpha': 0.03447853781885448, 'reg_lambda': 0.6907457837948864}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,499] Trial 157 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.26536345756922125, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9904929888490033, 'colsample_bytree': 0.6282381312844285, 'gamma': 0.43609425329020723, 'reg_alpha': 0.09123903160380263, 'reg_lambda': 0.5670259970673887}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,591] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 109, 'learning_rate': 0.20105813495249591, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9881810691307729, 'colsample_bytree': 0.6275156066097285, 'gamma': 0.09026299275191785, 'reg_alpha': 0.10434604327428401, 'reg_lambda': 0.5104285397604337}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,719] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.24527761935417486, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9908862025143517, 'colsample_bytree': 0.6277359647530787, 'gamma': 0.3455009568012086, 'reg_alpha': 0.12931141316117623, 'reg_lambda': 0.5016528281819069}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,799] Trial 160 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 92, 'learning_rate': 0.20668549092454905, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9806307839862317, 'colsample_bytree': 0.6377440761775547, 'gamma': 0.2440431972564116, 'reg_alpha': 0.10559701979750853, 'reg_lambda': 0.5630253587935764}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:40,923] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.28004039091516064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9772422395157736, 'colsample_bytree': 0.635340780420306, 'gamma': 0.26071692874226077, 'reg_alpha': 0.15594065849113803, 'reg_lambda': 0.5617596342855999}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,103] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 96, 'learning_rate': 0.2117961495966024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9851604284127665, 'colsample_bytree': 0.6105151528112416, 'gamma': 0.1047636957872014, 'reg_alpha': 0.10090853544701152, 'reg_lambda': 0.5560055677022253}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,240] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.20174110626091998, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.991272302646407, 'colsample_bytree': 0.6510922665026555, 'gamma': 0.18963100442096906, 'reg_alpha': 0.11292409239413093, 'reg_lambda': 0.5965971715800111}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,318] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.2595237640453, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9759891425403598, 'colsample_bytree': 0.6273813809119657, 'gamma': 0.4101319148034174, 'reg_alpha': 0.09174354360128834, 'reg_lambda': 0.500345487256243}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,631] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.23521370121846027, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9535757368220249, 'colsample_bytree': 0.6379067222730199, 'gamma': 0.6091918206668242, 'reg_alpha': 0.057488118217236386, 'reg_lambda': 0.639700658857771}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,713] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.17612292858991332, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9832900702322143, 'colsample_bytree': 0.6093263777675476, 'gamma': 0.4178023766023295, 'reg_alpha': 0.07904267266529014, 'reg_lambda': 0.6845147117916436}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,873] Trial 167 finished with value: 0.761904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.2705551064449549, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9713611243926699, 'colsample_bytree': 0.6464100604844166, 'gamma': 0.11034544424502318, 'reg_alpha': 0.2013376826445495, 'reg_lambda': 0.5908892393883716}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:41,953] Trial 168 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 104, 'learning_rate': 0.22674697011921588, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9933357107850402, 'colsample_bytree': 0.6244233832593905, 'gamma': 0.27170969794620237, 'reg_alpha': 0.049681429861673856, 'reg_lambda': 0.5514350701950592}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,172] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.15323708057667587, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9782141726606702, 'colsample_bytree': 0.6370165643480148, 'gamma': 0.3486818515260078, 'reg_alpha': 0.1538334696006784, 'reg_lambda': 0.6854141755524602}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,246] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 92, 'learning_rate': 0.2950064517257848, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9861734638288546, 'colsample_bytree': 0.6196423600813737, 'gamma': 0.5464198690806005, 'reg_alpha': 0.02244299559590034, 'reg_lambda': 0.601992093776797}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,406] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.2633630868692827, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9868952496789972, 'colsample_bytree': 0.6185687706898938, 'gamma': 0.5274028969477518, 'reg_alpha': 0.02854238236494627, 'reg_lambda': 0.6336602091611643}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,476] Trial 172 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 88, 'learning_rate': 0.2880305717367958, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.992434579722134, 'colsample_bytree': 0.609023251285552, 'gamma': 0.6409061143537939, 'reg_alpha': 0.11049489285121261, 'reg_lambda': 2.32440406502331}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,585] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.28681734491647065, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9694648397177357, 'colsample_bytree': 0.6073484585210568, 'gamma': 0.6892585162927172, 'reg_alpha': 0.003367528769648853, 'reg_lambda': 2.293922597220278}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,660] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.24632053226761308, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9588698214347198, 'colsample_bytree': 0.6285165487914592, 'gamma': 0.5837195553644725, 'reg_alpha': 0.11104121472755946, 'reg_lambda': 0.5821139652011214}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,765] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 90, 'learning_rate': 0.2942180996750055, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9997479534434146, 'colsample_bytree': 0.6224184763535059, 'gamma': 0.4422074218691493, 'reg_alpha': 0.0878901270722999, 'reg_lambda': 0.5258836195691137}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:42,843] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 78, 'learning_rate': 0.19334167383373102, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9811801085258255, 'colsample_bytree': 0.8505692513510726, 'gamma': 0.23371858932646059, 'reg_alpha': 0.061380184423003734, 'reg_lambda': 0.6070131792878458}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,118] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.20912013417595476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.985315005264614, 'colsample_bytree': 0.600331131018575, 'gamma': 0.3371782215571251, 'reg_alpha': 0.03829471060067591, 'reg_lambda': 0.500574232952306}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,194] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.2623330762686666, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9740609654351352, 'colsample_bytree': 0.6327178398737339, 'gamma': 0.09496513868723783, 'reg_alpha': 0.14121576499531613, 'reg_lambda': 0.6755494840922345}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,379] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.0510065677122134, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9935800622211446, 'colsample_bytree': 0.6106483702469295, 'gamma': 0.19186980455384786, 'reg_alpha': 0.032383215362287894, 'reg_lambda': 0.8030294680513449}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,460] Trial 180 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 130, 'learning_rate': 0.17998772625989795, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9657234618876824, 'colsample_bytree': 0.644875021306802, 'gamma': 3.0673821271387673, 'reg_alpha': 0.17230755002481987, 'reg_lambda': 2.8387461987208136}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,577] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 118, 'learning_rate': 0.296215286409318, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9885608330718428, 'colsample_bytree': 0.6153028737991046, 'gamma': 0.8134302390965947, 'reg_alpha': 0.11773249484385082, 'reg_lambda': 1.0153975366482546}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,657] Trial 182 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 100, 'learning_rate': 0.29990457067975884, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.987175555250538, 'colsample_bytree': 0.6203895395436495, 'gamma': 0.8053251007500419, 'reg_alpha': 0.11985491201486426, 'reg_lambda': 2.1045429946047522}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,860] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.27588243553241326, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9799297165596967, 'colsample_bytree': 0.6111511016574821, 'gamma': 0.5984864418725738, 'reg_alpha': 0.08883596860469767, 'reg_lambda': 1.0082185400993395}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:43,950] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 115, 'learning_rate': 0.22655695557610403, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9925476139066504, 'colsample_bytree': 0.6249891281105838, 'gamma': 0.739835192457154, 'reg_alpha': 0.05075511343328427, 'reg_lambda': 1.003375821276856}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,067] Trial 185 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 125, 'learning_rate': 0.23737540063653256, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9936487131725297, 'colsample_bytree': 0.624041272275251, 'gamma': 0.7528002470097137, 'reg_alpha': 0.05619283365004764, 'reg_lambda': 2.568434422777901}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,145] Trial 186 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.22690997462949256, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.975662820644038, 'colsample_bytree': 0.6086772341899046, 'gamma': 0.6712924841914987, 'reg_alpha': 0.07599928724359309, 'reg_lambda': 0.9700775937048384}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,272] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.2643196329130045, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9867671185586044, 'colsample_bytree': 0.6173400769511875, 'gamma': 0.5179866566108404, 'reg_alpha': 0.0040194108571494965, 'reg_lambda': 1.0966334492608967}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,357] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 116, 'learning_rate': 0.205300562482592, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9948089075753178, 'colsample_bytree': 0.601044839102749, 'gamma': 0.4820394574629404, 'reg_alpha': 0.023772382023742267, 'reg_lambda': 1.8624859243465557}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,455] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.24470298035838012, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9697142662146662, 'colsample_bytree': 0.6305792570955382, 'gamma': 0.8274228455145034, 'reg_alpha': 0.11054198947207264, 'reg_lambda': 0.5812490029012961}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,529] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.2748588561183413, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9991182740724801, 'colsample_bytree': 0.61373302579105, 'gamma': 1.1281110137895078, 'reg_alpha': 0.00047911117768855045, 'reg_lambda': 1.0471437480498118}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,642] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 110, 'learning_rate': 0.18947923546834206, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9823554418816821, 'colsample_bytree': 0.6377534792867667, 'gamma': 0.41890936365367143, 'reg_alpha': 0.050245487211065545, 'reg_lambda': 0.9325513253789203}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,820] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.18621105882636976, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9812672234846966, 'colsample_bytree': 0.6370881893185386, 'gamma': 0.5832373372995806, 'reg_alpha': 0.050169518696586014, 'reg_lambda': 0.9096840812477629}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:44,938] Trial 193 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.16709908007349286, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9888080692756998, 'colsample_bytree': 0.6260549722660794, 'gamma': 0.4036155203718954, 'reg_alpha': 0.07265145237044472, 'reg_lambda': 1.110061618025137}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,019] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 101, 'learning_rate': 0.15795699980339456, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9885677699857097, 'colsample_bytree': 0.6241670379713478, 'gamma': 0.017996443795791184, 'reg_alpha': 0.07627071148163891, 'reg_lambda': 0.6397194398841982}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,127] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.22025520777200994, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9588618996917815, 'colsample_bytree': 0.6068295578573165, 'gamma': 0.7092217875590191, 'reg_alpha': 0.10411685459380966, 'reg_lambda': 1.1390593186568418}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,234] Trial 196 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.2568005617323332, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9759585475822445, 'colsample_bytree': 0.6187738110677409, 'gamma': 0.31556107074252826, 'reg_alpha': 0.022039435345089835, 'reg_lambda': 1.0253042582895486}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,355] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.29843075819252923, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9740075679192294, 'colsample_bytree': 0.6174266524807716, 'gamma': 0.2850758032791938, 'reg_alpha': 0.0235862900930648, 'reg_lambda': 1.1011729359677243}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,542] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 138, 'learning_rate': 0.16959927418563986, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9696381587771041, 'colsample_bytree': 0.6001535511791962, 'gamma': 0.1786772980982903, 'reg_alpha': 0.027752690104111574, 'reg_lambda': 0.5479440676753558}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,695] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 140, 'learning_rate': 0.13377653266733897, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9450175204070225, 'colsample_bytree': 0.6141873957166197, 'gamma': 0.34056196390684856, 'reg_alpha': 0.1283591519592275, 'reg_lambda': 0.7143715342459156}. Best is trial 146 with value: 0.8035714285714286.
[I 2025-11-03 19:23:45,698] A new study created in memory with name: no-name-6ca2e85a-8476-40e5-8991-71dcb312a333
[I 2025-11-03 19:23:45,809] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.01828917176558606, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7612344413715529, 'colsample_bytree': 0.7581836315058413, 'gamma': 2.808506163037869, 'reg_alpha': 0.7821749740448612, 'reg_lambda': 1.5250119343878392}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:23:45,927] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 125, 'learning_rate': 0.05877195286043557, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.618657170887796, 'colsample_bytree': 0.8976755315505263, 'gamma': 0.45823686463836943, 'reg_alpha': 0.12171898044983298, 'reg_lambda': 2.2285894887270095}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 19:23:46,016] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.12854775180350955, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.769773903018267, 'colsample_bytree': 0.7010951994242006, 'gamma': 1.3725779379152185, 'reg_alpha': 0.1280409778285354, 'reg_lambda': 2.700135039146063}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 19:23:46,250] Trial 3 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.11070313392559149, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8971849501635605, 'colsample_bytree': 0.621153884263527, 'gamma': 3.8609354556178523, 'reg_alpha': 0.45946902019826563, 'reg_lambda': 2.840489345251411}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,332] Trial 4 finished with value: 0.6875 and parameters: {'n_estimators': 139, 'learning_rate': 0.26393837569015305, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7172509821680633, 'colsample_bytree': 0.7250933113283646, 'gamma': 3.763897500969357, 'reg_alpha': 0.40622446297711456, 'reg_lambda': 1.1244583001305926}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,523] Trial 5 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 35, 'learning_rate': 0.10027675738074544, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8945549762227678, 'colsample_bytree': 0.667679677204533, 'gamma': 1.7794532932384588, 'reg_alpha': 0.20332428030985616, 'reg_lambda': 0.7533886190860788}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,566] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.13776815507499687, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.996688060307094, 'colsample_bytree': 0.9551009986951139, 'gamma': 2.3131382147936113, 'reg_alpha': 0.9792457306435629, 'reg_lambda': 2.209715619986857}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,674] Trial 7 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.041821762466681144, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.937845710851767, 'colsample_bytree': 0.6281717205317867, 'gamma': 4.46009109379666, 'reg_alpha': 0.6584803958353742, 'reg_lambda': 2.9872527365138444}. Best is trial 3 with value: 0.7053571428571429.
[I 2025-11-03 19:23:46,785] Trial 8 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.18284288618582434, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8744988530826652, 'colsample_bytree': 0.6343365272106326, 'gamma': 0.7664755133186263, 'reg_alpha': 0.447930494212085, 'reg_lambda': 1.4617137324458507}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:46,907] Trial 9 finished with value: 0.6339285714285715 and parameters: {'n_estimators': 176, 'learning_rate': 0.19039320149411204, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6413028935786054, 'colsample_bytree': 0.989496098955101, 'gamma': 4.471201697547974, 'reg_alpha': 0.9315685999948473, 'reg_lambda': 1.498589383424443}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,008] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.011458051242588536, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8393214455620607, 'colsample_bytree': 0.8585517553731702, 'gamma': 0.254418389378803, 'reg_alpha': 0.3365877692938173, 'reg_lambda': 0.5975241527064379}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,155] Trial 11 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.06713041091637915, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8643228387056061, 'colsample_bytree': 0.605530747995405, 'gamma': 3.3091270211863395, 'reg_alpha': 0.6101994792234215, 'reg_lambda': 1.9047608564865195}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,340] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 204, 'learning_rate': 0.25023850671354664, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9562282413563026, 'colsample_bytree': 0.7956215810174069, 'gamma': 4.928701875796711, 'reg_alpha': 0.5324628739870448, 'reg_lambda': 1.184938378827952}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,483] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.03462664357782765, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.900600138695707, 'colsample_bytree': 0.6489359113203992, 'gamma': 1.1547082216547588, 'reg_alpha': 0.33781220761987474, 'reg_lambda': 2.4000057176814225}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,581] Trial 14 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 171, 'learning_rate': 0.029109339626588085, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.850781231956323, 'colsample_bytree': 0.6750498104337221, 'gamma': 1.0916602279165506, 'reg_alpha': 0.27404529897108515, 'reg_lambda': 2.3970660090519895}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,804] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.029651940276693635, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8105356884411666, 'colsample_bytree': 0.7576211997507571, 'gamma': 0.8595133784478328, 'reg_alpha': 0.01576499610719867, 'reg_lambda': 1.8818380700284605}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:47,897] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 165, 'learning_rate': 0.04008836402474081, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9311829241936084, 'colsample_bytree': 0.6588945472528288, 'gamma': 1.942298274912435, 'reg_alpha': 0.3871168325333325, 'reg_lambda': 2.4917389408013744}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,039] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.07479565594698617, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9959293165326092, 'colsample_bytree': 0.8596330653258143, 'gamma': 0.12117392247939662, 'reg_alpha': 0.7535273796350215, 'reg_lambda': 1.6067455185548152}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,123] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.016569805753579792, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7003178749174241, 'colsample_bytree': 0.7163347103007075, 'gamma': 1.5767389697815437, 'reg_alpha': 0.5256417962699806, 'reg_lambda': 1.9421500552443784}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,223] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.023597536994493733, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8941704788596183, 'colsample_bytree': 0.8049996073209997, 'gamma': 0.7772412263285587, 'reg_alpha': 0.2841175243949203, 'reg_lambda': 1.102088526765927}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,421] Trial 20 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.17296071840189772, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8089704778793759, 'colsample_bytree': 0.6004597886531514, 'gamma': 2.5992361902748136, 'reg_alpha': 0.6261923596284832, 'reg_lambda': 1.3360538601269798}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,496] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 78, 'learning_rate': 0.010189875500848801, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6927182698682421, 'colsample_bytree': 0.705441648626832, 'gamma': 1.444633749524648, 'reg_alpha': 0.5386242826435682, 'reg_lambda': 2.049806863940001}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,605] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.014016365340127944, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.733166925274135, 'colsample_bytree': 0.6502422481626505, 'gamma': 1.292023978204851, 'reg_alpha': 0.47317559822197813, 'reg_lambda': 2.1296243265605304}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,700] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.010464257514040688, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7107392974200244, 'colsample_bytree': 0.6924149644597437, 'gamma': 2.143415922596186, 'reg_alpha': 0.4791680809161213, 'reg_lambda': 2.019139881248186}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,808] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.010802363095287815, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.661124956549365, 'colsample_bytree': 0.6936396893344203, 'gamma': 2.1424596050066533, 'reg_alpha': 0.7148316229983089, 'reg_lambda': 1.7428922157455657}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:48,886] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.010031150947210273, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6775501013819892, 'colsample_bytree': 0.7486366242034936, 'gamma': 0.6503196019549489, 'reg_alpha': 0.5591854328601574, 'reg_lambda': 2.083426822179903}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,086] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 22, 'learning_rate': 0.01862645704880514, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6656915529383804, 'colsample_bytree': 0.7525275460168425, 'gamma': 0.6578469908143239, 'reg_alpha': 0.8442164773686345, 'reg_lambda': 1.7027566821137854}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,165] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 52, 'learning_rate': 0.013517241285094113, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7608010139262457, 'colsample_bytree': 0.8078791963216607, 'gamma': 0.010037819716597118, 'reg_alpha': 0.5891792667897289, 'reg_lambda': 0.8932680492573499}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,280] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 104, 'learning_rate': 0.024144172077857403, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6273994051662715, 'colsample_bytree': 0.7822689891337817, 'gamma': 2.9672511678945757, 'reg_alpha': 0.41890335709742255, 'reg_lambda': 1.3406426668663793}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,350] Trial 29 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 57, 'learning_rate': 0.08687835760544148, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6016414623483279, 'colsample_bytree': 0.7230046616846167, 'gamma': 2.7850184118899985, 'reg_alpha': 0.8475306435766294, 'reg_lambda': 1.4999621855724965}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,477] Trial 30 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 114, 'learning_rate': 0.01901150418777918, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7645004187087453, 'colsample_bytree': 0.739850974554163, 'gamma': 0.4311607516202012, 'reg_alpha': 0.6917844664814974, 'reg_lambda': 2.595383962831257}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,579] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 111, 'learning_rate': 0.016890088512990956, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7622356726297617, 'colsample_bytree': 0.744243487484565, 'gamma': 0.4671181607272793, 'reg_alpha': 0.6756712571483862, 'reg_lambda': 2.5596624530456906}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,786] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 122, 'learning_rate': 0.020863231405191838, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7346546556747748, 'colsample_bytree': 0.7823788510958932, 'gamma': 0.9431656822764305, 'reg_alpha': 0.5821820017013737, 'reg_lambda': 2.2885189080559067}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:49,969] Trial 33 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 66, 'learning_rate': 0.01340111159633195, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.782742112056208, 'colsample_bytree': 0.8330092992516734, 'gamma': 0.4661867254413731, 'reg_alpha': 0.8012129212502435, 'reg_lambda': 2.7718125219088625}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,083] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 93, 'learning_rate': 0.05627674480636318, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6814008765694185, 'colsample_bytree': 0.6871726449539657, 'gamma': 0.5303560714857882, 'reg_alpha': 0.48250528824213096, 'reg_lambda': 2.6298986691544806}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,179] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 149, 'learning_rate': 0.010001817084959664, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7473225349054825, 'colsample_bytree': 0.7338513447909188, 'gamma': 1.650770580607071, 'reg_alpha': 0.7024098648021274, 'reg_lambda': 2.0065926107609107}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,296] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.013036373403256881, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7183721389160149, 'colsample_bytree': 0.7687311574534959, 'gamma': 0.36642692474264593, 'reg_alpha': 0.4268508820578796, 'reg_lambda': 1.795883375116359}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,352] Trial 37 finished with value: 0.613095238095238 and parameters: {'n_estimators': 27, 'learning_rate': 0.015272212686083177, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7858966480397598, 'colsample_bytree': 0.6363731574582018, 'gamma': 0.9613481805231849, 'reg_alpha': 0.1932980247208031, 'reg_lambda': 2.278678645956494}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,439] Trial 38 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 128, 'learning_rate': 0.04829296482576533, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8319048925556166, 'colsample_bytree': 0.6829170257136502, 'gamma': 2.2038166727363544, 'reg_alpha': 0.34947650076064996, 'reg_lambda': 2.9767147775741405}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,559] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.020857400815031995, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7112573634110939, 'colsample_bytree': 0.7045796334113055, 'gamma': 1.8692669347480484, 'reg_alpha': 0.5677781142368463, 'reg_lambda': 2.1522158839630463}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,628] Trial 40 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.1270271900075542, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6622542228809891, 'colsample_bytree': 0.926150824310475, 'gamma': 1.3113768003165307, 'reg_alpha': 0.6470898142694553, 'reg_lambda': 1.5930319171209666}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,747] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 79, 'learning_rate': 0.012010558987845879, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6891254653273353, 'colsample_bytree': 0.7026704592835402, 'gamma': 1.4644518655699872, 'reg_alpha': 0.5296599969964283, 'reg_lambda': 2.0191787086791453}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,821] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.01125463977168078, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6799153662714816, 'colsample_bytree': 0.740278479232476, 'gamma': 0.7296550367797857, 'reg_alpha': 0.4995854731445946, 'reg_lambda': 1.8435566480404797}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:50,918] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.011991271368359693, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6405670571467198, 'colsample_bytree': 0.6209682791610214, 'gamma': 0.24167422273695793, 'reg_alpha': 0.44986939819029736, 'reg_lambda': 2.1036838058585614}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,005] Trial 44 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.015577142131934108, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7304384457547171, 'colsample_bytree': 0.6675308224577243, 'gamma': 1.2039299744903744, 'reg_alpha': 0.549743058151207, 'reg_lambda': 2.41081436556695}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,120] Trial 45 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.019399768004439346, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6939657020116737, 'colsample_bytree': 0.7156706718792332, 'gamma': 2.412719466619276, 'reg_alpha': 0.36505239263761496, 'reg_lambda': 1.3776854792820874}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,219] Trial 46 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.24121589983986302, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.748101452385935, 'colsample_bytree': 0.7722251437259616, 'gamma': 1.9708728600650958, 'reg_alpha': 0.49734247426258477, 'reg_lambda': 2.2428024823293047}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,423] Trial 47 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 135, 'learning_rate': 0.01232152654777721, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7929923908801092, 'colsample_bytree': 0.6327319339626389, 'gamma': 3.3354670524676777, 'reg_alpha': 0.285889337453225, 'reg_lambda': 2.0058216008226433}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,508] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.026609114368842366, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.879094109252841, 'colsample_bytree': 0.67247691533681, 'gamma': 1.5475411492515156, 'reg_alpha': 0.7385905365397732, 'reg_lambda': 1.6291944843376014}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,688] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.03595128940622908, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6364220695444309, 'colsample_bytree': 0.6978465438422877, 'gamma': 1.0308452775206245, 'reg_alpha': 0.664030221059929, 'reg_lambda': 2.6830681014000386}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,773] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.18356346696125062, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8206735249425902, 'colsample_bytree': 0.822634171424415, 'gamma': 0.6347935831525606, 'reg_alpha': 0.6172433856714953, 'reg_lambda': 1.1822665669716161}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,889] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.011045422416998229, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6925272560300296, 'colsample_bytree': 0.708925992517505, 'gamma': 1.4955922195290399, 'reg_alpha': 0.5333329225638206, 'reg_lambda': 2.0043604915787347}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:51,952] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 47, 'learning_rate': 0.010206416477255077, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7158610191154315, 'colsample_bytree': 0.7262046046156714, 'gamma': 1.3228280407985553, 'reg_alpha': 0.42580624960371016, 'reg_lambda': 2.0778527915826714}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,055] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.013861979438035625, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6746948196886058, 'colsample_bytree': 0.6556899742475183, 'gamma': 1.7417090836232676, 'reg_alpha': 0.4590692903416821, 'reg_lambda': 1.9171274235605589}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,227] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.014753149455016238, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6740804318531937, 'colsample_bytree': 0.6545958208732864, 'gamma': 2.0718987127071626, 'reg_alpha': 0.3885010964509109, 'reg_lambda': 1.8929371205577579}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,343] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 85, 'learning_rate': 0.0166280766954058, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6100745592959561, 'colsample_bytree': 0.6462129919743226, 'gamma': 1.8304036257625391, 'reg_alpha': 0.3118219410757904, 'reg_lambda': 1.696598977731547}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,466] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 187, 'learning_rate': 0.012256865391762437, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7758586284778216, 'colsample_bytree': 0.6785743322206442, 'gamma': 1.7070923216944318, 'reg_alpha': 0.22893001918696726, 'reg_lambda': 1.814077169240044}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,571] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.0968832201695557, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6549064751696991, 'colsample_bytree': 0.6221902502143687, 'gamma': 0.2354420188294038, 'reg_alpha': 0.45164393834677563, 'reg_lambda': 1.4146258099696873}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,638] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.06590928902465695, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8514540064067835, 'colsample_bytree': 0.6159944593614817, 'gamma': 2.577305958842876, 'reg_alpha': 0.584577086971651, 'reg_lambda': 2.335002176412248}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,785] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.01413635643805905, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7019140218409143, 'colsample_bytree': 0.6641030008130586, 'gamma': 1.1897433368711505, 'reg_alpha': 0.5162038747532408, 'reg_lambda': 2.5128627783172153}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:52,934] Trial 60 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 33, 'learning_rate': 0.14591845402051443, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7491985355278467, 'colsample_bytree': 0.6421637537209595, 'gamma': 0.7950847497725205, 'reg_alpha': 0.6209997330881699, 'reg_lambda': 2.1865006299679757}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:53,167] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.010392100110200917, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6489056849400241, 'colsample_bytree': 0.6903317087863958, 'gamma': 0.9893584331903635, 'reg_alpha': 0.4751522522833912, 'reg_lambda': 2.048725611113078}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 19:23:53,243] Trial 62 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 62, 'learning_rate': 0.011924231245286906, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6893503535676184, 'colsample_bytree': 0.7080597774423397, 'gamma': 1.439148635591016, 'reg_alpha': 0.5581323951181439, 'reg_lambda': 1.951720743063631}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,356] Trial 63 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 63, 'learning_rate': 0.01830356379728946, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.673150066316345, 'colsample_bytree': 0.7338760644813833, 'gamma': 2.312282605156912, 'reg_alpha': 0.5670666718763869, 'reg_lambda': 1.9633854724788025}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,428] Trial 64 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.018478753816630982, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6237117015321145, 'colsample_bytree': 0.7408690188696487, 'gamma': 2.318633359134933, 'reg_alpha': 0.5547731382835889, 'reg_lambda': 1.949718426981404}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,529] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.03169288746096066, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7293650553678516, 'colsample_bytree': 0.7595305517530768, 'gamma': 0.645551029984117, 'reg_alpha': 0.6427719582929934, 'reg_lambda': 1.743856641206369}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,601] Trial 66 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.02115709666305445, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9174250750773535, 'colsample_bytree': 0.7240262570708855, 'gamma': 2.9885063209951332, 'reg_alpha': 0.6827038780578462, 'reg_lambda': 1.5676335093720342}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,687] Trial 67 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 46, 'learning_rate': 0.2869105820538907, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9704180451826412, 'colsample_bytree': 0.7585066392313639, 'gamma': 2.730010790256821, 'reg_alpha': 0.7921216968912551, 'reg_lambda': 2.3558921662149754}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:53,863] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 73, 'learning_rate': 0.04676579602179902, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.709573723486521, 'colsample_bytree': 0.7831042409466175, 'gamma': 0.31637156930544447, 'reg_alpha': 0.597652885760057, 'reg_lambda': 1.6716196220551596}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,010] Trial 69 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.016691343850282585, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6869429864202583, 'colsample_bytree': 0.7293590159360286, 'gamma': 0.05242321999097099, 'reg_alpha': 0.5173991556372858, 'reg_lambda': 2.1876824012351985}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,116] Trial 70 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 176, 'learning_rate': 0.023663704304416187, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6696828575774856, 'colsample_bytree': 0.750492574755512, 'gamma': 4.035489421625449, 'reg_alpha': 0.7257347870644173, 'reg_lambda': 1.2798876496664862}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,231] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.012763157552922236, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6505448192352787, 'colsample_bytree': 0.7099494493630585, 'gamma': 2.2367059609485067, 'reg_alpha': 0.4515260312919174, 'reg_lambda': 1.9453343347620917}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,309] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 98, 'learning_rate': 0.01138177197961607, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6781678678831923, 'colsample_bytree': 0.6956011661005432, 'gamma': 2.055310677465036, 'reg_alpha': 0.3930043284552794, 'reg_lambda': 1.8431712640942488}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,446] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.010923061869701664, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7002654410256495, 'colsample_bytree': 0.6916797661695728, 'gamma': 2.0313180225351, 'reg_alpha': 0.3804810845522002, 'reg_lambda': 1.042721396735769}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,519] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 70, 'learning_rate': 0.011739432912324566, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7251628498410148, 'colsample_bytree': 0.6981128340386106, 'gamma': 2.32353137631584, 'reg_alpha': 0.4104053697717011, 'reg_lambda': 1.7968240774754891}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,701] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.011776034348593612, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7218816423544162, 'colsample_bytree': 0.6969013832671421, 'gamma': 2.3961803211547124, 'reg_alpha': 0.39833354093848944, 'reg_lambda': 1.8061582831625118}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,784] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 96, 'learning_rate': 0.015316696481128374, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6826998848326786, 'colsample_bytree': 0.9986936443001034, 'gamma': 2.9833280118316954, 'reg_alpha': 0.31254948768309276, 'reg_lambda': 1.46683135630655}. Best is trial 62 with value: 0.7619047619047619.
[I 2025-11-03 19:23:54,935] Trial 77 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.010012508365120814, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6629246217585558, 'colsample_bytree': 0.679692862882432, 'gamma': 2.70000284432447, 'reg_alpha': 0.4221032813261962, 'reg_lambda': 1.7731219057842795}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:54,997] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.010115177814424671, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6608928135625531, 'colsample_bytree': 0.6821318092295848, 'gamma': 3.3341580107442415, 'reg_alpha': 0.4838918626156722, 'reg_lambda': 2.1182878389723405}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,050] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.013627138670950662, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6314013340282378, 'colsample_bytree': 0.6789886755356331, 'gamma': 3.450473242213683, 'reg_alpha': 0.4902628869915868, 'reg_lambda': 1.880686220538943}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,142] Trial 80 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.012510699536561006, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6155675581203445, 'colsample_bytree': 0.6679208380795457, 'gamma': 3.5885930719052985, 'reg_alpha': 0.35404873769727707, 'reg_lambda': 1.538543278734594}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,199] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.010030902243789807, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6555961650513104, 'colsample_bytree': 0.6814523561613258, 'gamma': 3.1810665809514176, 'reg_alpha': 0.5642482326543744, 'reg_lambda': 2.1310361325574374}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,429] Trial 82 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 53, 'learning_rate': 0.011188143970806485, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6653349257116932, 'colsample_bytree': 0.7170258535754309, 'gamma': 2.506788485289891, 'reg_alpha': 0.5245509581823804, 'reg_lambda': 2.0307227115575337}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,493] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.01106818383959217, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6652774820135652, 'colsample_bytree': 0.713274620623917, 'gamma': 2.6753679350192483, 'reg_alpha': 0.4298077972217557, 'reg_lambda': 1.9889867972997637}. Best is trial 77 with value: 0.7648809523809523.
[I 2025-11-03 19:23:55,599] Trial 84 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.01136130777789897, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.647980761410089, 'colsample_bytree': 0.6086650060218421, 'gamma': 2.515700134013401, 'reg_alpha': 0.5221617593846486, 'reg_lambda': 1.8594670472024226}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:55,657] Trial 85 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.012997353974175601, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6428926141577471, 'colsample_bytree': 0.611625191075584, 'gamma': 2.5232151916697254, 'reg_alpha': 0.5040757719160552, 'reg_lambda': 2.044733894765889}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:55,747] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.014654890110651695, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6478144110409639, 'colsample_bytree': 0.6067813948449823, 'gamma': 2.8530289727822975, 'reg_alpha': 0.5070525683215468, 'reg_lambda': 2.22382307245214}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:55,930] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.012790477968950083, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6019012300834093, 'colsample_bytree': 0.6080237096708999, 'gamma': 2.545855807021277, 'reg_alpha': 0.4800432018890204, 'reg_lambda': 1.6529951088713946}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,119] Trial 88 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.017275167513851514, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6397539393296543, 'colsample_bytree': 0.6330684837261195, 'gamma': 3.13472761558698, 'reg_alpha': 0.5474714884261396, 'reg_lambda': 1.7594062538466586}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,181] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.010842673865184492, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6204330212384055, 'colsample_bytree': 0.6009305026601575, 'gamma': 3.9949399023907795, 'reg_alpha': 0.43191257564727, 'reg_lambda': 2.090332408286937}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,282] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.013054765391469261, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.6622869094631055, 'colsample_bytree': 0.6419032209411119, 'gamma': 2.485000812095632, 'reg_alpha': 0.5804905121498651, 'reg_lambda': 1.876578102998696}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,345] Trial 91 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 50, 'learning_rate': 0.22825297594352706, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7043882176578427, 'colsample_bytree': 0.6179965761005652, 'gamma': 2.8451558470118545, 'reg_alpha': 0.5187583914453409, 'reg_lambda': 2.0401653190834423}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,445] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 61, 'learning_rate': 0.011860589106573154, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6312970182669275, 'colsample_bytree': 0.625589687283033, 'gamma': 2.1597349659161402, 'reg_alpha': 0.5323100015802839, 'reg_lambda': 2.148126394649622}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,502] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.015180138801957075, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6899332539403722, 'colsample_bytree': 0.7200597975097078, 'gamma': 2.6625416188459052, 'reg_alpha': 0.6034962242787669, 'reg_lambda': 1.9661756868962021}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,598] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.010026916302114526, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6451631710985922, 'colsample_bytree': 0.662582951878112, 'gamma': 1.4228003877926123, 'reg_alpha': 0.009078021550212367, 'reg_lambda': 2.281507369808286}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,652] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.013527418223970354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6579668579375446, 'colsample_bytree': 0.7035500055288912, 'gamma': 2.481991232896272, 'reg_alpha': 0.46393748894707026, 'reg_lambda': 2.041181796875715}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,913] Trial 96 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 222, 'learning_rate': 0.010839099643193042, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6672401424027548, 'colsample_bytree': 0.8843679046615867, 'gamma': 1.861693928807028, 'reg_alpha': 0.48510052117622315, 'reg_lambda': 0.5490737383201985}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:56,976] Trial 97 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 56, 'learning_rate': 0.011875906022096698, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6926558388305042, 'colsample_bytree': 0.6150389923155577, 'gamma': 1.6150095903725186, 'reg_alpha': 0.543359611271864, 'reg_lambda': 1.9281889760276278}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,136] Trial 98 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 56, 'learning_rate': 0.01573827244693397, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8794837090453842, 'colsample_bytree': 0.6132364352852252, 'gamma': 2.2048682122017342, 'reg_alpha': 0.63573303896874, 'reg_lambda': 1.9237161913518845}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,197] Trial 99 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 37, 'learning_rate': 0.07956775329985319, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6728859259732592, 'colsample_bytree': 0.6279159265143214, 'gamma': 1.5861453527600582, 'reg_alpha': 0.5763575645077326, 'reg_lambda': 1.7158538755624062}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,290] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.014386402609040323, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.635105624266068, 'colsample_bytree': 0.6490027092118972, 'gamma': 2.4143660251586194, 'reg_alpha': 0.10368924520557071, 'reg_lambda': 1.8438188850183856}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,367] Trial 101 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 64, 'learning_rate': 0.011978609301153943, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.696436969365347, 'colsample_bytree': 0.7342513017128981, 'gamma': 1.9809140823814877, 'reg_alpha': 0.502546280545492, 'reg_lambda': 1.9882170001790356}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,552] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.011534217276433195, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6943786820106086, 'colsample_bytree': 0.6566126378469941, 'gamma': 4.929536532493492, 'reg_alpha': 0.5007915652279559, 'reg_lambda': 2.120114727900125}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,621] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.011663960551075978, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6981311971984587, 'colsample_bytree': 0.6344091688744902, 'gamma': 4.549261737526616, 'reg_alpha': 0.5436812154282061, 'reg_lambda': 2.092088992463452}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,707] Trial 104 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.012641980307826593, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7050048117548053, 'colsample_bytree': 0.6378191688280479, 'gamma': 4.958564101547964, 'reg_alpha': 0.5515564985246807, 'reg_lambda': 2.0980561209824615}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,774] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 43, 'learning_rate': 0.012010444578916275, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6959894415572517, 'colsample_bytree': 0.6110457672878277, 'gamma': 4.7777129476854965, 'reg_alpha': 0.49532435592895946, 'reg_lambda': 1.9750460504932472}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,868] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.014028568851898517, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6953590177411977, 'colsample_bytree': 0.6560671366830734, 'gamma': 4.536119886687659, 'reg_alpha': 0.5013919290195292, 'reg_lambda': 2.1840405456177727}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:57,933] Trial 107 finished with value: 0.761904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.017918784327217354, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6822400454131656, 'colsample_bytree': 0.631270929840824, 'gamma': 4.753450792221716, 'reg_alpha': 0.44516088438915813, 'reg_lambda': 2.240586384697437}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,024] Trial 108 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 30, 'learning_rate': 0.01744063505221104, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6826006054982099, 'colsample_bytree': 0.6284236176144319, 'gamma': 4.826975272301092, 'reg_alpha': 0.4479780920528045, 'reg_lambda': 2.32025393931103}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,198] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.013174546790256139, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.743407760326331, 'colsample_bytree': 0.6505393230623696, 'gamma': 4.766176315141649, 'reg_alpha': 0.4410812316455778, 'reg_lambda': 2.4188387277264742}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,331] Trial 110 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 23, 'learning_rate': 0.019958182281952733, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7136326877786613, 'colsample_bytree': 0.6002876740010447, 'gamma': 4.267426956159521, 'reg_alpha': 0.3737842297825501, 'reg_lambda': 1.7650845781251265}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,400] Trial 111 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.01067080352830391, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6748514834046152, 'colsample_bytree': 0.637177591955566, 'gamma': 4.610985462520169, 'reg_alpha': 0.4094701024693336, 'reg_lambda': 2.2428108511801037}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,593] Trial 112 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.011473127255049002, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6540948789131059, 'colsample_bytree': 0.608401417747304, 'gamma': 4.371519538551518, 'reg_alpha': 0.4660167266530957, 'reg_lambda': 2.1391624442927615}. Best is trial 84 with value: 0.7678571428571429.
[I 2025-11-03 19:23:58,655] Trial 113 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.016355365731560913, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6978579405614146, 'colsample_bytree': 0.6221064161431503, 'gamma': 4.697338752165817, 'reg_alpha': 0.5116076269457642, 'reg_lambda': 1.9797371459058863}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:58,750] Trial 114 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 43, 'learning_rate': 0.015690564143308397, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7391535896329239, 'colsample_bytree': 0.6697105869894816, 'gamma': 4.752223131632432, 'reg_alpha': 0.49751198522614354, 'reg_lambda': 1.9791991001341975}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:58,898] Trial 115 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 35, 'learning_rate': 0.02215987206967282, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6816507086452415, 'colsample_bytree': 0.6213710458099527, 'gamma': 4.870624395459807, 'reg_alpha': 0.4805013718751603, 'reg_lambda': 1.8749050949672605}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:58,993] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.02183730118199923, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6857058288771246, 'colsample_bytree': 0.6231643561661503, 'gamma': 4.659914937630491, 'reg_alpha': 0.4161290048908775, 'reg_lambda': 1.970315601389425}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,047] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.026516809707647672, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6442183334211412, 'colsample_bytree': 0.613733531937038, 'gamma': 4.856179411407287, 'reg_alpha': 0.467390984302911, 'reg_lambda': 1.8515652877143456}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,143] Trial 118 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.0222170202310697, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6591062872058775, 'colsample_bytree': 0.9544272653512709, 'gamma': 4.337236784038989, 'reg_alpha': 0.5993109114972558, 'reg_lambda': 1.8972397391889255}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,194] Trial 119 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.01826270978506502, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.670749492218914, 'colsample_bytree': 0.6451411317702316, 'gamma': 4.995535614046019, 'reg_alpha': 0.5151233534804968, 'reg_lambda': 1.624562655108792}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,294] Trial 120 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.11667313733063578, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6801442680732362, 'colsample_bytree': 0.7322154817454278, 'gamma': 4.660254950489457, 'reg_alpha': 0.5685350700788419, 'reg_lambda': 1.7976944254816591}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,361] Trial 121 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.01617865527626519, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7172763909344875, 'colsample_bytree': 0.6174526426985827, 'gamma': 4.861058487698241, 'reg_alpha': 0.4847177369888467, 'reg_lambda': 2.044801715884796}. Best is trial 113 with value: 0.7827380952380952.
[I 2025-11-03 19:23:59,478] Trial 122 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 57, 'learning_rate': 0.016306034171224476, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7084812751169726, 'colsample_bytree': 0.6267970560911551, 'gamma': 4.466828403115261, 'reg_alpha': 0.4829748764339254, 'reg_lambda': 1.9216325703156996}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,615] Trial 123 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.016209554141449634, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7203354854713442, 'colsample_bytree': 0.6216626180220814, 'gamma': 4.77383545222464, 'reg_alpha': 0.44409284470745025, 'reg_lambda': 1.9321562731512103}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,717] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.01904695462244179, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7192238853801337, 'colsample_bytree': 0.6197418010169857, 'gamma': 4.437151877251638, 'reg_alpha': 0.4422095602941997, 'reg_lambda': 1.8928530336493035}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,784] Trial 125 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.01957457030955541, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7216998366492404, 'colsample_bytree': 0.6198934416666088, 'gamma': 4.209293434811602, 'reg_alpha': 0.4371451596922995, 'reg_lambda': 1.906193449042006}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:23:59,979] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.019706686835020082, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7240074928731467, 'colsample_bytree': 0.621637955970395, 'gamma': 4.463413978064613, 'reg_alpha': 0.4377714357991956, 'reg_lambda': 1.8906233632226426}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,046] Trial 127 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.01635298766383566, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7140387998704328, 'colsample_bytree': 0.6270982841103814, 'gamma': 4.313830123798071, 'reg_alpha': 0.40432855432844056, 'reg_lambda': 1.835984059766134}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,286] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.02499082723740997, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7535850831026395, 'colsample_bytree': 0.6293556392875258, 'gamma': 4.332659903569238, 'reg_alpha': 0.40357340020268767, 'reg_lambda': 1.7446914425170248}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,355] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.016229638366290787, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7353795915552688, 'colsample_bytree': 0.6209013416053818, 'gamma': 4.161462444636582, 'reg_alpha': 0.32405194178925156, 'reg_lambda': 1.8354418447531224}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,474] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.017560570378422378, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.713464189298619, 'colsample_bytree': 0.6004116292419157, 'gamma': 3.738811314647777, 'reg_alpha': 0.36298188626626426, 'reg_lambda': 1.716885137575326}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,544] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.019163034893733714, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.707587253971883, 'colsample_bytree': 0.6414131643225899, 'gamma': 4.691031912099214, 'reg_alpha': 0.45497529534207753, 'reg_lambda': 1.9216681311151182}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,633] Trial 132 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 58, 'learning_rate': 0.016139578149419014, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7197292463529017, 'colsample_bytree': 0.6090282971008221, 'gamma': 4.546308451812345, 'reg_alpha': 0.9854598460824242, 'reg_lambda': 2.0437627588656944}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,704] Trial 133 finished with value: 0.744047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.02226884762188648, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7292808916190752, 'colsample_bytree': 0.6292043868293986, 'gamma': 4.171457732651172, 'reg_alpha': 0.4221088845817896, 'reg_lambda': 1.7983086531968309}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,803] Trial 134 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 55, 'learning_rate': 0.014750605529408491, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.716107146528098, 'colsample_bytree': 0.6174634109103376, 'gamma': 4.436473871859769, 'reg_alpha': 0.46975912669420894, 'reg_lambda': 1.9000779749536603}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:00,937] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.01472566496659241, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7186495988284123, 'colsample_bytree': 0.6212376991834134, 'gamma': 4.4505103721790364, 'reg_alpha': 0.3845163542013108, 'reg_lambda': 1.8926138362007652}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,040] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.017855518180633512, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7149598748216317, 'colsample_bytree': 0.6198626543446344, 'gamma': 4.156797995400023, 'reg_alpha': 0.3859837950873386, 'reg_lambda': 1.8674600910512222}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,108] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.014667277306899928, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7177119755164574, 'colsample_bytree': 0.6183411236823063, 'gamma': 3.984632303324856, 'reg_alpha': 0.3373478977031723, 'reg_lambda': 1.8910331272559866}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,213] Trial 138 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 72, 'learning_rate': 0.01681636546825625, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7567555376888004, 'colsample_bytree': 0.6221570609634066, 'gamma': 4.195841732205399, 'reg_alpha': 0.3848439475677598, 'reg_lambda': 1.6895271464588335}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,281] Trial 139 finished with value: 0.744047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.02097900286183596, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.732164827830961, 'colsample_bytree': 0.6390566850992098, 'gamma': 4.398086757261342, 'reg_alpha': 0.3479390630124203, 'reg_lambda': 1.7702198213073692}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,431] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.020076386002730616, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7242120806628541, 'colsample_bytree': 0.6053079413687686, 'gamma': 4.473944256445938, 'reg_alpha': 0.47106807410393453, 'reg_lambda': 1.8476880777210216}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,493] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.01766657671786527, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7068289023453042, 'colsample_bytree': 0.6316592746275659, 'gamma': 4.880946952487599, 'reg_alpha': 0.4358103025823922, 'reg_lambda': 1.8621118099757026}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,626] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 50, 'learning_rate': 0.01843566269189742, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7142860366250413, 'colsample_bytree': 0.6141222677373017, 'gamma': 4.590647355600833, 'reg_alpha': 0.38636840812368795, 'reg_lambda': 1.9260239947480282}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,697] Trial 143 finished with value: 0.744047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.015542069608702951, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7396982364375546, 'colsample_bytree': 0.6258732868742187, 'gamma': 4.256659192554732, 'reg_alpha': 0.42476620350432814, 'reg_lambda': 1.999530956380931}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,809] Trial 144 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 55, 'learning_rate': 0.014223783599105807, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7037590799974618, 'colsample_bytree': 0.6486045386499697, 'gamma': 4.084881042011303, 'reg_alpha': 0.40318166547541423, 'reg_lambda': 1.8160383757117047}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:01,946] Trial 145 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.016139828338511714, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7035279143867297, 'colsample_bytree': 0.6455586150372471, 'gamma': 4.0749759872972895, 'reg_alpha': 0.41348175548138366, 'reg_lambda': 1.8145545110962817}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,043] Trial 146 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 56, 'learning_rate': 0.016547427682007346, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.702031029947507, 'colsample_bytree': 0.6474777552541265, 'gamma': 3.8647746264270184, 'reg_alpha': 0.4007734640455629, 'reg_lambda': 1.8106686650856532}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,114] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.014741299886399547, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7026531185092855, 'colsample_bytree': 0.6511040692312547, 'gamma': 3.9920886486610345, 'reg_alpha': 0.39943418528991165, 'reg_lambda': 1.7990878079251962}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,345] Trial 148 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.014684225248541028, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7103533829391157, 'colsample_bytree': 0.6396269163308361, 'gamma': 3.863476149604788, 'reg_alpha': 0.37270672866036364, 'reg_lambda': 1.7191993526112672}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,414] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.015121690986705622, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.723438770903514, 'colsample_bytree': 0.6388238446165257, 'gamma': 3.8804133616672116, 'reg_alpha': 0.28116506135054503, 'reg_lambda': 1.666951976543376}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,520] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.01908037918131594, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7112196742768262, 'colsample_bytree': 0.6196220981882706, 'gamma': 3.734318574905658, 'reg_alpha': 0.3702828198912382, 'reg_lambda': 1.7188893277473005}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,586] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 54, 'learning_rate': 0.01429904971803519, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7052344527594276, 'colsample_bytree': 0.6474250644334165, 'gamma': 4.056778638856468, 'reg_alpha': 0.4037171605063295, 'reg_lambda': 1.8351056378648432}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,705] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.01658053586463026, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7168586118076143, 'colsample_bytree': 0.6609551814288198, 'gamma': 4.092780030435837, 'reg_alpha': 0.3584673391010885, 'reg_lambda': 1.8944507080260755}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,773] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.013974146618707767, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7274125098040739, 'colsample_bytree': 0.6331073002894512, 'gamma': 4.402932810821149, 'reg_alpha': 0.3792489932780963, 'reg_lambda': 1.775726129657059}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:02,998] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.014886437249893657, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7334178791996792, 'colsample_bytree': 0.6065150116948725, 'gamma': 4.271599283039538, 'reg_alpha': 0.3064563050455174, 'reg_lambda': 1.868088038726251}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,069] Trial 155 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 46, 'learning_rate': 0.016074180576626674, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7017298393677267, 'colsample_bytree': 0.6169382686410345, 'gamma': 3.9381969531496366, 'reg_alpha': 0.45878607036027796, 'reg_lambda': 1.93680260664857}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,180] Trial 156 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 46, 'learning_rate': 0.01703221679637342, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7448868510940483, 'colsample_bytree': 0.6164417187188874, 'gamma': 3.6012621619721528, 'reg_alpha': 0.46030441809584616, 'reg_lambda': 1.5836454093882544}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,252] Trial 157 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.015730209138904133, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7203354732393125, 'colsample_bytree': 0.6250561455648198, 'gamma': 3.970171201096092, 'reg_alpha': 0.4761488993288234, 'reg_lambda': 1.9354944140792618}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,346] Trial 158 finished with value: 0.7827380952380953 and parameters: {'n_estimators': 42, 'learning_rate': 0.020175781975868883, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7185709271010677, 'colsample_bytree': 0.6267185611931416, 'gamma': 4.481964959505755, 'reg_alpha': 0.4790329096544657, 'reg_lambda': 1.930714123164368}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,408] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.020390272941723412, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7124930606616374, 'colsample_bytree': 0.6272386897850105, 'gamma': 4.182747632518105, 'reg_alpha': 0.48231311775270014, 'reg_lambda': 2.0090858399071463}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,557] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.018829217952571167, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7368744377351707, 'colsample_bytree': 0.6385271196320779, 'gamma': 3.792573375193103, 'reg_alpha': 0.4768450684624657, 'reg_lambda': 1.9436097537865908}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,629] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.023394635228372297, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7202448152545003, 'colsample_bytree': 0.6243486654309626, 'gamma': 4.484069961636279, 'reg_alpha': 0.4229806972405055, 'reg_lambda': 1.8908549939858716}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,743] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.01772861976677756, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7280258883340902, 'colsample_bytree': 0.610918719866774, 'gamma': 4.317198624906482, 'reg_alpha': 0.4413003763926173, 'reg_lambda': 2.0620215061084615}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,812] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.015529925533906228, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7089975872610953, 'colsample_bytree': 0.6029503457946587, 'gamma': 4.429746437030017, 'reg_alpha': 0.5201015777384012, 'reg_lambda': 1.9407374884698139}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,907] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.01566267147880985, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6888678226733391, 'colsample_bytree': 0.6000945412083286, 'gamma': 4.66415831336038, 'reg_alpha': 0.5294336654719117, 'reg_lambda': 1.949574318665556}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:03,972] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.019010036047122886, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7090438390661229, 'colsample_bytree': 0.6081598304123219, 'gamma': 4.1158350263697745, 'reg_alpha': 0.5181305067957347, 'reg_lambda': 1.7399995733844604}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,072] Trial 166 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 56, 'learning_rate': 0.01718886223411196, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7674880706332898, 'colsample_bytree': 0.6335899539205652, 'gamma': 4.5570840240835535, 'reg_alpha': 0.4812364499019887, 'reg_lambda': 1.8337732934481374}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,201] Trial 167 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.0207620861746498, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7015889408677256, 'colsample_bytree': 0.6136773990400255, 'gamma': 4.259232915793598, 'reg_alpha': 0.45776942934941, 'reg_lambda': 1.9957228914015694}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,284] Trial 168 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 28, 'learning_rate': 0.02229669064794109, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6964111948098659, 'colsample_bytree': 0.6417691655596206, 'gamma': 4.2534602555230405, 'reg_alpha': 0.44657131869367445, 'reg_lambda': 2.01588926459828}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,347] Trial 169 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.025460405306358073, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7006578416475078, 'colsample_bytree': 0.6264001116360927, 'gamma': 3.982704639603008, 'reg_alpha': 0.49299266009467857, 'reg_lambda': 1.9751706711896426}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,440] Trial 170 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 34, 'learning_rate': 0.02576105805802629, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.702306861992221, 'colsample_bytree': 0.6281009085853047, 'gamma': 3.9794484046459386, 'reg_alpha': 0.5119217306074682, 'reg_lambda': 1.9816493954640686}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,499] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 33, 'learning_rate': 0.029071535094916067, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6984289476939504, 'colsample_bytree': 0.6349822083007857, 'gamma': 3.9802408338326947, 'reg_alpha': 0.5079328994293075, 'reg_lambda': 2.0624620711148447}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,642] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 36, 'learning_rate': 0.026011393539420082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6874645386718681, 'colsample_bytree': 0.6273587465617727, 'gamma': 3.610628943630145, 'reg_alpha': 0.5290890255604572, 'reg_lambda': 1.9822850970414598}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,703] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.029088473178192655, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7072750030414312, 'colsample_bytree': 0.6063381750842092, 'gamma': 3.9043272630969983, 'reg_alpha': 0.940853416143953, 'reg_lambda': 1.9644746124469468}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,805] Trial 174 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 34, 'learning_rate': 0.030345309204353993, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7069591658698263, 'colsample_bytree': 0.6529325999012113, 'gamma': 3.781816920583031, 'reg_alpha': 0.41660535314124386, 'reg_lambda': 1.9999841160148628}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:04,938] Trial 175 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 28, 'learning_rate': 0.03276880823535526, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7085898883502151, 'colsample_bytree': 0.658375591658785, 'gamma': 3.6987012401968364, 'reg_alpha': 0.4142390686686729, 'reg_lambda': 2.0290580754012946}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,047] Trial 176 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 43, 'learning_rate': 0.03745577864229758, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6949971560999658, 'colsample_bytree': 0.6439442379405769, 'gamma': 3.8551307758725333, 'reg_alpha': 0.9226163775961221, 'reg_lambda': 2.0830890041020678}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,104] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.028525335988882, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.71317123000285, 'colsample_bytree': 0.600714058969674, 'gamma': 3.899213602555215, 'reg_alpha': 0.817458648852756, 'reg_lambda': 1.9528624928830125}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,206] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.023682870251942784, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.689631618677619, 'colsample_bytree': 0.6529052688958381, 'gamma': 4.093624422990458, 'reg_alpha': 0.32915126358811664, 'reg_lambda': 1.9407981464659956}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,273] Trial 179 finished with value: 0.744047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.031346538934727886, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7267298321377954, 'colsample_bytree': 0.6112971932733723, 'gamma': 4.228544718807188, 'reg_alpha': 0.4285875741553765, 'reg_lambda': 0.6615970453264104}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,508] Trial 180 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 42, 'learning_rate': 0.027536740841464496, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7059814760431201, 'colsample_bytree': 0.6342772163862935, 'gamma': 4.88817599812178, 'reg_alpha': 0.1767100484661191, 'reg_lambda': 1.7876317220080542}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,573] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.028283087555267775, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7066533223311643, 'colsample_bytree': 0.6244196669366706, 'gamma': 4.728954820038082, 'reg_alpha': 0.12495581027967984, 'reg_lambda': 1.8096739174530212}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,671] Trial 182 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 31, 'learning_rate': 0.024154090188802838, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6992592996634951, 'colsample_bytree': 0.6379925369820548, 'gamma': 4.873031017069447, 'reg_alpha': 0.06208343901269514, 'reg_lambda': 2.0144537503007633}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,727] Trial 183 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.020971542398207695, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7102445499084459, 'colsample_bytree': 0.6130114145537129, 'gamma': 4.903289562358183, 'reg_alpha': 0.18103795889251573, 'reg_lambda': 1.8572661719912558}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:05,814] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.027579096195245466, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7247061922726238, 'colsample_bytree': 0.6310444289607692, 'gamma': 4.799329438916486, 'reg_alpha': 0.04018011485059578, 'reg_lambda': 1.7603263860062077}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:06,001] Trial 185 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.031217555243788945, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6858501680268264, 'colsample_bytree': 0.6183389197884173, 'gamma': 4.026714444450666, 'reg_alpha': 0.2139829680560678, 'reg_lambda': 1.9459693240765006}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:06,815] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.021644848010374064, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7187304779974131, 'colsample_bytree': 0.6514940942539735, 'gamma': 4.98334694104592, 'reg_alpha': 0.4886610065681306, 'reg_lambda': 1.9285250015094229}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:06,877] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.023236149245010395, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7028737024762136, 'colsample_bytree': 0.6076468502190824, 'gamma': 3.828942992104391, 'reg_alpha': 0.45916512067507514, 'reg_lambda': 1.8184720524258562}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,025] Trial 188 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.020285861813134878, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7102079792706422, 'colsample_bytree': 0.8469944159670739, 'gamma': 4.332238120394618, 'reg_alpha': 0.2596575458396783, 'reg_lambda': 1.6663306989950182}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,087] Trial 189 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 59, 'learning_rate': 0.05145606804389681, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6941238510806761, 'colsample_bytree': 0.6431669603986576, 'gamma': 4.626610163234911, 'reg_alpha': 0.397617295595277, 'reg_lambda': 1.9988089973813827}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,303] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.016047703255876712, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7359321840249331, 'colsample_bytree': 0.6239011389866062, 'gamma': 4.204233258545644, 'reg_alpha': 0.15293647892933016, 'reg_lambda': 2.0615367121578894}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,381] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.025743893590494324, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7032945995903782, 'colsample_bytree': 0.6297858314217515, 'gamma': 3.9844613272478524, 'reg_alpha': 0.4901408989023396, 'reg_lambda': 1.9740651453399671}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,473] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.026928119728961943, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7011034544248281, 'colsample_bytree': 0.6284847368529004, 'gamma': 4.135857748397561, 'reg_alpha': 0.8711227876937077, 'reg_lambda': 1.8740387423298017}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,535] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.030685857802469952, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7181454311396392, 'colsample_bytree': 0.6362903990577627, 'gamma': 4.130579925147158, 'reg_alpha': 0.9440654329308581, 'reg_lambda': 1.8734780781315925}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,625] Trial 194 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 44, 'learning_rate': 0.03587121110071743, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6924244476214141, 'colsample_bytree': 0.6160046187989063, 'gamma': 4.338080939261365, 'reg_alpha': 0.8541215135536673, 'reg_lambda': 1.7797632573464128}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,692] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 52, 'learning_rate': 0.02497808946345876, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7105401717947049, 'colsample_bytree': 0.6227093472796855, 'gamma': 4.100279533817368, 'reg_alpha': 0.9206176937702923, 'reg_lambda': 1.9147892775158213}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:07,903] Trial 196 finished with value: 0.773809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.018252769268633222, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7130984965135617, 'colsample_bytree': 0.6060867487329699, 'gamma': 3.8847569499425814, 'reg_alpha': 0.916357806707338, 'reg_lambda': 1.9275138833251066}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,025] Trial 197 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 56, 'learning_rate': 0.017884613010664303, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7293971737586432, 'colsample_bytree': 0.6209798874626657, 'gamma': 4.8144860748530025, 'reg_alpha': 0.761922269092774, 'reg_lambda': 1.9104987681225798}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,097] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.019901591878732444, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7160731613460555, 'colsample_bytree': 0.6143887716870026, 'gamma': 4.534432934010652, 'reg_alpha': 0.4647670113170752, 'reg_lambda': 1.8206619254628804}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,257] Trial 199 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.017195026291125043, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6808692219457417, 'colsample_bytree': 0.6432966725260111, 'gamma': 4.69684029108703, 'reg_alpha': 0.9029425813234033, 'reg_lambda': 1.7248844624993147}. Best is trial 122 with value: 0.7976190476190477.
[I 2025-11-03 19:24:08,260] A new study created in memory with name: no-name-150b4633-6f4d-4c90-8c50-0698b78d846c
[I 2025-11-03 19:24:08,335] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.05986624865866483, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.6102927768157659, 'colsample_bytree': 0.7881888396104646, 'gamma': 3.8182083635028214, 'reg_alpha': 0.5129949201752142, 'reg_lambda': 2.8123874748181614}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,437] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.013166749402184931, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8250879204482902, 'colsample_bytree': 0.6336299196283575, 'gamma': 2.8107679808475887, 'reg_alpha': 0.7421068901260388, 'reg_lambda': 1.899793800879436}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,636] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.07168605525900447, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6757378645455373, 'colsample_bytree': 0.902244263614637, 'gamma': 2.749043401988777, 'reg_alpha': 0.6282555453191614, 'reg_lambda': 1.8890142648362824}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,747] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.0392649401584849, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7473573518289132, 'colsample_bytree': 0.9270754740626175, 'gamma': 2.5218285005595344, 'reg_alpha': 0.33728069618202616, 'reg_lambda': 1.2052983932047026}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:24:08,818] Trial 4 finished with value: 0.636904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.07321701796763165, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6347565080824905, 'colsample_bytree': 0.6693070919299454, 'gamma': 0.22131667418327394, 'reg_alpha': 0.3269466529638604, 'reg_lambda': 1.5300962687995983}. Best is trial 4 with value: 0.636904761904762.
[I 2025-11-03 19:24:08,939] Trial 5 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.029277262417870445, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9217942597958808, 'colsample_bytree': 0.6398755462036908, 'gamma': 3.0151447440502626, 'reg_alpha': 0.10205128180503897, 'reg_lambda': 2.893725815352665}. Best is trial 5 with value: 0.6696428571428572.
[I 2025-11-03 19:24:09,055] Trial 6 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.0114264113578072, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8136420343995109, 'colsample_bytree': 0.9107247976645205, 'gamma': 2.994935291463718, 'reg_alpha': 0.364747796630593, 'reg_lambda': 2.1032317998074115}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,290] Trial 7 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 232, 'learning_rate': 0.13950975458495526, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6904009206797304, 'colsample_bytree': 0.7982209966482978, 'gamma': 4.272606402072475, 'reg_alpha': 0.5096911072346654, 'reg_lambda': 1.6507614983965921}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,423] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.013700489746451125, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6489079463722099, 'colsample_bytree': 0.7245537690777214, 'gamma': 1.2427262816562767, 'reg_alpha': 0.9973972307666166, 'reg_lambda': 1.9381594198438}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,533] Trial 9 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.050161610984914846, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8235961908267531, 'colsample_bytree': 0.8432463187232173, 'gamma': 1.8662159544959356, 'reg_alpha': 0.021864943616773824, 'reg_lambda': 2.7920456502830815}. Best is trial 6 with value: 0.7023809523809523.
[I 2025-11-03 19:24:09,624] Trial 10 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 161, 'learning_rate': 0.24792943392407196, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9770754134411378, 'colsample_bytree': 0.9913664832501807, 'gamma': 4.731923548441177, 'reg_alpha': 0.2375339193340919, 'reg_lambda': 0.5097140924523174}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:09,713] Trial 11 finished with value: 0.5595238095238095 and parameters: {'n_estimators': 150, 'learning_rate': 0.27007569696967765, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9977161148000768, 'colsample_bytree': 0.9876490428583528, 'gamma': 4.984636022090026, 'reg_alpha': 0.2511420869978481, 'reg_lambda': 0.7024256051640569}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:09,848] Trial 12 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.2663396411048968, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9084754633675174, 'colsample_bytree': 0.9960997165363954, 'gamma': 3.7642698299321036, 'reg_alpha': 0.20748165164572424, 'reg_lambda': 2.3342189608783306}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:09,955] Trial 13 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 171, 'learning_rate': 0.025100781960367566, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.898749382143807, 'colsample_bytree': 0.9101037642233928, 'gamma': 4.885695040982726, 'reg_alpha': 0.40819600510609055, 'reg_lambda': 0.6979072779917112}. Best is trial 10 with value: 0.7023809523809524.
[I 2025-11-03 19:24:10,189] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 207, 'learning_rate': 0.1289353923516555, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.989078634048542, 'colsample_bytree': 0.9518979269317684, 'gamma': 1.4416305014486976, 'reg_alpha': 0.1683166600034136, 'reg_lambda': 2.3002545534683954}. Best is trial 14 with value: 0.7202380952380952.
[I 2025-11-03 19:24:10,287] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.13034725009046902, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.996957605465499, 'colsample_bytree': 0.956990259637977, 'gamma': 1.150809416751792, 'reg_alpha': 0.15664482126152357, 'reg_lambda': 1.1688329817129948}. Best is trial 15 with value: 0.7261904761904762.
[I 2025-11-03 19:24:10,437] Trial 16 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.11993766718079135, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9518082169844918, 'colsample_bytree': 0.8536570560396126, 'gamma': 0.890768042798052, 'reg_alpha': 0.0898581628692241, 'reg_lambda': 1.1517656135573533}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,521] Trial 17 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.12762507082583502, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9359340184808945, 'colsample_bytree': 0.8558369517329449, 'gamma': 0.09504806831281531, 'reg_alpha': 0.011783495190458806, 'reg_lambda': 1.203356176919645}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,633] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.10256263095670744, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8678808716179793, 'colsample_bytree': 0.8260148351450715, 'gamma': 0.13560387369617277, 'reg_alpha': 0.03259574856763529, 'reg_lambda': 1.2149895614414365}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,845] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.16981210618768144, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9359674409631605, 'colsample_bytree': 0.8545106880445488, 'gamma': 0.6665013796571836, 'reg_alpha': 0.008472015278128301, 'reg_lambda': 0.9774149538429644}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:10,947] Trial 20 finished with value: 0.6875 and parameters: {'n_estimators': 96, 'learning_rate': 0.09726085558140862, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7615158292442981, 'colsample_bytree': 0.7450637417609239, 'gamma': 0.7095188823641909, 'reg_alpha': 0.7893579637011106, 'reg_lambda': 1.4616494535328544}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,054] Trial 21 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 176, 'learning_rate': 0.1665220334744699, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9542632599836707, 'colsample_bytree': 0.8791155338959704, 'gamma': 0.8494314200074343, 'reg_alpha': 0.1294489457809151, 'reg_lambda': 1.1599020279821572}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,179] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.10320205356706495, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8653225926007526, 'colsample_bytree': 0.7622671580704519, 'gamma': 2.0598472129573207, 'reg_alpha': 0.11035406461933656, 'reg_lambda': 0.960615901544616}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,269] Trial 23 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 128, 'learning_rate': 0.087432861479972, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8691550691240111, 'colsample_bytree': 0.7581592870381619, 'gamma': 1.7702140472030083, 'reg_alpha': 0.07713527879067511, 'reg_lambda': 0.8694049419491634}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,451] Trial 24 finished with value: 0.6875 and parameters: {'n_estimators': 50, 'learning_rate': 0.1814005744849972, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8691357775079067, 'colsample_bytree': 0.7140912270557555, 'gamma': 1.8884292710560118, 'reg_alpha': 0.2876352423710846, 'reg_lambda': 1.3356562133459216}. Best is trial 16 with value: 0.7321428571428572.
[I 2025-11-03 19:24:11,553] Trial 25 finished with value: 0.738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.10813111457644148, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9592703117834764, 'colsample_bytree': 0.8196836575539356, 'gamma': 0.45052718792033974, 'reg_alpha': 0.10660193532261725, 'reg_lambda': 0.932748672055085}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:11,835] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.051617234931245114, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9482500476584566, 'colsample_bytree': 0.8688093639961033, 'gamma': 0.04073455753128462, 'reg_alpha': 0.4200996989014958, 'reg_lambda': 0.7910046996385368}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:11,943] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.18914523973640834, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9609504571706332, 'colsample_bytree': 0.8328456423085181, 'gamma': 0.3703349505223673, 'reg_alpha': 0.18136439776504049, 'reg_lambda': 0.9857665710699544}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,087] Trial 28 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 197, 'learning_rate': 0.19985996903428013, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9649771325495143, 'colsample_bytree': 0.8207002999966605, 'gamma': 0.5470494587805534, 'reg_alpha': 0.200242695238859, 'reg_lambda': 0.5450071201546265}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,146] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.20210908005922398, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8940045846895603, 'colsample_bytree': 0.7841235044371968, 'gamma': 0.9377685584166717, 'reg_alpha': 0.5798040436563203, 'reg_lambda': 1.0112197872017932}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,382] Trial 30 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.06389338118552572, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7787485948014213, 'colsample_bytree': 0.8282988814231875, 'gamma': 1.41439976555841, 'reg_alpha': 0.43144901879549225, 'reg_lambda': 1.552235358838598}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,469] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.13654633745680403, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9330679666699577, 'colsample_bytree': 0.8006346974111197, 'gamma': 0.3033112566798869, 'reg_alpha': 0.07126197196566479, 'reg_lambda': 1.3534551212439265}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,582] Trial 32 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 91, 'learning_rate': 0.11136512087770713, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.958199157693109, 'colsample_bytree': 0.8822253147746701, 'gamma': 0.43951615135055483, 'reg_alpha': 0.06643595553361967, 'reg_lambda': 1.0750279798340214}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,677] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.22383992210145803, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9148746451567891, 'colsample_bytree': 0.8539066481492005, 'gamma': 0.030114398369523787, 'reg_alpha': 0.008941879640149392, 'reg_lambda': 1.3376806287636789}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:12,772] Trial 34 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 49, 'learning_rate': 0.15828741564025273, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9748993584986593, 'colsample_bytree': 0.7865704675218821, 'gamma': 0.9159705818439567, 'reg_alpha': 0.15754890914967445, 'reg_lambda': 0.8038457010418592}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,019] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 149, 'learning_rate': 0.080987148492001, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.841674567065937, 'colsample_bytree': 0.8887580841474615, 'gamma': 0.4315285397291652, 'reg_alpha': 0.3090908368844887, 'reg_lambda': 1.777992535376283}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,159] Trial 36 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.0628855173189966, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.718261539319901, 'colsample_bytree': 0.8088300440608388, 'gamma': 1.1011320855419884, 'reg_alpha': 0.10975209752193646, 'reg_lambda': 0.8909936711750046}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,245] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 117, 'learning_rate': 0.11494518782215701, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8891283027307563, 'colsample_bytree': 0.9352754179576557, 'gamma': 0.5207545118621995, 'reg_alpha': 0.2384361618816177, 'reg_lambda': 0.6920965177985119}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,390] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.042603854391598896, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9507537281193884, 'colsample_bytree': 0.6041134127562615, 'gamma': 2.309716307319995, 'reg_alpha': 0.7872738082319327, 'reg_lambda': 1.1003194346459468}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,467] Trial 39 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 91, 'learning_rate': 0.07797273689403572, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9285361228439687, 'colsample_bytree': 0.8414411327955178, 'gamma': 3.40693153617791, 'reg_alpha': 0.05987970159672677, 'reg_lambda': 1.278126877326205}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,672] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 66, 'learning_rate': 0.15122647369466052, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9763803840887422, 'colsample_bytree': 0.8994445439650576, 'gamma': 1.562562271021521, 'reg_alpha': 0.19815128112407737, 'reg_lambda': 1.4641722975619846}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,783] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.0885797482302536, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8427295967297648, 'colsample_bytree': 0.7599929473190387, 'gamma': 2.253494532615279, 'reg_alpha': 0.11399969432949829, 'reg_lambda': 0.9057731730125981}. Best is trial 25 with value: 0.738095238095238.
[I 2025-11-03 19:24:13,955] Trial 42 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.11560701716644746, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9323299354374647, 'colsample_bytree': 0.7738089423430214, 'gamma': 0.26509787564250376, 'reg_alpha': 0.1327532996197006, 'reg_lambda': 1.0625701053175336}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,054] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.2965658045062715, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9331345380682113, 'colsample_bytree': 0.7140551213322088, 'gamma': 0.2873963469736802, 'reg_alpha': 0.2853005570535375, 'reg_lambda': 1.0596986942318065}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,268] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 249, 'learning_rate': 0.12068433836406667, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6041130252332316, 'colsample_bytree': 0.8622613668308093, 'gamma': 0.7105503947647649, 'reg_alpha': 0.1600954723336822, 'reg_lambda': 0.6018985241426829}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,371] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.20403810873244535, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9078290326779307, 'colsample_bytree': 0.7833349733546716, 'gamma': 0.2621661060916378, 'reg_alpha': 0.35868557826855213, 'reg_lambda': 1.5888719427784967}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,509] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.07142978185274299, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.977712526876728, 'colsample_bytree': 0.6737258220865555, 'gamma': 0.040207451647552184, 'reg_alpha': 0.6780330801740211, 'reg_lambda': 0.8048357611230008}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,682] Trial 47 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.025040461792079693, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.887766699428, 'colsample_bytree': 0.8402077693584175, 'gamma': 0.7935972201581382, 'reg_alpha': 0.05086004415959619, 'reg_lambda': 1.4446941362971089}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,808] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.1505749008270691, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9418399228426685, 'colsample_bytree': 0.8129015479289782, 'gamma': 0.9955318114598684, 'reg_alpha': 0.002632349295005665, 'reg_lambda': 1.7040303551152456}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:14,901] Trial 49 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.23416106637981163, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9167802245018588, 'colsample_bytree': 0.8347045830686949, 'gamma': 0.4379087897498331, 'reg_alpha': 0.9896963906137726, 'reg_lambda': 1.2123540825016232}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,031] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.1253439397518706, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9981009811702458, 'colsample_bytree': 0.921319594598894, 'gamma': 1.3754573363411318, 'reg_alpha': 0.2578869706925625, 'reg_lambda': 1.9867071525603017}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,116] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.10197226385347424, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7938839982508284, 'colsample_bytree': 0.7673228435156532, 'gamma': 2.811942229926988, 'reg_alpha': 0.11789407027206131, 'reg_lambda': 0.9664534695364217}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,353] Trial 52 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 127, 'learning_rate': 0.09280470647420105, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9623412759080624, 'colsample_bytree': 0.7382264296921617, 'gamma': 0.2541514954391253, 'reg_alpha': 0.09104665347220382, 'reg_lambda': 1.1198575719660453}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,448] Trial 53 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 139, 'learning_rate': 0.10774359326579203, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8470629057576321, 'colsample_bytree': 0.7995663316369963, 'gamma': 0.6328685998975452, 'reg_alpha': 0.1910502948622118, 'reg_lambda': 0.9758507029433224}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,567] Trial 54 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 109, 'learning_rate': 0.1837565847731341, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9225258543289407, 'colsample_bytree': 0.7748657781344911, 'gamma': 1.1785770145496688, 'reg_alpha': 0.13368071850832916, 'reg_lambda': 0.7263038075163586}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,637] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.1425925694800972, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8819445646086026, 'colsample_bytree': 0.7428223447255075, 'gamma': 1.638705838429097, 'reg_alpha': 0.04473752838257464, 'reg_lambda': 2.671966953592585}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,765] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 167, 'learning_rate': 0.07129767914913507, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9838561394711771, 'colsample_bytree': 0.6773239722317628, 'gamma': 2.0382057117122865, 'reg_alpha': 0.22514330136098087, 'reg_lambda': 1.2488262141985471}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:15,859] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.12506519466122415, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9644777981575224, 'colsample_bytree': 0.690258442632486, 'gamma': 0.19429079683710432, 'reg_alpha': 0.17017300118113265, 'reg_lambda': 0.6350941086038013}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:16,074] Trial 58 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.09884749784909004, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9055231214974998, 'colsample_bytree': 0.8611449608089258, 'gamma': 4.163424330032771, 'reg_alpha': 0.08926812246312715, 'reg_lambda': 0.9057296954932981}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:16,169] Trial 59 finished with value: 0.738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.014731711002544282, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.947185144614828, 'colsample_bytree': 0.8107165172371634, 'gamma': 3.2379281812414478, 'reg_alpha': 0.03869197957963039, 'reg_lambda': 1.018576959227533}. Best is trial 42 with value: 0.744047619047619.
[I 2025-11-03 19:24:16,298] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.01792640184925322, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9447574618038651, 'colsample_bytree': 0.8154860158580698, 'gamma': 3.3040636325640027, 'reg_alpha': 0.03319266174458871, 'reg_lambda': 1.3962703602339408}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,395] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.015562239980746373, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9429324298902517, 'colsample_bytree': 0.8138553143027768, 'gamma': 3.3684137650022405, 'reg_alpha': 0.033004122342383035, 'reg_lambda': 1.1559628084120261}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,534] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.016890772930062463, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9406117744968351, 'colsample_bytree': 0.8170526347020394, 'gamma': 3.2778889172090118, 'reg_alpha': 0.03596201735023637, 'reg_lambda': 1.404615450910391}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,641] Trial 63 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 158, 'learning_rate': 0.014260085614373726, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9546156722737358, 'colsample_bytree': 0.8005376712619603, 'gamma': 3.561009088181475, 'reg_alpha': 0.13694197837161362, 'reg_lambda': 1.038993617866576}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,881] Trial 64 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 172, 'learning_rate': 0.017226526616419997, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.986472263209304, 'colsample_bytree': 0.8473570424759637, 'gamma': 3.0444250403770665, 'reg_alpha': 0.0787479520502448, 'reg_lambda': 1.1498683482092025}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:16,998] Trial 65 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 196, 'learning_rate': 0.010050078177501457, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9467862642175031, 'colsample_bytree': 0.8308424188839345, 'gamma': 4.021895754659556, 'reg_alpha': 0.041091193338081665, 'reg_lambda': 1.2985261285531775}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,131] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.023368874269826992, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9669811889749765, 'colsample_bytree': 0.8757585671811758, 'gamma': 2.5940078544152225, 'reg_alpha': 0.1439765960516523, 'reg_lambda': 0.825065518264914}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,229] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 155, 'learning_rate': 0.021250527906420725, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9685942704253201, 'colsample_bytree': 0.8744194228027017, 'gamma': 2.5207866129272807, 'reg_alpha': 0.1387792985980424, 'reg_lambda': 0.8450840077315007}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,379] Trial 68 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.03181499933805393, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9198233083515123, 'colsample_bytree': 0.8984035126297355, 'gamma': 2.7555068706026473, 'reg_alpha': 0.4857582817821688, 'reg_lambda': 1.1782894062836882}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,628] Trial 69 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.01610299234911843, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8993227879559647, 'colsample_bytree': 0.7885910913995463, 'gamma': 3.1255046731851888, 'reg_alpha': 0.0006718678281648835, 'reg_lambda': 0.7190884491806409}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,752] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 113, 'learning_rate': 0.012322908972047528, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6248201300313005, 'colsample_bytree': 0.8134346323042915, 'gamma': 3.73504424170393, 'reg_alpha': 0.09047597742969678, 'reg_lambda': 1.0972686941107763}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:17,847] Trial 71 finished with value: 0.6875 and parameters: {'n_estimators': 139, 'learning_rate': 0.02076753997494706, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9926083453405463, 'colsample_bytree': 0.8240823358904479, 'gamma': 2.888607663680001, 'reg_alpha': 0.1805037748232109, 'reg_lambda': 1.0052822320656885}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,039] Trial 72 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 124, 'learning_rate': 0.02050273604333862, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9546598704177449, 'colsample_bytree': 0.8470033612976827, 'gamma': 3.233875732958294, 'reg_alpha': 0.0361973483097815, 'reg_lambda': 0.9320390483499597}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,126] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.020928492379605312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6734223491126567, 'colsample_bytree': 0.8482914286819259, 'gamma': 3.3619628155894086, 'reg_alpha': 0.04471704723968027, 'reg_lambda': 0.7705850426166696}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,383] Trial 74 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 134, 'learning_rate': 0.014189700212613272, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9462872042824041, 'colsample_bytree': 0.8669643812552323, 'gamma': 3.594617933261847, 'reg_alpha': 0.024817483485173843, 'reg_lambda': 0.927814004692713}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,481] Trial 75 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.01927468149068687, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.931296809295275, 'colsample_bytree': 0.8868848386761072, 'gamma': 4.618580453663663, 'reg_alpha': 0.06824896604406433, 'reg_lambda': 0.8527431586269363}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,750] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.024101540437803014, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9734313126425682, 'colsample_bytree': 0.8043285962933988, 'gamma': 2.632518043452465, 'reg_alpha': 0.1069108036068466, 'reg_lambda': 1.0463984417650736}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,844] Trial 77 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.03035629199635257, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9590314121644675, 'colsample_bytree': 0.7899860357695823, 'gamma': 3.1589610382505686, 'reg_alpha': 0.14023175058324133, 'reg_lambda': 1.2486427213424705}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:18,959] Trial 78 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 115, 'learning_rate': 0.0357436391051634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9264912536756311, 'colsample_bytree': 0.8225136162910136, 'gamma': 3.878239499055934, 'reg_alpha': 0.21943005764715523, 'reg_lambda': 1.1300689605456435}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,227] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.015379376842338635, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9385778401965561, 'colsample_bytree': 0.7717765872904179, 'gamma': 3.5242526181851064, 'reg_alpha': 0.02276971498283581, 'reg_lambda': 1.3890432261889636}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,384] Trial 80 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.012320068507388576, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9804132763658345, 'colsample_bytree': 0.8562608020737027, 'gamma': 3.2157646682199337, 'reg_alpha': 0.06716207740317315, 'reg_lambda': 0.6145456037636793}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,486] Trial 81 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 143, 'learning_rate': 0.01806541940714982, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9550566681545587, 'colsample_bytree': 0.8322027834897254, 'gamma': 2.3949718023520314, 'reg_alpha': 0.1119691590262285, 'reg_lambda': 0.9485759439686156}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,611] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.026874201231033738, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9638692405953053, 'colsample_bytree': 0.8385181312406348, 'gamma': 3.4183274928966534, 'reg_alpha': 0.14778357423134708, 'reg_lambda': 1.0423350133007399}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,723] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.010853099440892593, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9115308915514947, 'colsample_bytree': 0.8755723017423881, 'gamma': 2.9384489137767127, 'reg_alpha': 0.08742066936364574, 'reg_lambda': 0.8628199723358531}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:19,916] Trial 84 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 122, 'learning_rate': 0.015309156764387554, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9472270113401617, 'colsample_bytree': 0.7532590804390842, 'gamma': 2.657494859572287, 'reg_alpha': 0.17803959541721695, 'reg_lambda': 1.0013273696873268}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,013] Trial 85 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 137, 'learning_rate': 0.01860032953475647, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9705157364212411, 'colsample_bytree': 0.8096140426247008, 'gamma': 3.0491982707140104, 'reg_alpha': 0.25755572272775196, 'reg_lambda': 0.7698173222517312}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,138] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 129, 'learning_rate': 0.0443143459134001, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7363832281112512, 'colsample_bytree': 0.7950710938170776, 'gamma': 0.3795445614818194, 'reg_alpha': 0.05673023532056619, 'reg_lambda': 1.5018149253960997}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,233] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.05703671492931054, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.926836195608023, 'colsample_bytree': 0.7746753005885401, 'gamma': 3.849369078859921, 'reg_alpha': 0.024395644815577433, 'reg_lambda': 1.3054007157088123}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,372] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 143, 'learning_rate': 0.021903413158808706, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9818368431443848, 'colsample_bytree': 0.8460070883625497, 'gamma': 0.5686429120702481, 'reg_alpha': 0.20478444368992996, 'reg_lambda': 0.5063601708830688}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,505] Trial 89 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 152, 'learning_rate': 0.012715055322825256, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9903014055926459, 'colsample_bytree': 0.9118094962993935, 'gamma': 0.15274970649294123, 'reg_alpha': 0.10513103156941164, 'reg_lambda': 1.1890000484516405}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,682] Trial 90 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 118, 'learning_rate': 0.023713662192890908, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9411967240245019, 'colsample_bytree': 0.8197379413314857, 'gamma': 4.41160730775692, 'reg_alpha': 0.0031277952159809996, 'reg_lambda': 0.6636723612814135}. Best is trial 60 with value: 0.7440476190476191.
[I 2025-11-03 19:24:20,778] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.16655366592120854, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9541350479589059, 'colsample_bytree': 0.852288322160833, 'gamma': 0.0005385881380672308, 'reg_alpha': 0.05820787574053329, 'reg_lambda': 1.2372782830978324}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:20,910] Trial 92 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 110, 'learning_rate': 0.17538150799773886, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9500626238701991, 'colsample_bytree': 0.8310153101520861, 'gamma': 0.7411469120890413, 'reg_alpha': 0.05610089995275118, 'reg_lambda': 1.2244873580580324}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:20,994] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.21142764391138794, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9591956439283909, 'colsample_bytree': 0.8518144225046698, 'gamma': 3.6658328930566726, 'reg_alpha': 0.1610724331812216, 'reg_lambda': 1.0796155266237386}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,113] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.1847005665850062, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.969859188679673, 'colsample_bytree': 0.8942738719807993, 'gamma': 0.32912976536933336, 'reg_alpha': 0.12676035441037203, 'reg_lambda': 0.9297205457833918}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,315] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.13466504646981076, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9317517996945779, 'colsample_bytree': 0.8699249279598844, 'gamma': 0.5030142682842151, 'reg_alpha': 0.0766679267018886, 'reg_lambda': 1.13543704481433}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,457] Trial 96 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 159, 'learning_rate': 0.13840977790653577, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9354047234147378, 'colsample_bytree': 0.8665351016822653, 'gamma': 0.01571258342127696, 'reg_alpha': 0.030370679007043044, 'reg_lambda': 1.3672047248759371}. Best is trial 91 with value: 0.75.
[I 2025-11-03 19:24:21,561] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.14520938139918907, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9009642118593983, 'colsample_bytree': 0.8736066286961648, 'gamma': 0.03708205024190908, 'reg_alpha': 0.03927585907122806, 'reg_lambda': 1.5584208623146587}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:21,693] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.13974564628893382, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9002104400142997, 'colsample_bytree': 0.8691223952397741, 'gamma': 0.01427010455972098, 'reg_alpha': 0.07159641243207132, 'reg_lambda': 1.6030334565296918}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:21,811] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.13936170061318826, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9024053386645788, 'colsample_bytree': 0.8669958181737257, 'gamma': 0.009142005831492581, 'reg_alpha': 0.9291476692773113, 'reg_lambda': 1.6417446509737799}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:21,995] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 181, 'learning_rate': 0.13922223857286545, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8942716308320076, 'colsample_bytree': 0.9070837906839376, 'gamma': 0.03921735326295739, 'reg_alpha': 0.9728686133340418, 'reg_lambda': 1.6340182994124772}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,169] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.16156337992362696, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8752202770784471, 'colsample_bytree': 0.8683987729015328, 'gamma': 0.0008554258921997966, 'reg_alpha': 0.8742046906802298, 'reg_lambda': 1.8627114555886608}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,321] Trial 102 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 159, 'learning_rate': 0.16180933449195323, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8712350806191449, 'colsample_bytree': 0.8688556572917132, 'gamma': 0.16623160385065164, 'reg_alpha': 0.9615652735037248, 'reg_lambda': 1.8270235150749943}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,436] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.15054740216383458, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8766367327211929, 'colsample_bytree': 0.882036479024052, 'gamma': 0.016459668996077204, 'reg_alpha': 0.9015914116533442, 'reg_lambda': 1.7032774664007624}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,576] Trial 104 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 186, 'learning_rate': 0.1606632701509875, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8327271928323432, 'colsample_bytree': 0.8849498111609545, 'gamma': 0.10521208220812911, 'reg_alpha': 0.921774593068968, 'reg_lambda': 1.7055459133476394}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,692] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.14898018533197024, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8788170863382028, 'colsample_bytree': 0.8596617673023936, 'gamma': 0.022642883882003563, 'reg_alpha': 0.8741164096377375, 'reg_lambda': 1.9944983953286393}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:22,914] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.11573902654065849, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.856498706936838, 'colsample_bytree': 0.8920574113154673, 'gamma': 0.2126917766355584, 'reg_alpha': 0.8605347728767407, 'reg_lambda': 1.5750747726608556}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,102] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.1209419114703525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8536983608845217, 'colsample_bytree': 0.9451080447083096, 'gamma': 0.21936253872655, 'reg_alpha': 0.8884163230778133, 'reg_lambda': 1.5995350648948035}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,236] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.16958793518416454, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8580201249349013, 'colsample_bytree': 0.9835906467414199, 'gamma': 0.20143994880864294, 'reg_alpha': 0.8533188584989345, 'reg_lambda': 1.569534675291555}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,351] Trial 109 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 177, 'learning_rate': 0.1311825484422987, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8586171405845686, 'colsample_bytree': 0.978729006219492, 'gamma': 0.21367159838924513, 'reg_alpha': 0.8477316015302372, 'reg_lambda': 1.5724348711695666}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,492] Trial 110 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 192, 'learning_rate': 0.16975131044799147, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8510342816861476, 'colsample_bytree': 0.9477218365441031, 'gamma': 0.10276269126845915, 'reg_alpha': 0.8456443301711751, 'reg_lambda': 1.6235540439644907}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,610] Trial 111 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 167, 'learning_rate': 0.12092353238209827, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8590966746881192, 'colsample_bytree': 0.9781522751648791, 'gamma': 0.007390202644648118, 'reg_alpha': 0.8942904438986077, 'reg_lambda': 1.8248159222475666}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,842] Trial 112 finished with value: 0.726190476190476 and parameters: {'n_estimators': 181, 'learning_rate': 0.11501621108272216, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8826147938200102, 'colsample_bytree': 0.9669394795351873, 'gamma': 0.30077046280393427, 'reg_alpha': 0.7955587802529125, 'reg_lambda': 1.5185021025387624}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:23,957] Trial 113 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 172, 'learning_rate': 0.1483153014399158, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8995352063302445, 'colsample_bytree': 0.8940640277319494, 'gamma': 0.21183073141281414, 'reg_alpha': 0.9159921810458429, 'reg_lambda': 1.7023547235517176}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,096] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.10932807418424871, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8295206403757184, 'colsample_bytree': 0.9429830927986786, 'gamma': 0.35214561611072137, 'reg_alpha': 0.9428279523042599, 'reg_lambda': 1.909348125575306}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,207] Trial 115 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 177, 'learning_rate': 0.1988243054192123, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8748312544476144, 'colsample_bytree': 0.9258461169966177, 'gamma': 0.13563543978459774, 'reg_alpha': 0.8151189747333674, 'reg_lambda': 1.461025967238846}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,389] Trial 116 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 189, 'learning_rate': 0.14176760864120164, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8101340124714704, 'colsample_bytree': 0.9995946334484201, 'gamma': 0.6036625230786663, 'reg_alpha': 0.7308467921670997, 'reg_lambda': 1.7578854033538625}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,623] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.22909269000599608, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.904411177347227, 'colsample_bytree': 0.9624542459600756, 'gamma': 0.4447907660216228, 'reg_alpha': 0.8643727211790301, 'reg_lambda': 1.6609478629876149}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,764] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 203, 'learning_rate': 0.15511977830537307, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8574801489278465, 'colsample_bytree': 0.9156709129534677, 'gamma': 0.27694936651917507, 'reg_alpha': 0.7444467912932357, 'reg_lambda': 1.3837508324859658}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:24,868] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.17049038077223602, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8871606610245603, 'colsample_bytree': 0.9046554382481099, 'gamma': 0.0821147230080777, 'reg_alpha': 0.9200732566020665, 'reg_lambda': 1.5475188952850703}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,021] Trial 120 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.13094735754786832, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8670293973000797, 'colsample_bytree': 0.9322159042059674, 'gamma': 0.2552922191889307, 'reg_alpha': 0.6177474281209147, 'reg_lambda': 1.5974071102857847}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,133] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.11609989085968146, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8412248785128017, 'colsample_bytree': 0.8641496569193017, 'gamma': 0.18583842796784075, 'reg_alpha': 0.8811611364506861, 'reg_lambda': 1.8009429874397365}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,394] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.1428863587151043, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9111438726924024, 'colsample_bytree': 0.8806895965276295, 'gamma': 0.003103548482603899, 'reg_alpha': 0.8261556975611712, 'reg_lambda': 1.4991576175084802}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,504] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.19318852099119457, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9178317016914838, 'colsample_bytree': 0.8806886254956209, 'gamma': 0.020156799093470203, 'reg_alpha': 0.8284158386238671, 'reg_lambda': 1.4961164186759537}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,642] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.1421814121818536, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.890346634701478, 'colsample_bytree': 0.8867785878356859, 'gamma': 0.0030085277314244995, 'reg_alpha': 0.8984386927973766, 'reg_lambda': 1.4223935322503523}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,743] Trial 125 finished with value: 0.744047619047619 and parameters: {'n_estimators': 161, 'learning_rate': 0.2502100159976902, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9055770970644442, 'colsample_bytree': 0.8940151532168159, 'gamma': 0.3972580774062695, 'reg_alpha': 0.7708942150838112, 'reg_lambda': 1.6794306501299272}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:25,908] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.09244697714396129, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8179661085200177, 'colsample_bytree': 0.8787921657913476, 'gamma': 0.1467321040881244, 'reg_alpha': 0.9494209127509317, 'reg_lambda': 1.739031780989868}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,115] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.12471581938870481, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9136132348775542, 'colsample_bytree': 0.872001168977469, 'gamma': 0.49521118780489803, 'reg_alpha': 0.8379064992731924, 'reg_lambda': 1.8724127732673241}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,244] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.15847937309761428, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8977006334757338, 'colsample_bytree': 0.9886375499405151, 'gamma': 0.33855276904329545, 'reg_alpha': 0.8969602278946286, 'reg_lambda': 1.331989704125006}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,347] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.17906013544604918, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8752147500691952, 'colsample_bytree': 0.85996720689399, 'gamma': 0.21735053921400355, 'reg_alpha': 0.8545265402037321, 'reg_lambda': 1.5640971635508825}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,517] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.08190122573440994, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9222445181646157, 'colsample_bytree': 0.8880346978108642, 'gamma': 0.09052681466713161, 'reg_alpha': 0.8136770802042449, 'reg_lambda': 2.081462213301401}. Best is trial 97 with value: 0.7559523809523809.
[I 2025-11-03 19:24:26,631] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 159, 'learning_rate': 0.28233728475198294, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.909818832316523, 'colsample_bytree': 0.8981157964990497, 'gamma': 0.41011419896364903, 'reg_alpha': 0.932939764153737, 'reg_lambda': 1.661418959212357}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:26,765] Trial 132 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 161, 'learning_rate': 0.1037075259514417, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8821390779933449, 'colsample_bytree': 0.8986268058988499, 'gamma': 0.13455983507648273, 'reg_alpha': 0.987979823866677, 'reg_lambda': 1.6185918421462349}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,076] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.27578199385418556, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8503057156992853, 'colsample_bytree': 0.8778901662097168, 'gamma': 0.00450268178718859, 'reg_alpha': 0.9465274613405672, 'reg_lambda': 1.4936602219206476}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,256] Trial 134 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 157, 'learning_rate': 0.14748861359087337, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9122498505315834, 'colsample_bytree': 0.9156831213733576, 'gamma': 0.23319485943965676, 'reg_alpha': 0.9268181135320883, 'reg_lambda': 1.428997800850748}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,367] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.13440914606419377, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8637503895784971, 'colsample_bytree': 0.9041470521103385, 'gamma': 0.3957040774239898, 'reg_alpha': 0.47289313282106277, 'reg_lambda': 1.7424936603559975}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,517] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 178, 'learning_rate': 0.21824539848011607, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9005669881838588, 'colsample_bytree': 0.8405013934728799, 'gamma': 0.3037768334110312, 'reg_alpha': 0.8714780610408609, 'reg_lambda': 1.5279978087702624}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:27,661] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.12079406529138115, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8912995966251384, 'colsample_bytree': 0.8536124289778695, 'gamma': 0.5509047992647442, 'reg_alpha': 0.8970192612519351, 'reg_lambda': 1.6634371857671182}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,013] Trial 138 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.16614679959878315, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9247652563582685, 'colsample_bytree': 0.8629565255935993, 'gamma': 0.15079785964430556, 'reg_alpha': 0.5347929204969954, 'reg_lambda': 1.379429505448168}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,119] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 153, 'learning_rate': 0.10836198559467566, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9055894137844521, 'colsample_bytree': 0.9392239871373337, 'gamma': 0.6384799156078496, 'reg_alpha': 0.9087220292298801, 'reg_lambda': 1.5982818865882387}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,385] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.15333722572557826, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9325319120564289, 'colsample_bytree': 0.9528198865506102, 'gamma': 0.4586009905156945, 'reg_alpha': 0.8764240318193958, 'reg_lambda': 1.44416047658934}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,489] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.25475731961375797, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9092415666030979, 'colsample_bytree': 0.8907984080303406, 'gamma': 0.38892113413625296, 'reg_alpha': 0.8010950721034886, 'reg_lambda': 1.6815480000707956}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,624] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.2986962866626803, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8864010974874951, 'colsample_bytree': 0.8823266725596962, 'gamma': 0.0044462484283070095, 'reg_alpha': 0.7686249677191825, 'reg_lambda': 1.721028855035003}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,733] Trial 143 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 173, 'learning_rate': 0.2392047418029081, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8374757250647232, 'colsample_bytree': 0.8956714283586265, 'gamma': 0.2695987818641848, 'reg_alpha': 0.7729590962194385, 'reg_lambda': 1.6469302487908237}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:28,940] Trial 144 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.25008605344804963, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9200725105552331, 'colsample_bytree': 0.8684867253819003, 'gamma': 0.11538776679100873, 'reg_alpha': 0.931472060463741, 'reg_lambda': 1.553523999622425}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,036] Trial 145 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.2757351634876214, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8759772143688499, 'colsample_bytree': 0.8705110367253255, 'gamma': 0.36169515405509695, 'reg_alpha': 0.8583789434877843, 'reg_lambda': 1.7922811996643628}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,182] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.12907913401228183, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8955791680165244, 'colsample_bytree': 0.9165985653037384, 'gamma': 0.2084542428530015, 'reg_alpha': 0.8325558170293047, 'reg_lambda': 1.8605904633807389}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,289] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.12698841422803944, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.894697495665512, 'colsample_bytree': 0.9269188150827192, 'gamma': 0.1970525641028941, 'reg_alpha': 0.9662454278904342, 'reg_lambda': 1.859389023186178}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,499] Trial 148 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.1347512040264918, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8525700391422397, 'colsample_bytree': 0.9736692795956198, 'gamma': 0.08251065742988602, 'reg_alpha': 0.8158566142443423, 'reg_lambda': 1.9350438371858936}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:29,604] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.09569527337534123, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8691906146507431, 'colsample_bytree': 0.9065285322957497, 'gamma': 0.2375556869745709, 'reg_alpha': 0.8751149926378774, 'reg_lambda': 1.2802820748061758}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,003] Trial 150 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.18620619385292642, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9376565349018814, 'colsample_bytree': 0.9133209701761638, 'gamma': 0.12409510358671968, 'reg_alpha': 0.3948172252629948, 'reg_lambda': 1.4770649243072274}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,105] Trial 151 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.14598984116752597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9013603403655711, 'colsample_bytree': 0.8946197929194976, 'gamma': 0.4680968142555155, 'reg_alpha': 0.8336511651569384, 'reg_lambda': 1.9810659023227752}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,246] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.1158448617275373, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9111097842110657, 'colsample_bytree': 0.884884233409886, 'gamma': 0.30865451634353214, 'reg_alpha': 0.8894224740098754, 'reg_lambda': 1.683275543031746}. Best is trial 131 with value: 0.7678571428571428.
[I 2025-11-03 19:24:30,356] Trial 153 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 181, 'learning_rate': 0.16310754067588493, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8810053818906446, 'colsample_bytree': 0.9013986470528078, 'gamma': 0.002780590090206897, 'reg_alpha': 0.7038475325303755, 'reg_lambda': 1.5926316805535043}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,587] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.16335266011720495, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8804260283963821, 'colsample_bytree': 0.8788949904875235, 'gamma': 0.10122627583227937, 'reg_alpha': 0.6383247150648121, 'reg_lambda': 1.6010377998975092}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,699] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.17415416009370596, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8621662430843465, 'colsample_bytree': 0.8739933909584057, 'gamma': 0.01318635130439192, 'reg_alpha': 0.6738604654616378, 'reg_lambda': 1.564718621056302}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,841] Trial 156 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.160290503032515, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8786827451740588, 'colsample_bytree': 0.8994912010905557, 'gamma': 0.10493051040124218, 'reg_alpha': 0.8566257345053578, 'reg_lambda': 1.6191634491006937}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:30,948] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 177, 'learning_rate': 0.1379285087697921, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8729088280395028, 'colsample_bytree': 0.8572002257112584, 'gamma': 0.19174508615257146, 'reg_alpha': 0.6982247405035481, 'reg_lambda': 1.7736162245193814}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,044] Trial 158 finished with value: 0.5982142857142857 and parameters: {'n_estimators': 180, 'learning_rate': 0.20077487274517655, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8865582568968445, 'colsample_bytree': 0.9198885439829947, 'gamma': 0.011911917615568549, 'reg_alpha': 0.7474971067526515, 'reg_lambda': 1.5186876636216209}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,192] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.16611533107003262, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8817534243004033, 'colsample_bytree': 0.8797520968821835, 'gamma': 0.11331937488543932, 'reg_alpha': 0.5798197888051393, 'reg_lambda': 1.3476122485877122}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,376] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.1642669248869827, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8655974041134574, 'colsample_bytree': 0.8825108632071321, 'gamma': 0.12667516370813856, 'reg_alpha': 0.6464319827689122, 'reg_lambda': 1.3358740094546526}. Best is trial 153 with value: 0.7797619047619047.
[I 2025-11-03 19:24:31,528] Trial 161 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 175, 'learning_rate': 0.1515351438062297, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.883548690167159, 'colsample_bytree': 0.874031648615228, 'gamma': 0.18808769651388535, 'reg_alpha': 0.6080173104498808, 'reg_lambda': 1.5923522428962107}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:31,645] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.15232959248199826, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.879845050339821, 'colsample_bytree': 0.8746119426448598, 'gamma': 0.09714009168698781, 'reg_alpha': 0.6187454018244084, 'reg_lambda': 1.5974147823416538}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:31,798] Trial 163 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.18094042164054677, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8557057827453868, 'colsample_bytree': 0.8655118304669316, 'gamma': 0.28224825882148613, 'reg_alpha': 0.5620908358319181, 'reg_lambda': 1.4531826311742675}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:31,907] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.14252241680209335, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8901880512548782, 'colsample_bytree': 0.8796386739001802, 'gamma': 0.06923115159893747, 'reg_alpha': 0.5978010982213728, 'reg_lambda': 1.5289650092904779}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,339] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.16812851250877084, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8448035653671276, 'colsample_bytree': 0.8578934283704964, 'gamma': 0.008552008256314386, 'reg_alpha': 0.6458204744051004, 'reg_lambda': 1.390216628374272}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,450] Trial 166 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.1583255102645188, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.871207365183003, 'colsample_bytree': 0.8461592773855775, 'gamma': 0.1940248579263823, 'reg_alpha': 0.5201868638159899, 'reg_lambda': 1.6310408611954008}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,665] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.18052259647131344, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.885909178925656, 'colsample_bytree': 0.8671224012141747, 'gamma': 0.3177440584705217, 'reg_alpha': 0.6343140475438673, 'reg_lambda': 1.567371411395833}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,784] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 192, 'learning_rate': 0.14953455518329914, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.880963603775159, 'colsample_bytree': 0.8884596861877471, 'gamma': 0.16097487570105493, 'reg_alpha': 0.5659128455840784, 'reg_lambda': 1.7300170920256839}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:32,934] Trial 169 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 182, 'learning_rate': 0.2064312467116965, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.895511146005067, 'colsample_bytree': 0.8527959012102119, 'gamma': 0.012444790214763201, 'reg_alpha': 0.5955649323685331, 'reg_lambda': 1.4911350257416423}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,405] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.19099798270263074, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8626445052286779, 'colsample_bytree': 0.877792685890513, 'gamma': 0.38115063903387325, 'reg_alpha': 0.7214523647758018, 'reg_lambda': 1.3648445910898692}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,562] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.12756226990249683, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.895100435488284, 'colsample_bytree': 0.9028532228970356, 'gamma': 0.2101503442198257, 'reg_alpha': 0.5948763856277864, 'reg_lambda': 1.6477186883028774}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,665] Trial 172 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 157, 'learning_rate': 0.13769794941886798, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7898289605569188, 'colsample_bytree': 0.8888923103739761, 'gamma': 0.11424260921760329, 'reg_alpha': 0.6688171616460938, 'reg_lambda': 1.8296236079810337}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:33,821] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.1301549639814726, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9024249426599841, 'colsample_bytree': 0.9072034640794373, 'gamma': 0.2080335131833787, 'reg_alpha': 0.9137490195595047, 'reg_lambda': 1.587387296313166}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,144] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.15430533356724666, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9072890516475134, 'colsample_bytree': 0.6353465127293765, 'gamma': 0.0060137549049640564, 'reg_alpha': 0.916736991518593, 'reg_lambda': 1.5831346634841696}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,285] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.1433791018472601, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9165929801110568, 'colsample_bytree': 0.8732908997099394, 'gamma': 0.2770139020845483, 'reg_alpha': 0.9447338742884397, 'reg_lambda': 2.548243631404814}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,448] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 170, 'learning_rate': 0.17301045958438846, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8730022396119087, 'colsample_bytree': 0.8620680320055051, 'gamma': 0.13455016361475614, 'reg_alpha': 0.9991333940255555, 'reg_lambda': 1.4395394956960197}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,589] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.12161643985086863, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.901716753759438, 'colsample_bytree': 0.9004040323169793, 'gamma': 0.331939874039536, 'reg_alpha': 0.4594445138896061, 'reg_lambda': 1.5295501832354097}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,688] Trial 178 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 164, 'learning_rate': 0.16380554532522798, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8850895145029428, 'colsample_bytree': 0.8829241833471347, 'gamma': 2.104494528194813, 'reg_alpha': 0.6936381469779556, 'reg_lambda': 1.6878221960994744}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,834] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.13438190690570964, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9132372713933866, 'colsample_bytree': 0.8939531374018743, 'gamma': 0.21252046759099394, 'reg_alpha': 0.8911619964233274, 'reg_lambda': 1.5994357798284815}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:34,947] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.13327372247290914, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.922553851715368, 'colsample_bytree': 0.891946701798229, 'gamma': 0.10568148091354174, 'reg_alpha': 0.9078042117782612, 'reg_lambda': 1.6306478956790849}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,127] Trial 181 finished with value: 0.738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.14800515490754998, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9066920344762779, 'colsample_bytree': 0.9057917969867895, 'gamma': 0.00042520546401522696, 'reg_alpha': 0.8876959865647053, 'reg_lambda': 2.991808603381048}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,253] Trial 182 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 167, 'learning_rate': 0.14112641346167895, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9138846267285144, 'colsample_bytree': 0.8699311988441912, 'gamma': 0.2274378215772962, 'reg_alpha': 0.5486169446339529, 'reg_lambda': 1.5807096030193164}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,382] Trial 183 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 167, 'learning_rate': 0.13975686584942257, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9153599882274069, 'colsample_bytree': 0.8672922054520379, 'gamma': 0.24445730457752257, 'reg_alpha': 0.5203318099099943, 'reg_lambda': 1.4861244538183018}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,487] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.1406547279883634, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9165576876670207, 'colsample_bytree': 0.8687149406950436, 'gamma': 0.5003957270621806, 'reg_alpha': 0.5403959044101682, 'reg_lambda': 1.418646748300598}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,627] Trial 185 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 162, 'learning_rate': 0.1318217450536748, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9253275296059987, 'colsample_bytree': 0.8829752791100303, 'gamma': 0.11234264322532693, 'reg_alpha': 0.552418009065088, 'reg_lambda': 1.5206101037584856}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,731] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.12969566757349457, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9309813026826569, 'colsample_bytree': 0.8814979105964011, 'gamma': 0.2819058616946856, 'reg_alpha': 0.5522907801437115, 'reg_lambda': 1.4811915629441126}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:35,966] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.15377384213730205, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.913413538142624, 'colsample_bytree': 0.8759211924781813, 'gamma': 0.37193394596824964, 'reg_alpha': 0.5132571554474422, 'reg_lambda': 1.2824444252992835}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,071] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.0501327041525708, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9390655848910644, 'colsample_bytree': 0.8910982354130849, 'gamma': 0.46245758285137656, 'reg_alpha': 0.5817665431941104, 'reg_lambda': 1.3353072401647865}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,204] Trial 189 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.1565631992186277, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.927783933542623, 'colsample_bytree': 0.8772905022047733, 'gamma': 0.3948542000559153, 'reg_alpha': 0.5165616911133016, 'reg_lambda': 1.3067096473845607}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,308] Trial 190 finished with value: 0.738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.15074185753582087, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9139636987735897, 'colsample_bytree': 0.8922219441185238, 'gamma': 0.6199952066685095, 'reg_alpha': 0.4991675098101084, 'reg_lambda': 1.2204673679907863}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,452] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.13638620691743136, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9212822115478001, 'colsample_bytree': 0.8733491391514862, 'gamma': 0.14212856370708118, 'reg_alpha': 0.5375265389068602, 'reg_lambda': 1.2588679901952522}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,669] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.12767279039795987, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.923349857866449, 'colsample_bytree': 0.8744839372176119, 'gamma': 0.18802569085140447, 'reg_alpha': 0.5369884798331335, 'reg_lambda': 1.3917775316907328}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,839] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 158, 'learning_rate': 0.11367319609624897, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9134556827421534, 'colsample_bytree': 0.8868267581645262, 'gamma': 0.11209491569558999, 'reg_alpha': 0.4908268437867385, 'reg_lambda': 1.2712814747942422}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:36,942] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.16011337060211472, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.934683344232214, 'colsample_bytree': 0.9086993639224166, 'gamma': 0.2854441784137561, 'reg_alpha': 0.5629474378247054, 'reg_lambda': 1.2606305165412874}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,096] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.13471582696457768, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9205949544759485, 'colsample_bytree': 0.8574275300043747, 'gamma': 0.2124792733877801, 'reg_alpha': 0.5217480813602511, 'reg_lambda': 1.522917756202541}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,184] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.14617799467661421, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.907483870776919, 'colsample_bytree': 0.8977259240613975, 'gamma': 0.39510017338202663, 'reg_alpha': 0.46489809278516586, 'reg_lambda': 1.3641593660897846}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,317] Trial 197 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 155, 'learning_rate': 0.17356843283707324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9281734706028276, 'colsample_bytree': 0.8840519783726236, 'gamma': 0.10741472243719417, 'reg_alpha': 0.5854278908569829, 'reg_lambda': 1.4703728361143886}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,523] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.12434526823565241, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9460067627593844, 'colsample_bytree': 0.8641624642394015, 'gamma': 0.24526080629826597, 'reg_alpha': 0.549787300379927, 'reg_lambda': 1.4196756115936051}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,675] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.15337323722548785, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9146752205119141, 'colsample_bytree': 0.877487062704876, 'gamma': 0.12347116428273092, 'reg_alpha': 0.6084554441978904, 'reg_lambda': 1.1976318193201516}. Best is trial 161 with value: 0.7916666666666666.
[I 2025-11-03 19:24:37,678] A new study created in memory with name: no-name-8a909ab8-5b81-48c4-a8d9-12fa61fae3dc
[I 2025-11-03 19:24:37,907] Trial 0 finished with value: 0.6875 and parameters: {'n_estimators': 210, 'learning_rate': 0.05164928987398467, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9302330648032799, 'colsample_bytree': 0.9785267257509499, 'gamma': 1.6950858099657506, 'reg_alpha': 0.7539227523770208, 'reg_lambda': 2.904509355584693}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:24:38,049] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.01505894344980227, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9092710626417274, 'colsample_bytree': 0.6194625330260654, 'gamma': 0.8084068894399393, 'reg_alpha': 0.48832948418947275, 'reg_lambda': 2.616715873843647}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:24:38,131] Trial 2 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.07068161644168686, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8479964993511914, 'colsample_bytree': 0.8650508324215505, 'gamma': 3.826823572742431, 'reg_alpha': 0.9058394419208559, 'reg_lambda': 2.727209493886176}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,244] Trial 3 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.19600063599218387, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.921012222785817, 'colsample_bytree': 0.9785708597339817, 'gamma': 4.246410648931019, 'reg_alpha': 0.9329970133813535, 'reg_lambda': 1.9254246996026572}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,422] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.03431830690007542, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.646491305133329, 'colsample_bytree': 0.6654327425486857, 'gamma': 1.4060087963085066, 'reg_alpha': 0.5842987858957788, 'reg_lambda': 0.5554943926316942}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,529] Trial 5 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.0980426590609267, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6192450881050172, 'colsample_bytree': 0.7697880636977321, 'gamma': 3.4972686192428752, 'reg_alpha': 0.9997602646939232, 'reg_lambda': 2.3479963185427346}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,579] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.024232473594775615, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.630784707635107, 'colsample_bytree': 0.8609635754690788, 'gamma': 4.897919908033978, 'reg_alpha': 0.6715348160469394, 'reg_lambda': 1.16792267691945}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,780] Trial 7 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.10244754423715387, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8294869275676868, 'colsample_bytree': 0.8124425117695359, 'gamma': 0.8591191272947662, 'reg_alpha': 0.9693813188589013, 'reg_lambda': 1.0089459103926341}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:38,879] Trial 8 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.2585485782674375, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6645109320872251, 'colsample_bytree': 0.6658387460762544, 'gamma': 3.6513396193417518, 'reg_alpha': 0.12727257090502997, 'reg_lambda': 2.421704918727491}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:39,107] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.10032700893135812, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7803616456683157, 'colsample_bytree': 0.8741735220877254, 'gamma': 0.4489169924399389, 'reg_alpha': 0.3542578529021433, 'reg_lambda': 2.5575216767456705}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:39,296] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 99, 'learning_rate': 0.011471386921616889, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.775159751360615, 'colsample_bytree': 0.7554230736351717, 'gamma': 3.124967006721442, 'reg_alpha': 0.05470855861616847, 'reg_lambda': 1.8200020939867452}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:24:39,390] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.10114151966846664, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8394432411488325, 'colsample_bytree': 0.8589825420517189, 'gamma': 2.3813274947243035, 'reg_alpha': 0.8513808366696404, 'reg_lambda': 1.2188960947050111}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:39,605] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.06233692151093289, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8482796086816197, 'colsample_bytree': 0.9177541287297197, 'gamma': 2.4633808857184976, 'reg_alpha': 0.8064236192967946, 'reg_lambda': 1.2929204209829588}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:39,685] Trial 13 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.15597308185706033, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.982620105508049, 'colsample_bytree': 0.8334583402430208, 'gamma': 2.809753569704046, 'reg_alpha': 0.844662990161285, 'reg_lambda': 1.640102776006732}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:39,922] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.054006485326202586, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7400731547855768, 'colsample_bytree': 0.9114680077602795, 'gamma': 2.145067599977368, 'reg_alpha': 0.36678696779934583, 'reg_lambda': 0.6352668242048302}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,030] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.03353894584040536, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7074509629701996, 'colsample_bytree': 0.9241353078427706, 'gamma': 2.0703851255888908, 'reg_alpha': 0.3008898176924836, 'reg_lambda': 0.5315077178659368}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,193] Trial 16 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 178, 'learning_rate': 0.03936773695303272, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.731024758002186, 'colsample_bytree': 0.924209321638407, 'gamma': 2.165892233307912, 'reg_alpha': 0.4235417609609722, 'reg_lambda': 0.8710235612343545}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,272] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.14257824979040612, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7434278960846707, 'colsample_bytree': 0.7479824280579238, 'gamma': 1.4358118353849438, 'reg_alpha': 0.20750746155939964, 'reg_lambda': 1.4297237727502543}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,376] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.1524992325484298, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.8108011303362287, 'colsample_bytree': 0.7363960929854059, 'gamma': 1.3738316129202972, 'reg_alpha': 0.18719351781381213, 'reg_lambda': 1.4780992419123178}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,424] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.29317982912933427, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8831468703189224, 'colsample_bytree': 0.7133417875797136, 'gamma': 0.36047817489003786, 'reg_alpha': 0.20669793641137757, 'reg_lambda': 2.0745353312452024}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,533] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.13645530563079972, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7135415924258763, 'colsample_bytree': 0.7844999117703229, 'gamma': 2.8569995542923694, 'reg_alpha': 0.5664738835506576, 'reg_lambda': 1.5107797625568868}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,804] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 155, 'learning_rate': 0.07826101747153709, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.743132411958621, 'colsample_bytree': 0.898833238834322, 'gamma': 1.8598014286716904, 'reg_alpha': 0.3065342568163836, 'reg_lambda': 0.7719835733973928}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:40,936] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.04512131677625403, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6859418074812399, 'colsample_bytree': 0.822924244936815, 'gamma': 1.303853149884804, 'reg_alpha': 0.004293498110066435, 'reg_lambda': 1.259259613586086}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,001] Trial 23 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 52, 'learning_rate': 0.12190269757395907, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7579322907595171, 'colsample_bytree': 0.9480538454363885, 'gamma': 2.3935967989483102, 'reg_alpha': 0.377920039285678, 'reg_lambda': 1.0216135721282271}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,144] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 192, 'learning_rate': 0.1923565090819149, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8015517850872557, 'colsample_bytree': 0.7120002980444976, 'gamma': 0.04823359786482162, 'reg_alpha': 0.23474066778498728, 'reg_lambda': 0.8427417047076986}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,267] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 137, 'learning_rate': 0.08021776954555081, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8717950682291952, 'colsample_bytree': 0.8482226376686366, 'gamma': 2.811870682029194, 'reg_alpha': 0.45096407043039405, 'reg_lambda': 1.3678832807185524}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,716] Trial 26 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 247, 'learning_rate': 0.020317943385896334, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6875964059716358, 'colsample_bytree': 0.7928593593825541, 'gamma': 1.7145683013214235, 'reg_alpha': 0.5592861924279424, 'reg_lambda': 0.7129462892218972}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,812] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.0607767053501245, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7750863221553591, 'colsample_bytree': 0.8885650741276746, 'gamma': 0.9058700185847173, 'reg_alpha': 0.6969217424405255, 'reg_lambda': 1.1319904420299876}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 19:24:41,925] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.1989452529996081, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7864832303595296, 'colsample_bytree': 0.8871312121431529, 'gamma': 0.9012224107619478, 'reg_alpha': 0.7203552767631733, 'reg_lambda': 1.1193606785804102}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 19:24:41,994] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.1933959162180758, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9600744694270827, 'colsample_bytree': 0.8418544329488413, 'gamma': 1.4240201940230752, 'reg_alpha': 0.7348917726341531, 'reg_lambda': 1.619693694872576}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 19:24:42,092] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.24434964605447376, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.821835116903913, 'colsample_bytree': 0.804824073159381, 'gamma': 1.081772737192687, 'reg_alpha': 0.8461980416155226, 'reg_lambda': 2.040944240433069}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,157] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.226533038676675, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.823135603486151, 'colsample_bytree': 0.7996185607396444, 'gamma': 1.0290285452695116, 'reg_alpha': 0.8329690919368126, 'reg_lambda': 2.1075149483279763}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,371] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.17014056600617453, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8870528112523062, 'colsample_bytree': 0.7521707301383811, 'gamma': 0.5365479645817006, 'reg_alpha': 0.6412943035475118, 'reg_lambda': 1.759586291060916}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,536] Trial 33 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 63, 'learning_rate': 0.22288451846275273, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8902408771336394, 'colsample_bytree': 0.9598797947793788, 'gamma': 0.5168201913367002, 'reg_alpha': 0.6520304704338897, 'reg_lambda': 2.0765169564838097}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,641] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.29866610045460557, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.855784558022887, 'colsample_bytree': 0.9983705359680484, 'gamma': 0.6370294713780673, 'reg_alpha': 0.7783955830132009, 'reg_lambda': 1.796404370130832}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,698] Trial 35 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.1891864521866397, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9377086846672877, 'colsample_bytree': 0.6018762925495178, 'gamma': 0.047258047837964334, 'reg_alpha': 0.897049456118085, 'reg_lambda': 2.902922622029501}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,810] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.1920139694606268, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9235570866648366, 'colsample_bytree': 0.6006062231661187, 'gamma': 0.04147647666664593, 'reg_alpha': 0.905464716715183, 'reg_lambda': 2.9625522370287745}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,882] Trial 37 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 42, 'learning_rate': 0.1699060733565285, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9378793244381765, 'colsample_bytree': 0.6501663948199046, 'gamma': 0.18865309154439125, 'reg_alpha': 0.6178312076000811, 'reg_lambda': 2.7110096935534003}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:42,981] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.24297077892070987, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.994755014891985, 'colsample_bytree': 0.6548497068053477, 'gamma': 1.0008676419335965, 'reg_alpha': 0.6412058081460345, 'reg_lambda': 2.3490224401625146}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,044] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.12777143996533966, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9017597303964175, 'colsample_bytree': 0.6323865218499749, 'gamma': 0.3789323285403551, 'reg_alpha': 0.53215507137254, 'reg_lambda': 2.7361902423471776}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,254] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.16507724093165457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9503285192404349, 'colsample_bytree': 0.6870913895880272, 'gamma': 0.7166561589228758, 'reg_alpha': 0.6067041698856882, 'reg_lambda': 1.9466478448764668}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,319] Trial 41 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 49, 'learning_rate': 0.1605042560230398, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9378416744668339, 'colsample_bytree': 0.694936230983967, 'gamma': 0.7483717626402326, 'reg_alpha': 0.6064603258156998, 'reg_lambda': 1.8598169246812222}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,415] Trial 42 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.11868184068120463, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.960022040634119, 'colsample_bytree': 0.6811427687249536, 'gamma': 1.1154486593928308, 'reg_alpha': 0.7220002144450972, 'reg_lambda': 2.1664666378470048}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,495] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.11440644175312649, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9679390051550701, 'colsample_bytree': 0.6829284831799243, 'gamma': 1.1666729601867616, 'reg_alpha': 0.7318046143389745, 'reg_lambda': 2.177176932214375}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,662] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.2578675503231111, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9100777734664408, 'colsample_bytree': 0.7272726496676046, 'gamma': 0.6921508190127408, 'reg_alpha': 0.7064856195501765, 'reg_lambda': 1.9514229016312745}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,743] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 94, 'learning_rate': 0.2173772634737284, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9602442418684768, 'colsample_bytree': 0.7626261162783254, 'gamma': 1.6615051022818519, 'reg_alpha': 0.5020019137773846, 'reg_lambda': 2.2285976557622624}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:43,806] Trial 46 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.08098658420908683, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8629759880054185, 'colsample_bytree': 0.6829358859373261, 'gamma': 1.1535362421815698, 'reg_alpha': 0.756697220561402, 'reg_lambda': 1.956439668450222}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,053] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.11162849004122959, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8209742534340787, 'colsample_bytree': 0.7750054921070552, 'gamma': 4.497286763495509, 'reg_alpha': 0.672862179989898, 'reg_lambda': 1.66583933780051}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,121] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 32, 'learning_rate': 0.1722917391436364, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7886305919749845, 'colsample_bytree': 0.7112708277524561, 'gamma': 0.8289262657814204, 'reg_alpha': 0.7896367113808113, 'reg_lambda': 2.528542617344043}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,226] Trial 49 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 62, 'learning_rate': 0.17512288596291714, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7849322800011899, 'colsample_bytree': 0.7078114216815595, 'gamma': 0.8520563968026088, 'reg_alpha': 0.9449375578540037, 'reg_lambda': 2.3134551066256877}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,308] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.258564633247127, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8414283460973613, 'colsample_bytree': 0.8133510462828498, 'gamma': 0.5380388609087869, 'reg_alpha': 0.7891868703537617, 'reg_lambda': 2.5446180366336653}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,435] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 21, 'learning_rate': 0.13615039613980243, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9993344944800577, 'colsample_bytree': 0.7303114855007959, 'gamma': 0.284683658087275, 'reg_alpha': 0.874370359473857, 'reg_lambda': 1.7015292505803246}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,531] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.09393308466880997, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7876559969176389, 'colsample_bytree': 0.671161529038345, 'gamma': 1.5989530486719192, 'reg_alpha': 0.8233528512351888, 'reg_lambda': 2.461129959787519}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,626] Trial 53 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.14775187440327786, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9786040332555146, 'colsample_bytree': 0.6322468598532562, 'gamma': 1.2480135354778739, 'reg_alpha': 0.7678157353434015, 'reg_lambda': 2.004751168224656}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:24:44,701] Trial 54 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.21086306007487815, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8029055773691202, 'colsample_bytree': 0.746430308287628, 'gamma': 0.9848981535789564, 'reg_alpha': 0.9889070363185032, 'reg_lambda': 2.2274063849249863}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:44,800] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.2217471577723352, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7645826654742963, 'colsample_bytree': 0.7479550028290998, 'gamma': 0.7788505774432889, 'reg_alpha': 0.9924073044560966, 'reg_lambda': 1.8804636085552522}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:44,862] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 32, 'learning_rate': 0.2742962540351746, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7674077615343359, 'colsample_bytree': 0.7463619931949064, 'gamma': 1.9202365040090208, 'reg_alpha': 0.9798025129902799, 'reg_lambda': 2.32743280937747}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:44,933] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 72, 'learning_rate': 0.21545634325924834, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7934306805616912, 'colsample_bytree': 0.774568563393066, 'gamma': 0.898202343920737, 'reg_alpha': 0.9487558240004755, 'reg_lambda': 1.5878520745777034}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,125] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 28, 'learning_rate': 0.23028098001963254, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7599459122370341, 'colsample_bytree': 0.7558137419830091, 'gamma': 0.5169161163050966, 'reg_alpha': 0.8798605723467352, 'reg_lambda': 1.7704153404798695}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,294] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 56, 'learning_rate': 0.2078094790113368, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8021093804995032, 'colsample_bytree': 0.7861167089538811, 'gamma': 0.33817944110895215, 'reg_alpha': 0.986758601589451, 'reg_lambda': 2.475560721996209}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,369] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.1804315513862779, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7234071705937797, 'colsample_bytree': 0.7414026553668434, 'gamma': 3.1752322601382064, 'reg_alpha': 0.91300842709886, 'reg_lambda': 1.8892881483848127}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,464] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.15741494426798033, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8102109243007408, 'colsample_bytree': 0.7198864426965182, 'gamma': 0.6592071414810875, 'reg_alpha': 0.8535333693522791, 'reg_lambda': 1.7408353903989198}. Best is trial 54 with value: 0.7559523809523809.
[I 2025-11-03 19:24:45,540] Trial 62 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.2478320304990177, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8160258772457738, 'colsample_bytree': 0.7275789201453917, 'gamma': 0.9875336362626599, 'reg_alpha': 0.8668739479376458, 'reg_lambda': 2.259416647388811}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:45,779] Trial 63 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 80, 'learning_rate': 0.2617951566010697, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8333978181047595, 'colsample_bytree': 0.721576887017829, 'gamma': 0.9733043233915785, 'reg_alpha': 0.8570714542766654, 'reg_lambda': 2.2426924239264077}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:45,931] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.2686354570445401, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8309840677099751, 'colsample_bytree': 0.6945099835884415, 'gamma': 1.5291461298325744, 'reg_alpha': 0.9258723671755061, 'reg_lambda': 2.2714058751324253}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,040] Trial 65 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 72, 'learning_rate': 0.2321714223652449, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7559378092413063, 'colsample_bytree': 0.7065091543509534, 'gamma': 1.031216800293779, 'reg_alpha': 0.8080571167998003, 'reg_lambda': 2.61913285379406}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,118] Trial 66 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 95, 'learning_rate': 0.29422587066706246, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8194033644003129, 'colsample_bytree': 0.7680856953925909, 'gamma': 1.2855574242534449, 'reg_alpha': 0.9574869303602412, 'reg_lambda': 2.389470332982999}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,206] Trial 67 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 29, 'learning_rate': 0.01075855130586169, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8358264107548607, 'colsample_bytree': 0.7182981029543702, 'gamma': 0.877372582676825, 'reg_alpha': 0.9989130944920502, 'reg_lambda': 2.1710715604345046}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,436] Trial 68 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 146, 'learning_rate': 0.2542590672318321, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.806019728166802, 'colsample_bytree': 0.7361276695106723, 'gamma': 1.4296543111653504, 'reg_alpha': 0.8637215321734318, 'reg_lambda': 2.006684419968408}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,555] Trial 69 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.25201923033276913, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8511838294082595, 'colsample_bytree': 0.7290064425203281, 'gamma': 1.371356784335154, 'reg_alpha': 0.8629043176856139, 'reg_lambda': 2.0386161965793757}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,640] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.19933925701528785, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.802931150772913, 'colsample_bytree': 0.8092737500228248, 'gamma': 1.50303325942409, 'reg_alpha': 0.7991119804070315, 'reg_lambda': 2.2532500340750845}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,876] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.278371047023088, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7709777344153416, 'colsample_bytree': 0.8783137677587554, 'gamma': 1.7985399037863097, 'reg_alpha': 0.8869782967836055, 'reg_lambda': 2.1269143080368322}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:46,971] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.2759130277335483, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7743398980943519, 'colsample_bytree': 0.8727464107551077, 'gamma': 1.8495031335559569, 'reg_alpha': 0.8852458727585562, 'reg_lambda': 2.1177582166488813}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,100] Trial 73 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 149, 'learning_rate': 0.29928732880710834, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8103458574184867, 'colsample_bytree': 0.8931203661989021, 'gamma': 1.022742143344122, 'reg_alpha': 0.8534872515888304, 'reg_lambda': 2.4221650460168718}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,196] Trial 74 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 150, 'learning_rate': 0.24345896356819058, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8105245134026342, 'colsample_bytree': 0.9371276194436923, 'gamma': 1.7161060903657783, 'reg_alpha': 0.8350382141202295, 'reg_lambda': 2.52415063478608}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,446] Trial 75 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 168, 'learning_rate': 0.29837081240915164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7942863833432936, 'colsample_bytree': 0.8577928514586224, 'gamma': 2.1949979423595933, 'reg_alpha': 0.9266655921951359, 'reg_lambda': 2.617748659396538}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,549] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.27319434474587756, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8685613008637321, 'colsample_bytree': 0.8833622283023975, 'gamma': 1.0621248062074433, 'reg_alpha': 0.8504744791640614, 'reg_lambda': 2.383155553561909}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,679] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 148, 'learning_rate': 0.024764545616193488, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8214414925949501, 'colsample_bytree': 0.9001174075760887, 'gamma': 1.2119223919751663, 'reg_alpha': 0.9018948967018737, 'reg_lambda': 2.43004863107098}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,764] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.2422036350349647, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7501340629104603, 'colsample_bytree': 0.8311989717201584, 'gamma': 1.998531139875547, 'reg_alpha': 0.8272835555198801, 'reg_lambda': 2.221029941295745}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,892] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.24133604376418383, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7472866950374722, 'colsample_bytree': 0.8367056459393716, 'gamma': 1.4096130968887715, 'reg_alpha': 0.8102748365259228, 'reg_lambda': 2.734972268657145}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:47,981] Trial 80 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 119, 'learning_rate': 0.01372096324140821, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8381968950995181, 'colsample_bytree': 0.8237040164349352, 'gamma': 2.56198328057827, 'reg_alpha': 0.8280403401930383, 'reg_lambda': 2.2605392245498774}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,242] Trial 81 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.25214199285176275, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6019576193701061, 'colsample_bytree': 0.8493114829773009, 'gamma': 2.000908575704211, 'reg_alpha': 0.8730166792673287, 'reg_lambda': 2.0104374889272374}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,341] Trial 82 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 157, 'learning_rate': 0.2752013321871222, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7773772873967086, 'colsample_bytree': 0.910110732084439, 'gamma': 0.9963141757474246, 'reg_alpha': 0.7635860090597538, 'reg_lambda': 2.1890461451809893}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,542] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.20817834043036135, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7276179439836294, 'colsample_bytree': 0.698404042008093, 'gamma': 2.2518622660088288, 'reg_alpha': 0.9254262912127862, 'reg_lambda': 2.101661874520887}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,647] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 209, 'learning_rate': 0.23626457929680528, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8258508932594388, 'colsample_bytree': 0.7985726106256065, 'gamma': 1.6988119821322534, 'reg_alpha': 0.9665403819547783, 'reg_lambda': 2.3428150612412177}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,761] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.18412099733220064, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8100803992375735, 'colsample_bytree': 0.7344700414227378, 'gamma': 1.820518439606402, 'reg_alpha': 0.7894202571651937, 'reg_lambda': 2.223389350913651}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:48,853] Trial 86 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 145, 'learning_rate': 0.2996749315339977, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7939456175139773, 'colsample_bytree': 0.7839488609095967, 'gamma': 1.2967894853795034, 'reg_alpha': 0.9002819555190551, 'reg_lambda': 2.660307725276731}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,057] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.2147826440348219, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.751705721427406, 'colsample_bytree': 0.8239760258667068, 'gamma': 1.5281319632589305, 'reg_alpha': 0.8632536179355783, 'reg_lambda': 2.137982546719071}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,140] Trial 88 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 112, 'learning_rate': 0.2043234570120081, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7510952115380619, 'colsample_bytree': 0.8246723501782169, 'gamma': 1.5154640708119331, 'reg_alpha': 0.7528565532175723, 'reg_lambda': 2.504445625381863}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,271] Trial 89 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 133, 'learning_rate': 0.22108512887000906, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7007584368349259, 'colsample_bytree': 0.8152316602972793, 'gamma': 1.1372842216480992, 'reg_alpha': 0.8488299889123516, 'reg_lambda': 2.4233739776578886}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,464] Trial 90 finished with value: 0.636904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.17881725363399678, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7406618132003022, 'colsample_bytree': 0.7620820941640581, 'gamma': 0.6113394983741451, 'reg_alpha': 0.6945514900566203, 'reg_lambda': 2.7970714893255826}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,570] Trial 91 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 182, 'learning_rate': 0.26171681040534306, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.778988385768601, 'colsample_bytree': 0.8697068912377343, 'gamma': 0.9612999287816228, 'reg_alpha': 0.8252207972897962, 'reg_lambda': 2.123556693285804}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,689] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.24106464209300646, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7700921486771153, 'colsample_bytree': 0.8465369856514985, 'gamma': 1.9802114736699048, 'reg_alpha': 0.8864009646549369, 'reg_lambda': 2.2912302476494975}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:49,876] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 163, 'learning_rate': 0.2789127088777764, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8436245725018108, 'colsample_bytree': 0.8290512938172561, 'gamma': 0.7788963755328417, 'reg_alpha': 0.9390637314477668, 'reg_lambda': 2.1554816467197764}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,035] Trial 94 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 183, 'learning_rate': 0.21652339100445675, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8165769989635564, 'colsample_bytree': 0.853955272245045, 'gamma': 1.5762886593995529, 'reg_alpha': 0.8612859240101055, 'reg_lambda': 2.0485201450584287}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,127] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.19468268323409998, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8583068311986716, 'colsample_bytree': 0.8067962256077577, 'gamma': 1.7805133809551594, 'reg_alpha': 0.7915327665531264, 'reg_lambda': 1.9783734794301335}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,281] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.2576829460196945, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.733491575687814, 'colsample_bytree': 0.8813729414526296, 'gamma': 1.3818027301386613, 'reg_alpha': 0.9107279533428889, 'reg_lambda': 2.2039752513838193}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,346] Trial 97 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.2323738333630261, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8032265337052095, 'colsample_bytree': 0.8934770012660871, 'gamma': 2.6439539893565494, 'reg_alpha': 0.964663451888476, 'reg_lambda': 2.3728022170645025}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,447] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 43, 'learning_rate': 0.2811831889532353, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7886340086952258, 'colsample_bytree': 0.722600536574089, 'gamma': 1.1812821448793918, 'reg_alpha': 0.8112973121622793, 'reg_lambda': 2.5774989912422357}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,585] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.16810373409548196, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8286736209002691, 'colsample_bytree': 0.7382371128830791, 'gamma': 2.11382984395277, 'reg_alpha': 0.8369868611144119, 'reg_lambda': 2.0547349180723753}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,727] Trial 100 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 186, 'learning_rate': 0.13943729582812858, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8323329836098198, 'colsample_bytree': 0.7398525278206697, 'gamma': 2.045770349320249, 'reg_alpha': 0.7477154590773155, 'reg_lambda': 2.065917800346366}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,836] Trial 101 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 208, 'learning_rate': 0.048247602384238766, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8480683100407846, 'colsample_bytree': 0.7558499551510505, 'gamma': 2.295479047952759, 'reg_alpha': 0.8490075115899195, 'reg_lambda': 1.9134129279011673}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:50,936] Trial 102 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 57, 'learning_rate': 0.2087396322703825, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8143279931625367, 'colsample_bytree': 0.7402228259441362, 'gamma': 0.8210532079379689, 'reg_alpha': 0.879936259547511, 'reg_lambda': 1.8490959456466696}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,056] Trial 103 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 224, 'learning_rate': 0.1706234882155373, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7161500746822221, 'colsample_bytree': 0.7041973245359171, 'gamma': 1.6316559491172566, 'reg_alpha': 0.7753937321484285, 'reg_lambda': 2.2671120625365875}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,285] Trial 104 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 188, 'learning_rate': 0.1869447585086119, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7978583046939396, 'colsample_bytree': 0.7930692551055384, 'gamma': 2.0721958182115987, 'reg_alpha': 0.8293911510557189, 'reg_lambda': 2.3167596322497563}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,437] Trial 105 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.15241184544426636, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7600154048477601, 'colsample_bytree': 0.8631153918612618, 'gamma': 1.1080326157853764, 'reg_alpha': 0.8660773544139009, 'reg_lambda': 2.1247981719201223}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,547] Trial 106 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 204, 'learning_rate': 0.22715859169542954, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7854157883215842, 'colsample_bytree': 0.7799274815407343, 'gamma': 4.051646549437665, 'reg_alpha': 0.9388098171409961, 'reg_lambda': 2.2075551600814847}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,635] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.25698078296469534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8794657412657259, 'colsample_bytree': 0.8388961439828513, 'gamma': 2.409089976711756, 'reg_alpha': 0.914433684389863, 'reg_lambda': 2.0256231194881673}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:51,733] Trial 108 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.19988709363181725, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8270216028435123, 'colsample_bytree': 0.7111125183729379, 'gamma': 1.3111482658722304, 'reg_alpha': 0.8867867432678616, 'reg_lambda': 2.1494774845739637}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,006] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.16357306038766523, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8019095834787965, 'colsample_bytree': 0.7230773660265575, 'gamma': 1.4607084440121412, 'reg_alpha': 0.812483722897207, 'reg_lambda': 2.083863135951985}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,107] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.13249756470827154, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8063562338774614, 'colsample_bytree': 0.7295444560035074, 'gamma': 1.4680692870407819, 'reg_alpha': 0.7348561896966679, 'reg_lambda': 2.461374671523144}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,233] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.16447894551610495, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.771662288421279, 'colsample_bytree': 0.7163250471241707, 'gamma': 0.9812707483997917, 'reg_alpha': 0.8153021804072604, 'reg_lambda': 2.070384678753508}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,323] Trial 112 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 167, 'learning_rate': 0.2206859387154973, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7958798234889607, 'colsample_bytree': 0.722137327038532, 'gamma': 4.938967857557733, 'reg_alpha': 0.8422326871456103, 'reg_lambda': 1.9803023738972387}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,435] Trial 113 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 101, 'learning_rate': 0.28980477249780545, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.816567635304246, 'colsample_bytree': 0.7645066146168868, 'gamma': 1.9187696011236137, 'reg_alpha': 0.7873820290309823, 'reg_lambda': 1.9362828184674525}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,671] Trial 114 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 200, 'learning_rate': 0.2501153855950852, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7650260569697194, 'colsample_bytree': 0.7495935623666301, 'gamma': 1.2332870228454882, 'reg_alpha': 0.8670952764100325, 'reg_lambda': 1.8216096091621434}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,819] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.14486121236437635, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7839434623057799, 'colsample_bytree': 0.688560529638805, 'gamma': 1.059588099152966, 'reg_alpha': 0.836872586627281, 'reg_lambda': 2.3317957531758235}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:52,911] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.17808404933864772, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.831604171484995, 'colsample_bytree': 0.9286544338343838, 'gamma': 1.78268232258256, 'reg_alpha': 0.8083904732513576, 'reg_lambda': 2.2339697800433433}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,079] Trial 117 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.24191165370795126, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7539099985101447, 'colsample_bytree': 0.7020141039274325, 'gamma': 1.6210451440889728, 'reg_alpha': 0.9137325637271588, 'reg_lambda': 2.1012725700454404}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,256] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.2696429767750929, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8061700496832274, 'colsample_bytree': 0.6711210043589061, 'gamma': 1.324739660495367, 'reg_alpha': 0.8940160637198299, 'reg_lambda': 2.388472242871896}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,403] Trial 119 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.19916189992202069, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8418661704580604, 'colsample_bytree': 0.7431860002957026, 'gamma': 0.43238275262866815, 'reg_alpha': 0.15308796307528783, 'reg_lambda': 2.297463605972762}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,469] Trial 120 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 37, 'learning_rate': 0.15940217895874395, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8231212668510034, 'colsample_bytree': 0.904385699506722, 'gamma': 2.161100039860065, 'reg_alpha': 0.9503267362069477, 'reg_lambda': 2.1609190139865615}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,623] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.18887661526723373, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7301490924705906, 'colsample_bytree': 0.6970305139167882, 'gamma': 2.2032953500641757, 'reg_alpha': 0.9360670204291853, 'reg_lambda': 2.09953814623238}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,728] Trial 122 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 155, 'learning_rate': 0.03517347582853406, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7372305028967313, 'colsample_bytree': 0.716632260134985, 'gamma': 2.270714358027469, 'reg_alpha': 0.9825464917867662, 'reg_lambda': 2.035960602222334}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,827] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.18814123780810427, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7205321609756565, 'colsample_bytree': 0.7312301445886668, 'gamma': 0.8823188428304565, 'reg_alpha': 0.8639803689716756, 'reg_lambda': 2.2162417104500274}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:53,955] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.21339828315687476, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7479335101606778, 'colsample_bytree': 0.6961639480283849, 'gamma': 1.8980532320926953, 'reg_alpha': 0.8915003318388148, 'reg_lambda': 1.9967092041963306}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,060] Trial 125 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 177, 'learning_rate': 0.2070105745221788, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7465752169944938, 'colsample_bytree': 0.6766920394247584, 'gamma': 2.6965974114772577, 'reg_alpha': 0.8387475604272019, 'reg_lambda': 1.934704953149395}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,155] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.17436081833368977, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7909861936096431, 'colsample_bytree': 0.6906747199851776, 'gamma': 2.096344402063819, 'reg_alpha': 0.9277074618205693, 'reg_lambda': 1.9872084154987602}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,340] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.1239541443014132, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8558315605955322, 'colsample_bytree': 0.655958659894286, 'gamma': 2.4930413239304836, 'reg_alpha': 0.961171589737773, 'reg_lambda': 2.0786357520615932}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,512] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.2310204106544958, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8004895154256909, 'colsample_bytree': 0.7106581083825046, 'gamma': 1.8950032432143706, 'reg_alpha': 0.7800267870698083, 'reg_lambda': 2.266177067490682}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,619] Trial 129 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 196, 'learning_rate': 0.22204219944266565, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8163131686978002, 'colsample_bytree': 0.9803045626625029, 'gamma': 1.970803480155651, 'reg_alpha': 0.9038136121342397, 'reg_lambda': 2.274435856068361}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,754] Trial 130 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 186, 'learning_rate': 0.23700402301500212, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6945550595943769, 'colsample_bytree': 0.6992231024703375, 'gamma': 1.4568388802268184, 'reg_alpha': 0.8629802841143319, 'reg_lambda': 2.187031972191148}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,859] Trial 131 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.21148547593074474, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7089227794621331, 'colsample_bytree': 0.7140148637970387, 'gamma': 0.7144857734047161, 'reg_alpha': 0.7812618799478412, 'reg_lambda': 2.4393119874401292}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:54,984] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 165, 'learning_rate': 0.25698834442291674, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8090888667512465, 'colsample_bytree': 0.7076307189340484, 'gamma': 1.8782987454825668, 'reg_alpha': 0.8197334947469446, 'reg_lambda': 2.3630748145324723}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,174] Trial 133 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.2303808704036003, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8337773935455219, 'colsample_bytree': 0.7357301199324864, 'gamma': 1.6975547272704077, 'reg_alpha': 0.803194775217012, 'reg_lambda': 2.14088867384054}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,318] Trial 134 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 75, 'learning_rate': 0.05962454982979321, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.797377996185731, 'colsample_bytree': 0.7273468171549872, 'gamma': 2.335285213840624, 'reg_alpha': 0.8497976112349375, 'reg_lambda': 2.495129970830325}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,399] Trial 135 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 91, 'learning_rate': 0.18119500709563807, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6643486231213711, 'colsample_bytree': 0.8171580560544589, 'gamma': 0.946186703707955, 'reg_alpha': 0.8820847521854529, 'reg_lambda': 2.0205582245002947}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,533] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.19620182738102857, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.73007817889335, 'colsample_bytree': 0.805697613135482, 'gamma': 1.2002064083675725, 'reg_alpha': 0.7495135965310582, 'reg_lambda': 2.2301164813492385}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,598] Trial 137 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 52, 'learning_rate': 0.29874962279155826, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7790054601285894, 'colsample_bytree': 0.7230739188326037, 'gamma': 2.186494384508246, 'reg_alpha': 0.4586837921702169, 'reg_lambda': 2.087984193074296}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:55,816] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.06979912989194381, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8239592692505051, 'colsample_bytree': 0.6970294621879751, 'gamma': 0.5728766692186735, 'reg_alpha': 0.7636113301059217, 'reg_lambda': 2.5560319361770367}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,079] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.24586324342803517, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8029669440791658, 'colsample_bytree': 0.7086417323152093, 'gamma': 1.1057452811278716, 'reg_alpha': 0.9312309008599026, 'reg_lambda': 1.862796343998006}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,243] Trial 140 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 128, 'learning_rate': 0.2674411263823156, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8143759157202748, 'colsample_bytree': 0.6826678518645073, 'gamma': 0.8053124437723775, 'reg_alpha': 0.99975256653356, 'reg_lambda': 2.2638958395938675}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,337] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.26477219861365925, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8124378054390251, 'colsample_bytree': 0.6831318140413041, 'gamma': 0.7965096256641221, 'reg_alpha': 0.9709866826783929, 'reg_lambda': 2.2941230170064295}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,455] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.2640951828812036, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8115503116512813, 'colsample_bytree': 0.6870948330535989, 'gamma': 0.7534093717255492, 'reg_alpha': 0.988018541568318, 'reg_lambda': 2.3037038225328392}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,543] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.2684607735584951, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8135106334774808, 'colsample_bytree': 0.6671403711099694, 'gamma': 0.6892542351901053, 'reg_alpha': 0.99464620223791, 'reg_lambda': 2.266624499274092}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,778] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 129, 'learning_rate': 0.2619569863357916, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8285692166709938, 'colsample_bytree': 0.6614922217965215, 'gamma': 0.21029933960166525, 'reg_alpha': 0.9981666476486785, 'reg_lambda': 2.289503250876416}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,867] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.22914360140656168, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8004507902141418, 'colsample_bytree': 0.6763937172636596, 'gamma': 0.6406645850687142, 'reg_alpha': 0.9736710070858506, 'reg_lambda': 2.25471318817754}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:56,986] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.2286392794177303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.816811521964928, 'colsample_bytree': 0.676984625657124, 'gamma': 0.6481411468755153, 'reg_alpha': 0.9788387236605125, 'reg_lambda': 2.246239876038727}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,079] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 125, 'learning_rate': 0.2736098607019547, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8465563217866338, 'colsample_bytree': 0.6504910087161083, 'gamma': 0.44797862432489094, 'reg_alpha': 0.9689588311158032, 'reg_lambda': 2.3284713527752787}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,207] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 121, 'learning_rate': 0.21378098309869986, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.798968724275959, 'colsample_bytree': 0.6409722773023729, 'gamma': 0.8108328977041638, 'reg_alpha': 0.9507761629296085, 'reg_lambda': 2.185536748755721}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,296] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.24120211446511064, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8388355277448534, 'colsample_bytree': 0.6846072865059026, 'gamma': 0.7229599717512305, 'reg_alpha': 0.9908143284857154, 'reg_lambda': 2.262584766155615}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,420] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.21752788923579283, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8127187985468602, 'colsample_bytree': 0.6679593238090074, 'gamma': 0.573815857184346, 'reg_alpha': 0.9761786596434737, 'reg_lambda': 2.3924624291658443}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,583] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.25918116476682135, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8024424703018952, 'colsample_bytree': 0.6759195459858945, 'gamma': 0.7725840359457189, 'reg_alpha': 0.9975151255259086, 'reg_lambda': 2.19924847193819}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,716] Trial 152 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 124, 'learning_rate': 0.27044095741239615, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7839410596712107, 'colsample_bytree': 0.6783674759969168, 'gamma': 0.7192715990508257, 'reg_alpha': 0.9949664526628128, 'reg_lambda': 2.1920866067728104}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,812] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.24890124126819027, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7933046574022714, 'colsample_bytree': 0.6634029801175141, 'gamma': 0.8904102325003774, 'reg_alpha': 0.96227800794286, 'reg_lambda': 2.2996218353731925}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:57,931] Trial 154 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.2812690556909924, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8242294918315133, 'colsample_bytree': 0.6912865165261629, 'gamma': 0.4649372203237021, 'reg_alpha': 0.9428647118616023, 'reg_lambda': 2.148023147589093}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,017] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.2263653834342284, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8038192234195053, 'colsample_bytree': 0.6768581243180375, 'gamma': 0.6152422330211494, 'reg_alpha': 0.9735924068023544, 'reg_lambda': 2.3386273259558985}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,142] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.2034423140570381, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8206645675454635, 'colsample_bytree': 0.6416223240150183, 'gamma': 0.7579093593885584, 'reg_alpha': 0.9497824410288332, 'reg_lambda': 2.2061978182856743}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,340] Trial 157 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.2042434390973428, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8343676929436116, 'colsample_bytree': 0.624232941883137, 'gamma': 0.780360081437983, 'reg_alpha': 0.9987723043718337, 'reg_lambda': 2.2343773745115163}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,430] Trial 158 finished with value: 0.738095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.23396578159585812, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8201893608103503, 'colsample_bytree': 0.6402711706023165, 'gamma': 0.9506494346490624, 'reg_alpha': 0.9491217326603894, 'reg_lambda': 2.2593919208745277}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,559] Trial 159 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 135, 'learning_rate': 0.2610191785030575, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.741885017464789, 'colsample_bytree': 0.685516628749244, 'gamma': 0.3753810729918965, 'reg_alpha': 0.9206407802172536, 'reg_lambda': 2.187952653859379}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,651] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.25814850039536735, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7373192187842074, 'colsample_bytree': 0.6577532060744029, 'gamma': 0.290665371861917, 'reg_alpha': 0.9246292482884837, 'reg_lambda': 2.1645019589247654}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,780] Trial 161 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 136, 'learning_rate': 0.25688728389177384, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.724876301592733, 'colsample_bytree': 0.6648342687964711, 'gamma': 0.231317390506465, 'reg_alpha': 0.9313905357381891, 'reg_lambda': 2.1618923833915735}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:58,877] Trial 162 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 137, 'learning_rate': 0.26165848809117864, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7363784495545332, 'colsample_bytree': 0.6578159972854818, 'gamma': 0.1210112624102117, 'reg_alpha': 0.9230462423245579, 'reg_lambda': 2.1538350825513666}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,001] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.2841060975683286, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7173401903476766, 'colsample_bytree': 0.6699301138312433, 'gamma': 0.17428665258668835, 'reg_alpha': 0.9318607844616966, 'reg_lambda': 2.1839755747492697}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,147] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.25612763948705825, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7415408312043864, 'colsample_bytree': 0.6469019286424925, 'gamma': 0.3733290493512337, 'reg_alpha': 0.9546396813234607, 'reg_lambda': 2.116491913865406}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,334] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.27315271408460423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7305834185125964, 'colsample_bytree': 0.6857512458775773, 'gamma': 0.2253628216432288, 'reg_alpha': 0.9135047906474484, 'reg_lambda': 2.2988576865522443}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,477] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.19186738651873403, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7204987502647967, 'colsample_bytree': 0.615045320083603, 'gamma': 0.373803034605727, 'reg_alpha': 0.9991205069580321, 'reg_lambda': 2.2034512121876393}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,577] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.19649980968599745, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6990366864523425, 'colsample_bytree': 0.6144541449632832, 'gamma': 0.28426475219829994, 'reg_alpha': 0.9984143360709794, 'reg_lambda': 2.3707183566854755}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,711] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.24952106113414954, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.708392631914534, 'colsample_bytree': 0.6349938343213594, 'gamma': 0.05943039209602882, 'reg_alpha': 0.9754164415806827, 'reg_lambda': 2.1946568672865565}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:24:59,828] Trial 169 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 139, 'learning_rate': 0.2995312442383732, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7183855891039717, 'colsample_bytree': 0.6681018256179512, 'gamma': 0.3362767572964167, 'reg_alpha': 0.9412862258633254, 'reg_lambda': 2.321961153053396}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,137] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.26030711677210533, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6840329829396747, 'colsample_bytree': 0.6167679081974796, 'gamma': 3.658762744640498e-05, 'reg_alpha': 0.9607649249706856, 'reg_lambda': 2.1164494028740957}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,399] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.22084522467074605, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7246047571403742, 'colsample_bytree': 0.6947170725090368, 'gamma': 0.5011553378844807, 'reg_alpha': 0.9000389500574577, 'reg_lambda': 2.2074982942938823}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,512] Trial 172 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 135, 'learning_rate': 0.02477977022393629, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7482160678756384, 'colsample_bytree': 0.6603308276537929, 'gamma': 0.31446749489665793, 'reg_alpha': 0.9376749533528119, 'reg_lambda': 2.1553641244461135}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,629] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.2097476645271983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7269082001374725, 'colsample_bytree': 0.6857762517664949, 'gamma': 0.44226300573971633, 'reg_alpha': 0.9639464701247592, 'reg_lambda': 2.05684468902249}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,767] Trial 174 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 131, 'learning_rate': 0.23949351040204728, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7434635151221053, 'colsample_bytree': 0.6514221687095346, 'gamma': 0.730658951440198, 'reg_alpha': 0.28982005338414185, 'reg_lambda': 2.2406125412066293}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:00,954] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.18811068421205823, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8140446978570697, 'colsample_bytree': 0.6980710134677499, 'gamma': 0.5399006450017604, 'reg_alpha': 0.9113965176440377, 'reg_lambda': 2.1034120665981106}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,088] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.27347757501542885, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7581654793622424, 'colsample_bytree': 0.6831658119404852, 'gamma': 0.8432805165514419, 'reg_alpha': 0.980558100491673, 'reg_lambda': 2.3117820489190533}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,244] Trial 177 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.2131244772645422, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7111409841860075, 'colsample_bytree': 0.6439624608608018, 'gamma': 0.273511707116166, 'reg_alpha': 0.9485196588193738, 'reg_lambda': 2.1647972120010306}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,382] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.23968366973387886, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8112188491702435, 'colsample_bytree': 0.6048926870774772, 'gamma': 0.39416122216013355, 'reg_alpha': 0.9834550003056509, 'reg_lambda': 2.2853132746078675}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,471] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.28503200525964706, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8307309792977449, 'colsample_bytree': 0.7021014409573965, 'gamma': 0.6262619489667594, 'reg_alpha': 0.9232839513808722, 'reg_lambda': 2.219700274024873}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,703] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.2869857870717356, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8280625530248934, 'colsample_bytree': 0.6270695339701315, 'gamma': 0.6556605554029327, 'reg_alpha': 0.9229896079636736, 'reg_lambda': 2.399184163469085}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,847] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.25434372874380984, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7330828507732601, 'colsample_bytree': 0.7054631614214363, 'gamma': 0.5395308422854338, 'reg_alpha': 0.8950351306901716, 'reg_lambda': 2.2154875749443885}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:01,979] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.2653933058436415, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.837058166003989, 'colsample_bytree': 0.6915966143433411, 'gamma': 0.9292747303994093, 'reg_alpha': 0.07418968343467641, 'reg_lambda': 2.263774515875375}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,072] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.09017128699021719, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8216747999534206, 'colsample_bytree': 0.7023400666741786, 'gamma': 0.8009605730812264, 'reg_alpha': 0.9525625623272799, 'reg_lambda': 2.134299826818298}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,209] Trial 184 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.28351902611635377, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.852291532309204, 'colsample_bytree': 0.6731429181196219, 'gamma': 0.6309126191711665, 'reg_alpha': 0.997349749128335, 'reg_lambda': 2.2147241905531363}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,438] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.22864067596256232, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.829042658514063, 'colsample_bytree': 0.6609282231916809, 'gamma': 0.7607197151955644, 'reg_alpha': 0.93149410422318, 'reg_lambda': 2.3446915500398857}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,532] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.2030920819975069, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8092319498101159, 'colsample_bytree': 0.682130023333617, 'gamma': 0.12042271996207975, 'reg_alpha': 0.8862610619735442, 'reg_lambda': 2.061682373097909}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,647] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.2996593027733759, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7408145831131671, 'colsample_bytree': 0.7135344182354577, 'gamma': 0.45384386310947933, 'reg_alpha': 0.9709723620595153, 'reg_lambda': 2.173437724070241}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,783] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.25147677529608947, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8180948933113099, 'colsample_bytree': 0.6685428368501801, 'gamma': 1.016425311240843, 'reg_alpha': 0.9164308192278525, 'reg_lambda': 2.2988405534995113}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,908] Trial 189 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 118, 'learning_rate': 0.186196680634273, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7235002080375735, 'colsample_bytree': 0.6914110809702773, 'gamma': 0.5535820366881714, 'reg_alpha': 0.9572947574277297, 'reg_lambda': 2.1056250892612436}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:02,995] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 130, 'learning_rate': 0.23893356430786697, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7534428455990814, 'colsample_bytree': 0.6989609653415981, 'gamma': 2.104780685134393, 'reg_alpha': 0.9015971739519868, 'reg_lambda': 2.2501325974400888}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,294] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.2232778325789721, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7973127773354709, 'colsample_bytree': 0.6767948891200504, 'gamma': 0.6321085137445562, 'reg_alpha': 0.9772535591996222, 'reg_lambda': 2.25455146192794}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,398] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 123, 'learning_rate': 0.26660965096821515, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.790516010134113, 'colsample_bytree': 0.6791283541189701, 'gamma': 0.6840762641100802, 'reg_alpha': 0.9830970484005191, 'reg_lambda': 2.2131443136605586}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,514] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 85, 'learning_rate': 0.2299392782736093, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8091224217516068, 'colsample_bytree': 0.654598456081589, 'gamma': 0.9342805515263866, 'reg_alpha': 0.9373494574327114, 'reg_lambda': 2.366033964678942}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,645] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.21569291688293654, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8013518062475747, 'colsample_bytree': 0.6671527216708639, 'gamma': 0.8468517192149904, 'reg_alpha': 0.9664907905469998, 'reg_lambda': 2.1499857183055258}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,733] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 137, 'learning_rate': 0.19558867962528045, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8176490524052461, 'colsample_bytree': 0.6890456974234139, 'gamma': 0.8584867408807388, 'reg_alpha': 0.9963345671566817, 'reg_lambda': 2.144505107924232}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,852] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.21469023958510194, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.827991417994808, 'colsample_bytree': 0.6636043454171122, 'gamma': 1.0522800083007882, 'reg_alpha': 0.9543389063474549, 'reg_lambda': 2.180586379505701}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:03,971] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.24654320178076358, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8029636862366205, 'colsample_bytree': 0.7073237156414061, 'gamma': 0.7874598436408946, 'reg_alpha': 0.8779677357518959, 'reg_lambda': 2.0316978604890146}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:04,186] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 170, 'learning_rate': 0.2679348167336241, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8399784872467071, 'colsample_bytree': 0.6670775907926857, 'gamma': 0.3514475363159365, 'reg_alpha': 0.921662634558912, 'reg_lambda': 2.084286334857337}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:04,293] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.2801270487761669, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7354553390060616, 'colsample_bytree': 0.6549628705270945, 'gamma': 0.8947413146525293, 'reg_alpha': 0.9648320903879253, 'reg_lambda': 2.2978222040422747}. Best is trial 62 with value: 0.7857142857142857.
[I 2025-11-03 19:25:04,296] A new study created in memory with name: no-name-1cbdc47e-7a80-41f9-bc13-ef08647911c5
[I 2025-11-03 19:25:04,596] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 152, 'learning_rate': 0.060528343784327934, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.656378112488707, 'colsample_bytree': 0.7048088162708235, 'gamma': 0.7701176170924384, 'reg_alpha': 0.0662316691066297, 'reg_lambda': 0.8590878863560348}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:04,726] Trial 1 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.010834118594553873, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9869887085985173, 'colsample_bytree': 0.7688143654808723, 'gamma': 3.681774367440549, 'reg_alpha': 0.5359777116730258, 'reg_lambda': 2.3640234439691}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:04,817] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.016947547241283573, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7758853402360635, 'colsample_bytree': 0.8057838169042354, 'gamma': 3.517102234631993, 'reg_alpha': 0.34468466780823903, 'reg_lambda': 1.75599333836413}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:04,986] Trial 3 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.09356918150544295, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8077732936735519, 'colsample_bytree': 0.6157719027680092, 'gamma': 0.13962162776673726, 'reg_alpha': 0.26455689183473763, 'reg_lambda': 2.991285395402784}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,092] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.06512295774398894, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.8942721902605104, 'colsample_bytree': 0.9739505785124662, 'gamma': 3.0905049660590986, 'reg_alpha': 0.5818255249931286, 'reg_lambda': 0.8332360215465402}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,135] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.12905444700982308, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.8997006825230502, 'colsample_bytree': 0.8333771088363651, 'gamma': 4.930952930432565, 'reg_alpha': 0.2462186624213546, 'reg_lambda': 2.914876564977637}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,314] Trial 6 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.04586454024154115, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.690303308321333, 'colsample_bytree': 0.7085153377993437, 'gamma': 4.438385322255631, 'reg_alpha': 0.3666634828859857, 'reg_lambda': 2.2843718862749958}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,444] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 133, 'learning_rate': 0.2670078471657084, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.743659614246764, 'colsample_bytree': 0.7122263092663863, 'gamma': 3.4088319717368343, 'reg_alpha': 0.22582849403834837, 'reg_lambda': 1.9443124332809123}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,619] Trial 8 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 216, 'learning_rate': 0.2590166212346978, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9957312779275034, 'colsample_bytree': 0.6166174120461866, 'gamma': 4.83670560988031, 'reg_alpha': 0.6622798576649267, 'reg_lambda': 2.1953754214235124}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,696] Trial 9 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.15543096764106734, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6116597969252148, 'colsample_bytree': 0.7261083905424727, 'gamma': 0.5632124961374246, 'reg_alpha': 0.964582815111001, 'reg_lambda': 2.1541663733018312}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:25:05,862] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.039388776526634646, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6390895430965567, 'colsample_bytree': 0.8978018479781571, 'gamma': 1.525379979480157, 'reg_alpha': 0.03078347789905833, 'reg_lambda': 0.6514511353012786}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,042] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.03316376767242759, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6331445174616326, 'colsample_bytree': 0.9062615756759944, 'gamma': 1.3888476452530947, 'reg_alpha': 0.01159634181845795, 'reg_lambda': 0.5480379018262114}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,174] Trial 12 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 78, 'learning_rate': 0.02831250291719509, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6022712484846063, 'colsample_bytree': 0.9177857364846818, 'gamma': 1.5837136425257097, 'reg_alpha': 0.0025468645697194515, 'reg_lambda': 0.5199382292835798}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,259] Trial 13 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 79, 'learning_rate': 0.02195284587803269, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6976231154327088, 'colsample_bytree': 0.9109542777350305, 'gamma': 1.960665856814585, 'reg_alpha': 0.0918449879605069, 'reg_lambda': 1.3077023812208304}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,440] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 28, 'learning_rate': 0.027314031666611217, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6149422927936049, 'colsample_bytree': 0.9918633106589263, 'gamma': 2.1016280912854537, 'reg_alpha': 0.8214853647682423, 'reg_lambda': 1.3152004894245075}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,583] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 103, 'learning_rate': 0.01415246610894374, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.699894256802783, 'colsample_bytree': 0.8873794801803709, 'gamma': 1.3530318690621252, 'reg_alpha': 0.11875907979272739, 'reg_lambda': 0.5587496237240219}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:06,950] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.039415797889345024, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8405433132556198, 'colsample_bytree': 0.8531296521679081, 'gamma': 2.6433860934696916, 'reg_alpha': 0.41832249080551787, 'reg_lambda': 1.2403111619145348}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,061] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.026018099248856036, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.600120414748373, 'colsample_bytree': 0.9494430428841637, 'gamma': 1.5228224574086193, 'reg_alpha': 0.17391621529124704, 'reg_lambda': 0.9436690843605793}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,142] Trial 18 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 58, 'learning_rate': 0.07840155315130051, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6646828902841061, 'colsample_bytree': 0.9331992798528135, 'gamma': 2.4258251824467507, 'reg_alpha': 0.024578377984019795, 'reg_lambda': 1.037129061402226}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,253] Trial 19 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 103, 'learning_rate': 0.020035603152580416, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7456940321874042, 'colsample_bytree': 0.8724212870875477, 'gamma': 0.9226574938437848, 'reg_alpha': 0.6960167041089789, 'reg_lambda': 1.5377252622690876}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,427] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.04546702223441197, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7264320624813424, 'colsample_bytree': 0.8156365880806116, 'gamma': 1.9073688901287422, 'reg_alpha': 0.4530698395306926, 'reg_lambda': 0.5260659951550014}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,690] Trial 21 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 43, 'learning_rate': 0.04591585352496402, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6555167984762741, 'colsample_bytree': 0.814846443091739, 'gamma': 1.9541558859633676, 'reg_alpha': 0.46890991920982966, 'reg_lambda': 0.5087406330900821}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,800] Trial 22 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 43, 'learning_rate': 0.03156124041251714, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.724323707775891, 'colsample_bytree': 0.7592457197474841, 'gamma': 1.6443687365633446, 'reg_alpha': 0.16265616938077987, 'reg_lambda': 0.753194186309255}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,917] Trial 23 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 90, 'learning_rate': 0.05312711984529466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6450143211795617, 'colsample_bytree': 0.8600965784549198, 'gamma': 1.0447889884526689, 'reg_alpha': 0.32840896601629177, 'reg_lambda': 1.0977993064720617}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:07,989] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 66, 'learning_rate': 0.03638439307031001, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6878935741979837, 'colsample_bytree': 0.9426404282424551, 'gamma': 2.587753217353666, 'reg_alpha': 0.8282726901091472, 'reg_lambda': 0.6666168311809146}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,123] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 57, 'learning_rate': 0.09198563214499121, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7784178251343337, 'colsample_bytree': 0.9697611075230155, 'gamma': 2.7804565353500346, 'reg_alpha': 0.9525247407419641, 'reg_lambda': 0.7651868863170015}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,206] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.038996884957878376, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7208863686675203, 'colsample_bytree': 0.8366835157964321, 'gamma': 2.210528023816081, 'reg_alpha': 0.8602527037786663, 'reg_lambda': 0.7124979225681225}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,377] Trial 27 finished with value: 0.699404761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.07318769705605509, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6837994662741939, 'colsample_bytree': 0.8832214766118736, 'gamma': 2.9219001190921183, 'reg_alpha': 0.7813428320100468, 'reg_lambda': 1.1648328755406567}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,482] Trial 28 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.05143411950765977, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8229759295547112, 'colsample_bytree': 0.7710860635564428, 'gamma': 3.8525621988520813, 'reg_alpha': 0.6075189558313939, 'reg_lambda': 1.4183320819891003}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,548] Trial 29 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.11531584526432977, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6659806858184087, 'colsample_bytree': 0.6505354339128442, 'gamma': 0.5584580055714148, 'reg_alpha': 0.7539053652842231, 'reg_lambda': 0.994288462479888}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,686] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.061986046186706424, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7374033153169814, 'colsample_bytree': 0.9384163495511035, 'gamma': 2.4544373663650063, 'reg_alpha': 0.46333367387422925, 'reg_lambda': 1.5502807198479975}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,816] Trial 31 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 172, 'learning_rate': 0.0606069750575828, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7597971816085757, 'colsample_bytree': 0.9464160892735449, 'gamma': 2.457402549380687, 'reg_alpha': 0.49287966741956674, 'reg_lambda': 2.63523742713649}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:08,950] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.041753817711790535, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7179380173756357, 'colsample_bytree': 0.9962442472348778, 'gamma': 3.140555335900209, 'reg_alpha': 0.41676400022950827, 'reg_lambda': 1.5711621063616081}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,141] Trial 33 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 161, 'learning_rate': 0.04599361958061142, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7291403935082789, 'colsample_bytree': 0.9913766686886839, 'gamma': 4.039272736282633, 'reg_alpha': 0.4292051760131357, 'reg_lambda': 1.601468329555049}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,246] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.05969215492009286, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7840427575924253, 'colsample_bytree': 0.9660600902013584, 'gamma': 3.445491927141453, 'reg_alpha': 0.5786982088349921, 'reg_lambda': 1.7846780256304589}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,370] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.07705486458962822, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8454469102596716, 'colsample_bytree': 0.7873677695257413, 'gamma': 3.214556266733869, 'reg_alpha': 0.36467296390923903, 'reg_lambda': 1.878478652425073}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,494] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.08881793557361967, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8555222009763502, 'colsample_bytree': 0.7865469269086733, 'gamma': 3.205987860967362, 'reg_alpha': 0.3544821000064455, 'reg_lambda': 1.8859311852684397}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,733] Trial 37 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.11278577876709586, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.926798163684354, 'colsample_bytree': 0.9011290030981696, 'gamma': 3.1497248615146765, 'reg_alpha': 0.2959742776455535, 'reg_lambda': 2.0198256373567087}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,836] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.010854921982912743, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.872600509603998, 'colsample_bytree': 0.9984110277842101, 'gamma': 4.2540815149779325, 'reg_alpha': 0.39343304841322485, 'reg_lambda': 1.5800524271248626}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:09,926] Trial 39 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 139, 'learning_rate': 0.16208308168619678, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8060473434123971, 'colsample_bytree': 0.7873814821532504, 'gamma': 3.5790542929089657, 'reg_alpha': 0.5058735187486461, 'reg_lambda': 2.6092633008067825}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,150] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.0736571949159675, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9099168467383467, 'colsample_bytree': 0.928119624640136, 'gamma': 3.0613222881031286, 'reg_alpha': 0.19905410300014273, 'reg_lambda': 1.7428883690222308}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,390] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.07505759115768727, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9525982574119101, 'colsample_bytree': 0.7459032204674726, 'gamma': 3.2224195142444314, 'reg_alpha': 0.2650430347981013, 'reg_lambda': 1.687901906003601}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,506] Trial 42 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 195, 'learning_rate': 0.0694776145337938, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9563197366899325, 'colsample_bytree': 0.9279449485713243, 'gamma': 2.8591494472540053, 'reg_alpha': 0.15249058534627336, 'reg_lambda': 2.029210660260238}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,758] Trial 43 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.06396476456961095, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9679122147914782, 'colsample_bytree': 0.9643766939474255, 'gamma': 2.3695502067134786, 'reg_alpha': 0.06557850945968846, 'reg_lambda': 2.0716892148170247}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:10,917] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.14800079419133294, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8804456363007981, 'colsample_bytree': 0.6771705586972904, 'gamma': 2.839615984882235, 'reg_alpha': 0.5591453715457747, 'reg_lambda': 1.8878078579595592}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,038] Trial 45 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.10807854540625865, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7629505526208586, 'colsample_bytree': 0.8953061314055145, 'gamma': 3.853188129389939, 'reg_alpha': 0.11268977221414235, 'reg_lambda': 2.2956533132686037}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,188] Trial 46 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 160, 'learning_rate': 0.0537215471973591, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9361993082086677, 'colsample_bytree': 0.9197546539507033, 'gamma': 3.73007479345051, 'reg_alpha': 0.3070323758372341, 'reg_lambda': 2.4373321605757754}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,313] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 215, 'learning_rate': 0.08207523829652422, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8355722437297207, 'colsample_bytree': 0.9811404553078156, 'gamma': 2.7069627997623362, 'reg_alpha': 0.059674182257119734, 'reg_lambda': 1.4291270046465145}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,601] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.022971913391716864, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.792664189036718, 'colsample_bytree': 0.9502188563758419, 'gamma': 0.23540264122321775, 'reg_alpha': 0.2275486471163364, 'reg_lambda': 2.136873868789058}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,743] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.21988148736350147, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6257528898070097, 'colsample_bytree': 0.8445307684952835, 'gamma': 4.603536387344346, 'reg_alpha': 0.387226456596688, 'reg_lambda': 1.9688156770693341}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:11,886] Trial 50 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.032521606122533915, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9751318840101665, 'colsample_bytree': 0.8630712455234364, 'gamma': 2.995609429361026, 'reg_alpha': 0.14044151201043215, 'reg_lambda': 1.8473557891145627}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,040] Trial 51 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 201, 'learning_rate': 0.07046841707078097, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8941011517377505, 'colsample_bytree': 0.9257952196249492, 'gamma': 3.335958436076466, 'reg_alpha': 0.1871663395723122, 'reg_lambda': 1.687836775084008}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,140] Trial 52 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.0665637983254403, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9062451016676819, 'colsample_bytree': 0.9365872300490151, 'gamma': 2.9254092554973328, 'reg_alpha': 0.2675667035608537, 'reg_lambda': 1.4783726660042207}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,396] Trial 53 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.10272058579481531, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9187715325173421, 'colsample_bytree': 0.8780766425530038, 'gamma': 2.226350758993704, 'reg_alpha': 0.22188947931554523, 'reg_lambda': 1.707569064612844}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,540] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.04200736069926831, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9548006594309553, 'colsample_bytree': 0.9606549824901964, 'gamma': 3.5047975915011955, 'reg_alpha': 0.5341401917203716, 'reg_lambda': 1.7933521112682707}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,704] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.058079038765453235, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8161301885214509, 'colsample_bytree': 0.9186790382887957, 'gamma': 1.7953594407586673, 'reg_alpha': 0.08253765605625496, 'reg_lambda': 1.3418660519765098}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,820] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.08172513050749074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9930748471284845, 'colsample_bytree': 0.904862047093266, 'gamma': 3.045337834015307, 'reg_alpha': 0.3344097715280443, 'reg_lambda': 2.413406634680163}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:12,984] Trial 57 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.047946456176127715, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.862810210243942, 'colsample_bytree': 0.8261880185924286, 'gamma': 1.1462822077825192, 'reg_alpha': 0.2053843187008862, 'reg_lambda': 2.2245203534597584}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 19:25:13,122] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.1376092453142105, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7429134431601035, 'colsample_bytree': 0.9809601997950173, 'gamma': 3.324834780280172, 'reg_alpha': 0.15426286898987082, 'reg_lambda': 2.0535062470350534}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,303] Trial 59 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 120, 'learning_rate': 0.2000389216419056, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7516328697810182, 'colsample_bytree': 0.9822002461698363, 'gamma': 3.2976281332463646, 'reg_alpha': 0.024753311581634574, 'reg_lambda': 2.0835921501265426}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,411] Trial 60 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 114, 'learning_rate': 0.12386389596528588, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7067002234874664, 'colsample_bytree': 0.9797085585656402, 'gamma': 2.596498957304357, 'reg_alpha': 0.13437136459859178, 'reg_lambda': 2.537931144129307}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,543] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.0366884172701914, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.709337135877628, 'colsample_bytree': 0.9558815911925719, 'gamma': 3.0898732953211394, 'reg_alpha': 0.15391007968386133, 'reg_lambda': 1.9575265457495044}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,672] Trial 62 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 131, 'learning_rate': 0.03556118559269209, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7101127925297268, 'colsample_bytree': 0.9525013164320593, 'gamma': 3.629992022702231, 'reg_alpha': 0.04372896452790204, 'reg_lambda': 2.2723896913887685}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,767] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 152, 'learning_rate': 0.042676962999595974, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.680300647337433, 'colsample_bytree': 0.9999755158216548, 'gamma': 2.8351282993514997, 'reg_alpha': 0.6236594175547903, 'reg_lambda': 2.0212007946486272}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:13,929] Trial 64 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 166, 'learning_rate': 0.028801002965771608, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7364391332736397, 'colsample_bytree': 0.9606960735509931, 'gamma': 3.417000611067919, 'reg_alpha': 0.1568462058961105, 'reg_lambda': 1.9428412582983066}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,017] Trial 65 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 108, 'learning_rate': 0.02449838380003972, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6722033713527025, 'colsample_bytree': 0.937963737673397, 'gamma': 4.089254732875155, 'reg_alpha': 0.099717143125549, 'reg_lambda': 2.160838324825896}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,316] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 148, 'learning_rate': 0.05100594044918021, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7668417758064356, 'colsample_bytree': 0.9763006554626867, 'gamma': 2.151487769272308, 'reg_alpha': 0.4233224669317688, 'reg_lambda': 2.8076207828137054}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,438] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 134, 'learning_rate': 0.036556866471868836, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6501503590912207, 'colsample_bytree': 0.7235317237479695, 'gamma': 2.6914485096576675, 'reg_alpha': 0.4604747980269721, 'reg_lambda': 0.872234454236115}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,647] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.04022432829238999, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7138235690583198, 'colsample_bytree': 0.9890019758048534, 'gamma': 2.351840276093593, 'reg_alpha': 0.3853986967441809, 'reg_lambda': 1.6457949423096647}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,731] Trial 69 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.09668396239896045, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7400949957242767, 'colsample_bytree': 0.7997838064336622, 'gamma': 3.767013427238811, 'reg_alpha': 0.0005931704629458037, 'reg_lambda': 1.1651970394552564}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:14,852] Trial 70 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 142, 'learning_rate': 0.019343822864760156, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6975185794494546, 'colsample_bytree': 0.9539168472022804, 'gamma': 3.1884201133953347, 'reg_alpha': 0.24952250748915603, 'reg_lambda': 1.8478031426860888}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:15,067] Trial 71 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 202, 'learning_rate': 0.06802233602293095, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7957053542814422, 'colsample_bytree': 0.9348096333113197, 'gamma': 3.0330493181110194, 'reg_alpha': 0.18727298237513365, 'reg_lambda': 1.7730586552354017}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:15,213] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 182, 'learning_rate': 0.030386762294349598, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7761862289368767, 'colsample_bytree': 0.9302729695881858, 'gamma': 3.091811581123172, 'reg_alpha': 0.31088784512219947, 'reg_lambda': 1.5149521539933826}. Best is trial 58 with value: 0.7202380952380952.
[I 2025-11-03 19:25:15,372] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.058236404264898206, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6418142483933176, 'colsample_bytree': 0.9700832266076048, 'gamma': 2.543354943607063, 'reg_alpha': 0.129105268374748, 'reg_lambda': 1.9451716026815353}. Best is trial 73 with value: 0.7261904761904762.
[I 2025-11-03 19:25:15,488] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.05701393022370498, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6298736461545837, 'colsample_bytree': 0.9719394407645251, 'gamma': 1.3786674935281777, 'reg_alpha': 0.12287307818001711, 'reg_lambda': 1.9640452323049642}. Best is trial 73 with value: 0.7261904761904762.
[I 2025-11-03 19:25:15,685] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.04786828486615781, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6344599901926803, 'colsample_bytree': 0.9706596329029219, 'gamma': 1.548279635966513, 'reg_alpha': 0.08888757009048012, 'reg_lambda': 1.916817328900161}. Best is trial 73 with value: 0.7261904761904762.
[I 2025-11-03 19:25:15,939] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.06066111576064216, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6159991980746439, 'colsample_bytree': 0.9892464811447829, 'gamma': 1.3799190606788456, 'reg_alpha': 0.11969703262239562, 'reg_lambda': 2.0962842258704057}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,069] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.2868390957559069, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6208187038632427, 'colsample_bytree': 0.9885250235817188, 'gamma': 1.2215734570852748, 'reg_alpha': 0.04388214612124914, 'reg_lambda': 2.1245494299522574}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,198] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.1405226217580387, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6123773512424101, 'colsample_bytree': 0.9959289292182538, 'gamma': 0.7065211830622395, 'reg_alpha': 0.5257566152114271, 'reg_lambda': 2.223980265056337}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,309] Trial 79 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 186, 'learning_rate': 0.05195133228685851, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6371910518698852, 'colsample_bytree': 0.6034523509537779, 'gamma': 1.7184425269826185, 'reg_alpha': 0.4937401448820675, 'reg_lambda': 2.3087588853513443}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,451] Trial 80 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 176, 'learning_rate': 0.0622166996281957, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6647081416011019, 'colsample_bytree': 0.956581390884091, 'gamma': 2.02355337417034, 'reg_alpha': 0.4478565332482547, 'reg_lambda': 1.8269305240649865}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,705] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 165, 'learning_rate': 0.05586362229745169, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6441256072680096, 'colsample_bytree': 0.9700401035991005, 'gamma': 1.4003288337128172, 'reg_alpha': 0.11242219441994107, 'reg_lambda': 1.9906031252866547}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,882] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.03668239077997891, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6001369933249802, 'colsample_bytree': 0.9828968201214904, 'gamma': 1.3087067343320937, 'reg_alpha': 0.11753225986531662, 'reg_lambda': 1.899012531778491}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:16,990] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.04380629489706054, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6586699047223775, 'colsample_bytree': 0.9466067512629122, 'gamma': 0.9106000665149214, 'reg_alpha': 0.1675186794043745, 'reg_lambda': 2.066567450043497}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,117] Trial 84 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 125, 'learning_rate': 0.03421973627482423, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6575855249521753, 'colsample_bytree': 0.9418507355199369, 'gamma': 0.3575414409293636, 'reg_alpha': 0.16232191826614162, 'reg_lambda': 2.067299264422161}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,294] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.043673004976963956, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6785331504637813, 'colsample_bytree': 0.9122134234688348, 'gamma': 0.8631041825674576, 'reg_alpha': 0.279966069717524, 'reg_lambda': 1.58493276467783}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,383] Trial 86 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.04420703299353377, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.677960932239698, 'colsample_bytree': 0.8966513219741984, 'gamma': 0.7620618595302653, 'reg_alpha': 0.28395170132384884, 'reg_lambda': 1.3759661605055271}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,515] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.04974261364371384, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6933762552688826, 'colsample_bytree': 0.9131849979336824, 'gamma': 0.9790366106296959, 'reg_alpha': 0.23160962541974894, 'reg_lambda': 1.5893286362308188}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,742] Trial 88 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 75, 'learning_rate': 0.03987061074593898, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6553640598153128, 'colsample_bytree': 0.7743052686974633, 'gamma': 0.5852520789490244, 'reg_alpha': 0.3664388698824598, 'reg_lambda': 0.6001099742326287}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,859] Trial 89 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 72, 'learning_rate': 0.039256813939183594, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6582590502790538, 'colsample_bytree': 0.7522863462896905, 'gamma': 0.4811247979744076, 'reg_alpha': 0.325345346855787, 'reg_lambda': 0.6600207573556524}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:17,981] Trial 90 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 84, 'learning_rate': 0.026097821497200732, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6414045922458109, 'colsample_bytree': 0.7661695634449976, 'gamma': 0.8446893980290896, 'reg_alpha': 0.41166890961998337, 'reg_lambda': 0.622072997377511}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,050] Trial 91 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 51, 'learning_rate': 0.04436481802260382, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.622365760249249, 'colsample_bytree': 0.7865931316235107, 'gamma': 0.641464170646797, 'reg_alpha': 0.35574630752337494, 'reg_lambda': 0.5847036683232982}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,153] Trial 92 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 70, 'learning_rate': 0.06275102794315386, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6709133092269992, 'colsample_bytree': 0.7359231689338134, 'gamma': 1.0472058346061837, 'reg_alpha': 0.3725068312219387, 'reg_lambda': 0.8647893995237428}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,290] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 137, 'learning_rate': 0.04070679593881066, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.651941850911319, 'colsample_bytree': 0.8024877874002113, 'gamma': 0.8613296817649813, 'reg_alpha': 0.4046740556544168, 'reg_lambda': 1.2565824982629983}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,495] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.030813697049278256, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.6834466276034704, 'colsample_bytree': 0.7776427308083466, 'gamma': 0.0026289655950610946, 'reg_alpha': 0.4402196456599024, 'reg_lambda': 0.7755938846351844}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,823] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.17155968008341074, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7180230918553759, 'colsample_bytree': 0.8854329567451742, 'gamma': 0.3427287021580845, 'reg_alpha': 0.4696811752254991, 'reg_lambda': 1.4814721187371949}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:18,925] Trial 96 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 128, 'learning_rate': 0.23879779795870323, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7262469940916039, 'colsample_bytree': 0.9080489778726782, 'gamma': 0.3370733586836825, 'reg_alpha': 0.47353115950054303, 'reg_lambda': 1.493325044604732}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,050] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.18433663317354718, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7546526263369004, 'colsample_bytree': 0.8742910321451768, 'gamma': 0.552830425477961, 'reg_alpha': 0.07019330607672242, 'reg_lambda': 1.4423072032406141}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,170] Trial 98 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.16384392239584752, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7186145687360648, 'colsample_bytree': 0.8884794569125194, 'gamma': 0.4338790089240347, 'reg_alpha': 0.041034784700035846, 'reg_lambda': 1.6384537110017228}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,226] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.04627652393103545, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6126288490805382, 'colsample_bytree': 0.9453553740356486, 'gamma': 0.22396445055248426, 'reg_alpha': 0.18530278164951944, 'reg_lambda': 1.5452250985021274}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,373] Trial 100 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 20, 'learning_rate': 0.1709401581091387, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6084990877654668, 'colsample_bytree': 0.9459243816956024, 'gamma': 0.13926189416129783, 'reg_alpha': 0.1769298275426533, 'reg_lambda': 1.7382763783686181}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,478] Trial 101 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 28, 'learning_rate': 0.04612461899706603, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6193276015158576, 'colsample_bytree': 0.9194463327975881, 'gamma': 0.20678567042098855, 'reg_alpha': 0.21925198043167254, 'reg_lambda': 1.5364572566933916}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,584] Trial 102 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 36, 'learning_rate': 0.03370787634846056, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6084593378125159, 'colsample_bytree': 0.9652465193730265, 'gamma': 0.01710506998917896, 'reg_alpha': 0.27429905500789054, 'reg_lambda': 1.6302751940855449}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,751] Trial 103 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.054238108636186014, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7326377623195739, 'colsample_bytree': 0.9883568742254019, 'gamma': 0.6851832952817716, 'reg_alpha': 0.47502027531351565, 'reg_lambda': 1.564246255422058}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:19,907] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.04232291460313416, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7039304101188594, 'colsample_bytree': 0.9472068543250157, 'gamma': 1.0160695614991477, 'reg_alpha': 0.13623098475809983, 'reg_lambda': 1.3714083984035426}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,028] Trial 105 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.1382483897204852, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6306057847859508, 'colsample_bytree': 0.8906876069785128, 'gamma': 1.1540258532815195, 'reg_alpha': 0.5097183811487915, 'reg_lambda': 1.2988662269367275}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,233] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.049223894208264195, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6471035955763882, 'colsample_bytree': 0.977083845076114, 'gamma': 0.5935934286909319, 'reg_alpha': 0.08645389279895593, 'reg_lambda': 1.6742350342021248}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,378] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.04969784505282963, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6408980836232862, 'colsample_bytree': 0.9243868675003527, 'gamma': 0.8485999238220355, 'reg_alpha': 0.0938021591973616, 'reg_lambda': 1.6764651389461385}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,527] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.049878055413609144, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6436566893312248, 'colsample_bytree': 0.8639850780395434, 'gamma': 0.6064732778484931, 'reg_alpha': 0.08182527656358748, 'reg_lambda': 1.0850552590250537}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,672] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.04904726377587105, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6591294659186063, 'colsample_bytree': 0.8593458939183424, 'gamma': 0.6107373233570501, 'reg_alpha': 0.2038502906496047, 'reg_lambda': 1.6821623748412344}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,789] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 177, 'learning_rate': 0.05680081016452982, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6503288029082572, 'colsample_bytree': 0.8610062755642107, 'gamma': 0.5976590012106421, 'reg_alpha': 0.18290290408851098, 'reg_lambda': 1.1546230476877473}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:20,976] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.049148583328586966, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6631612190483472, 'colsample_bytree': 0.8493712584872622, 'gamma': 0.4598468757909747, 'reg_alpha': 0.24416623088556177, 'reg_lambda': 1.6882197289697627}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,159] Trial 112 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.03847929098595745, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6723017441950097, 'colsample_bytree': 0.8451174519915486, 'gamma': 0.3591724602137041, 'reg_alpha': 0.2461520977222717, 'reg_lambda': 1.811736724140066}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,318] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.04770551645586588, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6602879222439914, 'colsample_bytree': 0.8492849489151397, 'gamma': 0.4782778391275997, 'reg_alpha': 0.20227160547319692, 'reg_lambda': 1.6967148131300327}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,478] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.04745179953888659, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6613664982337984, 'colsample_bytree': 0.8254541574133015, 'gamma': 0.5625357261240739, 'reg_alpha': 0.19901338493123974, 'reg_lambda': 1.7369500049865023}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,665] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.052140133404177884, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6562354745681019, 'colsample_bytree': 0.8399479696481322, 'gamma': 0.5107958049644992, 'reg_alpha': 0.20580378777265168, 'reg_lambda': 1.7073907560220665}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:21,789] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.04842909312654257, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6599422285589743, 'colsample_bytree': 0.824275740266255, 'gamma': 0.4852798887902833, 'reg_alpha': 0.201000668827663, 'reg_lambda': 1.709595312418131}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,114] Trial 117 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 187, 'learning_rate': 0.05334984474232377, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6476120912529235, 'colsample_bytree': 0.8363047942226923, 'gamma': 0.21383989200122944, 'reg_alpha': 0.21396431649045666, 'reg_lambda': 1.7512582318196157}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,231] Trial 118 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.06094425306326965, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6659869131753837, 'colsample_bytree': 0.8494987955160441, 'gamma': 0.7500294361276875, 'reg_alpha': 0.252762610440126, 'reg_lambda': 0.9602701236109604}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,379] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.05744497765750353, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6659311598764902, 'colsample_bytree': 0.850788182441288, 'gamma': 0.728355705383988, 'reg_alpha': 0.2506976095919731, 'reg_lambda': 0.9557738018142995}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,537] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.06154703781098994, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6283068481238001, 'colsample_bytree': 0.8125895467363509, 'gamma': 0.7266644204781529, 'reg_alpha': 0.25211060735956536, 'reg_lambda': 0.9820392762647839}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:22,725] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.06587523381304018, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6665280333947656, 'colsample_bytree': 0.849826290684914, 'gamma': 0.6364543533093104, 'reg_alpha': 0.17905372436179623, 'reg_lambda': 0.9225977919184734}. Best is trial 76 with value: 0.75.
[I 2025-11-03 19:25:23,045] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.046536051601223725, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6884604333939607, 'colsample_bytree': 0.8647774451408443, 'gamma': 0.4468423532594889, 'reg_alpha': 0.235635088500713, 'reg_lambda': 1.0786512535754182}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,232] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.057195213940907166, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6885265654289777, 'colsample_bytree': 0.8273267154325495, 'gamma': 0.3912448424550409, 'reg_alpha': 0.23407481304782157, 'reg_lambda': 1.0589011987745802}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,426] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.05762764489071487, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6733851845946994, 'colsample_bytree': 0.8298322164717364, 'gamma': 0.6219250420529853, 'reg_alpha': 0.3027301386082925, 'reg_lambda': 1.1062266876527227}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,597] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.06923730908108842, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6728311198533972, 'colsample_bytree': 0.8678652459754339, 'gamma': 0.7670351689983232, 'reg_alpha': 0.29758033801825384, 'reg_lambda': 1.056512630452933}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,789] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.07290888353418039, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6748314515731131, 'colsample_bytree': 0.8648461933471369, 'gamma': 0.6071925232004145, 'reg_alpha': 0.2966832724730668, 'reg_lambda': 1.1140943848384386}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:23,992] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.07000799632173033, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6865565247969964, 'colsample_bytree': 0.8670354517094544, 'gamma': 0.9076037818145897, 'reg_alpha': 0.30290150959818496, 'reg_lambda': 1.0831507629477855}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,262] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.07161647184237213, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6884835166012573, 'colsample_bytree': 0.8698371066444328, 'gamma': 0.36549383869128604, 'reg_alpha': 0.29449690977423104, 'reg_lambda': 1.0511057508872679}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,444] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.07799246917046386, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6904881407441275, 'colsample_bytree': 0.8711638373470916, 'gamma': 0.12820415837925792, 'reg_alpha': 0.2947268096018778, 'reg_lambda': 1.052464263703911}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,588] Trial 130 finished with value: 0.744047619047619 and parameters: {'n_estimators': 238, 'learning_rate': 0.08603746136576627, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6864784528216413, 'colsample_bytree': 0.8663510955615952, 'gamma': 0.13083988228265597, 'reg_alpha': 0.2863821470778327, 'reg_lambda': 1.0296954678167998}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,776] Trial 131 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.08324662191208443, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6890289041204322, 'colsample_bytree': 0.8660297147548089, 'gamma': 0.14211393303225975, 'reg_alpha': 0.32660876093385316, 'reg_lambda': 1.0424745841737857}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:24,961] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.07964942706883907, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6913254547906382, 'colsample_bytree': 0.8662199425786234, 'gamma': 0.093851910483948, 'reg_alpha': 0.32177602672272737, 'reg_lambda': 1.0425981368442114}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,181] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.08459242858207475, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6906113111606235, 'colsample_bytree': 0.869387658103663, 'gamma': 0.16958885130542767, 'reg_alpha': 0.32753371269110043, 'reg_lambda': 1.0517546394311545}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,437] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.08607699957818456, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6910919297587774, 'colsample_bytree': 0.8735161967763558, 'gamma': 0.11636453714468603, 'reg_alpha': 0.33913750919345903, 'reg_lambda': 1.0398284908524755}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,623] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.0772463384512833, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6985605066955941, 'colsample_bytree': 0.8682336069318971, 'gamma': 0.08664348858759367, 'reg_alpha': 0.29119450692943327, 'reg_lambda': 1.2050500760632523}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,812] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.09685386176264557, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6878105430780981, 'colsample_bytree': 0.881454496562248, 'gamma': 0.28497130825207595, 'reg_alpha': 0.3130916009571585, 'reg_lambda': 1.0541130798327485}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:25,985] Trial 137 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 249, 'learning_rate': 0.09528214914142799, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6875838369900492, 'colsample_bytree': 0.8825986191224481, 'gamma': 0.2811810729401861, 'reg_alpha': 0.3293219287376036, 'reg_lambda': 1.015057401485603}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,150] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.098105463030022, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6897644914576466, 'colsample_bytree': 0.8775569187254997, 'gamma': 0.3182804086357167, 'reg_alpha': 0.331378433039451, 'reg_lambda': 1.0082750420402389}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,396] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.09477540358396802, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6854900438815691, 'colsample_bytree': 0.881351325845159, 'gamma': 0.25757578678763604, 'reg_alpha': 0.3166443880649685, 'reg_lambda': 1.1268330469485126}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,595] Trial 140 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 241, 'learning_rate': 0.08220168108412529, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7030495195731493, 'colsample_bytree': 0.8787944940112848, 'gamma': 0.2759576647094697, 'reg_alpha': 0.3426342029153748, 'reg_lambda': 0.9160596944633442}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:26,810] Trial 141 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.10104578763863849, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6988005511104294, 'colsample_bytree': 0.8783369105988891, 'gamma': 0.3069512462933165, 'reg_alpha': 0.34566261482626176, 'reg_lambda': 0.892147692196671}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,026] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.08517121880473819, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.704559916217371, 'colsample_bytree': 0.8572453530833759, 'gamma': 0.1363560921633678, 'reg_alpha': 0.3267510046030328, 'reg_lambda': 0.8092633165858334}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,196] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.07931179052034809, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6919205288919298, 'colsample_bytree': 0.8962249598338861, 'gamma': 0.037955859143774584, 'reg_alpha': 0.2776925381760806, 'reg_lambda': 1.0049519817667412}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,494] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.08995317238545988, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6875705945291545, 'colsample_bytree': 0.8683741968397086, 'gamma': 0.20167679368271835, 'reg_alpha': 0.31895026833314544, 'reg_lambda': 1.2045044764850568}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,669] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.11008548381216214, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7106485034790088, 'colsample_bytree': 0.8814738355143258, 'gamma': 0.29444994400667646, 'reg_alpha': 0.3763158357881064, 'reg_lambda': 1.0115924162091772}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,809] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.0728284270231682, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6783036161272262, 'colsample_bytree': 0.8749146486566596, 'gamma': 0.12552870564568316, 'reg_alpha': 0.35003788424906274, 'reg_lambda': 0.9303707502744176}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:27,986] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 235, 'learning_rate': 0.11856571509902794, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6955877906540471, 'colsample_bytree': 0.8895179161961154, 'gamma': 0.39469511550488146, 'reg_alpha': 0.29686397936571046, 'reg_lambda': 1.1222814595932387}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,118] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.08254477270584261, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6824120290638145, 'colsample_bytree': 0.9027395125087353, 'gamma': 0.2839595965785121, 'reg_alpha': 0.2715500515639565, 'reg_lambda': 0.8120030468391813}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,438] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 245, 'learning_rate': 0.10271641050728864, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7028674857751946, 'colsample_bytree': 0.9015795006461897, 'gamma': 0.2662142880107113, 'reg_alpha': 0.34125968565099735, 'reg_lambda': 0.8044457874506665}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,609] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.08346742198200297, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6813712910357348, 'colsample_bytree': 0.8590183567576647, 'gamma': 0.07951326623286456, 'reg_alpha': 0.2719328839415201, 'reg_lambda': 0.7031384627045658}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,782] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.084227724656016, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6836735038961086, 'colsample_bytree': 0.8601583524421816, 'gamma': 0.07654694665409956, 'reg_alpha': 0.31792536598192567, 'reg_lambda': 0.735895068974497}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:28,957] Trial 152 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.07985765354194052, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6779485845124208, 'colsample_bytree': 0.8586958612619788, 'gamma': 0.057857692710363784, 'reg_alpha': 0.31406839464418523, 'reg_lambda': 0.7076588755752026}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,148] Trial 153 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 209, 'learning_rate': 0.09397587047628954, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6814174743282952, 'colsample_bytree': 0.8849006485941524, 'gamma': 0.20445094433152086, 'reg_alpha': 0.27000670560826145, 'reg_lambda': 0.8628647501264171}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,406] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.07272331819493826, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7129151934670029, 'colsample_bytree': 0.8747222012293205, 'gamma': 0.003983510589806005, 'reg_alpha': 0.3631820471946968, 'reg_lambda': 0.9154517896516182}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,593] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.07279389033492191, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7105448705620081, 'colsample_bytree': 0.8751128602052789, 'gamma': 0.008094552743789701, 'reg_alpha': 0.3900054303268343, 'reg_lambda': 0.9118404562042638}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,748] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.09091927775212268, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6961390906114044, 'colsample_bytree': 0.8964278730171273, 'gamma': 0.29832227481867163, 'reg_alpha': 0.3626213246696339, 'reg_lambda': 1.0867535612296706}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:29,913] Trial 157 finished with value: 0.744047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.07646127672890055, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7223108786554661, 'colsample_bytree': 0.8797526095550419, 'gamma': 0.3876853366747916, 'reg_alpha': 0.33622190324857837, 'reg_lambda': 0.8342098512620907}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,053] Trial 158 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.09956102686316784, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.700504214271205, 'colsample_bytree': 0.8903617713079092, 'gamma': 0.1988100269205094, 'reg_alpha': 0.31308839639042024, 'reg_lambda': 0.9644240728827119}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,238] Trial 159 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.06948069876574195, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.713234271013874, 'colsample_bytree': 0.8681710321726656, 'gamma': 0.4128231455831303, 'reg_alpha': 0.35479463516593407, 'reg_lambda': 1.201061674659837}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,502] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.08135665370376492, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6926370624549101, 'colsample_bytree': 0.8553220409957426, 'gamma': 0.28527062369133765, 'reg_alpha': 0.32883882716103935, 'reg_lambda': 0.7556812215238934}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,688] Trial 161 finished with value: 0.744047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.07589205885106332, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6898544547281747, 'colsample_bytree': 0.855625555666978, 'gamma': 0.29543698223602566, 'reg_alpha': 0.3040404592218073, 'reg_lambda': 0.7671626162108299}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:30,871] Trial 162 finished with value: 0.744047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.08176078485871947, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7058219837172737, 'colsample_bytree': 0.8430846799208497, 'gamma': 0.005312783896952389, 'reg_alpha': 0.32984957367929757, 'reg_lambda': 1.146987814103551}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,048] Trial 163 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.08958705322183262, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6929019336290229, 'colsample_bytree': 0.8730659086685533, 'gamma': 0.1712401949577369, 'reg_alpha': 0.3751619147957402, 'reg_lambda': 0.9833829093680534}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,210] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.10603524818928955, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6782295061865499, 'colsample_bytree': 0.8836910810263905, 'gamma': 0.462326648472984, 'reg_alpha': 0.3308487489725335, 'reg_lambda': 1.032754655044023}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,374] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.11022687730777535, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6755042937043947, 'colsample_bytree': 0.8879407649863704, 'gamma': 0.4602664384478832, 'reg_alpha': 0.3929939845661764, 'reg_lambda': 0.9083894914861923}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,660] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.09502117312266739, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6830325986554343, 'colsample_bytree': 0.8820288074774588, 'gamma': 0.30759200651736274, 'reg_alpha': 0.2988239057416983, 'reg_lambda': 0.8476782259682049}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,787] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.12632766285748362, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.670226132283254, 'colsample_bytree': 0.8744505355935047, 'gamma': 0.4228635687186081, 'reg_alpha': 0.35796963920402736, 'reg_lambda': 1.2461092720703637}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:31,977] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.10430234177185273, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.702940985030041, 'colsample_bytree': 0.8974733693782471, 'gamma': 0.23976200870396866, 'reg_alpha': 0.2857774540185197, 'reg_lambda': 0.7567299580191618}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,163] Trial 169 finished with value: 0.744047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.06775899171081005, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6848739716762244, 'colsample_bytree': 0.9083245578535682, 'gamma': 0.34203188864250367, 'reg_alpha': 0.2620269085432136, 'reg_lambda': 1.0805659357314799}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,337] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.08563540793547125, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7168067883610574, 'colsample_bytree': 0.8612736456892588, 'gamma': 0.16528679834017881, 'reg_alpha': 0.32382571643924174, 'reg_lambda': 1.000353352613151}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,547] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.07375758738309213, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6939579141096773, 'colsample_bytree': 0.8657958110453484, 'gamma': 0.12641126877665312, 'reg_alpha': 0.3388684182675933, 'reg_lambda': 1.0274882897451432}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,789] Trial 172 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.06581977692500864, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6900647365524534, 'colsample_bytree': 0.8551141854270483, 'gamma': 0.5084157850671256, 'reg_alpha': 0.30977815310451573, 'reg_lambda': 1.0679601091203028}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:32,963] Trial 173 finished with value: 0.755952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.0782369325142122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7005102974766936, 'colsample_bytree': 0.8824885086245744, 'gamma': 0.27697094983839715, 'reg_alpha': 0.3288851959934676, 'reg_lambda': 0.9458434489978734}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,090] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.08998418618164893, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7011956638450477, 'colsample_bytree': 0.8814598707024905, 'gamma': 0.2746943444625736, 'reg_alpha': 0.34650375720663557, 'reg_lambda': 0.956604386917582}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,395] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.0988155154251286, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6775870211393851, 'colsample_bytree': 0.8878182356289916, 'gamma': 0.435993589780549, 'reg_alpha': 0.4048665310670121, 'reg_lambda': 0.8947313750566157}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,546] Trial 176 finished with value: 0.761904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.0975734888433862, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6759666743312891, 'colsample_bytree': 0.9014991202642243, 'gamma': 0.5326674362613968, 'reg_alpha': 0.4021480369421883, 'reg_lambda': 0.8181216558883234}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:33,834] Trial 177 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 213, 'learning_rate': 0.09837980024331495, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6815687045194557, 'colsample_bytree': 0.9022117009348993, 'gamma': 0.4969494747603078, 'reg_alpha': 0.409633510860527, 'reg_lambda': 0.6911780667470574}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,012] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.10760485214988244, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6782674572924614, 'colsample_bytree': 0.8893528446056149, 'gamma': 0.434820104786956, 'reg_alpha': 0.3780008322998619, 'reg_lambda': 0.8614165975034778}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,152] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.11329397128261225, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.6733348456502384, 'colsample_bytree': 0.9060156687637518, 'gamma': 0.5169079833747492, 'reg_alpha': 0.42784512565027993, 'reg_lambda': 0.8136898776082462}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,323] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.09446562650505021, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6701821633023131, 'colsample_bytree': 0.8959339614985579, 'gamma': 0.1892467223538249, 'reg_alpha': 0.3927055213569422, 'reg_lambda': 0.7512188572189885}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,500] Trial 181 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 247, 'learning_rate': 0.0811811067042646, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.708672072884359, 'colsample_bytree': 0.8841033966244571, 'gamma': 0.28802290986929424, 'reg_alpha': 0.33253069574673283, 'reg_lambda': 0.9129902618262018}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:34,837] Trial 182 finished with value: 0.738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.08608246617372205, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6962183360258862, 'colsample_bytree': 0.8768120571855239, 'gamma': 0.42049750272189385, 'reg_alpha': 0.9960531029015717, 'reg_lambda': 0.9561740651904501}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,021] Trial 183 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.11791208960118782, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7263884080094709, 'colsample_bytree': 0.8909398724321396, 'gamma': 0.010039728816932214, 'reg_alpha': 0.373941379683707, 'reg_lambda': 0.9072811054542192}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,161] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.0996020693903077, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6838909138536375, 'colsample_bytree': 0.9143675038714644, 'gamma': 0.23713831141286404, 'reg_alpha': 0.3580716440084839, 'reg_lambda': 1.1145398888217908}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,337] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.07534654970214764, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6965562151601129, 'colsample_bytree': 0.8742979612545332, 'gamma': 0.3486504713262037, 'reg_alpha': 0.3170345129127635, 'reg_lambda': 0.9848615915215521}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,512] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.08262496351115128, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6776926884110442, 'colsample_bytree': 0.8613713782690335, 'gamma': 0.10081056952054918, 'reg_alpha': 0.28177832387786417, 'reg_lambda': 0.8737537653854802}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,784] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.08917242069670613, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6750265318869281, 'colsample_bytree': 0.8396022904183715, 'gamma': 0.10299391604048211, 'reg_alpha': 0.284833707492679, 'reg_lambda': 0.8096265551658678}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:35,960] Trial 188 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 232, 'learning_rate': 0.09307181334665869, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6681489274805396, 'colsample_bytree': 0.8546712734130104, 'gamma': 0.1708630177588984, 'reg_alpha': 0.27368852672417804, 'reg_lambda': 1.1650646905016078}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,140] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.10479953454472644, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6847631364308897, 'colsample_bytree': 0.8625364535635485, 'gamma': 0.5497446051093268, 'reg_alpha': 0.26180248821256136, 'reg_lambda': 0.7379841921759762}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,320] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.07932880592585806, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6799645494310105, 'colsample_bytree': 0.6340763245862533, 'gamma': 0.11598542895074485, 'reg_alpha': 0.3196648341323431, 'reg_lambda': 0.6319652104995482}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,485] Trial 191 finished with value: 0.738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.08457848663774108, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7045173982167197, 'colsample_bytree': 0.8817320347059654, 'gamma': 0.26091552774805166, 'reg_alpha': 0.3432090520340973, 'reg_lambda': 0.8811321042956196}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,673] Trial 192 finished with value: 0.761904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.07113986987980976, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6894065467092616, 'colsample_bytree': 0.8697655269758856, 'gamma': 0.37711801596863403, 'reg_alpha': 0.3034006663277178, 'reg_lambda': 0.9990085666440419}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:36,905] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.06470121649311297, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6896306602793163, 'colsample_bytree': 0.8691954503583227, 'gamma': 0.3933473679245161, 'reg_alpha': 0.3009059214754643, 'reg_lambda': 1.0064850800256964}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,075] Trial 194 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 234, 'learning_rate': 0.06624109638859549, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6933547776250342, 'colsample_bytree': 0.8665707067009456, 'gamma': 0.683799538401139, 'reg_alpha': 0.29527763677718755, 'reg_lambda': 1.09250607536473}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,234] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.07128200120154228, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6760388245760948, 'colsample_bytree': 0.8521873238512985, 'gamma': 0.3950299429904191, 'reg_alpha': 0.2364150452514247, 'reg_lambda': 0.8446033478087975}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,421] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.06314061628175224, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6692409752274296, 'colsample_bytree': 0.8705794732179949, 'gamma': 0.4810297993125292, 'reg_alpha': 0.28181402817160733, 'reg_lambda': 0.9656915390919761}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,597] Trial 197 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.07435853416444312, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6872644669153564, 'colsample_bytree': 0.8605127087047972, 'gamma': 0.3806337148609462, 'reg_alpha': 0.30370981306281, 'reg_lambda': 1.021794141912154}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:37,770] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.0752742221558789, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6906345824429333, 'colsample_bytree': 0.8601702717677541, 'gamma': 0.08476296024621546, 'reg_alpha': 0.30664402006178676, 'reg_lambda': 1.0339572880180161}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:38,148] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.06928275332294342, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.713473012450751, 'colsample_bytree': 0.8402217989081912, 'gamma': 0.2007726202655506, 'reg_alpha': 0.3033554158061519, 'reg_lambda': 1.1104951531302691}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 19:25:38,151] A new study created in memory with name: no-name-e75f4faf-91a2-4a69-8a9a-3c03fc17e4bb
[I 2025-11-03 19:25:38,298] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.04195666730237684, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7617689181090321, 'colsample_bytree': 0.8558174972729145, 'gamma': 0.5848152849293703, 'reg_alpha': 0.5648847764213294, 'reg_lambda': 1.1575567130757922}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:25:38,592] Trial 1 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 152, 'learning_rate': 0.017174993636133114, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9369789321974005, 'colsample_bytree': 0.9276464292552946, 'gamma': 0.5808177010928584, 'reg_alpha': 0.6307564048608224, 'reg_lambda': 2.8900280324338956}. Best is trial 1 with value: 0.6607142857142857.
[I 2025-11-03 19:25:38,749] Trial 2 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.12366138999578256, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9488801851019628, 'colsample_bytree': 0.9972518638396168, 'gamma': 1.9260494814799345, 'reg_alpha': 0.8256059811195218, 'reg_lambda': 2.666337437763273}. Best is trial 2 with value: 0.6934523809523809.
[I 2025-11-03 19:25:38,828] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.2568476514548636, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7298940454401939, 'colsample_bytree': 0.9000695083359537, 'gamma': 3.1434574704802234, 'reg_alpha': 0.2993760876514805, 'reg_lambda': 1.894157192014107}. Best is trial 2 with value: 0.6934523809523809.
[I 2025-11-03 19:25:38,981] Trial 4 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.07425259891253738, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8912238572735541, 'colsample_bytree': 0.6594260399827929, 'gamma': 0.6639415125843967, 'reg_alpha': 0.20583315419467052, 'reg_lambda': 2.7783957013392655}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,125] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.024976236507532897, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8786674156951083, 'colsample_bytree': 0.7977410348731199, 'gamma': 2.2674210601299256, 'reg_alpha': 0.9258130933059877, 'reg_lambda': 2.8944572090483884}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,264] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 114, 'learning_rate': 0.04095091586828153, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9965784954718409, 'colsample_bytree': 0.7976783667226561, 'gamma': 3.7662855191595606, 'reg_alpha': 0.16421192139373342, 'reg_lambda': 2.0188238488026973}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,367] Trial 7 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.25561000410218243, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7630500430582673, 'colsample_bytree': 0.7629375238065054, 'gamma': 0.8861519333635137, 'reg_alpha': 0.17055618700721153, 'reg_lambda': 0.6285786737006644}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,455] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.0981817986500217, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.6576878629352162, 'colsample_bytree': 0.6672710242190037, 'gamma': 3.467912024199858, 'reg_alpha': 0.20070276410563836, 'reg_lambda': 1.061734780335823}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,585] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.0201892925259424, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8722935731940719, 'colsample_bytree': 0.8530027569724553, 'gamma': 4.280523348193126, 'reg_alpha': 0.04491731206814498, 'reg_lambda': 1.5591467104732288}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,641] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.010229236246408846, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8442208515466877, 'colsample_bytree': 0.6451355899350568, 'gamma': 1.5128279131324494, 'reg_alpha': 0.4085864443821151, 'reg_lambda': 2.491212278519606}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,815] Trial 11 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.05975237821118821, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9979847112382227, 'colsample_bytree': 0.7067933182657831, 'gamma': 4.37351786056524, 'reg_alpha': 0.005380299594772986, 'reg_lambda': 2.1609624096913325}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:39,966] Trial 12 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 89, 'learning_rate': 0.053543480034443654, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.998676768511443, 'colsample_bytree': 0.603865418884532, 'gamma': 3.1281740688087245, 'reg_alpha': 0.3614549887093399, 'reg_lambda': 2.277282731029937}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,145] Trial 13 finished with value: 0.6875 and parameters: {'n_estimators': 156, 'learning_rate': 0.11049725219984682, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9218655881652696, 'colsample_bytree': 0.7309388830070265, 'gamma': 4.884640932506416, 'reg_alpha': 0.18686541688025535, 'reg_lambda': 1.7475646908404958}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,201] Trial 14 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 21, 'learning_rate': 0.03569386623810231, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8246720240199018, 'colsample_bytree': 0.6902244536995288, 'gamma': 0.004990593567062218, 'reg_alpha': 0.4763249178816332, 'reg_lambda': 2.1604484212750044}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,339] Trial 15 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.06985906797650142, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9091165903487469, 'colsample_bytree': 0.6009159196399758, 'gamma': 3.704983879237287, 'reg_alpha': 0.25151940281258056, 'reg_lambda': 1.4036084296788898}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,535] Trial 16 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 61, 'learning_rate': 0.03123082890899041, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9580970779619826, 'colsample_bytree': 0.768849076558105, 'gamma': 2.551264751404716, 'reg_alpha': 0.09539485345845135, 'reg_lambda': 2.4574312561429488}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,791] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.14580965926979866, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6274951938757118, 'colsample_bytree': 0.8359113912733213, 'gamma': 1.5293586682232938, 'reg_alpha': 0.7239989332977971, 'reg_lambda': 2.9811063876825377}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,924] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 100, 'learning_rate': 0.07583910541387526, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8828538753247487, 'colsample_bytree': 0.9448497036870452, 'gamma': 2.660047537986614, 'reg_alpha': 0.3195575486774388, 'reg_lambda': 1.9267593665010736}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:40,989] Trial 19 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 51, 'learning_rate': 0.1575508237374336, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.967174175196653, 'colsample_bytree': 0.7473689617156262, 'gamma': 4.163783533326846, 'reg_alpha': 0.09555662458102503, 'reg_lambda': 2.6294874732606925}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:41,126] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 160, 'learning_rate': 0.0470450344734813, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.808986710821926, 'colsample_bytree': 0.7989007357440544, 'gamma': 1.2180827346830332, 'reg_alpha': 0.45447662189096927, 'reg_lambda': 0.7946321368855322}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:41,282] Trial 21 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.09862177092025765, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9618162077714829, 'colsample_bytree': 0.9927119934956705, 'gamma': 2.083443417752923, 'reg_alpha': 0.9892657411761874, 'reg_lambda': 2.6898182659197665}. Best is trial 4 with value: 0.7083333333333334.
[I 2025-11-03 19:25:41,687] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.08946751433281844, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9785314090274237, 'colsample_bytree': 0.9912676189981506, 'gamma': 0.025717548305184024, 'reg_alpha': 0.9749548123414038, 'reg_lambda': 2.706348926685597}. Best is trial 22 with value: 0.7142857142857143.
[I 2025-11-03 19:25:41,901] Trial 23 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 212, 'learning_rate': 0.1805219583307887, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.908756258811095, 'colsample_bytree': 0.9972339029550775, 'gamma': 0.009460629441164548, 'reg_alpha': 0.9890404929765638, 'reg_lambda': 2.6832973295549873}. Best is trial 22 with value: 0.7142857142857143.
[I 2025-11-03 19:25:42,055] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.08873673154020781, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9608878022244431, 'colsample_bytree': 0.9533930358206919, 'gamma': 0.49238980805355836, 'reg_alpha': 0.85313533091654, 'reg_lambda': 2.493903496226273}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,202] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 183, 'learning_rate': 0.07424060412170023, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8514464471510806, 'colsample_bytree': 0.9354808618703558, 'gamma': 0.44993543260831736, 'reg_alpha': 0.8281067528088457, 'reg_lambda': 2.3142915500390515}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,425] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.08614087212321632, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8977884098501756, 'colsample_bytree': 0.9614412787929915, 'gamma': 1.0210849714244208, 'reg_alpha': 0.8439151737924593, 'reg_lambda': 2.428708213451467}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,570] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.19351996204990501, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9351797603321923, 'colsample_bytree': 0.8967095285983616, 'gamma': 0.2975750380276917, 'reg_alpha': 0.6613828354655769, 'reg_lambda': 2.7606299110106964}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,727] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.18118982996391553, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9332772023274393, 'colsample_bytree': 0.9010447382321876, 'gamma': 0.3651360177918304, 'reg_alpha': 0.7082903945352133, 'reg_lambda': 2.4509741092238198}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:42,900] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 205, 'learning_rate': 0.20722338926849249, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.975979529837539, 'colsample_bytree': 0.8987333268078428, 'gamma': 0.28061145640594, 'reg_alpha': 0.5513754717812333, 'reg_lambda': 2.859930688074041}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,080] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.12448025865016267, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7363157391054767, 'colsample_bytree': 0.8759916771740703, 'gamma': 1.4033205711575456, 'reg_alpha': 0.7277447013876935, 'reg_lambda': 2.986502285177522}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,363] Trial 31 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.060093436831646516, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9348652492282521, 'colsample_bytree': 0.9546770485666877, 'gamma': 0.8155598704033356, 'reg_alpha': 0.9003169344196161, 'reg_lambda': 2.78841205903573}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,541] Trial 32 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 172, 'learning_rate': 0.29824863750524466, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9749275165837225, 'colsample_bytree': 0.966041902768006, 'gamma': 0.7008213590128658, 'reg_alpha': 0.6472215932094112, 'reg_lambda': 2.5566781065461623}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,632] Trial 33 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 143, 'learning_rate': 0.13623756958429128, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9409836447073535, 'colsample_bytree': 0.9276896145216438, 'gamma': 0.2282040414401099, 'reg_alpha': 0.7759096551826128, 'reg_lambda': 2.766682396151366}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:43,788] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 197, 'learning_rate': 0.09228305349919042, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9186723894463451, 'colsample_bytree': 0.8274868882346147, 'gamma': 0.5820075126173732, 'reg_alpha': 0.6047887511843231, 'reg_lambda': 2.3390698739046933}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,054] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 178, 'learning_rate': 0.12123472967558206, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7851194983070343, 'colsample_bytree': 0.9773962013329011, 'gamma': 1.160302954297992, 'reg_alpha': 0.9298468671791339, 'reg_lambda': 2.5764585644529}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,239] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.2110097224306021, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8674761924933438, 'colsample_bytree': 0.9084634140393921, 'gamma': 1.8600382115965504, 'reg_alpha': 0.8830570190508163, 'reg_lambda': 2.8193515521607986}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,413] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 196, 'learning_rate': 0.04926049393624491, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9532582337356802, 'colsample_bytree': 0.8657561920986503, 'gamma': 0.7337779910730516, 'reg_alpha': 0.5290618810931604, 'reg_lambda': 2.0794932637064916}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,599] Trial 38 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 226, 'learning_rate': 0.06809963635180115, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8893948143227584, 'colsample_bytree': 0.9183234050052977, 'gamma': 0.2926438264967038, 'reg_alpha': 0.7785459962122907, 'reg_lambda': 2.9670177420155937}. Best is trial 24 with value: 0.7202380952380952.
[I 2025-11-03 19:25:44,793] Trial 39 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 231, 'learning_rate': 0.03884096870057374, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9810802550156522, 'colsample_bytree': 0.9173575547289714, 'gamma': 0.15337788854201695, 'reg_alpha': 0.776242632956709, 'reg_lambda': 2.9092239408423337}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:44,911] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.027401658510055892, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9827714851491742, 'colsample_bytree': 0.8835628677275867, 'gamma': 0.10144972186169195, 'reg_alpha': 0.6382277036085058, 'reg_lambda': 2.6724803472201257}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,186] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.03841598090134094, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9456121005640177, 'colsample_bytree': 0.915839489818338, 'gamma': 0.41995080455968326, 'reg_alpha': 0.7901516880639082, 'reg_lambda': 2.9979818666292855}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,391] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.039913191852166435, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9490988094289784, 'colsample_bytree': 0.9780945760834729, 'gamma': 0.5066987042940077, 'reg_alpha': 0.769664456881756, 'reg_lambda': 2.895175063481747}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,546] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 232, 'learning_rate': 0.021415615587536543, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9816376719805431, 'colsample_bytree': 0.9408059183682232, 'gamma': 0.9928550188321286, 'reg_alpha': 0.8477533316948686, 'reg_lambda': 2.8013250403905694}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,711] Trial 44 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 205, 'learning_rate': 0.015416555636765064, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6898058984836792, 'colsample_bytree': 0.9212867552778241, 'gamma': 0.5272371807790531, 'reg_alpha': 0.9447196850108781, 'reg_lambda': 2.7229730978688997}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:45,876] Trial 45 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 192, 'learning_rate': 0.03385669466334375, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9293389359810909, 'colsample_bytree': 0.8482162164915216, 'gamma': 0.20453322489658474, 'reg_alpha': 0.6750232110663898, 'reg_lambda': 2.5558991777134663}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:46,062] Trial 46 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.03998436673732479, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9979811469112327, 'colsample_bytree': 0.8868558757733674, 'gamma': 0.9422790092278124, 'reg_alpha': 0.5934038770860092, 'reg_lambda': 2.880346318809923}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:46,249] Trial 47 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.028760479553658666, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9518849464223724, 'colsample_bytree': 0.9788261661203741, 'gamma': 0.4182591204637465, 'reg_alpha': 0.8789002664480895, 'reg_lambda': 1.7211468340298932}. Best is trial 39 with value: 0.7261904761904763.
[I 2025-11-03 19:25:46,553] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.026303075755690384, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9842791939235697, 'colsample_bytree': 0.9752191390386207, 'gamma': 0.0024660860176288213, 'reg_alpha': 0.8959293019107077, 'reg_lambda': 1.7080650820830072}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:46,745] Trial 49 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 240, 'learning_rate': 0.015646947926997393, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9574639746063262, 'colsample_bytree': 0.9536776152262915, 'gamma': 0.7009571522153383, 'reg_alpha': 0.8806633700068947, 'reg_lambda': 1.7181766354282535}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:46,951] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.013763821870932327, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.907993075104153, 'colsample_bytree': 0.9757717312563888, 'gamma': 1.709885578160085, 'reg_alpha': 0.7965128287804277, 'reg_lambda': 1.7018121099861856}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,143] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.023899011675940704, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9637275564777763, 'colsample_bytree': 0.9521567290257458, 'gamma': 0.6293334862533309, 'reg_alpha': 0.876444876789353, 'reg_lambda': 1.4504287264652902}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,302] Trial 52 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.018478535413309963, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.989854249032248, 'colsample_bytree': 0.9348690475881095, 'gamma': 1.2901555032065772, 'reg_alpha': 0.9189101099962855, 'reg_lambda': 1.6072940094084218}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,462] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.017835301974528768, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9851867854691074, 'colsample_bytree': 0.9342256533548358, 'gamma': 1.334236886618874, 'reg_alpha': 0.9085638295037797, 'reg_lambda': 1.2234622091274518}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,767] Trial 54 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 235, 'learning_rate': 0.012498172965865023, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9531752502958718, 'colsample_bytree': 0.9690199938963768, 'gamma': 0.858556341362868, 'reg_alpha': 0.8112572707729427, 'reg_lambda': 1.3041805146902903}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:47,916] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.028847125136166742, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9929772648609996, 'colsample_bytree': 0.914395108300206, 'gamma': 0.7385590106644699, 'reg_alpha': 0.953711611764671, 'reg_lambda': 1.10942682146603}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,071] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 228, 'learning_rate': 0.023363330949730726, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9709070034244874, 'colsample_bytree': 0.9902941597451836, 'gamma': 2.9248276129982593, 'reg_alpha': 0.8844220363385671, 'reg_lambda': 1.8279699719518723}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,261] Trial 57 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 242, 'learning_rate': 0.010541066276321936, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9490307571688184, 'colsample_bytree': 0.9450216810613317, 'gamma': 1.126378806505341, 'reg_alpha': 0.745584841882292, 'reg_lambda': 1.2300458440204416}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,455] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.017284244280367643, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.917816549386251, 'colsample_bytree': 0.9828241081375497, 'gamma': 0.14114005854390815, 'reg_alpha': 0.6974313435656692, 'reg_lambda': 0.8355215148327882}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,696] Trial 59 finished with value: 0.675595238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.020448310403673377, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9980511346736864, 'colsample_bytree': 0.9998319321106751, 'gamma': 1.5822142829290613, 'reg_alpha': 0.8109528256436997, 'reg_lambda': 1.9555810616962173}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:48,924] Trial 60 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 249, 'learning_rate': 0.027250192413201597, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8668498658425805, 'colsample_bytree': 0.824153223331446, 'gamma': 0.40463512259023954, 'reg_alpha': 0.9544620135294525, 'reg_lambda': 1.5990271335907997}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,090] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.015665044303818633, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9858525196364604, 'colsample_bytree': 0.9335261078582482, 'gamma': 2.1774517974099896, 'reg_alpha': 0.902336890370453, 'reg_lambda': 1.630227649924423}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,266] Trial 62 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.014586377907856633, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9682646736979795, 'colsample_bytree': 0.9289027146766506, 'gamma': 2.177201648881589, 'reg_alpha': 0.9101469403534903, 'reg_lambda': 1.4541631178804029}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,478] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 218, 'learning_rate': 0.032995983252468636, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9829335560072489, 'colsample_bytree': 0.967089446128691, 'gamma': 0.0055438864836289126, 'reg_alpha': 0.8505808061536387, 'reg_lambda': 1.8047635512778162}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,647] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.011840017525540206, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9613295636052461, 'colsample_bytree': 0.9471683066718739, 'gamma': 2.403378618884016, 'reg_alpha': 0.8718992972789528, 'reg_lambda': 1.665228943005397}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:49,850] Trial 65 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 228, 'learning_rate': 0.018734865874239382, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6076209321760577, 'colsample_bytree': 0.9613071337593397, 'gamma': 2.823501459943974, 'reg_alpha': 0.9892592230565023, 'reg_lambda': 1.5373212251792114}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,032] Trial 66 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 241, 'learning_rate': 0.01667708834347561, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9382859718379082, 'colsample_bytree': 0.9119095619320082, 'gamma': 1.9940007662857693, 'reg_alpha': 0.7509867215452308, 'reg_lambda': 1.3371751500209397}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,178] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.03002802375850874, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9446995077656718, 'colsample_bytree': 0.9317838111241323, 'gamma': 1.3172211767480448, 'reg_alpha': 0.8256948481019051, 'reg_lambda': 0.9962960754280009}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,332] Trial 68 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 204, 'learning_rate': 0.04600957348614794, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9216210996931068, 'colsample_bytree': 0.8680697279681472, 'gamma': 3.444109749139672, 'reg_alpha': 0.9086054127040166, 'reg_lambda': 1.8626188023655574}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,464] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.03700676049700315, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9873317747510915, 'colsample_bytree': 0.8860583667199255, 'gamma': 0.3566370864585111, 'reg_alpha': 0.9585500176356891, 'reg_lambda': 2.0148792341603454}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,642] Trial 70 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.025646217443066076, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722482969836435, 'colsample_bytree': 0.9043743891252836, 'gamma': 1.0425817741368997, 'reg_alpha': 0.7959080452174132, 'reg_lambda': 1.7380742499164992}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:50,906] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.03567596415035492, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9861638833247688, 'colsample_bytree': 0.8926999410059564, 'gamma': 0.42157445902913654, 'reg_alpha': 0.9566784091787222, 'reg_lambda': 2.0437113705395857}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,086] Trial 72 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 250, 'learning_rate': 0.03819132258542849, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.983523762790848, 'colsample_bytree': 0.9200785935536401, 'gamma': 0.16347936897222098, 'reg_alpha': 0.9272099920971112, 'reg_lambda': 2.157483041763343}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,259] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.020945040362287608, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9994053368013809, 'colsample_bytree': 0.9568046724448328, 'gamma': 0.3456137220225202, 'reg_alpha': 0.9725604837469908, 'reg_lambda': 1.9289474750730604}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,434] Trial 74 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 231, 'learning_rate': 0.02242205424498597, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9556824327161675, 'colsample_bytree': 0.9538043514762296, 'gamma': 0.6473969748692814, 'reg_alpha': 0.8679367621964913, 'reg_lambda': 0.9719662412774206}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,603] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.01928977126601697, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9991100428523286, 'colsample_bytree': 0.9847117852336453, 'gamma': 0.8057650002804093, 'reg_alpha': 0.9060064108178528, 'reg_lambda': 1.7732545253726382}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:51,758] Trial 76 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 235, 'learning_rate': 0.043273182540986145, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9695157710785605, 'colsample_bytree': 0.9636693479620095, 'gamma': 0.5449566372861587, 'reg_alpha': 0.9982390312166625, 'reg_lambda': 0.5501963297330179}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,089] Trial 77 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 217, 'learning_rate': 0.01707397956831466, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9431856917018364, 'colsample_bytree': 0.9419466114193692, 'gamma': 0.25822652296510357, 'reg_alpha': 0.8375405423366138, 'reg_lambda': 1.543096207285426}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,334] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.02525182299481948, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.903516897572753, 'colsample_bytree': 0.777264194478776, 'gamma': 1.7591956655587369, 'reg_alpha': 0.8942827448988144, 'reg_lambda': 1.890768545750848}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,592] Trial 79 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 240, 'learning_rate': 0.013441450047088799, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8287348214904796, 'colsample_bytree': 0.9724585159531098, 'gamma': 0.08713695314592174, 'reg_alpha': 0.9299629931770246, 'reg_lambda': 1.6570634377517297}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,704] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.0154469391866106, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9275100042010047, 'colsample_bytree': 0.9582770246921836, 'gamma': 0.390101411690595, 'reg_alpha': 0.9735080785873277, 'reg_lambda': 1.4881052550499632}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:52,879] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.05029326184927348, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9895588445873311, 'colsample_bytree': 0.9276767403177706, 'gamma': 0.3134846792969953, 'reg_alpha': 0.972878634297911, 'reg_lambda': 1.9514044632550207}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,056] Trial 82 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 243, 'learning_rate': 0.032890265078841775, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9756285563365722, 'colsample_bytree': 0.9390718007273281, 'gamma': 0.6172154322853118, 'reg_alpha': 0.8619971781376, 'reg_lambda': 2.2030857493965827}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,355] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.05875479147551077, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.958607336820961, 'colsample_bytree': 0.8873107019023282, 'gamma': 0.1593736939094019, 'reg_alpha': 0.9641544682454969, 'reg_lambda': 2.009064185575938}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,551] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 200, 'learning_rate': 0.021115794150585464, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9785813049504928, 'colsample_bytree': 0.9234432978188651, 'gamma': 0.46396356130922445, 'reg_alpha': 0.9458256017405378, 'reg_lambda': 1.364046016221801}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,691] Trial 85 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.03766509342264815, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9892183716971279, 'colsample_bytree': 0.9480469210283372, 'gamma': 4.883788242713474, 'reg_alpha': 0.8175702638491397, 'reg_lambda': 1.713382697098665}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:53,852] Trial 86 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 220, 'learning_rate': 0.030049435668214396, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9653984750301287, 'colsample_bytree': 0.9116625385070134, 'gamma': 0.8949093697572714, 'reg_alpha': 0.8871510268362227, 'reg_lambda': 1.1846560121810878}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,025] Trial 87 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 237, 'learning_rate': 0.044042704117932874, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.950572254787694, 'colsample_bytree': 0.9764751464621979, 'gamma': 0.0012524131756721758, 'reg_alpha': 0.39121224932915466, 'reg_lambda': 1.8725164855456624}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,199] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.027225965748988407, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9992242794296244, 'colsample_bytree': 0.9860708569456267, 'gamma': 0.33223225527275924, 'reg_alpha': 0.9337744115820622, 'reg_lambda': 1.2553289222064286}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,375] Trial 89 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.026600128532434833, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6790501885466546, 'colsample_bytree': 0.9865714334658658, 'gamma': 0.719022390099414, 'reg_alpha': 0.7819238812718883, 'reg_lambda': 1.280225792457149}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,609] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.02286112433334236, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9993087015982034, 'colsample_bytree': 0.9707607531326428, 'gamma': 0.2386791771151437, 'reg_alpha': 0.9290172688323827, 'reg_lambda': 1.4053059140351438}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,774] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 223, 'learning_rate': 0.02264809267982131, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.994942338317065, 'colsample_bytree': 0.999139115586101, 'gamma': 0.23562594229137362, 'reg_alpha': 0.9308724063751497, 'reg_lambda': 1.4299141214980122}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:54,957] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.02201782790447768, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9987575842172524, 'colsample_bytree': 0.9997989477053827, 'gamma': 0.22222571410306474, 'reg_alpha': 0.9277827128925064, 'reg_lambda': 1.2414936338914007}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,221] Trial 93 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.023070188387053193, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9962475630192618, 'colsample_bytree': 0.9995757785047963, 'gamma': 0.2270308914204512, 'reg_alpha': 0.9325319149240567, 'reg_lambda': 1.1012921071563462}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,385] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 222, 'learning_rate': 0.028763696746778325, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9775944782967827, 'colsample_bytree': 0.989319685078672, 'gamma': 0.12333993967039728, 'reg_alpha': 0.848852651132436, 'reg_lambda': 1.2496897853344935}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,698] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.02470017244046303, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.995542507878888, 'colsample_bytree': 0.9920648883490374, 'gamma': 0.3165271648322706, 'reg_alpha': 0.9288186068280275, 'reg_lambda': 1.3838404828095434}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,816] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 189, 'learning_rate': 0.019888164060782657, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9967879648892953, 'colsample_bytree': 0.9932672681085903, 'gamma': 0.2807537452963569, 'reg_alpha': 0.9886859634155308, 'reg_lambda': 1.4109511685580747}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:55,972] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.021586233743807845, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9983944240126335, 'colsample_bytree': 0.9668468455139516, 'gamma': 0.5537353009840352, 'reg_alpha': 0.9301482677341797, 'reg_lambda': 1.1869755328411775}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,136] Trial 98 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 202, 'learning_rate': 0.02422694472719136, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9991702668422809, 'colsample_bytree': 0.9833221631128469, 'gamma': 0.5435557409743456, 'reg_alpha': 0.9383416052437779, 'reg_lambda': 1.2177384148553105}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,316] Trial 99 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 183, 'learning_rate': 0.018370787773354148, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7709119143137086, 'colsample_bytree': 0.624466283187721, 'gamma': 0.07321471929553469, 'reg_alpha': 0.9100352035920727, 'reg_lambda': 1.0328676879230303}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,465] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.02107618910726335, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.975097230237431, 'colsample_bytree': 0.9718707652139057, 'gamma': 0.264633287763876, 'reg_alpha': 0.981521906613456, 'reg_lambda': 0.8787841388592138}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,731] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.02276624352067388, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9893191144292101, 'colsample_bytree': 0.7138617050200182, 'gamma': 0.46727796389377957, 'reg_alpha': 0.9320343522556962, 'reg_lambda': 1.147223755541578}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:56,892] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.025050044151804896, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9693137801459397, 'colsample_bytree': 0.9669541479637802, 'gamma': 0.1580012687215474, 'reg_alpha': 0.999409819661351, 'reg_lambda': 1.3650383937238335}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,082] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.031668242094165765, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.980827996840252, 'colsample_bytree': 0.9930024566313896, 'gamma': 0.39971008745650355, 'reg_alpha': 0.8943260786863658, 'reg_lambda': 1.1595249222348103}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,260] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 212, 'learning_rate': 0.01775304612163328, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9989567953849505, 'colsample_bytree': 0.9998117532822453, 'gamma': 0.5642061539012626, 'reg_alpha': 0.9193620903429368, 'reg_lambda': 1.308002679131231}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,417] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 212, 'learning_rate': 0.017332342822198202, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9992970446430051, 'colsample_bytree': 0.9833053190926315, 'gamma': 0.5888634483101021, 'reg_alpha': 0.9194931260063296, 'reg_lambda': 1.315780367111711}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,509] Trial 106 finished with value: 0.738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.021026793737254704, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9896288162581338, 'colsample_bytree': 0.9981939610475693, 'gamma': 0.30429484500680093, 'reg_alpha': 0.9657475860927521, 'reg_lambda': 1.4072854815583469}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,800] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.02191694802428125, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.990522595033487, 'colsample_bytree': 0.9992524426089675, 'gamma': 0.31112615552030215, 'reg_alpha': 0.23347483624267878, 'reg_lambda': 1.3959031972052176}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:57,980] Trial 108 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 140, 'learning_rate': 0.019242963719434434, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9644232263690597, 'colsample_bytree': 0.974534900619641, 'gamma': 0.7435786091785757, 'reg_alpha': 0.9608000582226215, 'reg_lambda': 1.4786698254033521}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:58,081] Trial 109 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.018060203680105077, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.992638964783989, 'colsample_bytree': 0.9592786581809263, 'gamma': 0.8089146436281396, 'reg_alpha': 0.9426780779203219, 'reg_lambda': 1.2766370713464}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:58,212] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.020844815191148326, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9804811265231694, 'colsample_bytree': 0.9913506264672991, 'gamma': 0.5305455522303293, 'reg_alpha': 0.9735843169780664, 'reg_lambda': 1.2040274305871925}. Best is trial 48 with value: 0.7380952380952381.
[I 2025-11-03 19:25:58,334] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.020736701244846684, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9847244497948303, 'colsample_bytree': 0.9914248946225293, 'gamma': 0.5393697028714982, 'reg_alpha': 0.9746860126996769, 'reg_lambda': 1.0997692413121212}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,530] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.020107151592432652, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9825907603271413, 'colsample_bytree': 0.9900324840898813, 'gamma': 0.33356182958540825, 'reg_alpha': 0.9730001022955896, 'reg_lambda': 0.9314423721773444}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,695] Trial 113 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.023871304756556248, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9742113637842039, 'colsample_bytree': 0.9801464792532019, 'gamma': 0.07179721273035805, 'reg_alpha': 0.9487679193492203, 'reg_lambda': 1.0946708187713055}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,788] Trial 114 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 114, 'learning_rate': 0.027232360927317074, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9836299675457804, 'colsample_bytree': 0.9656564375919359, 'gamma': 0.21006255243086253, 'reg_alpha': 0.998122820074978, 'reg_lambda': 1.19610893323599}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:58,990] Trial 115 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 86, 'learning_rate': 0.021541823815133237, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7365775145274701, 'colsample_bytree': 0.9848475696842612, 'gamma': 0.5003376872324343, 'reg_alpha': 0.3071174437319709, 'reg_lambda': 1.1436727529381085}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,101] Trial 116 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.01661869356700044, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9903678757236261, 'colsample_bytree': 0.9730317482272712, 'gamma': 0.9966663651831993, 'reg_alpha': 0.9709603530951624, 'reg_lambda': 1.0553641030033236}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,331] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.020061129870951582, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9667197469816287, 'colsample_bytree': 0.9917806891916828, 'gamma': 0.6645461613852129, 'reg_alpha': 0.8966732921941376, 'reg_lambda': 1.4230088599806217}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,452] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.026259307055212976, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9754288661556878, 'colsample_bytree': 0.9575527162553517, 'gamma': 0.37400609490144104, 'reg_alpha': 0.869396153348937, 'reg_lambda': 1.5018583190310737}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,579] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.023055138041966097, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9895825914835953, 'colsample_bytree': 0.9774409464349797, 'gamma': 0.17309434085928344, 'reg_alpha': 0.9440509140982939, 'reg_lambda': 1.2334205664155027}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,650] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.02136090954664225, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9583918439332937, 'colsample_bytree': 0.9680547249716746, 'gamma': 1.1227892595096234, 'reg_alpha': 0.917381849119945, 'reg_lambda': 1.579707087292248}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,783] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.018112953172444584, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9996983610521447, 'colsample_bytree': 0.9981216031149892, 'gamma': 0.469128680602641, 'reg_alpha': 0.9196797570574669, 'reg_lambda': 1.3298793564161}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:25:59,886] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.014921841921542127, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9837061660292823, 'colsample_bytree': 0.988453811345732, 'gamma': 0.5955983199540906, 'reg_alpha': 0.9698375103039578, 'reg_lambda': 1.2704199922707846}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,000] Trial 123 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.024863667214821458, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9922856405996158, 'colsample_bytree': 0.9984133421114991, 'gamma': 0.5423969548453886, 'reg_alpha': 0.9292843244696335, 'reg_lambda': 1.35280089859091}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,095] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.01605072862931028, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9997965935940716, 'colsample_bytree': 0.9813993865056099, 'gamma': 0.0068430936149193045, 'reg_alpha': 0.8909852610923905, 'reg_lambda': 1.394195416450784}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,373] Trial 125 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 204, 'learning_rate': 0.013691086524945698, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9716211601260271, 'colsample_bytree': 0.9918180235170458, 'gamma': 0.24909053898350775, 'reg_alpha': 0.4674325882545729, 'reg_lambda': 1.1869443103488182}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,506] Trial 126 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.019385025268562877, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9796953702271054, 'colsample_bytree': 0.9498870103356012, 'gamma': 0.34744281213758643, 'reg_alpha': 0.9555326043293398, 'reg_lambda': 1.0050751659708312}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,645] Trial 127 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 49, 'learning_rate': 0.022266398307124294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9901120025626241, 'colsample_bytree': 0.9632548353235718, 'gamma': 0.8144334688239788, 'reg_alpha': 0.8578398021539831, 'reg_lambda': 1.3093210486500544}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:00,904] Trial 128 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.01775864948190484, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9635979731939682, 'colsample_bytree': 0.9724449583030822, 'gamma': 0.11344667368098316, 'reg_alpha': 0.9831822603839913, 'reg_lambda': 1.0877939347550014}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,058] Trial 129 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 153, 'learning_rate': 0.027638769322476983, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9810264421459512, 'colsample_bytree': 0.9809687858353413, 'gamma': 0.6450835055242364, 'reg_alpha': 0.9122700456269283, 'reg_lambda': 1.439118146617877}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,199] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.02420998781903882, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9997956324921805, 'colsample_bytree': 0.9984367423954749, 'gamma': 0.4578136206653961, 'reg_alpha': 0.9449122402660879, 'reg_lambda': 1.5208364595119854}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,368] Trial 131 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.02039356081765668, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9857559013743927, 'colsample_bytree': 0.670061683172564, 'gamma': 0.21162864622414201, 'reg_alpha': 0.8757267170349354, 'reg_lambda': 1.2312160095275186}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,530] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.030111302501082102, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9712109230057975, 'colsample_bytree': 0.9871545142850227, 'gamma': 0.34041586876144114, 'reg_alpha': 0.998947005515299, 'reg_lambda': 1.2840891624404074}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,693] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.03019071722785843, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9729705018677994, 'colsample_bytree': 0.986071249932026, 'gamma': 0.3256108669684153, 'reg_alpha': 0.9776693535159132, 'reg_lambda': 1.11770178963172}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:01,876] Trial 134 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 58, 'learning_rate': 0.025387091151596937, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9919725639050856, 'colsample_bytree': 0.9996512873991786, 'gamma': 0.5766965386615566, 'reg_alpha': 0.9639111114984721, 'reg_lambda': 1.2766130127261284}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,046] Trial 135 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.022063922965354362, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9782668770367043, 'colsample_bytree': 0.9726783535690282, 'gamma': 0.9181922914954463, 'reg_alpha': 0.9943161550902876, 'reg_lambda': 1.1750347852468526}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,176] Trial 136 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 80, 'learning_rate': 0.018850664544533463, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9676185845685396, 'colsample_bytree': 0.9885891532238551, 'gamma': 0.4238401885269528, 'reg_alpha': 0.9294589597179269, 'reg_lambda': 1.3760521963596126}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,340] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.02308275331177875, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9922035053812057, 'colsample_bytree': 0.9559099807128985, 'gamma': 0.09677251685859767, 'reg_alpha': 0.9002013166416719, 'reg_lambda': 0.7254652328532878}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,545] Trial 138 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 231, 'learning_rate': 0.028547880643988967, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9565949861706543, 'colsample_bytree': 0.9529080132994038, 'gamma': 0.07297742923064587, 'reg_alpha': 0.8992868108790992, 'reg_lambda': 0.72096607161799}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,705] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 239, 'learning_rate': 0.026140720095589865, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9856928950981653, 'colsample_bytree': 0.9656093570076939, 'gamma': 0.16944605409787464, 'reg_alpha': 0.9528002256495022, 'reg_lambda': 1.4767689962544892}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:02,979] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 245, 'learning_rate': 0.023563874304543344, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9756832781385477, 'colsample_bytree': 0.9444390527537414, 'gamma': 0.28894918859569224, 'reg_alpha': 0.11021903166258773, 'reg_lambda': 0.9685922966201943}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,170] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 227, 'learning_rate': 0.020905718677221536, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9926402260331456, 'colsample_bytree': 0.9815700581616389, 'gamma': 0.004476284246269446, 'reg_alpha': 0.9181589395407176, 'reg_lambda': 1.342733927871175}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,375] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.023058261669777154, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9994041958507809, 'colsample_bytree': 0.96039347488829, 'gamma': 0.2119458503121158, 'reg_alpha': 0.9428020966198235, 'reg_lambda': 0.5242726335465716}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,521] Trial 143 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.02356746890579116, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.992767870833636, 'colsample_bytree': 0.8113218698906117, 'gamma': 0.19934983928942274, 'reg_alpha': 0.998664580311807, 'reg_lambda': 0.5086454122951919}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,691] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.022367410218792426, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9829265752073104, 'colsample_bytree': 0.9580934590496738, 'gamma': 0.37606565463855757, 'reg_alpha': 0.9418940197770884, 'reg_lambda': 0.5665654553174984}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:03,974] Trial 145 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.025908183803676318, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9675982403299636, 'colsample_bytree': 0.975361116077647, 'gamma': 0.09903556842679159, 'reg_alpha': 0.9692076239727276, 'reg_lambda': 0.7848273956199144}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,131] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.03163255433337746, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9874703457046207, 'colsample_bytree': 0.9624917136177157, 'gamma': 0.2788919469591429, 'reg_alpha': 0.8339912195045909, 'reg_lambda': 0.896927748066527}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,312] Trial 147 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 200, 'learning_rate': 0.019824645517239066, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8027914784603939, 'colsample_bytree': 0.9903042154628526, 'gamma': 0.4727088081196769, 'reg_alpha': 0.5107220860720457, 'reg_lambda': 1.2319735926739588}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,508] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.027961935286084993, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9987998734472802, 'colsample_bytree': 0.9695486529034131, 'gamma': 0.22825849702253198, 'reg_alpha': 0.8833704749947747, 'reg_lambda': 0.7158901803751138}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,702] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.020958135497983532, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9768560931319363, 'colsample_bytree': 0.9404754893822774, 'gamma': 0.11081009653787793, 'reg_alpha': 0.9019091877239123, 'reg_lambda': 1.5588470436409647}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:04,938] Trial 150 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.024564696438626875, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.990362009514805, 'colsample_bytree': 0.9790858241679559, 'gamma': 1.4417822984376794, 'reg_alpha': 0.9573871329816668, 'reg_lambda': 0.6522931465707118}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,146] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.027486721185875324, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9972280586352587, 'colsample_bytree': 0.9711938473481336, 'gamma': 0.24980246159869543, 'reg_alpha': 0.8834454129149484, 'reg_lambda': 0.6614271641628378}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,309] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.03460218382447634, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9996848405609932, 'colsample_bytree': 0.9515127880694723, 'gamma': 0.35092369526212386, 'reg_alpha': 0.9369813430685127, 'reg_lambda': 0.7861942669664116}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,547] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 240, 'learning_rate': 0.029098807381156378, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9834835641719013, 'colsample_bytree': 0.9863297550715303, 'gamma': 0.2316596684128831, 'reg_alpha': 0.8559737034945436, 'reg_lambda': 0.7264799244578394}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,706] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.022562962782139238, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9915422507859262, 'colsample_bytree': 0.9592476247552045, 'gamma': 0.4074224332034298, 'reg_alpha': 0.9094215695329358, 'reg_lambda': 0.5725648532941561}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:05,908] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.02478099614845324, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9733873176907246, 'colsample_bytree': 0.9695613579956107, 'gamma': 0.015336775531387736, 'reg_alpha': 0.9706573461556665, 'reg_lambda': 0.6184388757766255}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:06,199] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.024714359935691835, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9701917169430598, 'colsample_bytree': 0.993038884812159, 'gamma': 0.08156860321293266, 'reg_alpha': 0.9780542950970131, 'reg_lambda': 0.5870050758777039}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:06,418] Trial 157 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 204, 'learning_rate': 0.019179329221399862, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9590264710061298, 'colsample_bytree': 0.9796069471658724, 'gamma': 0.028637581833311276, 'reg_alpha': 0.9998009973729993, 'reg_lambda': 0.6227831036952678}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:06,602] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.020796019668208418, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9816496834174443, 'colsample_bytree': 0.9675942817790814, 'gamma': 0.1515635729637324, 'reg_alpha': 0.9566963391710076, 'reg_lambda': 1.4186574254288136}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:07,523] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 193, 'learning_rate': 0.023035861200369195, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.97198583331313, 'colsample_bytree': 0.990680067566575, 'gamma': 0.7028035596949483, 'reg_alpha': 0.9811127137571432, 'reg_lambda': 1.0582016251655628}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:07,652] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.02630593888476696, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9850339437551417, 'colsample_bytree': 0.9773919879061725, 'gamma': 0.4867009292898612, 'reg_alpha': 0.929679231681463, 'reg_lambda': 0.509778087761969}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:07,834] Trial 161 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.027797359102163622, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9928968076784543, 'colsample_bytree': 0.9687198677035862, 'gamma': 0.0005562834177853526, 'reg_alpha': 0.9376548653080368, 'reg_lambda': 0.7093766436938613}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,076] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.031567010680421476, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9986776025756688, 'colsample_bytree': 0.9554962047512073, 'gamma': 0.3072332039501412, 'reg_alpha': 0.8878257817049582, 'reg_lambda': 1.2661620559161502}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,209] Trial 163 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.02403921821208969, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9786021164488845, 'colsample_bytree': 0.9847061437714653, 'gamma': 0.22403040255716003, 'reg_alpha': 0.9546438683866793, 'reg_lambda': 0.6773491942208897}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,368] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.02151904274024213, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9909719915380197, 'colsample_bytree': 0.9474941019462338, 'gamma': 0.1642765426968127, 'reg_alpha': 0.9154236200715642, 'reg_lambda': 1.2026982052510538}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,525] Trial 165 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 224, 'learning_rate': 0.019403505576074384, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9856033337092457, 'colsample_bytree': 0.9639144725996417, 'gamma': 3.9580808862710626, 'reg_alpha': 0.9701560209807638, 'reg_lambda': 1.145345532529964}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,688] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.025289196923698683, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9989972922270393, 'colsample_bytree': 0.9735840076493173, 'gamma': 0.34889576581567083, 'reg_alpha': 0.8690221347848804, 'reg_lambda': 0.8362508500432723}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:08,882] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.016412118991712993, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9629667027701838, 'colsample_bytree': 0.9923740062900052, 'gamma': 0.5132023909762173, 'reg_alpha': 0.9367540591926063, 'reg_lambda': 1.316020284165504}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,073] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.02207357752791445, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9766775411644397, 'colsample_bytree': 0.9791695702504275, 'gamma': 0.14269216958950492, 'reg_alpha': 0.339322288942479, 'reg_lambda': 0.6314380273704621}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,251] Trial 169 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 206, 'learning_rate': 0.021912611661300024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.975548725469289, 'colsample_bytree': 0.9821684552883155, 'gamma': 0.11989448283918466, 'reg_alpha': 0.41579247423590787, 'reg_lambda': 0.6123299323802052}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,467] Trial 170 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.018603364802375778, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8558879887468094, 'colsample_bytree': 0.9941459077467302, 'gamma': 0.3864097153247743, 'reg_alpha': 0.5852622229277247, 'reg_lambda': 0.5389999662247581}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,642] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.023308253094361214, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.990945980912686, 'colsample_bytree': 0.9708574611902383, 'gamma': 0.25246056372633235, 'reg_alpha': 0.1609317598517519, 'reg_lambda': 0.7489183142093364}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:09,814] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.020297977871765304, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.985498423960677, 'colsample_bytree': 0.9853385330339905, 'gamma': 0.29013258840785316, 'reg_alpha': 0.15581828276836202, 'reg_lambda': 0.6284726645519705}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,014] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.019975184676097844, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9802165251162767, 'colsample_bytree': 0.9996649870805757, 'gamma': 0.2986013367583539, 'reg_alpha': 0.01942483997806871, 'reg_lambda': 0.6122167107028936}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,216] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.017397474898086233, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9822552525070973, 'colsample_bytree': 0.7460817068864758, 'gamma': 0.22440060397524816, 'reg_alpha': 0.14704140085674905, 'reg_lambda': 0.6193613872300019}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,373] Trial 175 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 187, 'learning_rate': 0.020127951881256382, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.986209067439513, 'colsample_bytree': 0.9973610014713813, 'gamma': 0.4917975239074237, 'reg_alpha': 0.1970604544810957, 'reg_lambda': 0.5017660153074863}. Best is trial 111 with value: 0.7440476190476191.
[I 2025-11-03 19:26:10,487] Trial 176 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 200, 'learning_rate': 0.020817695627829758, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9787947962282579, 'colsample_bytree': 0.9823012743154524, 'gamma': 3.2499717689905223, 'reg_alpha': 0.06608586454804992, 'reg_lambda': 0.6777024006777352}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:10,646] Trial 177 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 202, 'learning_rate': 0.018618187894923276, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9656545196685777, 'colsample_bytree': 0.9755108758128543, 'gamma': 3.419771279792021, 'reg_alpha': 0.003092371962884116, 'reg_lambda': 0.6777114721082746}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:10,838] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.022043508749816646, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9768777150826015, 'colsample_bytree': 0.9825081485519898, 'gamma': 2.880794696948338, 'reg_alpha': 0.06195397904166807, 'reg_lambda': 0.6175004624918972}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:10,994] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 212, 'learning_rate': 0.020445605359151058, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9518954520977403, 'colsample_bytree': 0.9992974492740017, 'gamma': 3.280282666440074, 'reg_alpha': 0.04283261098483654, 'reg_lambda': 0.7751722493072724}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,165] Trial 180 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.02293071357453743, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9760051044844438, 'colsample_bytree': 0.9837135749364868, 'gamma': 3.702607059389293, 'reg_alpha': 0.04740465205733162, 'reg_lambda': 0.5957579387648271}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,325] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.022018442724483136, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9908878255334133, 'colsample_bytree': 0.9789663802175682, 'gamma': 0.2880738889137459, 'reg_alpha': 0.05319155450268245, 'reg_lambda': 0.6345943144854351}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,480] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.021843292852684493, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9884898318719929, 'colsample_bytree': 0.979553149730823, 'gamma': 0.2728327271677265, 'reg_alpha': 0.03504928723931902, 'reg_lambda': 0.645249200320879}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,634] Trial 183 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.02409882837129311, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9780481953029112, 'colsample_bytree': 0.987209219374645, 'gamma': 2.6785477574117467, 'reg_alpha': 0.07684526673627572, 'reg_lambda': 0.5884053066743778}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,838] Trial 184 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.019901701591732848, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.644171031518935, 'colsample_bytree': 0.9771389143904455, 'gamma': 3.292383450708516, 'reg_alpha': 0.26730863768085555, 'reg_lambda': 0.5452403479178204}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:11,989] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.017470139230412737, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9908192992358613, 'colsample_bytree': 0.9907248418645042, 'gamma': 3.0532523774132803, 'reg_alpha': 0.07120216014736203, 'reg_lambda': 0.6679317899516585}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,206] Trial 186 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.02555992337356082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9686407413074658, 'colsample_bytree': 0.9719618505369794, 'gamma': 2.8824919173354613, 'reg_alpha': 0.15609071914419348, 'reg_lambda': 0.7611789673278244}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,357] Trial 187 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.022834025577545523, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9844316754716462, 'colsample_bytree': 0.9829150599498363, 'gamma': 2.6794767765614305, 'reg_alpha': 0.0892796773765288, 'reg_lambda': 0.6291604096181189}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,470] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 184, 'learning_rate': 0.01918038982222262, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7089454002818398, 'colsample_bytree': 0.9613448996903127, 'gamma': 0.16019986951274176, 'reg_alpha': 0.1203228574121795, 'reg_lambda': 0.8426208810053598}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,640] Trial 189 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.021106053358157805, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9923590408182857, 'colsample_bytree': 0.9998522326590465, 'gamma': 0.3049325386787983, 'reg_alpha': 0.01921118300518994, 'reg_lambda': 0.5520994999368524}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,785] Trial 190 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 206, 'learning_rate': 0.02409481447874799, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9617108929935471, 'colsample_bytree': 0.9871938968235471, 'gamma': 3.0524142084968866, 'reg_alpha': 0.060766455112387104, 'reg_lambda': 0.6762395427325598}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:12,935] Trial 191 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.021712614734514, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9993660121731924, 'colsample_bytree': 0.9644500019490239, 'gamma': 2.5016770262984886, 'reg_alpha': 0.21687611599439843, 'reg_lambda': 0.6039016425459961}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,197] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 209, 'learning_rate': 0.020451313920245486, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9996365784438577, 'colsample_bytree': 0.9719762267628265, 'gamma': 0.00017663970838457726, 'reg_alpha': 0.175688494765799, 'reg_lambda': 0.7291939201887225}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,404] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.022183322333717642, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9785776930543513, 'colsample_bytree': 0.978719438797925, 'gamma': 0.39355567809293956, 'reg_alpha': 0.01714788274197442, 'reg_lambda': 2.1101341762224175}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,572] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.018581717828129892, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9874662138944131, 'colsample_bytree': 0.9905565754692504, 'gamma': 0.1862081355090074, 'reg_alpha': 0.12420239110897657, 'reg_lambda': 0.5436011281619912}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,758] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.02626456782187455, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9919992444950512, 'colsample_bytree': 0.9998700864553861, 'gamma': 0.30486840863045467, 'reg_alpha': 0.029339698335757086, 'reg_lambda': 0.6351838484784608}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:13,902] Trial 196 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.023855644644861104, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9738510045870824, 'colsample_bytree': 0.7819099338634631, 'gamma': 2.296257960027816, 'reg_alpha': 0.3715312152863503, 'reg_lambda': 1.45832561073686}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,124] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.01995805154190411, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9825270196914635, 'colsample_bytree': 0.9670581587922298, 'gamma': 0.10087403375206452, 'reg_alpha': 0.07957320045422062, 'reg_lambda': 0.7013829887096114}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,276] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.021554094697087158, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9900999778706508, 'colsample_bytree': 0.9814979388077242, 'gamma': 3.225766142467402, 'reg_alpha': 0.141787353067785, 'reg_lambda': 1.3754205334755993}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,439] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.016801874382208475, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9931266035550633, 'colsample_bytree': 0.9726492876600487, 'gamma': 0.4198141521871388, 'reg_alpha': 0.34334618384484256, 'reg_lambda': 0.5848647314642395}. Best is trial 176 with value: 0.7499999999999999.
[I 2025-11-03 19:26:14,442] A new study created in memory with name: no-name-84066af0-507c-43ed-bd35-1961b72574f9
[I 2025-11-03 19:26:14,601] Trial 0 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 192, 'learning_rate': 0.017336525656048252, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8503210463907629, 'colsample_bytree': 0.8863127131724036, 'gamma': 0.9192307062533694, 'reg_alpha': 0.9672095479116728, 'reg_lambda': 2.8644946841424694}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:14,875] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.06631981155026831, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6610425278027999, 'colsample_bytree': 0.6490231917501554, 'gamma': 3.345475501281658, 'reg_alpha': 0.04060385468795302, 'reg_lambda': 1.91064080773343}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,023] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.06082146061381299, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8304310420689769, 'colsample_bytree': 0.7687292667496851, 'gamma': 4.625999417300699, 'reg_alpha': 0.49065811602240883, 'reg_lambda': 2.131194155657562}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,160] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.011512857584646534, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7498103553950817, 'colsample_bytree': 0.6190025828077992, 'gamma': 3.1701479386551403, 'reg_alpha': 0.11014059735323412, 'reg_lambda': 2.9829851084239998}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,221] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.01824625798016565, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.60702175688806, 'colsample_bytree': 0.6856853024381331, 'gamma': 4.123504950198865, 'reg_alpha': 0.5885624592434797, 'reg_lambda': 1.7766596448003358}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,319] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.015966606542459107, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8513372732145009, 'colsample_bytree': 0.6098233950325262, 'gamma': 0.77954056741451, 'reg_alpha': 0.11603364463067212, 'reg_lambda': 2.7399629392679676}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,486] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.10000232118163059, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7496457282272077, 'colsample_bytree': 0.7023117238767789, 'gamma': 4.111805483571984, 'reg_alpha': 0.022958152933846843, 'reg_lambda': 2.504629464352557}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,534] Trial 7 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.016036100382172513, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8548169367941767, 'colsample_bytree': 0.9076894895341019, 'gamma': 2.1725873261802544, 'reg_alpha': 0.1901209041887164, 'reg_lambda': 1.8854760892998552}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,704] Trial 8 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.11994681119732954, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7172048431303102, 'colsample_bytree': 0.7622179379078251, 'gamma': 4.478996229322617, 'reg_alpha': 0.35526016442360553, 'reg_lambda': 1.3301562323881355}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:15,912] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.02897155214326782, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9503528219256758, 'colsample_bytree': 0.8990116173905176, 'gamma': 2.5319920689486066, 'reg_alpha': 0.11086111846038638, 'reg_lambda': 1.274802758945246}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:26:16,058] Trial 10 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.2541830657131779, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9919429983791316, 'colsample_bytree': 0.986848108740082, 'gamma': 0.013412397836200518, 'reg_alpha': 0.9543556691758784, 'reg_lambda': 0.5004787657409677}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,198] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.29059747318358914, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9888516030645129, 'colsample_bytree': 0.9922285075601618, 'gamma': 0.039894419006258564, 'reg_alpha': 0.9757933616571041, 'reg_lambda': 0.6549719449678282}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,326] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 127, 'learning_rate': 0.27797511761982324, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9964040453663842, 'colsample_bytree': 0.9984515035840137, 'gamma': 0.16287371044413423, 'reg_alpha': 0.9869107067706446, 'reg_lambda': 0.5246413917693775}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,489] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 132, 'learning_rate': 0.2810157066406775, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9323725483660815, 'colsample_bytree': 0.9986996657739985, 'gamma': 0.07048092217902457, 'reg_alpha': 0.8083611901698726, 'reg_lambda': 0.6927766273675957}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,727] Trial 14 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 124, 'learning_rate': 0.1734638465929579, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9225894781833847, 'colsample_bytree': 0.9456597690744672, 'gamma': 1.4730854513281488, 'reg_alpha': 0.7868268852261227, 'reg_lambda': 0.9426598814932767}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,868] Trial 15 finished with value: 0.699404761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.15832338509137256, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.977345706993402, 'colsample_bytree': 0.8231563480728301, 'gamma': 1.023317637101115, 'reg_alpha': 0.7942348119511291, 'reg_lambda': 1.016282448446368}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:16,958] Trial 16 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.19478693411040507, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8844762783158734, 'colsample_bytree': 0.8394821272744297, 'gamma': 1.726313819070195, 'reg_alpha': 0.6599848468062939, 'reg_lambda': 1.4012525893869037}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:17,017] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.04049090550885929, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9100225891486876, 'colsample_bytree': 0.9583882798804796, 'gamma': 0.4746147453623313, 'reg_alpha': 0.8719808515583638, 'reg_lambda': 0.7992877705964923}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:17,154] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 160, 'learning_rate': 0.10278211879556794, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9696580574744661, 'colsample_bytree': 0.9493244229081895, 'gamma': 1.4806514439604967, 'reg_alpha': 0.671060503225807, 'reg_lambda': 0.5247265170604438}. Best is trial 10 with value: 0.7321428571428571.
[I 2025-11-03 19:26:17,299] Trial 19 finished with value: 0.738095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.2381314175411344, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9946848103465542, 'colsample_bytree': 0.854099649840711, 'gamma': 0.07565961303335317, 'reg_alpha': 0.8998699634154423, 'reg_lambda': 1.1087743697548778}. Best is trial 19 with value: 0.738095238095238.
[I 2025-11-03 19:26:17,533] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 109, 'learning_rate': 0.2046458203329655, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8925522545803208, 'colsample_bytree': 0.8568871619278545, 'gamma': 0.6081529227832165, 'reg_alpha': 0.4237859721000298, 'reg_lambda': 1.0888486097942949}. Best is trial 19 with value: 0.738095238095238.
[I 2025-11-03 19:26:17,684] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.2848802007526143, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9925055710439739, 'colsample_bytree': 0.9614633335254867, 'gamma': 0.02672618252761237, 'reg_alpha': 0.9116628467791481, 'reg_lambda': 0.8020630166060055}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:17,847] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.13434567224313076, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9497008551417043, 'colsample_bytree': 0.9279825623200323, 'gamma': 1.123017355245715, 'reg_alpha': 0.8602306013700679, 'reg_lambda': 0.8578490288598694}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:17,976] Trial 23 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 105, 'learning_rate': 0.2237335661285291, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9940291456254048, 'colsample_bytree': 0.8709662265272786, 'gamma': 0.41693201980399675, 'reg_alpha': 0.90337295983807, 'reg_lambda': 1.5389456352249071}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,136] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 175, 'learning_rate': 0.08300012851879583, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9540337527851175, 'colsample_bytree': 0.7881771967977435, 'gamma': 0.01055011826970853, 'reg_alpha': 0.7066509079031036, 'reg_lambda': 1.1668821048359246}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,301] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 223, 'learning_rate': 0.07566735596546446, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9536933945208375, 'colsample_bytree': 0.7864890252638965, 'gamma': 0.5026362150626014, 'reg_alpha': 0.7154500581667639, 'reg_lambda': 1.134616707889704}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,550] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.03788371817703138, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8091596025561891, 'colsample_bytree': 0.7314487747198251, 'gamma': 1.968493611158444, 'reg_alpha': 0.5701743744956893, 'reg_lambda': 1.5788190571134835}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,701] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.14763567416172277, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8897556847500174, 'colsample_bytree': 0.8218769742890029, 'gamma': 1.3171330544409237, 'reg_alpha': 0.7375523834699853, 'reg_lambda': 1.2438326395993224}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,838] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.08262709047465053, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9339953291808591, 'colsample_bytree': 0.8095859416995572, 'gamma': 0.7562858858801208, 'reg_alpha': 0.8880257424979718, 'reg_lambda': 1.5949302658690816}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:18,992] Trial 29 finished with value: 0.636904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.04737036138633247, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9645205889239159, 'colsample_bytree': 0.8752780803131915, 'gamma': 2.682426387732658, 'reg_alpha': 0.5863074527416141, 'reg_lambda': 2.214294903248035}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,145] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.11260096545329606, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8694146295439611, 'colsample_bytree': 0.7423286148114359, 'gamma': 0.9526493766799758, 'reg_alpha': 0.82200550155492, 'reg_lambda': 0.7725345418268021}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,395] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.2320751247859577, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9972873019830528, 'colsample_bytree': 0.9698271381449374, 'gamma': 0.27984010692343764, 'reg_alpha': 0.9062982121470932, 'reg_lambda': 0.9229382997739148}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,525] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.22528572085851414, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9667786215502628, 'colsample_bytree': 0.9211185353394618, 'gamma': 0.021230330651530266, 'reg_alpha': 0.9463880005139991, 'reg_lambda': 0.6483308447575944}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,718] Trial 33 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 204, 'learning_rate': 0.1702140656247536, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9073005475647187, 'colsample_bytree': 0.8497625896708769, 'gamma': 0.3696280657444011, 'reg_alpha': 0.9946772361313521, 'reg_lambda': 1.145000101453828}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:19,833] Trial 34 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 89, 'learning_rate': 0.25994080235446204, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9389685333860853, 'colsample_bytree': 0.973499385728401, 'gamma': 0.7495609753841002, 'reg_alpha': 0.731957385084014, 'reg_lambda': 0.8615536504528846}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,074] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 139, 'learning_rate': 0.02667424096310584, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9992950995331624, 'colsample_bytree': 0.7756798387433161, 'gamma': 3.029369124807113, 'reg_alpha': 0.9304782679907315, 'reg_lambda': 0.5184884604708512}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,224] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 95, 'learning_rate': 0.1825865239162854, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8224026935291708, 'colsample_bytree': 0.8879724706706326, 'gamma': 0.0064024173466759315, 'reg_alpha': 0.8436770537334088, 'reg_lambda': 1.021488627414068}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,355] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 61, 'learning_rate': 0.08502382981174611, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9691458427328864, 'colsample_bytree': 0.6475984088032516, 'gamma': 0.32979026008678686, 'reg_alpha': 0.6727775303124326, 'reg_lambda': 0.7316399624965811}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,514] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.05431608604511935, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6682934656403674, 'colsample_bytree': 0.9297699475836724, 'gamma': 3.603135220638483, 'reg_alpha': 0.7676162942605295, 'reg_lambda': 1.4627379726134904}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,640] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.1324756082140712, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7733497287712469, 'colsample_bytree': 0.7172086556087954, 'gamma': 1.1750853801344898, 'reg_alpha': 0.9369348186049393, 'reg_lambda': 2.000143114717605}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,865] Trial 40 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 192, 'learning_rate': 0.06471775388383966, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9215553113139079, 'colsample_bytree': 0.7541761410109443, 'gamma': 4.972650649866891, 'reg_alpha': 0.5101248736262537, 'reg_lambda': 1.7138399129273134}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:20,999] Trial 41 finished with value: 0.738095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.2914790282773667, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9693992264748781, 'colsample_bytree': 0.9816332874018397, 'gamma': 0.22158083719078667, 'reg_alpha': 0.995192009699679, 'reg_lambda': 0.6487730761918542}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,164] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.29832041184814423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9520876989917874, 'colsample_bytree': 0.9778464370693157, 'gamma': 0.6169892195981175, 'reg_alpha': 0.9518049971348413, 'reg_lambda': 0.5969613026265272}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,305] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.22617667157392793, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9782738029052397, 'colsample_bytree': 0.9067489777956673, 'gamma': 0.26021644792029835, 'reg_alpha': 0.9948152545890263, 'reg_lambda': 1.2061730892165685}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,436] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 119, 'learning_rate': 0.25860412379314435, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9780783899610713, 'colsample_bytree': 0.9431788117101544, 'gamma': 0.689892809268478, 'reg_alpha': 0.852106827050574, 'reg_lambda': 0.9639413893741303}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,616] Trial 45 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.19469873300639756, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9470631644557883, 'colsample_bytree': 0.9851513012470836, 'gamma': 0.2353991406549112, 'reg_alpha': 0.23218843393181482, 'reg_lambda': 0.7466772866967627}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:21,879] Trial 46 finished with value: 0.738095238095238 and parameters: {'n_estimators': 202, 'learning_rate': 0.20102930615190598, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9078573992445592, 'colsample_bytree': 0.7979794063937821, 'gamma': 0.2065662399550594, 'reg_alpha': 0.27304142838240486, 'reg_lambda': 1.3597238350471401}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,064] Trial 47 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 206, 'learning_rate': 0.011487824136549649, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8494096574625886, 'colsample_bytree': 0.9643739109457328, 'gamma': 0.9130451766866425, 'reg_alpha': 0.2769927834674218, 'reg_lambda': 1.2940622278860068}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,208] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.20258744402741297, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6010685755345586, 'colsample_bytree': 0.6812064060878459, 'gamma': 0.26141458786924127, 'reg_alpha': 0.20116087524302015, 'reg_lambda': 0.840158579935921}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,361] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.14590697599168717, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.915802378323242, 'colsample_bytree': 0.9839346684853012, 'gamma': 0.4861498681781252, 'reg_alpha': 0.06925593678325992, 'reg_lambda': 1.3397548638563506}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,501] Trial 50 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.2976166498900425, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9417105094345211, 'colsample_bytree': 0.9131946523329266, 'gamma': 0.2060778357274265, 'reg_alpha': 0.322968192005103, 'reg_lambda': 2.727320914179649}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,613] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.18710267160299182, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9572054854840343, 'colsample_bytree': 0.7904263025071502, 'gamma': 0.18062341444879393, 'reg_alpha': 0.18315567615016562, 'reg_lambda': 1.082020097872654}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:22,756] Trial 52 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.24750456509064495, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9823685781959898, 'colsample_bytree': 0.8059444465627477, 'gamma': 0.7956451514905019, 'reg_alpha': 0.30175812692195214, 'reg_lambda': 0.6836014693769136}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,071] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.16667216709412386, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9268558914011704, 'colsample_bytree': 0.7649745414190298, 'gamma': 0.42713945266847886, 'reg_alpha': 0.3892934720222402, 'reg_lambda': 1.010051240742342}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,223] Trial 54 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 162, 'learning_rate': 0.2133984392695, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9061196455681949, 'colsample_bytree': 0.8421934986290294, 'gamma': 0.12731850833788655, 'reg_alpha': 0.22576433033768867, 'reg_lambda': 0.89645328705423}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,371] Trial 55 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.11199193977990499, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9485578576393718, 'colsample_bytree': 0.823707122652448, 'gamma': 0.5994689747537086, 'reg_alpha': 0.16134985678902414, 'reg_lambda': 0.7677187577224556}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,530] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 191, 'learning_rate': 0.12482847407680249, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9359925157050949, 'colsample_bytree': 0.8283554845759123, 'gamma': 0.5669767087316309, 'reg_alpha': 0.13707600296384226, 'reg_lambda': 0.6158722323083938}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,689] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.15309447694373662, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8686471341431153, 'colsample_bytree': 0.867354822847585, 'gamma': 0.9552052843118741, 'reg_alpha': 0.01940232597544861, 'reg_lambda': 0.7698503221362343}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,849] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 154, 'learning_rate': 0.10659799226066226, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9845657400605626, 'colsample_bytree': 0.9398400654823275, 'gamma': 2.0445939491842235, 'reg_alpha': 0.2631171750951684, 'reg_lambda': 0.7220185200794128}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:23,969] Trial 59 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 228, 'learning_rate': 0.19688150613005528, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7341746586734615, 'colsample_bytree': 0.9993407280905994, 'gamma': 1.4026149715672203, 'reg_alpha': 0.06468358737065741, 'reg_lambda': 1.0502434599786452}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,158] Trial 60 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.2626685638893299, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8971202238268833, 'colsample_bytree': 0.8850771688672251, 'gamma': 1.6916726932506092, 'reg_alpha': 0.13989519712246085, 'reg_lambda': 0.5783379285665777}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,315] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.07214093725802309, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9487455883278448, 'colsample_bytree': 0.7810101169993924, 'gamma': 0.012952841519896202, 'reg_alpha': 0.4325021810112954, 'reg_lambda': 1.1825540142552047}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,537] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.09028877856907487, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9589738938609557, 'colsample_bytree': 0.9592463341522833, 'gamma': 0.36793312101221465, 'reg_alpha': 0.24426304372950314, 'reg_lambda': 0.9439222223907592}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,678] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.24131226436531455, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9694233822614635, 'colsample_bytree': 0.7990111721692682, 'gamma': 0.18894907403437056, 'reg_alpha': 0.6259289239773584, 'reg_lambda': 1.3828471076029327}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,835] Trial 64 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.05656722817944578, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9813888929109591, 'colsample_bytree': 0.8146854027627177, 'gamma': 0.551664701986534, 'reg_alpha': 0.5209554916671679, 'reg_lambda': 0.8082061454799695}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:24,961] Trial 65 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.11823114818722823, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.946700622020025, 'colsample_bytree': 0.8299534865282003, 'gamma': 0.7894864984060401, 'reg_alpha': 0.16166222453724527, 'reg_lambda': 1.4957854856863637}. Best is trial 21 with value: 0.75.
[I 2025-11-03 19:26:25,187] Trial 66 finished with value: 0.761904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.13876868951221824, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9260672102564098, 'colsample_bytree': 0.7506902444784489, 'gamma': 0.13773509400862993, 'reg_alpha': 0.36068485251529464, 'reg_lambda': 1.6422278996698736}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,313] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.1810859583670276, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8769854313060488, 'colsample_bytree': 0.6920153267265772, 'gamma': 0.3791372357333584, 'reg_alpha': 0.3314599355992687, 'reg_lambda': 1.6472532945939655}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,458] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.1439188154533371, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9273432468914622, 'colsample_bytree': 0.7466770328904808, 'gamma': 0.17169935763013316, 'reg_alpha': 0.3858112065613075, 'reg_lambda': 1.8554077677444403}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,539] Trial 69 finished with value: 0.6666666666666665 and parameters: {'n_estimators': 98, 'learning_rate': 0.16738709367223822, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8985032442250424, 'colsample_bytree': 0.7273805681944657, 'gamma': 3.752909575824601, 'reg_alpha': 0.2194888290795179, 'reg_lambda': 1.7742539650425078}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,656] Trial 70 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.2123449633006987, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9938213600563617, 'colsample_bytree': 0.9876968102345463, 'gamma': 1.1436596825137877, 'reg_alpha': 0.45902466314870405, 'reg_lambda': 2.3592581435593516}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,773] Trial 71 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.10129026706760152, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9593065049076048, 'colsample_bytree': 0.7909593232780026, 'gamma': 0.10416168533532776, 'reg_alpha': 0.9108058069074303, 'reg_lambda': 1.284622289111652}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:25,913] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.27247453044361575, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9713958407251239, 'colsample_bytree': 0.7707098013721314, 'gamma': 0.5181480837973873, 'reg_alpha': 0.361577804322711, 'reg_lambda': 1.413418272529791}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,193] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.1318587614617579, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9388218620658358, 'colsample_bytree': 0.7602458921711143, 'gamma': 0.002703267583448715, 'reg_alpha': 0.5449682369487514, 'reg_lambda': 1.6669312864311605}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,369] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.23553280905528068, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9181528922652105, 'colsample_bytree': 0.8560574528864872, 'gamma': 0.2913626809431202, 'reg_alpha': 0.28536836990717074, 'reg_lambda': 1.9949913713915948}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,510] Trial 75 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 158, 'learning_rate': 0.19401066522779278, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7843140030851703, 'colsample_bytree': 0.7993861081464497, 'gamma': 0.6592484159891312, 'reg_alpha': 0.9675557468918097, 'reg_lambda': 1.1485425464438468}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,603] Trial 76 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 22, 'learning_rate': 0.09137412758131665, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9913125330822471, 'colsample_bytree': 0.9505169877865213, 'gamma': 2.3317596665614033, 'reg_alpha': 0.8230796640192266, 'reg_lambda': 0.7052649095291135}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,743] Trial 77 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 191, 'learning_rate': 0.11276176074317609, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6365154855937318, 'colsample_bytree': 0.7083504618885321, 'gamma': 0.45251491910875874, 'reg_alpha': 0.7754434648594319, 'reg_lambda': 0.8668038973346476}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:26,869] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.159521935178445, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.963336082182742, 'colsample_bytree': 0.8161371179335367, 'gamma': 0.12997225221558745, 'reg_alpha': 0.8888682857664177, 'reg_lambda': 1.2349388480504542}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,053] Trial 79 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.27321934989349217, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9989519398759088, 'colsample_bytree': 0.8359057117438446, 'gamma': 0.3478518156712933, 'reg_alpha': 0.10214793639015726, 'reg_lambda': 0.9819710125391089}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,141] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.1398696147843757, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8403191844783984, 'colsample_bytree': 0.9770162459868135, 'gamma': 0.8656993468865435, 'reg_alpha': 0.17940248418486163, 'reg_lambda': 1.091950464795842}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,310] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.12434522195657755, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9172759080540044, 'colsample_bytree': 0.9740132513173078, 'gamma': 0.4788029176868798, 'reg_alpha': 0.06495286793586458, 'reg_lambda': 1.4029082984015588}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,461] Trial 82 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.1467106482890771, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9129673739973325, 'colsample_bytree': 0.9846065927456006, 'gamma': 0.2360887032312305, 'reg_alpha': 0.0811074159270106, 'reg_lambda': 1.373682736046927}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,616] Trial 83 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 209, 'learning_rate': 0.21481454873854502, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8827405802491703, 'colsample_bytree': 0.9559455689663502, 'gamma': 0.12044958648274465, 'reg_alpha': 0.24058631438191175, 'reg_lambda': 1.544126732911366}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,776] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.0776749945391595, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9522478421904903, 'colsample_bytree': 0.9877487311243458, 'gamma': 0.6181642367284482, 'reg_alpha': 0.14093325022447306, 'reg_lambda': 0.7871587740816206}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:27,994] Trial 85 finished with value: 0.744047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.18485018736703995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9761116115277106, 'colsample_bytree': 0.9678426837087518, 'gamma': 0.2972247222875373, 'reg_alpha': 0.9712486615820748, 'reg_lambda': 0.5590987736982252}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,130] Trial 86 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.17492978359928632, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9730026556534104, 'colsample_bytree': 0.7816183029209333, 'gamma': 0.31091342427185953, 'reg_alpha': 0.973999330378607, 'reg_lambda': 0.5888133282418152}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,276] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.23350263587470793, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9891841521780579, 'colsample_bytree': 0.9355444095298207, 'gamma': 0.00533992375377465, 'reg_alpha': 0.9199182242617264, 'reg_lambda': 0.519256475543997}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,435] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 218, 'learning_rate': 0.24466220166031236, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9815361919207745, 'colsample_bytree': 0.9261990551570012, 'gamma': 2.6992031562876297, 'reg_alpha': 0.9252137192493085, 'reg_lambda': 0.6581908636421746}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,634] Trial 89 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 206, 'learning_rate': 0.2821507457174494, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.989151448910673, 'colsample_bytree': 0.9342962659922316, 'gamma': 0.6816700215890747, 'reg_alpha': 0.9987720696096498, 'reg_lambda': 0.5377666984049128}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:28,892] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.2009478410949409, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9296116627384815, 'colsample_bytree': 0.9641475770928501, 'gamma': 0.10994998507987194, 'reg_alpha': 0.8818217775031281, 'reg_lambda': 0.6329669459970352}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,049] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.2206138823410878, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9625290268224966, 'colsample_bytree': 0.9690590018015119, 'gamma': 0.012402326217076348, 'reg_alpha': 0.8390221587160844, 'reg_lambda': 0.55722899407794}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,189] Trial 92 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 187, 'learning_rate': 0.1868942393009341, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9397008904638886, 'colsample_bytree': 0.94994261044328, 'gamma': 0.24836783636005372, 'reg_alpha': 0.9535221431486751, 'reg_lambda': 0.7569138538999811}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,357] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.29703351644827924, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9753736712426473, 'colsample_bytree': 0.91766975268438, 'gamma': 0.39282450168432365, 'reg_alpha': 0.9065478592663623, 'reg_lambda': 0.9061840586793465}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,496] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.2539555812189509, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9880330612531222, 'colsample_bytree': 0.8957433955445506, 'gamma': 0.00034148366822500664, 'reg_alpha': 0.8646137130875355, 'reg_lambda': 0.667289786880026}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,625] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 103, 'learning_rate': 0.1582290465268557, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9466126700069244, 'colsample_bytree': 0.9910429797180109, 'gamma': 0.2347962109909962, 'reg_alpha': 0.9254139234058544, 'reg_lambda': 0.837567133780706}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:29,914] Trial 96 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 149, 'learning_rate': 0.22959603600558298, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9658968043166035, 'colsample_bytree': 0.8467565139971583, 'gamma': 0.5336590984844799, 'reg_alpha': 0.6948523543448983, 'reg_lambda': 0.5061682143107139}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,068] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.25801545801380904, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9756389715203148, 'colsample_bytree': 0.999625236895334, 'gamma': 0.10419382730459938, 'reg_alpha': 0.8024869959232162, 'reg_lambda': 0.7172869967033337}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,250] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.012948630468146437, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.956321044635128, 'colsample_bytree': 0.9377649630123556, 'gamma': 0.4222927717780996, 'reg_alpha': 0.6187349778725608, 'reg_lambda': 0.6105715131976993}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,395] Trial 99 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.20662940020158077, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.932376597397017, 'colsample_bytree': 0.737959257121261, 'gamma': 0.19110608640819293, 'reg_alpha': 0.9588605012590764, 'reg_lambda': 0.814547131971405}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,523] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.0914936913851945, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9456758771049006, 'colsample_bytree': 0.8065191628506574, 'gamma': 0.3440375809396857, 'reg_alpha': 0.7478719143466928, 'reg_lambda': 0.748064001751484}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,667] Trial 101 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 196, 'learning_rate': 0.17638298778923356, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9044433947999438, 'colsample_bytree': 0.9593256253293742, 'gamma': 0.47165234442598664, 'reg_alpha': 0.03658115915246049, 'reg_lambda': 1.193375520382974}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:30,898] Trial 102 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 177, 'learning_rate': 0.13255320738077836, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6842473710520375, 'colsample_bytree': 0.9776944654166351, 'gamma': 0.1024992628185431, 'reg_alpha': 0.9802556282288777, 'reg_lambda': 1.3116254780689731}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,066] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 133, 'learning_rate': 0.02247038480290369, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9869032051385885, 'colsample_bytree': 0.9848769442651597, 'gamma': 1.0253138113902929, 'reg_alpha': 0.2110376469012235, 'reg_lambda': 1.345556056797475}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,215] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.1615985964219094, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9997658082090889, 'colsample_bytree': 0.9687352687044929, 'gamma': 0.29153305135449203, 'reg_alpha': 0.9374802074053626, 'reg_lambda': 1.438793934179429}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,432] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 185, 'learning_rate': 0.19039065850628337, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9222583922855003, 'colsample_bytree': 0.7577453019919577, 'gamma': 0.5992110730909852, 'reg_alpha': 0.3160248303632112, 'reg_lambda': 1.485364873331078}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,534] Trial 106 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 163, 'learning_rate': 0.2212723655839689, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9661946557482042, 'colsample_bytree': 0.8235788527267636, 'gamma': 0.782826567071416, 'reg_alpha': 0.26293023264576404, 'reg_lambda': 1.0592057015416787}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,726] Trial 107 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.1104338181932355, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9550992007943329, 'colsample_bytree': 0.9460027226700773, 'gamma': 0.2016304768663975, 'reg_alpha': 0.12096725945260518, 'reg_lambda': 1.1413217365422539}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:31,931] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.23559739128461016, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.937942655549704, 'colsample_bytree': 0.7944049349665, 'gamma': 0.09343450138909593, 'reg_alpha': 0.48100198655557813, 'reg_lambda': 0.5676402429061727}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,076] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.24534335576612049, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9793876917035537, 'colsample_bytree': 0.7893001523962222, 'gamma': 0.08032998952858589, 'reg_alpha': 0.3489612929441416, 'reg_lambda': 0.6719317398489745}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,214] Trial 110 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 107, 'learning_rate': 0.27610764849218755, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.938784869225268, 'colsample_bytree': 0.7723294569559187, 'gamma': 0.3127636907170984, 'reg_alpha': 0.5600951560857181, 'reg_lambda': 0.5758073947707292}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,341] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.15352512097928156, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9112407097853272, 'colsample_bytree': 0.9813306834178118, 'gamma': 0.415687546481679, 'reg_alpha': 0.42214086907264986, 'reg_lambda': 0.6318132270810923}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,469] Trial 112 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.23667224290252545, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9333399180315171, 'colsample_bytree': 0.7499303303465843, 'gamma': 0.18991670907646568, 'reg_alpha': 0.49927833366703567, 'reg_lambda': 0.5039862498534415}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,588] Trial 113 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.1978782054381071, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9257277887643017, 'colsample_bytree': 0.6009611338199878, 'gamma': 0.5197123030998484, 'reg_alpha': 0.8929967123215654, 'reg_lambda': 1.2418071884181356}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:32,847] Trial 114 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 126, 'learning_rate': 0.04482991411726742, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9501203188818238, 'colsample_bytree': 0.7929771946246309, 'gamma': 0.08337768673952686, 'reg_alpha': 0.47218495332982396, 'reg_lambda': 0.5630915815995096}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,123] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.14116466832636695, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8975495520263592, 'colsample_bytree': 0.8108214866872195, 'gamma': 0.7086431420246377, 'reg_alpha': 0.002131104989686064, 'reg_lambda': 0.6929757861758686}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,270] Trial 116 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 173, 'learning_rate': 0.172661703558933, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9707920083377318, 'colsample_bytree': 0.9953372449913817, 'gamma': 0.29090688610597804, 'reg_alpha': 0.17264936268755446, 'reg_lambda': 0.9626297503744317}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,407] Trial 117 finished with value: 0.744047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.26820419879481183, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9916774473166665, 'colsample_bytree': 0.7797612326243331, 'gamma': 0.005583930044875236, 'reg_alpha': 0.2910983745730059, 'reg_lambda': 1.8327058708240367}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,538] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.26578820675019565, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9912725009529149, 'colsample_bytree': 0.7754094496763695, 'gamma': 0.004829293890159946, 'reg_alpha': 0.2455994250174896, 'reg_lambda': 1.6995046309644122}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,664] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.2830319040878489, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9812045594646375, 'colsample_bytree': 0.8017018174950342, 'gamma': 0.1540726568275643, 'reg_alpha': 0.29174292698410037, 'reg_lambda': 1.873015565908203}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,790] Trial 120 finished with value: 0.761904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.23158428478048335, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9597502420258414, 'colsample_bytree': 0.7798524060731868, 'gamma': 0.23699516804471515, 'reg_alpha': 0.4002864459388483, 'reg_lambda': 2.012205928262139}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:33,962] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.22251062394344087, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9608780910233707, 'colsample_bytree': 0.7654465904217744, 'gamma': 0.22144315110542195, 'reg_alpha': 0.3738524953352821, 'reg_lambda': 1.9677706523930054}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,087] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.23065033608050223, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9628737698686611, 'colsample_bytree': 0.7636429774945612, 'gamma': 0.21223580098268016, 'reg_alpha': 0.4287228503618715, 'reg_lambda': 2.0542227003401092}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,219] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.20968527507357676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848243074053237, 'colsample_bytree': 0.7344862177350151, 'gamma': 0.33773087816763026, 'reg_alpha': 0.38955920333524685, 'reg_lambda': 2.1865440562858787}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,327] Trial 124 finished with value: 0.738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.2491450252548954, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9730477886764656, 'colsample_bytree': 0.778442394106066, 'gamma': 0.10064575612308223, 'reg_alpha': 0.3420975470609265, 'reg_lambda': 1.8387231691441452}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,454] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.29105483621356804, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.999658687621624, 'colsample_bytree': 0.767682042737299, 'gamma': 0.4037509271790736, 'reg_alpha': 0.36204001753022286, 'reg_lambda': 1.9282842809669898}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,554] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.21819723421368434, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9594383137594905, 'colsample_bytree': 0.7523076078652552, 'gamma': 0.24642982322078477, 'reg_alpha': 0.40336255639311425, 'reg_lambda': 2.0253133585326437}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,677] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 137, 'learning_rate': 0.22344200157227978, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9591357655843018, 'colsample_bytree': 0.752700497086862, 'gamma': 4.430499609332655, 'reg_alpha': 0.3863793422579981, 'reg_lambda': 2.118665814886855}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,804] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.2665967505519657, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9916332221020854, 'colsample_bytree': 0.7261393926546171, 'gamma': 0.24463797240840854, 'reg_alpha': 0.4076413420145066, 'reg_lambda': 1.808186705483997}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:34,975] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.20839380196183452, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9755935408458298, 'colsample_bytree': 0.7477420619369335, 'gamma': 0.01531987204365376, 'reg_alpha': 0.3749143865907307, 'reg_lambda': 2.0235145564256314}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,107] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.23927166417130277, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9755668233302563, 'colsample_bytree': 0.743540390344193, 'gamma': 0.06629859225063033, 'reg_alpha': 0.4619392863590574, 'reg_lambda': 1.9420740826963148}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,257] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.23727603915128304, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9775864916193155, 'colsample_bytree': 0.7575156453832729, 'gamma': 0.0489421486827103, 'reg_alpha': 0.45525562907587086, 'reg_lambda': 1.9542562204882041}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,405] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.24774739961973996, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9774054310435766, 'colsample_bytree': 0.745102640031492, 'gamma': 0.009495619252038928, 'reg_alpha': 0.4514376360908495, 'reg_lambda': 1.9377065817013006}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,552] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.29906643643147235, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9870933675666721, 'colsample_bytree': 0.7168022591604818, 'gamma': 0.11143336986822652, 'reg_alpha': 0.4835576260252683, 'reg_lambda': 2.0393004827496575}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,656] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.23104856595785317, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9661789648826881, 'colsample_bytree': 0.7405994061960758, 'gamma': 0.14138838396689707, 'reg_alpha': 0.4435581018636442, 'reg_lambda': 1.9791300504691356}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,808] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.22977547582947846, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9670839245279335, 'colsample_bytree': 0.7389397037126829, 'gamma': 0.10281440855874016, 'reg_alpha': 0.4569682824418238, 'reg_lambda': 1.9867155755489465}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:35,967] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.21353329204390534, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9665248463803299, 'colsample_bytree': 0.7203841580319371, 'gamma': 0.09027844720841013, 'reg_alpha': 0.44642708272341763, 'reg_lambda': 1.9734234075693764}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,111] Trial 137 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.18295190485041152, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9561078977415367, 'colsample_bytree': 0.740876884506134, 'gamma': 0.0017445174937780472, 'reg_alpha': 0.5268449830034745, 'reg_lambda': 2.1092138849799054}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,249] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.23452422901931727, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9755992899027511, 'colsample_bytree': 0.756649873412774, 'gamma': 0.17055322995395528, 'reg_alpha': 0.4051458321939912, 'reg_lambda': 2.1760004219329403}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,380] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.265567087571821, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9648313250388236, 'colsample_bytree': 0.7330155085518301, 'gamma': 0.3439004884883312, 'reg_alpha': 0.4696589632871459, 'reg_lambda': 2.0597138741426035}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,498] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 122, 'learning_rate': 0.2087537591319992, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.982545902382854, 'colsample_bytree': 0.7464212369250078, 'gamma': 0.27009549058251825, 'reg_alpha': 0.368199615315376, 'reg_lambda': 1.906004245951829}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,651] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.23265524995232398, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9926241218999955, 'colsample_bytree': 0.7612928116907631, 'gamma': 0.00010797766306702705, 'reg_alpha': 0.4408397175131551, 'reg_lambda': 1.9505422319702088}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:36,944] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.25067288401243476, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9733005671266056, 'colsample_bytree': 0.781640059184054, 'gamma': 0.13938793667440152, 'reg_alpha': 0.41257670062587487, 'reg_lambda': 2.256827462257321}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,077] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.22323766091266817, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9941610518545965, 'colsample_bytree': 0.7063564462127367, 'gamma': 0.16564728620969696, 'reg_alpha': 0.48801914942681035, 'reg_lambda': 2.016011489983913}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,219] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.22208222044371573, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9838661283769772, 'colsample_bytree': 0.7021944074256463, 'gamma': 0.43571639419447095, 'reg_alpha': 0.4716247608490593, 'reg_lambda': 2.0277287268516058}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,314] Trial 145 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 146, 'learning_rate': 0.1986079147595255, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9606042195005408, 'colsample_bytree': 0.6719228870730904, 'gamma': 3.18864950049086, 'reg_alpha': 0.5074285909308547, 'reg_lambda': 1.7556488597319848}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,451] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.21802327217457257, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9822318670457383, 'colsample_bytree': 0.6978192253413856, 'gamma': 0.4133403572121801, 'reg_alpha': 0.465208482409701, 'reg_lambda': 2.0989605217420677}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,709] Trial 147 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 130, 'learning_rate': 0.2582184497317049, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9448933693625352, 'colsample_bytree': 0.7525997843185039, 'gamma': 0.2933978754149709, 'reg_alpha': 0.3713692503188555, 'reg_lambda': 1.8144199223856523}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:37,883] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.18626673950605252, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9711295172373638, 'colsample_bytree': 0.6702020410407195, 'gamma': 0.48119293015448894, 'reg_alpha': 0.399997516610357, 'reg_lambda': 2.0071683391206916}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,026] Trial 149 finished with value: 0.744047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.244752065653992, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9531662513544921, 'colsample_bytree': 0.6355601671768184, 'gamma': 0.0941535429346133, 'reg_alpha': 0.3193346243197987, 'reg_lambda': 1.8820302906784203}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,151] Trial 150 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.27596258711130645, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9532568840446007, 'colsample_bytree': 0.6605223887500744, 'gamma': 0.22892378467923868, 'reg_alpha': 0.5271612245059666, 'reg_lambda': 1.8874930680099107}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,285] Trial 151 finished with value: 0.744047619047619 and parameters: {'n_estimators': 111, 'learning_rate': 0.23988602345125032, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9668839132006406, 'colsample_bytree': 0.6369814322156254, 'gamma': 0.09656274750944877, 'reg_alpha': 0.4330438386332803, 'reg_lambda': 2.9622360496453597}. Best is trial 66 with value: 0.761904761904762.
[I 2025-11-03 19:26:38,488] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 110, 'learning_rate': 0.24252433983868707, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9613342364575095, 'colsample_bytree': 0.6323757543702367, 'gamma': 0.11482156770866558, 'reg_alpha': 0.3192975402968086, 'reg_lambda': 2.759524275442622}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:38,693] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.2453295454109957, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9647811874715359, 'colsample_bytree': 0.617989349240317, 'gamma': 0.33210353313225643, 'reg_alpha': 0.30339198045457394, 'reg_lambda': 2.9569721875098502}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:38,808] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.2568131154375757, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9851099476314936, 'colsample_bytree': 0.6337047050337309, 'gamma': 0.36206388299848785, 'reg_alpha': 0.31467504659536405, 'reg_lambda': 2.7231913576620568}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:38,934] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 94, 'learning_rate': 0.2784050563904522, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9582014037231161, 'colsample_bytree': 0.619770060184701, 'gamma': 0.2561065074829081, 'reg_alpha': 0.31233991088621726, 'reg_lambda': 2.7694915270161706}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,062] Trial 156 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 110, 'learning_rate': 0.22306609248738926, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9643709942062718, 'colsample_bytree': 0.6168754712794149, 'gamma': 0.568710157288392, 'reg_alpha': 0.33438611211663105, 'reg_lambda': 1.9635727580244804}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,177] Trial 157 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.25413374705137104, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9517870163237275, 'colsample_bytree': 0.6320603860162176, 'gamma': 0.17363122448242987, 'reg_alpha': 0.35205639043730136, 'reg_lambda': 2.633671388175249}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,294] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.2417553058695366, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9990662544379986, 'colsample_bytree': 0.6479820563366515, 'gamma': 0.4450379034021834, 'reg_alpha': 0.45552480672228657, 'reg_lambda': 2.9725761828279316}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,443] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.03232234945100835, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9793994774547289, 'colsample_bytree': 0.612854173630448, 'gamma': 0.3284118308050369, 'reg_alpha': 0.29838839401312356, 'reg_lambda': 1.8925814872123516}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,654] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.20467426586897217, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9879858446617786, 'colsample_bytree': 0.6232421693861445, 'gamma': 0.1610320953920407, 'reg_alpha': 0.4179823952387378, 'reg_lambda': 2.416988755281821}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,791] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 108, 'learning_rate': 0.2372312147110934, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9680031481603631, 'colsample_bytree': 0.632567603024891, 'gamma': 0.0883505845036213, 'reg_alpha': 0.448327242375796, 'reg_lambda': 2.971499092469083}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,866] Trial 162 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.2702175426778081, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9687891746007773, 'colsample_bytree': 0.6439150136454476, 'gamma': 0.08135993224520105, 'reg_alpha': 0.43102035955992873, 'reg_lambda': 2.7762392998386622}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:39,999] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 120, 'learning_rate': 0.22838756731490717, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9444397758222783, 'colsample_bytree': 0.6036239209050622, 'gamma': 0.2471152182713074, 'reg_alpha': 0.2658672757171303, 'reg_lambda': 2.910917521126002}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,116] Trial 164 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 100, 'learning_rate': 0.2462680434654332, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9597564200143205, 'colsample_bytree': 0.6369008602306085, 'gamma': 0.1555828331864098, 'reg_alpha': 0.3225425007656621, 'reg_lambda': 2.8246915008167757}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,242] Trial 165 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.1943270888718086, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.959949993921055, 'colsample_bytree': 0.6597919904677056, 'gamma': 0.36074512194519304, 'reg_alpha': 0.3318261454116909, 'reg_lambda': 2.84884061928781}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,442] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 133, 'learning_rate': 0.2991505154615413, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.97666260261649, 'colsample_bytree': 0.7672934132837207, 'gamma': 0.19237513413888863, 'reg_alpha': 0.28138459836842633, 'reg_lambda': 2.882013919818258}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,575] Trial 167 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.21736354887777495, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9888535896537805, 'colsample_bytree': 0.740818139106911, 'gamma': 1.6074467614021806, 'reg_alpha': 0.3546305976198375, 'reg_lambda': 2.2701236170516736}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,708] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 92, 'learning_rate': 0.2607001203797653, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8233253594127966, 'colsample_bytree': 0.6242060101453399, 'gamma': 0.012308744528996496, 'reg_alpha': 0.39097533572990606, 'reg_lambda': 2.5617306419289716}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,831] Trial 169 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.24675313463755227, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9509080625147038, 'colsample_bytree': 0.7236009408705736, 'gamma': 0.287664939046544, 'reg_alpha': 0.3173152593292599, 'reg_lambda': 2.074732271440804}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:40,973] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 101, 'learning_rate': 0.28007461288220814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.982695343024573, 'colsample_bytree': 0.7153805757805474, 'gamma': 0.4785060798377542, 'reg_alpha': 0.3471342948241032, 'reg_lambda': 2.826395905540572}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,175] Trial 171 finished with value: 0.744047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.23348756887273517, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.966445806008462, 'colsample_bytree': 0.6367779060539825, 'gamma': 0.10996694570015494, 'reg_alpha': 0.4218954841847154, 'reg_lambda': 2.940050431164415}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,325] Trial 172 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 85, 'learning_rate': 0.24371277348185555, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9736277045064026, 'colsample_bytree': 0.6605282628925692, 'gamma': 0.14910020366334753, 'reg_alpha': 0.30110232231757733, 'reg_lambda': 1.8392462723818828}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,525] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.21518082102444366, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9621402386990897, 'colsample_bytree': 0.6417634815015973, 'gamma': 0.003984018510551912, 'reg_alpha': 0.3760762867711291, 'reg_lambda': 1.92946116796866}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,678] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.20479886204664563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9537092478889919, 'colsample_bytree': 0.6265852437955867, 'gamma': 0.22473976742164045, 'reg_alpha': 0.4394938287571527, 'reg_lambda': 2.1434312400238853}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,796] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.2674191070300553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9707894237298748, 'colsample_bytree': 0.6537079273194827, 'gamma': 0.09734065082292057, 'reg_alpha': 0.402245970113838, 'reg_lambda': 1.761725775708525}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:41,913] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.26218272099039114, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9777702458393861, 'colsample_bytree': 0.7339972574953778, 'gamma': 0.3399062715110905, 'reg_alpha': 0.40771409392038527, 'reg_lambda': 1.725847279744172}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,026] Trial 177 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 80, 'learning_rate': 0.2660461969611513, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9920918946327812, 'colsample_bytree': 0.7368952278160128, 'gamma': 0.38117296446725923, 'reg_alpha': 0.40251539158021427, 'reg_lambda': 1.712837660501894}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,247] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.2775465989225996, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9750059409141743, 'colsample_bytree': 0.7588560590732586, 'gamma': 0.29011022014851895, 'reg_alpha': 0.4926917251247359, 'reg_lambda': 1.6236269736957478}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,472] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.22354393536151598, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.981337516379564, 'colsample_bytree': 0.7322895507083746, 'gamma': 0.5381143013235687, 'reg_alpha': 0.4635241161624756, 'reg_lambda': 1.726567370260399}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,593] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.22472202394175933, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9794580181787483, 'colsample_bytree': 0.7310395842612801, 'gamma': 0.5850177708688081, 'reg_alpha': 0.470634841073469, 'reg_lambda': 1.781748171529971}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,740] Trial 181 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.2589921508109232, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9840383572789149, 'colsample_bytree': 0.77130306087912, 'gamma': 0.4138868689304189, 'reg_alpha': 0.4141659785703907, 'reg_lambda': 1.6849763955331423}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:42,883] Trial 182 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.22432073014021556, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9963471764767808, 'colsample_bytree': 0.6843162282641313, 'gamma': 0.22110114132244865, 'reg_alpha': 0.4577206406086342, 'reg_lambda': 1.9642292848291052}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,002] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 100, 'learning_rate': 0.1890358748564808, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.972106209870897, 'colsample_bytree': 0.7507400741054365, 'gamma': 0.175571831147608, 'reg_alpha': 0.38402412911539074, 'reg_lambda': 1.7486068462539264}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,151] Trial 184 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 148, 'learning_rate': 0.298013126587756, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9843892050655018, 'colsample_bytree': 0.7411924332122247, 'gamma': 0.31121539307950097, 'reg_alpha': 0.5060653263061957, 'reg_lambda': 1.7397329278635336}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,312] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.20508190272509155, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9624522203727596, 'colsample_bytree': 0.71175424060937, 'gamma': 0.5296957602902186, 'reg_alpha': 0.39935956581747145, 'reg_lambda': 1.6220488874894223}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,456] Trial 186 finished with value: 0.744047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.2541469131648355, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7989178273405881, 'colsample_bytree': 0.7241185720684896, 'gamma': 0.07387255989200807, 'reg_alpha': 0.36121157485170574, 'reg_lambda': 1.8109547980988585}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,571] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.2770344172298687, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9923454262530262, 'colsample_bytree': 0.7622113231337639, 'gamma': 0.3584964126056218, 'reg_alpha': 0.481387715536128, 'reg_lambda': 2.6874632061323496}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,682] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.22631295439225851, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9717349721679358, 'colsample_bytree': 0.7531417207115817, 'gamma': 2.864143033100845, 'reg_alpha': 0.4428848616832021, 'reg_lambda': 1.5634114727899109}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:43,826] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.24841074430725535, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9803177293307381, 'colsample_bytree': 0.6535345996238733, 'gamma': 0.0004310656613212005, 'reg_alpha': 0.4239744941021735, 'reg_lambda': 1.9818537244422123}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,167] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 125, 'learning_rate': 0.21520812503892062, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7562793532743686, 'colsample_bytree': 0.73250858011213, 'gamma': 0.16365138920171302, 'reg_alpha': 0.37466336049114957, 'reg_lambda': 1.8595839600524944}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,263] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.23961723789370576, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.956961159164573, 'colsample_bytree': 0.6105533408208361, 'gamma': 0.10811640290619541, 'reg_alpha': 0.33394604590947546, 'reg_lambda': 1.8902412673235642}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,396] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.2651024036267258, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9450087849361962, 'colsample_bytree': 0.6981469180323931, 'gamma': 0.23351323254318573, 'reg_alpha': 0.301771189648702, 'reg_lambda': 2.055482349667441}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,561] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.2445825941836728, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.969035339018851, 'colsample_bytree': 0.7434307668859628, 'gamma': 0.07420127013958731, 'reg_alpha': 0.3230284023618518, 'reg_lambda': 1.9050557647676387}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,698] Trial 194 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 138, 'learning_rate': 0.22926874174307715, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9701305381551317, 'colsample_bytree': 0.743579017656516, 'gamma': 0.27962651308260117, 'reg_alpha': 0.4636983632101779, 'reg_lambda': 2.0059875258378432}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:44,824] Trial 195 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 151, 'learning_rate': 0.28159357466343654, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9877348380317732, 'colsample_bytree': 0.7820057137644706, 'gamma': 2.2741659378620063, 'reg_alpha': 0.2552458728735301, 'reg_lambda': 1.8089140146577525}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,077] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.2489469942430082, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9770237665850205, 'colsample_bytree': 0.7688589524300645, 'gamma': 0.1614221115230623, 'reg_alpha': 0.3367046069480826, 'reg_lambda': 1.9104486816372657}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,201] Trial 197 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.23588075113872928, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9992910181290692, 'colsample_bytree': 0.7569067326562189, 'gamma': 1.83530823674892, 'reg_alpha': 0.40606217695210833, 'reg_lambda': 1.9340191811537732}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,337] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.20130985997695855, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7024861901990846, 'colsample_bytree': 0.7288403155414769, 'gamma': 0.45133574653848885, 'reg_alpha': 0.28274967920737115, 'reg_lambda': 1.682634120354151}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,457] Trial 199 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 148, 'learning_rate': 0.21283118847738206, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9631185416269736, 'colsample_bytree': 0.7376774441431099, 'gamma': 3.5312032600375485, 'reg_alpha': 0.36039055937543973, 'reg_lambda': 2.012911196243527}. Best is trial 152 with value: 0.7797619047619048.
[I 2025-11-03 19:26:45,460] A new study created in memory with name: no-name-c80361b1-ec6b-415b-80d9-6b662a0e554f
[I 2025-11-03 19:26:45,527] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.015355152925187588, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.6216489129390265, 'colsample_bytree': 0.7178085462930982, 'gamma': 3.0817428749370235, 'reg_alpha': 0.6039335134185516, 'reg_lambda': 1.4343413681184747}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,576] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.0351918766980657, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8236314038801147, 'colsample_bytree': 0.7323192080295358, 'gamma': 1.798140250468168, 'reg_alpha': 0.530971211951038, 'reg_lambda': 1.265711065617006}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,809] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.07560452082571469, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9536079819638277, 'colsample_bytree': 0.6766274705516074, 'gamma': 1.1304323190834809, 'reg_alpha': 0.584290452955655, 'reg_lambda': 0.5147737900799669}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,841] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.011802792095739029, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7676379235360067, 'colsample_bytree': 0.9680989777776301, 'gamma': 1.5628384661446615, 'reg_alpha': 0.6436998374849633, 'reg_lambda': 2.84264408412906}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:45,989] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.04850530506392123, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7972153004502206, 'colsample_bytree': 0.8761147238731051, 'gamma': 4.453841847972765, 'reg_alpha': 0.2508630659193002, 'reg_lambda': 0.8759469091742116}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:26:46,035] Trial 5 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 32, 'learning_rate': 0.10922087080174459, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9638768697185404, 'colsample_bytree': 0.9963257005555172, 'gamma': 3.6067764232419295, 'reg_alpha': 0.5392713520690896, 'reg_lambda': 1.8178775626660657}. Best is trial 5 with value: 0.6964285714285714.
[I 2025-11-03 19:26:46,321] Trial 6 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.01697065774059115, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9913047981769413, 'colsample_bytree': 0.9744817424344878, 'gamma': 3.231989813553151, 'reg_alpha': 0.09201130169457583, 'reg_lambda': 1.530585174545727}. Best is trial 5 with value: 0.6964285714285714.
[I 2025-11-03 19:26:46,466] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 181, 'learning_rate': 0.14693537455018693, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6344330066510354, 'colsample_bytree': 0.8438399849717353, 'gamma': 1.4692724794342453, 'reg_alpha': 0.6661391586947154, 'reg_lambda': 1.9582083411210292}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:46,736] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.016246551663394008, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6483898017141898, 'colsample_bytree': 0.637842974212662, 'gamma': 1.384036136387441, 'reg_alpha': 0.14222135046644846, 'reg_lambda': 0.7858515274374968}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:46,780] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.021836386189545177, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8625759819962184, 'colsample_bytree': 0.7497416715815148, 'gamma': 0.2797488170859397, 'reg_alpha': 0.3333807871745589, 'reg_lambda': 2.234948224214324}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:46,906] Trial 10 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 165, 'learning_rate': 0.2773442121243359, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7036895006767376, 'colsample_bytree': 0.8398771003668625, 'gamma': 0.1839016411474823, 'reg_alpha': 0.9580132105210838, 'reg_lambda': 2.348496587049706}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,026] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 109, 'learning_rate': 0.19969646548323636, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.870360665312052, 'colsample_bytree': 0.7858642464765143, 'gamma': 0.060774899689732015, 'reg_alpha': 0.3421822371111915, 'reg_lambda': 2.079125694614104}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,192] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.028634534579624765, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.857738432032061, 'colsample_bytree': 0.8680010209414036, 'gamma': 0.7404283288648104, 'reg_alpha': 0.8091822105155871, 'reg_lambda': 2.4199308980402954}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,296] Trial 13 finished with value: 0.6607142857142856 and parameters: {'n_estimators': 66, 'learning_rate': 0.13129172373622935, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7248919087066453, 'colsample_bytree': 0.8052755284761128, 'gamma': 2.2369029584136353, 'reg_alpha': 0.35649793441299066, 'reg_lambda': 2.950803660364294}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,501] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 86, 'learning_rate': 0.025969004603423326, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8943000850232774, 'colsample_bytree': 0.9168764684917011, 'gamma': 0.7094898046692774, 'reg_alpha': 0.7681384716111198, 'reg_lambda': 2.0126093898293966}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,620] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.06531401437548119, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6737507815866527, 'colsample_bytree': 0.7471441821911963, 'gamma': 2.3686220025578297, 'reg_alpha': 0.38671800532432565, 'reg_lambda': 2.4932824999751504}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,773] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.12874226636564207, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7559059530126451, 'colsample_bytree': 0.6056020406381836, 'gamma': 0.9253514436958539, 'reg_alpha': 0.7586276487879354, 'reg_lambda': 2.094883542357595}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:47,919] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.044315826949259354, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6025425062548806, 'colsample_bytree': 0.7838127397566205, 'gamma': 0.3921896793847541, 'reg_alpha': 0.23345430439689713, 'reg_lambda': 1.7306743890370755}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,027] Trial 18 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 85, 'learning_rate': 0.09091403484461276, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9170775751355533, 'colsample_bytree': 0.911235842968826, 'gamma': 1.8149834596317214, 'reg_alpha': 0.0041100758333244, 'reg_lambda': 2.6807833362763938}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,288] Trial 19 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 201, 'learning_rate': 0.20658552798698038, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8392231483157452, 'colsample_bytree': 0.679647241659987, 'gamma': 2.7427681184107495, 'reg_alpha': 0.4375596976174948, 'reg_lambda': 2.226170635566009}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,460] Trial 20 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 198, 'learning_rate': 0.18396256032490488, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8188195948498489, 'colsample_bytree': 0.6944264451909531, 'gamma': 4.89143412324425, 'reg_alpha': 0.4446343463931669, 'reg_lambda': 1.8259574104696816}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,641] Trial 21 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 197, 'learning_rate': 0.27513619107670745, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.850454390789599, 'colsample_bytree': 0.6629855444914499, 'gamma': 2.7268682130813455, 'reg_alpha': 0.6858418919326759, 'reg_lambda': 2.228561250367248}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,774] Trial 22 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 147, 'learning_rate': 0.18262342258262576, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.897746620145855, 'colsample_bytree': 0.764523923335696, 'gamma': 3.7942943308803034, 'reg_alpha': 0.456997717346645, 'reg_lambda': 2.6734534106000796}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:48,936] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 209, 'learning_rate': 0.16507616481887263, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.786115778740241, 'colsample_bytree': 0.8195021536304968, 'gamma': 1.977809938471471, 'reg_alpha': 0.26809906402558803, 'reg_lambda': 2.2354339741635676}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,167] Trial 24 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.29802375096853917, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7303581247402322, 'colsample_bytree': 0.7121959303729015, 'gamma': 2.5786216075764044, 'reg_alpha': 0.45403975046910017, 'reg_lambda': 1.945771045830366}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,354] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 181, 'learning_rate': 0.0654985000841955, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9367602949805206, 'colsample_bytree': 0.602620934432698, 'gamma': 1.1784014783336219, 'reg_alpha': 0.6955220402622262, 'reg_lambda': 2.5810982827086537}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,492] Trial 26 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 126, 'learning_rate': 0.09383030661742611, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8312033156628568, 'colsample_bytree': 0.6452513770205379, 'gamma': 0.572433965147203, 'reg_alpha': 0.30337484209427124, 'reg_lambda': 1.6629922105681363}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,621] Trial 27 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 120, 'learning_rate': 0.09670120412087937, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8318688079189768, 'colsample_bytree': 0.6262272909234284, 'gamma': 3.0160726712990327, 'reg_alpha': 0.8441973313441139, 'reg_lambda': 1.6222317767199546}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,752] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.22778283184629908, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.67424995959982, 'colsample_bytree': 0.6491608101550612, 'gamma': 0.5461965904155646, 'reg_alpha': 0.914808457336285, 'reg_lambda': 1.2911211572483312}. Best is trial 7 with value: 0.7083333333333334.
[I 2025-11-03 19:26:49,972] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.13853163530289495, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7592816189349074, 'colsample_bytree': 0.7027854099475823, 'gamma': 2.1119121311309392, 'reg_alpha': 0.578213901841845, 'reg_lambda': 1.3417687240693117}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,089] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.15004567527591584, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.6340555617921037, 'colsample_bytree': 0.699849293496086, 'gamma': 2.095702832437341, 'reg_alpha': 0.604280417561284, 'reg_lambda': 1.327464342044809}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,236] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.12454807658422723, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7799275308594167, 'colsample_bytree': 0.68165109494826, 'gamma': 1.5057684840812815, 'reg_alpha': 0.5367842515589786, 'reg_lambda': 1.0671966489298927}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,466] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.08440566294208299, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8135251798491037, 'colsample_bytree': 0.6589447075195665, 'gamma': 2.9872119509018726, 'reg_alpha': 0.41235093231948616, 'reg_lambda': 1.590155439875295}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,593] Trial 33 finished with value: 0.6755952380952382 and parameters: {'n_estimators': 131, 'learning_rate': 0.11019867080056057, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7456997054505694, 'colsample_bytree': 0.7350883685064522, 'gamma': 1.6775945567480135, 'reg_alpha': 0.48595225309069684, 'reg_lambda': 1.4528700393525256}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,741] Trial 34 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 66, 'learning_rate': 0.22784974267383534, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8377058259094861, 'colsample_bytree': 0.7203411528627552, 'gamma': 1.2001621789503925, 'reg_alpha': 0.6196834460089614, 'reg_lambda': 1.1166117161701348}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:50,974] Trial 35 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 183, 'learning_rate': 0.15338187449121038, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7028257656445407, 'colsample_bytree': 0.6288747733555413, 'gamma': 2.755826510090109, 'reg_alpha': 0.5660133400222696, 'reg_lambda': 1.693260025985087}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,079] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 152, 'learning_rate': 0.07242431563976169, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8006946107510191, 'colsample_bytree': 0.6746551521483136, 'gamma': 0.9553710738111962, 'reg_alpha': 0.6468855346919609, 'reg_lambda': 1.8738413567491885}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,224] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.05532026899035581, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.7720756896470344, 'colsample_bytree': 0.8831530584366909, 'gamma': 2.0420172860818204, 'reg_alpha': 0.27387270687254345, 'reg_lambda': 1.1294721279916773}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,372] Trial 38 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 208, 'learning_rate': 0.10113279889543289, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8786987396787544, 'colsample_bytree': 0.6937757962037583, 'gamma': 3.775842742522633, 'reg_alpha': 0.18692423608896408, 'reg_lambda': 1.4020041981498483}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,496] Trial 39 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.23760507461048283, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6637688854445525, 'colsample_bytree': 0.8435696793404702, 'gamma': 2.4387055800902946, 'reg_alpha': 0.5038417804710827, 'reg_lambda': 0.872326894054885}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,635] Trial 40 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 174, 'learning_rate': 0.13125285115749277, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.610080524891623, 'colsample_bytree': 0.7584337637664464, 'gamma': 3.402012802235607, 'reg_alpha': 0.6878915757060355, 'reg_lambda': 1.4845770476104965}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,821] Trial 41 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 56, 'learning_rate': 0.21888281926715514, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8287146169124097, 'colsample_bytree': 0.7213681929271414, 'gamma': 1.3781132185517584, 'reg_alpha': 0.5793174321550767, 'reg_lambda': 1.0470395576339182}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:51,961] Trial 42 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 68, 'learning_rate': 0.16625746666136978, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8314281191596061, 'colsample_bytree': 0.7234069911919696, 'gamma': 1.1426784802295735, 'reg_alpha': 0.7238370489476155, 'reg_lambda': 0.5486432663791665}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,090] Trial 43 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 85, 'learning_rate': 0.16261882397673166, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.80647127432409, 'colsample_bytree': 0.6428127744808523, 'gamma': 1.7858456081250471, 'reg_alpha': 0.7624812514776802, 'reg_lambda': 0.5763620402429883}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,252] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.11290630650354298, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8477104265834495, 'colsample_bytree': 0.6801321855786654, 'gamma': 0.997343183045174, 'reg_alpha': 0.7265031751678339, 'reg_lambda': 0.6680699445009008}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,348] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.18682346242497067, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8905687792809055, 'colsample_bytree': 0.7771845044943246, 'gamma': 1.3142389480724403, 'reg_alpha': 0.8533068100054353, 'reg_lambda': 2.162611259588774}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,484] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 123, 'learning_rate': 0.14489406524202236, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6974106498114484, 'colsample_bytree': 0.812582113759599, 'gamma': 1.6544895952429135, 'reg_alpha': 0.31954702837575266, 'reg_lambda': 1.9572310498438443}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,714] Trial 47 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 160, 'learning_rate': 0.010110292548056813, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9848038519303733, 'colsample_bytree': 0.7422848348776483, 'gamma': 0.5891840355666356, 'reg_alpha': 0.6390212022721209, 'reg_lambda': 2.330456221597218}. Best is trial 29 with value: 0.7142857142857143.
[I 2025-11-03 19:26:52,840] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.11895933179683707, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7931203682834689, 'colsample_bytree': 0.6179496175729818, 'gamma': 0.7773753931629452, 'reg_alpha': 0.40751393076233366, 'reg_lambda': 1.2035942251675873}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:52,988] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.041512410749054644, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7599479125696635, 'colsample_bytree': 0.611108779712031, 'gamma': 0.096891940458123, 'reg_alpha': 0.4176026559586322, 'reg_lambda': 1.252251801277183}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,134] Trial 50 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.03563044844770653, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7536563416084092, 'colsample_bytree': 0.6202588781831481, 'gamma': 0.011692467292369405, 'reg_alpha': 0.4058057919022444, 'reg_lambda': 1.173280598629619}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,269] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 110, 'learning_rate': 0.03691568520488445, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7564502908126188, 'colsample_bytree': 0.6106107766278874, 'gamma': 0.15604916825587434, 'reg_alpha': 0.38857851515887676, 'reg_lambda': 0.9376521285690116}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,412] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.03826595024036475, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7589356549022827, 'colsample_bytree': 0.6180033518488058, 'gamma': 0.023596206381806595, 'reg_alpha': 0.3786379258973139, 'reg_lambda': 0.9748078958871127}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,629] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.03743490215940593, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7506858998035693, 'colsample_bytree': 0.6158412152653322, 'gamma': 0.054654848910175094, 'reg_alpha': 0.37455042106853137, 'reg_lambda': 0.9620503196184976}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,820] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.03750549033759549, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7378361864208316, 'colsample_bytree': 0.6148544870408843, 'gamma': 0.003296892497849979, 'reg_alpha': 0.3721409987032729, 'reg_lambda': 0.9761240193207877}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:53,934] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.0315290676381741, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7342731466244447, 'colsample_bytree': 0.615336381970476, 'gamma': 0.267011135160906, 'reg_alpha': 0.4086481474605768, 'reg_lambda': 1.2062938143926973}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,063] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.031261117841876664, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7226344523392955, 'colsample_bytree': 0.6000996717031737, 'gamma': 0.2191748867792347, 'reg_alpha': 0.36500047828847487, 'reg_lambda': 0.831657754530265}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,203] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.021958778241506636, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7400495370296823, 'colsample_bytree': 0.6322967457969674, 'gamma': 0.36780119138439765, 'reg_alpha': 0.5055375146085834, 'reg_lambda': 0.7064942134916942}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,439] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.052268185400580265, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7148581075699637, 'colsample_bytree': 0.6184608423931364, 'gamma': 0.3703147290848257, 'reg_alpha': 0.21540316522297176, 'reg_lambda': 0.9378448259457084}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,647] Trial 59 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.024977189199138276, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7902033800853974, 'colsample_bytree': 0.6568970998006913, 'gamma': 0.775408340675602, 'reg_alpha': 0.3970636957507064, 'reg_lambda': 1.1585677051322778}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,774] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.03276794367692287, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.737819467849017, 'colsample_bytree': 0.6192953595373193, 'gamma': 0.0015857643680209088, 'reg_alpha': 0.29736714826549926, 'reg_lambda': 1.2154276613714508}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:54,912] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.01940338730931181, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7467020296351136, 'colsample_bytree': 0.6336210321790671, 'gamma': 0.3422312978875163, 'reg_alpha': 0.5031761395555236, 'reg_lambda': 0.7822406634591315}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,060] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.024687654347182845, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7725120078964152, 'colsample_bytree': 0.6343967550157286, 'gamma': 0.22243025093144556, 'reg_alpha': 0.35237004484826234, 'reg_lambda': 1.0064450970137346}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,291] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.028975261670785558, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6907804140579807, 'colsample_bytree': 0.6025211506002075, 'gamma': 0.37181395326848976, 'reg_alpha': 0.45958648976534755, 'reg_lambda': 0.6662395524209177}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,429] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 138, 'learning_rate': 0.03525889893285102, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7140986681708976, 'colsample_bytree': 0.6687582640547935, 'gamma': 0.5222046051996101, 'reg_alpha': 0.4780408315139371, 'reg_lambda': 0.7232029538697713}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,588] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.021329035383823105, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7383345575421988, 'colsample_bytree': 0.6533251306986723, 'gamma': 0.731003665879749, 'reg_alpha': 0.424531937090341, 'reg_lambda': 0.9037858919504583}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,712] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 104, 'learning_rate': 0.04589190162703717, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.79372380157181, 'colsample_bytree': 0.6393964648313729, 'gamma': 0.1810012503471917, 'reg_alpha': 0.32612945293021656, 'reg_lambda': 1.211062616187729}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:55,839] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 90, 'learning_rate': 0.038588457984707815, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6862713844540611, 'colsample_bytree': 0.6152218147662707, 'gamma': 0.5493207152219162, 'reg_alpha': 0.39181552708383544, 'reg_lambda': 0.7970382555167028}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,016] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.017238996369249183, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7781206601044687, 'colsample_bytree': 0.6261281706407245, 'gamma': 0.7947357199624308, 'reg_alpha': 0.5196561984596981, 'reg_lambda': 1.0480479357389134}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,171] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.02816595286591747, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7487875241732521, 'colsample_bytree': 0.6439473803996917, 'gamma': 0.44324313062901666, 'reg_alpha': 0.2798900332950153, 'reg_lambda': 0.6282545811487767}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,315] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.059155924635376, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.728101611141023, 'colsample_bytree': 0.6274106769129861, 'gamma': 0.14589711598367225, 'reg_alpha': 0.34241369041623565, 'reg_lambda': 0.7524405291611498}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,402] Trial 71 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.05197861867771638, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7120676897680862, 'colsample_bytree': 0.614505788979405, 'gamma': 0.2730938981875004, 'reg_alpha': 0.194411237705391, 'reg_lambda': 0.9472712731949502}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,531] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.04961868742734229, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7357671413524428, 'colsample_bytree': 0.6085830504011945, 'gamma': 0.35318424565455614, 'reg_alpha': 0.2049757062145237, 'reg_lambda': 0.8941346404894684}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,681] Trial 73 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.013826160044189673, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7674021776194027, 'colsample_bytree': 0.6073971328732619, 'gamma': 0.021696300885285923, 'reg_alpha': 0.052140267038061794, 'reg_lambda': 0.8645425898603314}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,844] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 112, 'learning_rate': 0.03532701163169186, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7396562947870967, 'colsample_bytree': 0.6652613686238096, 'gamma': 0.675803669008072, 'reg_alpha': 0.1374002072901823, 'reg_lambda': 1.141358513563039}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:56,996] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 91, 'learning_rate': 0.042589932277928864, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7267496847909136, 'colsample_bytree': 0.6490976146469574, 'gamma': 0.42711234907007983, 'reg_alpha': 0.5448556444409669, 'reg_lambda': 1.0112251679348792}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,119] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 102, 'learning_rate': 0.04659004337179329, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.750181650441285, 'colsample_bytree': 0.633696154995579, 'gamma': 0.8660569998425681, 'reg_alpha': 0.25285004045373155, 'reg_lambda': 0.5046865473530846}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,230] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.03176520388641691, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7610694439666091, 'colsample_bytree': 0.6016436639705697, 'gamma': 0.26207327178780243, 'reg_alpha': 0.4661863244568052, 'reg_lambda': 1.3526626190794044}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,515] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.03898202763899829, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.784776706235039, 'colsample_bytree': 0.6207099640099922, 'gamma': 0.10818923281931869, 'reg_alpha': 0.43775279144436774, 'reg_lambda': 1.0853430791720662}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,639] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.06158581308321921, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7355606280022077, 'colsample_bytree': 0.9467676775215239, 'gamma': 0.6637025348780023, 'reg_alpha': 0.367617544420745, 'reg_lambda': 1.1923604134735517}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,781] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 117, 'learning_rate': 0.026326585257721524, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8059492382473158, 'colsample_bytree': 0.6370926376027161, 'gamma': 0.4924546230122986, 'reg_alpha': 0.40954273660623963, 'reg_lambda': 1.2822484704006396}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:57,843] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 21, 'learning_rate': 0.05040080447849131, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7130934314276436, 'colsample_bytree': 0.6100153636753853, 'gamma': 0.31251069796321623, 'reg_alpha': 0.21050679955535195, 'reg_lambda': 0.924474545466826}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,069] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.07154830217774125, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7197319551465982, 'colsample_bytree': 0.6220212991034011, 'gamma': 0.39623168551190385, 'reg_alpha': 0.16139626712373675, 'reg_lambda': 0.7155674731071576}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,249] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.08228522352266272, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7695401251295183, 'colsample_bytree': 0.6542236440937012, 'gamma': 0.1400575940845846, 'reg_alpha': 0.0465234007519212, 'reg_lambda': 0.8366085824323614}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,398] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 125, 'learning_rate': 0.0715731682518871, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7214282887172256, 'colsample_bytree': 0.6250115488728586, 'gamma': 1.0236623327230452, 'reg_alpha': 0.1428732724506283, 'reg_lambda': 0.6985081599425885}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,542] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 87, 'learning_rate': 0.03384650513421571, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6992108809468853, 'colsample_bytree': 0.6100823752551238, 'gamma': 0.4530694178767413, 'reg_alpha': 0.14152642042384683, 'reg_lambda': 0.578203286941343}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,850] Trial 86 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.02286219780442206, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7558309328561098, 'colsample_bytree': 0.6410623912639714, 'gamma': 0.27308756821968344, 'reg_alpha': 0.11118687516612218, 'reg_lambda': 0.6296471984559651}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:58,971] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.028738555320108113, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6783557411629474, 'colsample_bytree': 0.6260490016975938, 'gamma': 0.5854077342618424, 'reg_alpha': 0.1690246580607318, 'reg_lambda': 1.0036219963012163}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,141] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.041694489787181356, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6629827781658946, 'colsample_bytree': 0.6862313567186176, 'gamma': 0.015013198469923526, 'reg_alpha': 0.3169032020083087, 'reg_lambda': 0.7371431481508636}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,265] Trial 89 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 73, 'learning_rate': 0.03775406642797386, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8164234416540157, 'colsample_bytree': 0.6605330400227416, 'gamma': 0.8609093729323383, 'reg_alpha': 0.24029508870070843, 'reg_lambda': 1.0859679999521556}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,375] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.05542283046848169, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7410972308177989, 'colsample_bytree': 0.6147031189666582, 'gamma': 0.18130498926161878, 'reg_alpha': 0.29871263575619694, 'reg_lambda': 1.5650036469895925}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,460] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.0502590489710478, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7105609639520534, 'colsample_bytree': 0.6201865235303388, 'gamma': 0.3570845951966738, 'reg_alpha': 0.4346601585235869, 'reg_lambda': 0.9519413812312449}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,652] Trial 92 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 56, 'learning_rate': 0.04496903176855776, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7086052187793573, 'colsample_bytree': 0.6316811029170181, 'gamma': 4.463401454589748, 'reg_alpha': 0.4928983578505144, 'reg_lambda': 0.8691600948205994}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,755] Trial 93 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 43, 'learning_rate': 0.06846826146787824, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7332555292951531, 'colsample_bytree': 0.6021759249483036, 'gamma': 0.40753631325709905, 'reg_alpha': 0.44221189872502076, 'reg_lambda': 0.7991186830404073}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,881] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 62, 'learning_rate': 0.03046463510095981, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7256751667758317, 'colsample_bytree': 0.6448639904986043, 'gamma': 0.1157218041772534, 'reg_alpha': 0.38316190033814473, 'reg_lambda': 0.9648149900272727}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:26:59,994] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 31, 'learning_rate': 0.03114334107080623, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7193226931111544, 'colsample_bytree': 0.6475477022012546, 'gamma': 0.11592345023112122, 'reg_alpha': 0.3904080654119681, 'reg_lambda': 0.9705235329306479}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,104] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.04832639876450585, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7508240452740012, 'colsample_bytree': 0.6210916234282704, 'gamma': 0.6436460989030297, 'reg_alpha': 0.362776766452477, 'reg_lambda': 0.9128177964240743}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,211] Trial 97 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 63, 'learning_rate': 0.05985937389746922, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6899040867314561, 'colsample_bytree': 0.6198593746643692, 'gamma': 0.5670943187116296, 'reg_alpha': 0.3528523078371435, 'reg_lambda': 1.3752528166794593}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,382] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.04847616683302059, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7066322680504216, 'colsample_bytree': 0.6713532085061346, 'gamma': 0.6719107525202367, 'reg_alpha': 0.4258060487418084, 'reg_lambda': 1.097032344611119}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,450] Trial 99 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.07689914969777027, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.777774111250425, 'colsample_bytree': 0.829170621308135, 'gamma': 0.2952199781567243, 'reg_alpha': 0.330738891685302, 'reg_lambda': 1.0411310204570967}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,582] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.040536996168130626, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7286756403159808, 'colsample_bytree': 0.6395757038735702, 'gamma': 0.00010019297335474991, 'reg_alpha': 0.4023276302582974, 'reg_lambda': 1.155526765554155}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,707] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.04212701243455571, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7300050837614961, 'colsample_bytree': 0.6420499660845277, 'gamma': 0.07147443194143316, 'reg_alpha': 0.37027556536138284, 'reg_lambda': 1.1846855398977505}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,809] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.05534975689948443, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7489182136717492, 'colsample_bytree': 0.6210882083277366, 'gamma': 0.21797117093808221, 'reg_alpha': 0.41340429827212405, 'reg_lambda': 1.2503707903736}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:00,985] Trial 103 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 69, 'learning_rate': 0.048468072833399066, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7000703976950002, 'colsample_bytree': 0.8605933455709428, 'gamma': 0.34989187768058416, 'reg_alpha': 0.4785400675169601, 'reg_lambda': 1.143089694335861}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,114] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 64, 'learning_rate': 0.040213867486461954, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7651358380399502, 'colsample_bytree': 0.6099608517531401, 'gamma': 0.014273323092393597, 'reg_alpha': 0.45337206505348954, 'reg_lambda': 0.894999231823357}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,244] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.03386899792782642, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7258212141826735, 'colsample_bytree': 0.6005183352976587, 'gamma': 0.12517808593865848, 'reg_alpha': 0.4021828993590614, 'reg_lambda': 0.9807276727486213}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,373] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.04440881111200172, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7190804435799335, 'colsample_bytree': 0.6523864428822058, 'gamma': 0.5256581331046555, 'reg_alpha': 0.2788070376806808, 'reg_lambda': 0.8342076152721886}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,500] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.027173025698791084, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7505553464350888, 'colsample_bytree': 0.6299434877393095, 'gamma': 0.4619718771807554, 'reg_alpha': 0.3468591364906828, 'reg_lambda': 1.3056144809175272}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,616] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.0361288171722323, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7424278492351379, 'colsample_bytree': 0.6369174928257568, 'gamma': 0.6472715789280853, 'reg_alpha': 0.43071662079656253, 'reg_lambda': 1.0428657374049082}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,728] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.06409452757316769, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.733400805947883, 'colsample_bytree': 0.6620253457494336, 'gamma': 0.2238205221032883, 'reg_alpha': 0.37039387954978725, 'reg_lambda': 1.4200693167646548}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:01,850] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 93, 'learning_rate': 0.03031213733141536, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6924828522255159, 'colsample_bytree': 0.6254692933119738, 'gamma': 1.062557510553478, 'reg_alpha': 0.31272480570091027, 'reg_lambda': 0.7758168525008633}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,043] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.05414615089287621, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.75367448634663, 'colsample_bytree': 0.6181897718045657, 'gamma': 0.2116421692903877, 'reg_alpha': 0.4125409218913451, 'reg_lambda': 1.22629381899499}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,160] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.052973106376786136, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7559676977410092, 'colsample_bytree': 0.6154381762041337, 'gamma': 0.3204696037236029, 'reg_alpha': 0.38919680813077656, 'reg_lambda': 1.475940558688606}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,263] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.05724722702807177, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7547923418294513, 'colsample_bytree': 0.6152866223317839, 'gamma': 0.3334627991636233, 'reg_alpha': 0.46634298147531383, 'reg_lambda': 1.5122099844053296}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,419] Trial 114 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 58, 'learning_rate': 0.05076635867273041, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7838853580432308, 'colsample_bytree': 0.6098439401795286, 'gamma': 0.8331615323426833, 'reg_alpha': 0.4123870639150125, 'reg_lambda': 1.2396177370087942}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,631] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.05268792204824898, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.761938068740385, 'colsample_bytree': 0.6204793793224366, 'gamma': 0.4310531113426098, 'reg_alpha': 0.5251189819838599, 'reg_lambda': 1.1522660439094135}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,745] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.04641358977957785, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7719748069429792, 'colsample_bytree': 0.6002253016509839, 'gamma': 0.0040934647451384976, 'reg_alpha': 0.4348265177321333, 'reg_lambda': 1.1169973362043706}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:02,876] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.06293989154540705, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7922464241340279, 'colsample_bytree': 0.6325015701884777, 'gamma': 0.245341609322339, 'reg_alpha': 0.3321474171903353, 'reg_lambda': 1.444504473137011}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,034] Trial 118 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.0433075799659704, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7447726253412481, 'colsample_bytree': 0.6076891718242134, 'gamma': 0.7390084286404263, 'reg_alpha': 0.3984628141693051, 'reg_lambda': 1.2850201286410954}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,240] Trial 119 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 68, 'learning_rate': 0.04055753715396934, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7765671068911832, 'colsample_bytree': 0.6235700697782579, 'gamma': 0.3435007556772757, 'reg_alpha': 0.3652057727095974, 'reg_lambda': 0.910851230607083}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,365] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.0880109192936405, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7049875847822946, 'colsample_bytree': 0.6128876269760265, 'gamma': 0.5117224825893036, 'reg_alpha': 0.351154193679793, 'reg_lambda': 1.3541518608131624}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,489] Trial 121 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.03316903343294638, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7290161376621566, 'colsample_bytree': 0.6403349092282846, 'gamma': 0.1572493575099407, 'reg_alpha': 0.37700267541442295, 'reg_lambda': 1.03100469030348}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,605] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.12090358811644125, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7347151745777565, 'colsample_bytree': 0.6395790821539109, 'gamma': 0.17444654912027208, 'reg_alpha': 0.385659977951693, 'reg_lambda': 1.1846915590637228}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,715] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 60, 'learning_rate': 0.03670294840282704, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7172999880674754, 'colsample_bytree': 0.9983847937700704, 'gamma': 0.2792122671142794, 'reg_alpha': 0.4561128103939166, 'reg_lambda': 1.0288475574799711}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:03,838] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.034590751986439384, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7537629569274812, 'colsample_bytree': 0.6267864323259748, 'gamma': 0.0914477238129479, 'reg_alpha': 0.2570085303450898, 'reg_lambda': 1.0794083868486328}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,016] Trial 125 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 74, 'learning_rate': 0.10146277296187983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.765546479269077, 'colsample_bytree': 0.6173944997243411, 'gamma': 0.6270737325165053, 'reg_alpha': 0.4120429160979112, 'reg_lambda': 2.972444616958424}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,129] Trial 126 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.05024162575570436, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7449359722376351, 'colsample_bytree': 0.63427604549022, 'gamma': 0.42558949681963626, 'reg_alpha': 0.29021486874370706, 'reg_lambda': 1.2287172186137911}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,229] Trial 127 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 47, 'learning_rate': 0.04743263677583349, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8011055846165442, 'colsample_bytree': 0.6487389725306939, 'gamma': 0.19881034791864527, 'reg_alpha': 0.07206169967946185, 'reg_lambda': 0.931790107650897}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,331] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.039281705072797, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7314509816726806, 'colsample_bytree': 0.6153489033269258, 'gamma': 0.08895601975896192, 'reg_alpha': 0.1753429399948595, 'reg_lambda': 1.115128727791679}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,467] Trial 129 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.06751878733709354, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7094032803420255, 'colsample_bytree': 0.607955781079545, 'gamma': 0.3532802670786839, 'reg_alpha': 1.2076764694141096e-05, 'reg_lambda': 0.8491778398670278}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,621] Trial 130 finished with value: 0.738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.07836178294979251, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6834279137623933, 'colsample_bytree': 0.6067776609130296, 'gamma': 0.22150855863669647, 'reg_alpha': 0.005693731989942746, 'reg_lambda': 0.8323818391493123}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,807] Trial 131 finished with value: 0.738095238095238 and parameters: {'n_estimators': 87, 'learning_rate': 0.07928048198768202, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7250508361294069, 'colsample_bytree': 0.6066869812177688, 'gamma': 0.2564978330544434, 'reg_alpha': 0.040372939084280815, 'reg_lambda': 0.8421126645350293}. Best is trial 48 with value: 0.75.
[I 2025-11-03 19:27:04,944] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.07918199376626336, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7216182386801094, 'colsample_bytree': 0.6066495275905699, 'gamma': 0.2842278726162686, 'reg_alpha': 0.00520660098397246, 'reg_lambda': 0.8325295811319322}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,085] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.07812498635321492, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6685749146288009, 'colsample_bytree': 0.6072756180363547, 'gamma': 0.44910055228378093, 'reg_alpha': 0.005869709602432948, 'reg_lambda': 0.8179699673983044}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,328] Trial 134 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.0665059907073114, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6595615588081201, 'colsample_bytree': 0.6049941563210341, 'gamma': 0.49382389424819956, 'reg_alpha': 0.0012613716841353116, 'reg_lambda': 0.6488318058697377}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,454] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.07096351947622155, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6476227114524963, 'colsample_bytree': 0.6000029830381001, 'gamma': 0.5973550521788719, 'reg_alpha': 0.031196040030256007, 'reg_lambda': 0.7787884755276664}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,593] Trial 136 finished with value: 0.744047619047619 and parameters: {'n_estimators': 83, 'learning_rate': 0.0711156786985964, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6136097735904903, 'colsample_bytree': 0.6284775510820958, 'gamma': 0.9143153851809772, 'reg_alpha': 0.08164636881256075, 'reg_lambda': 0.7356448557674071}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,679] Trial 137 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.08607823645574487, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6192735410783423, 'colsample_bytree': 0.6333460780966572, 'gamma': 0.7638329361256418, 'reg_alpha': 0.09908227433251239, 'reg_lambda': 0.715257434301128}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,853] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.07488542141342065, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6354094535198525, 'colsample_bytree': 0.6440254899530985, 'gamma': 0.5958556461442208, 'reg_alpha': 0.02541370504551949, 'reg_lambda': 0.5868280391914276}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:05,967] Trial 139 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 82, 'learning_rate': 0.09332636679671638, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6358477144588095, 'colsample_bytree': 0.6261944442016124, 'gamma': 0.8821185039271251, 'reg_alpha': 0.03281915239647138, 'reg_lambda': 0.7511476743168416}. Best is trial 132 with value: 0.7559523809523809.
[I 2025-11-03 19:27:06,081] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.07174577640640464, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6219125086704839, 'colsample_bytree': 0.626063689358325, 'gamma': 0.6399370164478893, 'reg_alpha': 0.08151506573520488, 'reg_lambda': 0.8028059779223549}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,236] Trial 141 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 71, 'learning_rate': 0.07094482395370602, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6001418949267073, 'colsample_bytree': 0.6002664203727428, 'gamma': 0.6824853223562055, 'reg_alpha': 0.0735760778064106, 'reg_lambda': 0.7884525081049113}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,357] Trial 142 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 91, 'learning_rate': 0.09999545558928308, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.647045203220247, 'colsample_bytree': 0.7993645593114594, 'gamma': 1.2681207618070165, 'reg_alpha': 0.062240519637260495, 'reg_lambda': 0.6973555413526125}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,517] Trial 143 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.061316035351491265, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6289465664381569, 'colsample_bytree': 0.6267158982672036, 'gamma': 0.9095436417778429, 'reg_alpha': 0.11562985241081133, 'reg_lambda': 0.8746392157567012}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,841] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.061701645151893726, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6115215980037241, 'colsample_bytree': 0.6250408158993884, 'gamma': 0.9552283625906499, 'reg_alpha': 0.11088085626420446, 'reg_lambda': 0.7946106305154471}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:06,959] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 85, 'learning_rate': 0.08244038055716148, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6239130956012604, 'colsample_bytree': 0.6191931755428904, 'gamma': 0.7656137153678302, 'reg_alpha': 0.02242462997670852, 'reg_lambda': 1.7937682583114098}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,040] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 70, 'learning_rate': 0.058897170815177514, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6251754979370441, 'colsample_bytree': 0.6135719450014923, 'gamma': 1.110178599238686, 'reg_alpha': 0.06775809281679838, 'reg_lambda': 0.6823547844679816}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,234] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.07246801175273147, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.6475856590053003, 'colsample_bytree': 0.6324583615802639, 'gamma': 0.5867673836660816, 'reg_alpha': 0.09674522696244434, 'reg_lambda': 0.8812986041653913}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,354] Trial 148 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 100, 'learning_rate': 0.0553715295050363, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6417456194295933, 'colsample_bytree': 0.6005379706030338, 'gamma': 1.0224331518459011, 'reg_alpha': 0.12933443800739025, 'reg_lambda': 0.736633474571233}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,705] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 91, 'learning_rate': 0.06842106195153735, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6560048411711358, 'colsample_bytree': 0.6150760471322737, 'gamma': 0.4872432864000176, 'reg_alpha': 0.16051113660674143, 'reg_lambda': 2.8273187568500013}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,826] Trial 150 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 83, 'learning_rate': 0.07566029055384606, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6268199226990644, 'colsample_bytree': 0.6274667694379531, 'gamma': 0.8827907258288988, 'reg_alpha': 0.08309399072001906, 'reg_lambda': 0.7624440283774214}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:07,935] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.06446467729172499, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6290543863484862, 'colsample_bytree': 0.6399208568804059, 'gamma': 0.6917201733501739, 'reg_alpha': 0.1248838115013832, 'reg_lambda': 0.8949743704542765}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,045] Trial 152 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.06173929262653761, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6101466346774186, 'colsample_bytree': 0.6514163269886701, 'gamma': 0.6997401393394568, 'reg_alpha': 0.11928604250678627, 'reg_lambda': 0.8939406104775566}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,174] Trial 153 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 78, 'learning_rate': 0.06565184896461077, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6733270793134827, 'colsample_bytree': 0.6381370410157291, 'gamma': 0.942399124529366, 'reg_alpha': 0.15158560265137713, 'reg_lambda': 0.6219883470280583}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,260] Trial 154 finished with value: 0.744047619047619 and parameters: {'n_estimators': 73, 'learning_rate': 0.05787613207969115, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6145053265061667, 'colsample_bytree': 0.6201337271801461, 'gamma': 0.7766833881633664, 'reg_alpha': 0.19771508263431972, 'reg_lambda': 0.8185659043741726}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,372] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.0708932167586416, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6212397336428911, 'colsample_bytree': 0.6241161684275496, 'gamma': 0.8481278432283544, 'reg_alpha': 0.09275191776224619, 'reg_lambda': 0.8228654866902565}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,565] Trial 156 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 87, 'learning_rate': 0.0817453748649339, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6111939471552111, 'colsample_bytree': 0.9047094320444047, 'gamma': 1.1664285929656582, 'reg_alpha': 0.0944718035178054, 'reg_lambda': 0.7935709203414625}. Best is trial 140 with value: 0.7738095238095238.
[I 2025-11-03 19:27:08,683] Trial 157 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 96, 'learning_rate': 0.07235675155102775, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6193091808932746, 'colsample_bytree': 0.6574733556600706, 'gamma': 0.7910250919898938, 'reg_alpha': 0.049911824359503434, 'reg_lambda': 0.8831859799722112}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:08,806] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.09049899372727478, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6206493704876254, 'colsample_bytree': 0.6543745868152382, 'gamma': 0.8131317252779503, 'reg_alpha': 0.05307248624006983, 'reg_lambda': 0.8225967076714248}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:08,927] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.09072101897573134, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6173356671296015, 'colsample_bytree': 0.6598465867098114, 'gamma': 0.9412115797754348, 'reg_alpha': 0.20094619829752652, 'reg_lambda': 0.8307020574689469}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,195] Trial 160 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 98, 'learning_rate': 0.07171924546451867, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6289371391352275, 'colsample_bytree': 0.6679036490822204, 'gamma': 0.819311598217803, 'reg_alpha': 0.04895083391316804, 'reg_lambda': 0.7360921166604982}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,353] Trial 161 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.07798980383253533, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6049175015850305, 'colsample_bytree': 0.655838740116626, 'gamma': 0.7932973192749319, 'reg_alpha': 0.0536953197900584, 'reg_lambda': 0.8808610058656414}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,491] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.08779119619386182, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.633372428304359, 'colsample_bytree': 0.631214225807843, 'gamma': 0.989041717685464, 'reg_alpha': 0.025215855302272123, 'reg_lambda': 0.8002234238779589}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,672] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.0695284511773108, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6154595917683711, 'colsample_bytree': 0.6431835682918298, 'gamma': 1.4302911187369507, 'reg_alpha': 0.12087352565091264, 'reg_lambda': 0.661719656252749}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:09,761] Trial 164 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 84, 'learning_rate': 0.06450039658563686, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6533142600740838, 'colsample_bytree': 0.6092394097244895, 'gamma': 1.0674593052518724, 'reg_alpha': 0.22896045878292648, 'reg_lambda': 0.8604073401501927}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,000] Trial 165 finished with value: 0.744047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.07424072804657061, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6431459329980854, 'colsample_bytree': 0.625659553295533, 'gamma': 0.7289975292490931, 'reg_alpha': 0.08255666374145378, 'reg_lambda': 0.9238372611231072}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,198] Trial 166 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.11720321764819785, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6200433397648136, 'colsample_bytree': 0.6483823672560836, 'gamma': 0.7084082920291593, 'reg_alpha': 0.08208948591385727, 'reg_lambda': 0.9535460215071733}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,321] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.12081363495539672, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6372274054168292, 'colsample_bytree': 0.6798510603251638, 'gamma': 0.8533227051747531, 'reg_alpha': 0.08807000536631002, 'reg_lambda': 0.8167777223658635}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,434] Trial 168 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.10691524334532065, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6217724316629951, 'colsample_bytree': 0.6505971679626397, 'gamma': 1.2161996456693567, 'reg_alpha': 0.10404720387657479, 'reg_lambda': 0.8113519211060469}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,650] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.11251077284671186, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6396590477427564, 'colsample_bytree': 0.67842586659733, 'gamma': 1.2024986839805183, 'reg_alpha': 0.09432346025134639, 'reg_lambda': 0.7564379628148185}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,764] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.12024008072197066, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6293666781200492, 'colsample_bytree': 0.67270836972787, 'gamma': 0.8738489265022308, 'reg_alpha': 0.10927925368507521, 'reg_lambda': 0.7234399607033304}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:10,862] Trial 171 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.13484256310536274, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6202443203283472, 'colsample_bytree': 0.6486301303320552, 'gamma': 2.2586883917593985, 'reg_alpha': 0.1770289872054245, 'reg_lambda': 0.8273931156543775}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,021] Trial 172 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 84, 'learning_rate': 0.09669213865972204, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6047656720612904, 'colsample_bytree': 0.6913827478804295, 'gamma': 0.7800568740822835, 'reg_alpha': 0.06240360247251756, 'reg_lambda': 0.8701387887381249}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,130] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.11032759679156462, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6177898111037652, 'colsample_bytree': 0.6569166869354103, 'gamma': 0.5890778201571576, 'reg_alpha': 0.14152378044847078, 'reg_lambda': 0.8130242546662214}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,240] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.10555531616537356, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6216227944240699, 'colsample_bytree': 0.7101491979306152, 'gamma': 0.5940279356289015, 'reg_alpha': 0.12563938854387746, 'reg_lambda': 0.9700353190002498}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,420] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.13126424956476482, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6308568573531727, 'colsample_bytree': 0.662988587886292, 'gamma': 0.9022777725578207, 'reg_alpha': 0.14699625118230406, 'reg_lambda': 0.6883675371775939}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,553] Trial 176 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 95, 'learning_rate': 0.10834869700916946, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6388797560637259, 'colsample_bytree': 0.6570189739740682, 'gamma': 0.6650098925621056, 'reg_alpha': 0.03665549133617568, 'reg_lambda': 0.7757720133620959}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,665] Trial 177 finished with value: 0.744047619047619 and parameters: {'n_estimators': 74, 'learning_rate': 0.11826876115041146, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.650749961041217, 'colsample_bytree': 0.6494652042467044, 'gamma': 0.5667799482400692, 'reg_alpha': 0.018648357596614026, 'reg_lambda': 0.9052523251397291}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,784] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 85, 'learning_rate': 0.1049696045131736, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6667384261607519, 'colsample_bytree': 0.6689479161924975, 'gamma': 1.0073210255186575, 'reg_alpha': 0.07821743629083147, 'reg_lambda': 0.6349920062456275}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:11,906] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.08460128773766093, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6051291554764789, 'colsample_bytree': 0.6857718348146166, 'gamma': 0.681680620244316, 'reg_alpha': 0.05167721502663456, 'reg_lambda': 0.5630357810928777}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,123] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.09162480241576396, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6220911723258684, 'colsample_bytree': 0.6411161203451377, 'gamma': 0.8660475367554905, 'reg_alpha': 0.13541001633647753, 'reg_lambda': 0.8582568064511868}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,281] Trial 181 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 92, 'learning_rate': 0.0938810183314846, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.623588663510396, 'colsample_bytree': 0.6401616986428186, 'gamma': 0.8542475220146015, 'reg_alpha': 0.10525008478188382, 'reg_lambda': 0.8582731377432405}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,425] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 82, 'learning_rate': 0.11538684978132034, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6316884778059825, 'colsample_bytree': 0.6552944799766768, 'gamma': 1.119972254890557, 'reg_alpha': 0.13288389981853693, 'reg_lambda': 0.7983936387363174}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,516] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.14389654626124831, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6360901057693409, 'colsample_bytree': 0.6560880608708842, 'gamma': 1.313974249336955, 'reg_alpha': 0.13445912536628174, 'reg_lambda': 0.9260682785789286}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,735] Trial 184 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 67, 'learning_rate': 0.11335444132155559, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6262712351318098, 'colsample_bytree': 0.6469652602225716, 'gamma': 1.0503703174459624, 'reg_alpha': 0.16043023941074752, 'reg_lambda': 0.8005468106260515}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,857] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.12769045843745364, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.645465665278019, 'colsample_bytree': 0.6639130049906691, 'gamma': 1.5612804133412477, 'reg_alpha': 0.15042625671008275, 'reg_lambda': 0.8742785999054734}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:12,986] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 77, 'learning_rate': 0.11466068438872547, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6303256196492933, 'colsample_bytree': 0.6367758616000196, 'gamma': 0.5049344511918318, 'reg_alpha': 0.12259452921607167, 'reg_lambda': 0.9629770484178941}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,106] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.0966017622433632, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6186367019834299, 'colsample_bytree': 0.6577828211028484, 'gamma': 0.7209959082500966, 'reg_alpha': 0.06074278649146433, 'reg_lambda': 0.8218252437990442}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,331] Trial 188 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.10264979126266839, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6393696640390302, 'colsample_bytree': 0.647232622259866, 'gamma': 0.5894829447562422, 'reg_alpha': 0.09487189796731196, 'reg_lambda': 1.004550641866756}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,447] Trial 189 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 71, 'learning_rate': 0.12500240158763304, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6083751350787283, 'colsample_bytree': 0.9852377018805599, 'gamma': 1.199589201681181, 'reg_alpha': 0.03772283975106505, 'reg_lambda': 0.7701635884743527}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,572] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.09126699589901763, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6201567637189659, 'colsample_bytree': 0.6802735387807763, 'gamma': 1.0969265274923174, 'reg_alpha': 0.014566600126330514, 'reg_lambda': 0.9102386501849564}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,702] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.07942126170543168, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6001175426118666, 'colsample_bytree': 0.6362613393925509, 'gamma': 0.938781649450268, 'reg_alpha': 0.08281756776284094, 'reg_lambda': 0.7187438222987859}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:13,890] Trial 192 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 82, 'learning_rate': 0.08256971211545777, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6129243752408944, 'colsample_bytree': 0.6378387216852694, 'gamma': 0.8237348373283921, 'reg_alpha': 0.11168709559934874, 'reg_lambda': 0.6958640222590117}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,013] Trial 193 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 75, 'learning_rate': 0.07673225780303057, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6005976650279906, 'colsample_bytree': 0.6538434334195526, 'gamma': 0.9697874216306344, 'reg_alpha': 0.13499213024326495, 'reg_lambda': 0.8194667087477162}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,105] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.11065410872411319, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6284413434355646, 'colsample_bytree': 0.6403601260949284, 'gamma': 0.6760592048538655, 'reg_alpha': 0.07284760648106213, 'reg_lambda': 0.7604123408043816}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,213] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.08687697647828305, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6183707238575336, 'colsample_bytree': 0.6335352752821216, 'gamma': 1.9002621224151635, 'reg_alpha': 0.17268532562906797, 'reg_lambda': 0.8759376028214035}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,384] Trial 196 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 83, 'learning_rate': 0.0797755193444993, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6329133161896511, 'colsample_bytree': 0.6716648407193341, 'gamma': 3.3382660139394593, 'reg_alpha': 0.08943227595363215, 'reg_lambda': 0.7077789281861055}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,499] Trial 197 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 69, 'learning_rate': 0.09817295526327917, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6521193773500266, 'colsample_bytree': 0.6452045950526101, 'gamma': 0.8350635146088101, 'reg_alpha': 0.04630378514339075, 'reg_lambda': 0.8435354938227039}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,624] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.14004475868822627, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6098177810252674, 'colsample_bytree': 0.6650230659052454, 'gamma': 0.4371832058234757, 'reg_alpha': 0.11020573444228393, 'reg_lambda': 0.7850722512648531}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,739] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.15592997097032685, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6248655793278307, 'colsample_bytree': 0.6310551751767008, 'gamma': 0.746046811603295, 'reg_alpha': 0.07697596945174118, 'reg_lambda': 0.944139649754731}. Best is trial 157 with value: 0.7916666666666666.
[I 2025-11-03 19:27:14,742] A new study created in memory with name: no-name-6db8e424-be76-4c91-808d-70da8305ec9d
[I 2025-11-03 19:27:14,947] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.010719618838340396, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7594261986103176, 'colsample_bytree': 0.9428856008330404, 'gamma': 3.8897556819501506, 'reg_alpha': 0.3948661413886867, 'reg_lambda': 2.225989767889405}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:27:15,067] Trial 1 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 86, 'learning_rate': 0.013487800870537895, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7421969155330546, 'colsample_bytree': 0.848797861176926, 'gamma': 1.9980072918338554, 'reg_alpha': 0.21950040129482762, 'reg_lambda': 2.0651939156907613}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:27:15,205] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 196, 'learning_rate': 0.12651327384990105, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7997302870557166, 'colsample_bytree': 0.8773723875930461, 'gamma': 3.2601123344340803, 'reg_alpha': 0.6470808666665158, 'reg_lambda': 0.8347596816892356}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:27:15,358] Trial 3 finished with value: 0.5952380952380953 and parameters: {'n_estimators': 174, 'learning_rate': 0.2778113739305672, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6348847622932264, 'colsample_bytree': 0.9004924876273093, 'gamma': 4.8314491586254595, 'reg_alpha': 0.8440571585256496, 'reg_lambda': 2.4412482520280347}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:27:15,541] Trial 4 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.07483699442274831, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9742335159858747, 'colsample_bytree': 0.7403376495185644, 'gamma': 2.75642863481747, 'reg_alpha': 0.8904283965776499, 'reg_lambda': 1.9816076429047118}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:27:15,682] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.01763130174947413, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8568041877377941, 'colsample_bytree': 0.9998652923287177, 'gamma': 0.0569456097763249, 'reg_alpha': 0.9439652963582329, 'reg_lambda': 2.4964921094776646}. Best is trial 5 with value: 0.6904761904761905.
[I 2025-11-03 19:27:15,826] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.05934107972934863, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8256518856629672, 'colsample_bytree': 0.7318601120072602, 'gamma': 1.3595892049541047, 'reg_alpha': 0.5925789515661201, 'reg_lambda': 2.780882513981029}. Best is trial 5 with value: 0.6904761904761905.
[I 2025-11-03 19:27:15,941] Trial 7 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.018033050564107644, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.85132716041422, 'colsample_bytree': 0.9420986137268379, 'gamma': 1.4063660061238097, 'reg_alpha': 0.45380124197728255, 'reg_lambda': 2.848836344661604}. Best is trial 5 with value: 0.6904761904761905.
[I 2025-11-03 19:27:16,032] Trial 8 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.14157859687399266, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.806044253830861, 'colsample_bytree': 0.76487515154997, 'gamma': 0.4223440860679095, 'reg_alpha': 0.9738453300038009, 'reg_lambda': 0.8252187670904871}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,106] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.038072412541177166, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6500204651378926, 'colsample_bytree': 0.8890579160365708, 'gamma': 0.8043820966377363, 'reg_alpha': 0.798640046037362, 'reg_lambda': 2.003878331185857}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,464] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.27082152260135933, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9557618043033007, 'colsample_bytree': 0.616113960578422, 'gamma': 0.16777356089230333, 'reg_alpha': 0.20517151620244584, 'reg_lambda': 0.5562590900292765}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,533] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.026828569236798685, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8912949327555513, 'colsample_bytree': 0.7854219240681263, 'gamma': 0.11461476180272319, 'reg_alpha': 0.9961106058817888, 'reg_lambda': 1.2239502019035389}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,650] Trial 12 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 108, 'learning_rate': 0.12015634645635964, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7065874302774338, 'colsample_bytree': 0.9985071488494813, 'gamma': 0.818812931923152, 'reg_alpha': 0.99523153157892, 'reg_lambda': 1.5516548973805029}. Best is trial 8 with value: 0.7023809523809524.
[I 2025-11-03 19:27:16,722] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.13496828832899158, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8957026924297434, 'colsample_bytree': 0.6617631216078423, 'gamma': 0.02935511374478983, 'reg_alpha': 0.004186582021431795, 'reg_lambda': 1.492392455444311}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 19:27:16,838] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 51, 'learning_rate': 0.14889731564849526, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8844733427391762, 'colsample_bytree': 0.6365577546079351, 'gamma': 0.8878879756725102, 'reg_alpha': 0.002888584431582812, 'reg_lambda': 1.210849861564917}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 19:27:17,035] Trial 15 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.09238729049302304, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9443635130018113, 'colsample_bytree': 0.6843589935999448, 'gamma': 2.2568612730014688, 'reg_alpha': 0.06378219115813871, 'reg_lambda': 1.5315973569466532}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,168] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.07973698995106167, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.93154227375731, 'colsample_bytree': 0.6787518700371565, 'gamma': 2.1149206834963623, 'reg_alpha': 0.025733003874013408, 'reg_lambda': 1.6647009128117682}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,310] Trial 17 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 124, 'learning_rate': 0.19065442252448078, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9976296665372486, 'colsample_bytree': 0.6672586169693899, 'gamma': 3.7092921894520536, 'reg_alpha': 0.15352800776580627, 'reg_lambda': 1.3806627114546892}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,460] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.09037128187136874, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9302027030867306, 'colsample_bytree': 0.6950757869316082, 'gamma': 4.82746799738241, 'reg_alpha': 0.31764608150444257, 'reg_lambda': 1.782016369623869}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,517] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.046710252721142494, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9096007583418245, 'colsample_bytree': 0.604102923058971, 'gamma': 2.697486723773829, 'reg_alpha': 0.1116669714065604, 'reg_lambda': 0.9893209884991553}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,717] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 150, 'learning_rate': 0.1936862076382389, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9995612576209431, 'colsample_bytree': 0.8287328911893049, 'gamma': 1.6940843217032548, 'reg_alpha': 0.29880474331044127, 'reg_lambda': 1.5059287687945253}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,869] Trial 21 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.20751113091673457, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9975395545979179, 'colsample_bytree': 0.826315082669099, 'gamma': 1.7390855875805595, 'reg_alpha': 0.2798779308590319, 'reg_lambda': 1.4501765207112316}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:17,998] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 109, 'learning_rate': 0.10851659770850108, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9474488129584525, 'colsample_bytree': 0.713925452753138, 'gamma': 2.477956146516864, 'reg_alpha': 0.09365009520403855, 'reg_lambda': 1.7685588309299982}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,143] Trial 23 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 150, 'learning_rate': 0.17344795763563048, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9700603093286927, 'colsample_bytree': 0.6517009558677451, 'gamma': 1.3488839407338304, 'reg_alpha': 0.3354198891847489, 'reg_lambda': 1.1845676875700346}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,208] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 20, 'learning_rate': 0.21659283906358906, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9000213050457052, 'colsample_bytree': 0.8078305166611361, 'gamma': 3.1420472404436124, 'reg_alpha': 0.0614630030238201, 'reg_lambda': 1.4345380818096338}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,322] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 92, 'learning_rate': 0.06284197656133421, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8650462666602059, 'colsample_bytree': 0.7738467947274433, 'gamma': 2.2879184539897754, 'reg_alpha': 0.16828141181990028, 'reg_lambda': 1.803010750394409}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,520] Trial 26 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.0994779579071109, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9202436201614429, 'colsample_bytree': 0.7028259023084268, 'gamma': 1.7694954158966527, 'reg_alpha': 0.2506287371408812, 'reg_lambda': 1.084387679864789}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,655] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.15966056302764306, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9713773204465131, 'colsample_bytree': 0.6388629412914488, 'gamma': 1.0369725159906371, 'reg_alpha': 0.5586096200222325, 'reg_lambda': 1.5065413627319832}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,797] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 170, 'learning_rate': 0.04122184609017033, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.942570919015008, 'colsample_bytree': 0.8412407543778933, 'gamma': 3.108716618238529, 'reg_alpha': 0.4040520593822995, 'reg_lambda': 1.6562799111715116}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:18,950] Trial 29 finished with value: 0.5922619047619048 and parameters: {'n_estimators': 129, 'learning_rate': 0.2339806076164905, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9961730707135545, 'colsample_bytree': 0.7533558172182819, 'gamma': 4.005997901153036, 'reg_alpha': 0.12844781417238882, 'reg_lambda': 2.241069882917542}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,132] Trial 30 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.09304651548846178, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7742817324605455, 'colsample_bytree': 0.8054381020776106, 'gamma': 0.5444859787351117, 'reg_alpha': 0.0019949464809848523, 'reg_lambda': 1.2697898337333418}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,217] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.14360606397365733, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7337618842112157, 'colsample_bytree': 0.7659289374889522, 'gamma': 0.467292903055495, 'reg_alpha': 0.7653750731317741, 'reg_lambda': 0.8102974600105419}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,333] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 67, 'learning_rate': 0.12956901313525723, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.711572671528073, 'colsample_bytree': 0.8617176262411784, 'gamma': 0.46945107511582124, 'reg_alpha': 0.7371724957089243, 'reg_lambda': 0.6197714417254379}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,447] Trial 33 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 88, 'learning_rate': 0.17109116091059345, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7356414806509983, 'colsample_bytree': 0.7213964456515969, 'gamma': 1.820360396222227, 'reg_alpha': 0.6659230136160961, 'reg_lambda': 0.8973144112375927}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,534] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.294070839150757, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6699184673995005, 'colsample_bytree': 0.6796569882370074, 'gamma': 1.1162961118986763, 'reg_alpha': 0.4769038327729194, 'reg_lambda': 0.7306544635990997}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,646] Trial 35 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.29994349740627774, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6498794830153849, 'colsample_bytree': 0.6827456113991933, 'gamma': 1.573632717529035, 'reg_alpha': 0.49879240797145885, 'reg_lambda': 2.2110456754565107}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,792] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.010118802443937803, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6803793632154739, 'colsample_bytree': 0.6550112909239671, 'gamma': 2.082489468955209, 'reg_alpha': 0.3707349558521803, 'reg_lambda': 1.9138588392843512}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:19,933] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.22551648817809059, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7727376311347715, 'colsample_bytree': 0.618094270956851, 'gamma': 1.1743937286129147, 'reg_alpha': 0.21430076089533248, 'reg_lambda': 0.6823894405223115}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 19:27:20,058] Trial 38 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.245792753292311, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6186209340545687, 'colsample_bytree': 0.6302745711299649, 'gamma': 1.1047791274133743, 'reg_alpha': 0.06352406192572803, 'reg_lambda': 0.7348865095392011}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,138] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 35, 'learning_rate': 0.25295053986121924, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6039535537892614, 'colsample_bytree': 0.6381696364834211, 'gamma': 1.1732975563911086, 'reg_alpha': 0.06791031107216372, 'reg_lambda': 1.0318311041800856}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,321] Trial 40 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.06901084068482895, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6038533817839732, 'colsample_bytree': 0.739562861818548, 'gamma': 3.503601384841725, 'reg_alpha': 0.1670460480340115, 'reg_lambda': 0.6868948264011074}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,476] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.23468193078563532, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6874716880733381, 'colsample_bytree': 0.6164817698264294, 'gamma': 0.7135636797400431, 'reg_alpha': 0.22090490700398457, 'reg_lambda': 0.5034371964403885}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,633] Trial 42 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 225, 'learning_rate': 0.2631491180869284, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6742164417752186, 'colsample_bytree': 0.6671847763920159, 'gamma': 0.6302279641979376, 'reg_alpha': 0.0590287582641285, 'reg_lambda': 0.5344155036143179}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,833] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 187, 'learning_rate': 0.11039952425028614, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6227891311497263, 'colsample_bytree': 0.6012951929450451, 'gamma': 0.013835798237941788, 'reg_alpha': 0.10642174500584248, 'reg_lambda': 0.7606169960009675}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:20,991] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.2702246192062661, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6746785694813896, 'colsample_bytree': 0.6213970670949722, 'gamma': 0.2713404283863992, 'reg_alpha': 0.21014251523087724, 'reg_lambda': 0.9099313094844849}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,240] Trial 45 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 187, 'learning_rate': 0.18520764723275296, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8246517325845188, 'colsample_bytree': 0.7006912445584961, 'gamma': 0.7279466438337119, 'reg_alpha': 0.04676735240873581, 'reg_lambda': 0.5170519475782539}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,494] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 238, 'learning_rate': 0.29958213396177674, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6323833347864639, 'colsample_bytree': 0.6488447682756907, 'gamma': 1.004682337440392, 'reg_alpha': 0.40414550597068577, 'reg_lambda': 2.6171258961601667}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,645] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 194, 'learning_rate': 0.13322017400427918, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6962849430337146, 'colsample_bytree': 0.6761831528746488, 'gamma': 0.2540660314550147, 'reg_alpha': 0.2462049399878454, 'reg_lambda': 1.084057645114599}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,760] Trial 48 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 77, 'learning_rate': 0.23440216894492985, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6503857909319996, 'colsample_bytree': 0.6607752335275724, 'gamma': 1.3732217222616803, 'reg_alpha': 0.45831120175117834, 'reg_lambda': 1.3412464646052258}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:21,918] Trial 49 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 209, 'learning_rate': 0.07911498638762052, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6542210932867383, 'colsample_bytree': 0.6883712726081743, 'gamma': 0.2835200312172362, 'reg_alpha': 0.15987447679584826, 'reg_lambda': 0.6796203815671764}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:22,042] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.014232313810968554, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8751875430718565, 'colsample_bytree': 0.6276994220513419, 'gamma': 0.7616461332029097, 'reg_alpha': 0.000545648841354357, 'reg_lambda': 0.9398745521368195}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:22,250] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 166, 'learning_rate': 0.22296751921862426, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7668838690361142, 'colsample_bytree': 0.6183024597918665, 'gamma': 1.1293406700069526, 'reg_alpha': 0.225370297749788, 'reg_lambda': 0.7293491999245333}. Best is trial 38 with value: 0.7559523809523809.
[I 2025-11-03 19:27:22,393] Trial 52 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.20243501890927365, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.845054296482399, 'colsample_bytree': 0.6093976671904175, 'gamma': 1.2392109702848322, 'reg_alpha': 0.18510875269067606, 'reg_lambda': 0.8373683458121571}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:22,568] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.16063982826039694, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8341972398034112, 'colsample_bytree': 0.6051590965193921, 'gamma': 1.4301488500882749, 'reg_alpha': 0.0913594112020628, 'reg_lambda': 0.8529677948878858}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:22,715] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.19789643919219282, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8462017799552792, 'colsample_bytree': 0.6108927023723333, 'gamma': 1.4768499794233296, 'reg_alpha': 0.13068489132130467, 'reg_lambda': 0.8406131561226637}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:22,888] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.15975533943601797, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8417345081188583, 'colsample_bytree': 0.6038242274597471, 'gamma': 1.5495972837989667, 'reg_alpha': 0.12853718232482156, 'reg_lambda': 0.8610649087018949}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,128] Trial 56 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.19826749183203948, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8003217349509677, 'colsample_bytree': 0.6334814288705977, 'gamma': 1.940768033750917, 'reg_alpha': 0.08610150931757715, 'reg_lambda': 0.6202136846472738}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,274] Trial 57 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 163, 'learning_rate': 0.024619338864382716, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8198289643694538, 'colsample_bytree': 0.608340626314517, 'gamma': 2.2091486389361235, 'reg_alpha': 0.17019515738478785, 'reg_lambda': 2.9541582505066746}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,408] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 136, 'learning_rate': 0.12215031870896098, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8493029649630953, 'colsample_bytree': 0.6464419406521577, 'gamma': 2.4356795493873724, 'reg_alpha': 0.1252327470802594, 'reg_lambda': 1.1304370090459004}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,557] Trial 59 finished with value: 0.636904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.1569900786276711, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7525593314748857, 'colsample_bytree': 0.9393397423163786, 'gamma': 1.3527693662137237, 'reg_alpha': 0.040193548138767354, 'reg_lambda': 0.9678272874196228}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,688] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.18058468399701424, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8391054317384604, 'colsample_bytree': 0.6276543811061415, 'gamma': 0.9279363978138999, 'reg_alpha': 0.18430834104165142, 'reg_lambda': 0.8202663683003389}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:23,849] Trial 61 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 184, 'learning_rate': 0.2416165992714054, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8097645122462284, 'colsample_bytree': 0.6122151992005027, 'gamma': 1.5422244222638892, 'reg_alpha': 0.8799547489450137, 'reg_lambda': 0.6002013027387787}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,115] Trial 62 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 192, 'learning_rate': 0.20491852687061837, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7883185984213806, 'colsample_bytree': 0.6004688513552108, 'gamma': 2.8432303006339876, 'reg_alpha': 0.2695386095024904, 'reg_lambda': 0.5035957298723968}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,321] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.05116109348126931, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8608845930178606, 'colsample_bytree': 0.6443147638527296, 'gamma': 1.1489333972883768, 'reg_alpha': 0.09134873286357631, 'reg_lambda': 0.7606328140282176}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,466] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.2649780373194344, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8753656194437285, 'colsample_bytree': 0.6729648650346332, 'gamma': 1.9189974683027096, 'reg_alpha': 0.13347235650760247, 'reg_lambda': 1.0190682734710377}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,566] Trial 65 finished with value: 0.738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.20868318703451433, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9061911251560122, 'colsample_bytree': 0.6246185770605758, 'gamma': 0.9300572678118262, 'reg_alpha': 0.3376164722276493, 'reg_lambda': 0.8127913927089652}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,715] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.16700934803822506, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9211087509958351, 'colsample_bytree': 0.6272819341188881, 'gamma': 0.8953477908364861, 'reg_alpha': 0.3491901288927868, 'reg_lambda': 0.8344682692980543}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:24,953] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.11141872392910046, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8857640860775212, 'colsample_bytree': 0.6172700271807092, 'gamma': 1.2979898106232581, 'reg_alpha': 0.3000023471882884, 'reg_lambda': 0.5972152616534524}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,082] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 139, 'learning_rate': 0.20505784438134544, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9607309148644194, 'colsample_bytree': 0.6547277210980733, 'gamma': 0.6766379788786159, 'reg_alpha': 0.19412039160549446, 'reg_lambda': 1.2770451344702085}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,226] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.139566125934285, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.8340979292106913, 'colsample_bytree': 0.6358193886510349, 'gamma': 1.7042454841095225, 'reg_alpha': 0.08226037769111474, 'reg_lambda': 1.163916326758943}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,503] Trial 70 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 161, 'learning_rate': 0.1862920876811045, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9378018848998604, 'colsample_bytree': 0.6122011972549453, 'gamma': 0.853815991405844, 'reg_alpha': 0.028930539045960546, 'reg_lambda': 1.0735044670789997}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 19:27:25,788] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 156, 'learning_rate': 0.241600679690767, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9071827336427029, 'colsample_bytree': 0.7219492652202578, 'gamma': 1.4955489582708381, 'reg_alpha': 0.5350158378262551, 'reg_lambda': 0.7543074919636747}. Best is trial 71 with value: 0.7619047619047619.
[I 2025-11-03 19:27:25,925] Trial 72 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 156, 'learning_rate': 0.2437039894283378, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9060540209000552, 'colsample_bytree': 0.7205195760169916, 'gamma': 1.5575336638964556, 'reg_alpha': 0.5444710600731022, 'reg_lambda': 0.8921226274213705}. Best is trial 72 with value: 0.7916666666666667.
[I 2025-11-03 19:27:26,047] Trial 73 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 155, 'learning_rate': 0.23881681744185906, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9043298067663746, 'colsample_bytree': 0.7141124429137612, 'gamma': 1.568875252576147, 'reg_alpha': 0.5512657147746215, 'reg_lambda': 0.9027078238781034}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,192] Trial 74 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 156, 'learning_rate': 0.2413660964695084, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9055459532008586, 'colsample_bytree': 0.722495780632543, 'gamma': 1.5899394278821348, 'reg_alpha': 0.5583843597788297, 'reg_lambda': 0.9493135578677547}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,319] Trial 75 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 143, 'learning_rate': 0.24681807911772705, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9110809902059445, 'colsample_bytree': 0.7473613858805032, 'gamma': 1.6020756679354098, 'reg_alpha': 0.5572310327131458, 'reg_lambda': 0.9430270184607437}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,447] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.24047727089952328, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9209655779255376, 'colsample_bytree': 0.7254223101947705, 'gamma': 1.6336290068721413, 'reg_alpha': 0.5504480307048962, 'reg_lambda': 0.9092475412288351}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,649] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.2700259554108874, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9000967806173934, 'colsample_bytree': 0.7494565089097028, 'gamma': 1.2547121518796076, 'reg_alpha': 0.6285899646470915, 'reg_lambda': 0.9781001150242636}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,796] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.27321952071484445, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9027451855353482, 'colsample_bytree': 0.7533943034513271, 'gamma': 1.8691083882645907, 'reg_alpha': 0.6375611192514041, 'reg_lambda': 0.981774273952507}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:26,916] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.255268784471102, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9127689516976218, 'colsample_bytree': 0.7119447460156472, 'gamma': 1.272321336858098, 'reg_alpha': 0.5444635191044674, 'reg_lambda': 1.0336362057105308}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,024] Trial 80 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.2843436882604406, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8908675258671699, 'colsample_bytree': 0.7821114743365054, 'gamma': 2.0992209080618545, 'reg_alpha': 0.6057288388412626, 'reg_lambda': 1.1257755907842375}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,146] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.24977386382848385, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.927551100971563, 'colsample_bytree': 0.7149940084873468, 'gamma': 1.2788080340025545, 'reg_alpha': 0.5319614108882642, 'reg_lambda': 0.954502897562295}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,275] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.21609590866718983, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9146817526120267, 'colsample_bytree': 0.7376540442154207, 'gamma': 1.666164568930261, 'reg_alpha': 0.6829995675166682, 'reg_lambda': 1.040777564308762}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,478] Trial 83 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.2658786467446669, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8728475657612811, 'colsample_bytree': 0.751841603911315, 'gamma': 1.2620741562269677, 'reg_alpha': 0.5886223265069558, 'reg_lambda': 0.7678200038487282}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,640] Trial 84 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.25003021063136566, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8920427900598238, 'colsample_bytree': 0.7067293530920553, 'gamma': 1.7898447740100836, 'reg_alpha': 0.516001126053842, 'reg_lambda': 0.6753866832887341}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,758] Trial 85 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.22393475265236507, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.897161900951984, 'colsample_bytree': 0.7296822026916513, 'gamma': 1.4863605800881243, 'reg_alpha': 0.5233901862710006, 'reg_lambda': 0.6706493899990997}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:27,891] Trial 86 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 153, 'learning_rate': 0.2851936767493414, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9511239924228487, 'colsample_bytree': 0.7940545216291659, 'gamma': 1.755001101657422, 'reg_alpha': 0.5749199174736106, 'reg_lambda': 0.7700771132534505}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,186] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.178291427009521, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8816657768847876, 'colsample_bytree': 0.6955707555385368, 'gamma': 1.424079985955859, 'reg_alpha': 0.43160382862836705, 'reg_lambda': 0.9013198875739277}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,362] Trial 88 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 170, 'learning_rate': 0.24897909184965752, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8650009638279704, 'colsample_bytree': 0.7478604953933573, 'gamma': 2.0300217665581526, 'reg_alpha': 0.6334960042295558, 'reg_lambda': 0.6381020439636655}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,520] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.2216452789710777, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8930749781037977, 'colsample_bytree': 0.7672883940616563, 'gamma': 1.0481308555668487, 'reg_alpha': 0.5050051573509932, 'reg_lambda': 1.216417184064594}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,655] Trial 90 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 143, 'learning_rate': 0.2951600720877955, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9328023806760521, 'colsample_bytree': 0.7081964042581863, 'gamma': 1.6071452681413911, 'reg_alpha': 0.7216519604510842, 'reg_lambda': 0.8808255629388438}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,799] Trial 91 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 148, 'learning_rate': 0.253804794995833, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9155275466832871, 'colsample_bytree': 0.7194312384200618, 'gamma': 1.2051154165671245, 'reg_alpha': 0.6137320214616382, 'reg_lambda': 0.7266293834514662}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:28,961] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.23754736457300424, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9832911267332309, 'colsample_bytree': 0.7237842384237871, 'gamma': 1.8259718873650463, 'reg_alpha': 0.6174125369087329, 'reg_lambda': 0.7149890574793571}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,171] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.19585217866709226, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9028102716080437, 'colsample_bytree': 0.7389434038251236, 'gamma': 1.0631522305228946, 'reg_alpha': 0.49193755745687257, 'reg_lambda': 0.5691766315569363}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,264] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.2722829963200598, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9604559497280171, 'colsample_bytree': 0.6951785152201206, 'gamma': 1.2129007488046886, 'reg_alpha': 0.6679426990084248, 'reg_lambda': 0.7842513057114506}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,420] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.031588327602832346, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9132234829762435, 'colsample_bytree': 0.7623755372043629, 'gamma': 1.4526608699107038, 'reg_alpha': 0.57957806406381, 'reg_lambda': 0.6687379321334199}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,555] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.22475409488721662, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8553522749331073, 'colsample_bytree': 0.7064664758886424, 'gamma': 2.3482812569831575, 'reg_alpha': 0.4671909065379792, 'reg_lambda': 0.9792816144017364}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:29,871] Trial 97 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 162, 'learning_rate': 0.25231572266104846, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9389590227843736, 'colsample_bytree': 0.7324899862699347, 'gamma': 4.618479572142575, 'reg_alpha': 0.4374144642007529, 'reg_lambda': 0.7358716433612104}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,127] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.20944578958787094, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.926517751587618, 'colsample_bytree': 0.687866691332127, 'gamma': 1.964741992685977, 'reg_alpha': 0.5649715664099478, 'reg_lambda': 0.9330292820832018}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,258] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.15161837424525185, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8871156150319931, 'colsample_bytree': 0.7185845945298107, 'gamma': 1.5760270295956202, 'reg_alpha': 0.6162091508203861, 'reg_lambda': 0.8505277906939903}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,405] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.1892717503849909, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8780224236723361, 'colsample_bytree': 0.7495535565390338, 'gamma': 1.0053841004131963, 'reg_alpha': 0.7034286948500931, 'reg_lambda': 1.1066814318581757}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,714] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.2522709783430847, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9108905231494077, 'colsample_bytree': 0.7121887397518368, 'gamma': 1.2539649677139206, 'reg_alpha': 0.5352170746467134, 'reg_lambda': 1.0389140327832709}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,858] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.271846076952602, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8999380329609816, 'colsample_bytree': 0.702522706591033, 'gamma': 1.7558901050366094, 'reg_alpha': 0.5449786931843822, 'reg_lambda': 0.8902287253159958}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:30,955] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 133, 'learning_rate': 0.2999761113127544, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9161021243252722, 'colsample_bytree': 0.7284853828499777, 'gamma': 1.3397383594360945, 'reg_alpha': 0.5037055680488759, 'reg_lambda': 0.992841339885863}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,231] Trial 104 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 144, 'learning_rate': 0.29611619411941853, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8669028241150026, 'colsample_bytree': 0.7313991580963132, 'gamma': 1.376519961276884, 'reg_alpha': 0.5074730064617009, 'reg_lambda': 0.8028890885102046}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,532] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.23527063157006947, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9466436910321423, 'colsample_bytree': 0.7594484186765391, 'gamma': 1.5126828065910911, 'reg_alpha': 0.5928783662776789, 'reg_lambda': 0.568312956770668}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,715] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.2792611325561417, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9216918699806019, 'colsample_bytree': 0.816414219572958, 'gamma': 1.1593040832652033, 'reg_alpha': 0.4826986042195605, 'reg_lambda': 0.6597402495530815}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:31,891] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.22673191507145346, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9060023719000632, 'colsample_bytree': 0.7774831163345846, 'gamma': 1.6404340346082813, 'reg_alpha': 0.5217701919815427, 'reg_lambda': 0.6992813505964766}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,031] Trial 108 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.20790446549879196, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8937156690870919, 'colsample_bytree': 0.7433631042587381, 'gamma': 1.3698815533433661, 'reg_alpha': 0.6523913278181149, 'reg_lambda': 0.9962842623317316}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,280] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 153, 'learning_rate': 0.2625010591928169, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9306988601880416, 'colsample_bytree': 0.7227053272390849, 'gamma': 1.8685059950472702, 'reg_alpha': 0.4419619015886753, 'reg_lambda': 0.9444735422265615}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,432] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.21729496479497037, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9174908920724815, 'colsample_bytree': 0.6662365586984369, 'gamma': 0.9914167221572204, 'reg_alpha': 0.6064681101506353, 'reg_lambda': 1.2808185883190524}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,572] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.2502970308417649, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9086028638473559, 'colsample_bytree': 0.7104226850098663, 'gamma': 1.324232636560955, 'reg_alpha': 0.5620284781638194, 'reg_lambda': 1.1765002789769634}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,664] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.24225418669825194, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.884168920297351, 'colsample_bytree': 0.6979024254791181, 'gamma': 1.1223925898333975, 'reg_alpha': 0.5682595340232451, 'reg_lambda': 1.159520025338524}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:32,869] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.2997103925877331, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9071004030074747, 'colsample_bytree': 0.7364511792007136, 'gamma': 0.8137276615151765, 'reg_alpha': 0.5162326459430651, 'reg_lambda': 0.8666776070689175}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,072] Trial 114 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 116, 'learning_rate': 0.17212473145310186, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7227295687885528, 'colsample_bytree': 0.686004464925854, 'gamma': 1.477791447700258, 'reg_alpha': 0.4810230615561098, 'reg_lambda': 1.0699834786513873}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,216] Trial 115 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 124, 'learning_rate': 0.25905368966759335, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9384923236040864, 'colsample_bytree': 0.717889515315993, 'gamma': 1.3361813563441418, 'reg_alpha': 0.5930119281437589, 'reg_lambda': 1.5844253706421618}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,369] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.1951144538000305, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8976970257583194, 'colsample_bytree': 0.7296566262183066, 'gamma': 1.2059557747170324, 'reg_alpha': 0.6405018486566681, 'reg_lambda': 0.7316273811210854}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,504] Trial 117 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.19155805080646357, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8906458334601195, 'colsample_bytree': 0.7308928219209476, 'gamma': 2.1846584780355007, 'reg_alpha': 0.5578080078713015, 'reg_lambda': 0.8496648793226274}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,758] Trial 118 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 129, 'learning_rate': 0.23717842639468792, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9234541774090407, 'colsample_bytree': 0.6763203666306848, 'gamma': 1.7153567548432027, 'reg_alpha': 0.7802466944180725, 'reg_lambda': 0.7244517767800067}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:33,892] Trial 119 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.19769593829547935, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8713038432473328, 'colsample_bytree': 0.7060518972050956, 'gamma': 1.5541426704835635, 'reg_alpha': 0.6815304174805417, 'reg_lambda': 0.8100838187982845}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,040] Trial 120 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.21571452812672218, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9135262710654881, 'colsample_bytree': 0.7255673631147104, 'gamma': 0.5909612925302379, 'reg_alpha': 0.45957661962001645, 'reg_lambda': 0.6163913040311996}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,146] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.21600817675227826, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143250039272337, 'colsample_bytree': 0.7245525450461282, 'gamma': 0.3386222586651024, 'reg_alpha': 0.6526302722919555, 'reg_lambda': 0.6186077747971636}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,285] Trial 122 finished with value: 0.738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.17768480876390058, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8969905589677074, 'colsample_bytree': 0.7157184003311874, 'gamma': 1.4078501513104484, 'reg_alpha': 0.41273050809074563, 'reg_lambda': 0.7569687611903557}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,552] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.23162896876027528, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.882733810795783, 'colsample_bytree': 0.7450803120430546, 'gamma': 0.5249801989019109, 'reg_alpha': 0.49671512883186014, 'reg_lambda': 0.5827833629813663}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,687] Trial 124 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 147, 'learning_rate': 0.27948746845721967, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9312556924135651, 'colsample_bytree': 0.6911177364141132, 'gamma': 0.5963248524331115, 'reg_alpha': 0.5473253322896056, 'reg_lambda': 0.636549175223848}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,858] Trial 125 finished with value: 0.761904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.2779359764072944, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9541677450247803, 'colsample_bytree': 0.6991557848863402, 'gamma': 0.4012250131134021, 'reg_alpha': 0.5382620961601223, 'reg_lambda': 0.6342846469197277}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:34,996] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.27668397144699003, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.932245022331859, 'colsample_bytree': 0.6943494032380614, 'gamma': 0.19611192705630476, 'reg_alpha': 0.4590988872947527, 'reg_lambda': 0.6371218323920481}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,130] Trial 127 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 166, 'learning_rate': 0.25318758162638055, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9672505299707109, 'colsample_bytree': 0.7040056447694245, 'gamma': 0.4129373119852296, 'reg_alpha': 0.547206313199468, 'reg_lambda': 0.553255420045099}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,348] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.2852625135243357, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9426587351201112, 'colsample_bytree': 0.7114335079108516, 'gamma': 0.6723168413576988, 'reg_alpha': 0.5287560443724035, 'reg_lambda': 0.5090805722525483}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,491] Trial 129 finished with value: 0.755952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.29927200619837285, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9532572310032885, 'colsample_bytree': 0.6911033180926746, 'gamma': 0.5484340017176967, 'reg_alpha': 0.5708645953352789, 'reg_lambda': 0.6952305109066645}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,637] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 151, 'learning_rate': 0.2431860519902194, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.985825771649066, 'colsample_bytree': 0.9102478019855619, 'gamma': 0.13454160260745618, 'reg_alpha': 0.594252744310423, 'reg_lambda': 0.7991305327691018}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,783] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.28051763515335654, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9527140948560361, 'colsample_bytree': 0.6914237853590293, 'gamma': 0.5686127115552284, 'reg_alpha': 0.5680013900067736, 'reg_lambda': 0.6941078111930951}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:35,924] Trial 132 finished with value: 0.755952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.26597965287577263, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9613542966365387, 'colsample_bytree': 0.6854914104638397, 'gamma': 0.33129959668653575, 'reg_alpha': 0.5064280740957408, 'reg_lambda': 2.1102132067306973}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:36,201] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.22651947641505144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9488819831202139, 'colsample_bytree': 0.7217034614863094, 'gamma': 0.5736243854079321, 'reg_alpha': 0.381563707232326, 'reg_lambda': 0.6566215439725552}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:36,387] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.02005377351479136, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9247725412662556, 'colsample_bytree': 0.7031356852031952, 'gamma': 0.47687888592971983, 'reg_alpha': 0.5587515175721257, 'reg_lambda': 0.9033491045605438}. Best is trial 73 with value: 0.7976190476190477.
[I 2025-11-03 19:27:36,557] Trial 135 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 147, 'learning_rate': 0.2750393331597181, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.908770014030282, 'colsample_bytree': 0.6719915762468811, 'gamma': 0.7279956509580741, 'reg_alpha': 0.5351167008021889, 'reg_lambda': 0.7818742824027044}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:36,698] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 140, 'learning_rate': 0.25853291869172323, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9340586341043551, 'colsample_bytree': 0.6716957653245001, 'gamma': 0.7729979165264319, 'reg_alpha': 0.4735820208990935, 'reg_lambda': 0.6103202249125149}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:36,906] Trial 137 finished with value: 0.755952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.2807517116647302, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.909007633393449, 'colsample_bytree': 0.682966490400206, 'gamma': 0.6093964907313837, 'reg_alpha': 0.5306880684495221, 'reg_lambda': 1.8833139242665995}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,011] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.2782106428163882, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9191090157555479, 'colsample_bytree': 0.6587873404414907, 'gamma': 0.41229730127446884, 'reg_alpha': 0.5785898776278654, 'reg_lambda': 0.781727815444867}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,141] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.25143344932580947, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9816887680938993, 'colsample_bytree': 0.6986312132995833, 'gamma': 0.7286000818637162, 'reg_alpha': 0.5129611963394509, 'reg_lambda': 0.710202502921672}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,259] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.21378619516283348, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9448057953805421, 'colsample_bytree': 0.7137006571719112, 'gamma': 0.8916406348906245, 'reg_alpha': 0.5433267139301206, 'reg_lambda': 0.5442135728790739}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,444] Trial 141 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.2363235254039992, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9146362178153271, 'colsample_bytree': 0.7085613029990259, 'gamma': 1.7796180963521349, 'reg_alpha': 0.5580435085109098, 'reg_lambda': 0.9300962116587952}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,648] Trial 142 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.23434496801366228, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9076419665062403, 'colsample_bytree': 0.9911371385176438, 'gamma': 2.661369964326987, 'reg_alpha': 0.48763853563104137, 'reg_lambda': 2.463905699381935}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,773] Trial 143 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 153, 'learning_rate': 0.26345544620771894, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9155743421644661, 'colsample_bytree': 0.7087189202582227, 'gamma': 1.8105672059742464, 'reg_alpha': 0.6123529288028532, 'reg_lambda': 0.9320018475394839}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:37,903] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.2978328725020429, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9258124489314162, 'colsample_bytree': 0.6925975357865645, 'gamma': 1.5713489319506273, 'reg_alpha': 0.5590892780452912, 'reg_lambda': 0.6531496597283859}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,110] Trial 145 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.2443499171500838, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9027845132692469, 'colsample_bytree': 0.7195665541091318, 'gamma': 1.6964613914158957, 'reg_alpha': 0.5299061681689406, 'reg_lambda': 0.8420438340816319}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,336] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 133, 'learning_rate': 0.2740283580553174, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9322661635278415, 'colsample_bytree': 0.6815207315303692, 'gamma': 2.004493453104197, 'reg_alpha': 0.5831480667474352, 'reg_lambda': 1.0150636320380078}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,498] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.21931474069364496, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9030925639439175, 'colsample_bytree': 0.7379791288473835, 'gamma': 1.7007206404698922, 'reg_alpha': 0.452365791583079, 'reg_lambda': 0.8865821880938003}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,635] Trial 148 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 128, 'learning_rate': 0.24334674521047, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9173768134173996, 'colsample_bytree': 0.7001971704760658, 'gamma': 0.6470016448201971, 'reg_alpha': 0.5170647157511066, 'reg_lambda': 0.8415498825491935}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,782] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.2604348672213933, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.955614083042086, 'colsample_bytree': 0.7160841223212621, 'gamma': 1.6616736048947172, 'reg_alpha': 0.5461528860110032, 'reg_lambda': 0.9501270367111756}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:38,913] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 143, 'learning_rate': 0.27946201834171286, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9401170014726346, 'colsample_bytree': 0.669192548060499, 'gamma': 1.8939380554687446, 'reg_alpha': 0.4174378999610847, 'reg_lambda': 0.7932789856989599}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,041] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.23919020095491572, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8917558784089324, 'colsample_bytree': 0.7230216886738194, 'gamma': 1.5119727310414692, 'reg_alpha': 0.49801415905009216, 'reg_lambda': 0.702614748136851}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,259] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.2239270981939346, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9109368717319548, 'colsample_bytree': 0.7280259827686185, 'gamma': 1.6332957972942888, 'reg_alpha': 0.5311908975393658, 'reg_lambda': 0.762677935278263}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,417] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.20736368268816838, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9118679930336762, 'colsample_bytree': 0.7306500490321858, 'gamma': 1.7756449998012656, 'reg_alpha': 0.5678515124244844, 'reg_lambda': 0.5983665461195814}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,549] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 151, 'learning_rate': 0.22239973735940805, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9260177094070619, 'colsample_bytree': 0.7104641117553996, 'gamma': 1.6151519754856272, 'reg_alpha': 0.5233094183649258, 'reg_lambda': 0.8962650989317112}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,675] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.24915282836180144, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9006706394909378, 'colsample_bytree': 0.6908495046461788, 'gamma': 0.3922577386200822, 'reg_alpha': 0.5890953805020192, 'reg_lambda': 0.7542995597664414}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,810] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.29820760619360104, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9193889130018306, 'colsample_bytree': 0.7355952125106332, 'gamma': 0.2319280713835042, 'reg_alpha': 0.6097518012710942, 'reg_lambda': 0.8161732358155608}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:39,951] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.2324889165655406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8910461727523273, 'colsample_bytree': 0.7572010282716929, 'gamma': 1.435110673860604, 'reg_alpha': 0.47298700266758165, 'reg_lambda': 0.990382517107042}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,171] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.26158871071965617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.907501069158892, 'colsample_bytree': 0.7042737849323608, 'gamma': 1.7740068974049354, 'reg_alpha': 0.5402093276796428, 'reg_lambda': 0.665972988625174}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,292] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 104, 'learning_rate': 0.012860620210909432, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.908969308296875, 'colsample_bytree': 0.7266195742182542, 'gamma': 2.1245179137558265, 'reg_alpha': 0.5574226182790627, 'reg_lambda': 0.9290941595182568}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,419] Trial 160 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 155, 'learning_rate': 0.255382667011498, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8794911786377374, 'colsample_bytree': 0.7055034721029639, 'gamma': 1.906166658542834, 'reg_alpha': 0.49817921366628537, 'reg_lambda': 1.0674828314796725}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,549] Trial 161 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 158, 'learning_rate': 0.27357276280397275, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9004682615485751, 'colsample_bytree': 0.7151360910390568, 'gamma': 1.7204451703449766, 'reg_alpha': 0.5356028192995039, 'reg_lambda': 0.6714610934067203}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,698] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 148, 'learning_rate': 0.2635528566287105, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8983785062486989, 'colsample_bytree': 0.7161646447929132, 'gamma': 1.8196983530893722, 'reg_alpha': 0.5273501655580825, 'reg_lambda': 0.6848623709845975}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:40,933] Trial 163 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.22931408079317103, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9009404860627366, 'colsample_bytree': 0.7184535609486811, 'gamma': 1.8134258558896668, 'reg_alpha': 0.5138374566672398, 'reg_lambda': 2.6127073481947303}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,071] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.26017374860014647, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8885806891256683, 'colsample_bytree': 0.7426589432058808, 'gamma': 1.700556649599518, 'reg_alpha': 0.5785966496639361, 'reg_lambda': 0.7059599629124798}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,201] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.06227419059787041, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9016890584203942, 'colsample_bytree': 0.7174842054447299, 'gamma': 2.0437449385319817, 'reg_alpha': 0.5258471749304443, 'reg_lambda': 0.8548962241630838}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,337] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 156, 'learning_rate': 0.20798569897934155, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9093618862686781, 'colsample_bytree': 0.7312748229102163, 'gamma': 1.6256097039683832, 'reg_alpha': 0.48299865044753887, 'reg_lambda': 0.788234459785593}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,587] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.24388508183394206, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8844445873413291, 'colsample_bytree': 0.7099795638202775, 'gamma': 1.9677384295076323, 'reg_alpha': 0.623123319294859, 'reg_lambda': 0.7510774672283638}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,809] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.22120482985850598, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8973589869555774, 'colsample_bytree': 0.7250431926428598, 'gamma': 1.7586065523235122, 'reg_alpha': 0.601417995644574, 'reg_lambda': 0.8745428280023284}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:41,947] Trial 169 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 150, 'learning_rate': 0.2620410606620663, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9158609110759905, 'colsample_bytree': 0.7382469513561308, 'gamma': 1.8467648929501095, 'reg_alpha': 0.5665464825990745, 'reg_lambda': 0.6826551152110762}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,080] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.24534470362478486, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.872004768020294, 'colsample_bytree': 0.70547468434231, 'gamma': 1.5386538962759009, 'reg_alpha': 0.45548982297899665, 'reg_lambda': 0.8256862388203337}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,313] Trial 171 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 155, 'learning_rate': 0.20362586321966725, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9108661344920224, 'colsample_bytree': 0.7278817360907124, 'gamma': 1.6456138061702992, 'reg_alpha': 0.48387551483900715, 'reg_lambda': 0.7770953566671427}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,505] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.2113931346433395, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9080591371493857, 'colsample_bytree': 0.717418063151626, 'gamma': 1.6196291859261733, 'reg_alpha': 0.5347886096580233, 'reg_lambda': 0.7311209807561223}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,675] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 153, 'learning_rate': 0.23019809805036862, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8925832184441836, 'colsample_bytree': 0.7323104469722578, 'gamma': 1.4166785360035197, 'reg_alpha': 0.4987795052892089, 'reg_lambda': 0.5805867715145063}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,820] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.2719187297603232, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.921810501066075, 'colsample_bytree': 0.7441247034404639, 'gamma': 1.3221814581020666, 'reg_alpha': 0.5536556450692527, 'reg_lambda': 0.8028288594575739}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:42,959] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.18379909883358453, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9048063941545534, 'colsample_bytree': 0.7124488795312972, 'gamma': 1.6716370593565015, 'reg_alpha': 0.5254981314087955, 'reg_lambda': 0.9708653867342553}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,067] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 173, 'learning_rate': 0.2880472257445044, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8933839486164921, 'colsample_bytree': 0.7227225867431074, 'gamma': 1.8010777008430927, 'reg_alpha': 0.5104642026594701, 'reg_lambda': 0.6883069502140787}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,310] Trial 177 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 176, 'learning_rate': 0.29592428863646025, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8979686318933253, 'colsample_bytree': 0.7197182697338127, 'gamma': 1.9152428513457296, 'reg_alpha': 0.5110500742676408, 'reg_lambda': 0.6713237341080436}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,446] Trial 178 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 178, 'learning_rate': 0.2976260900268654, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.886128732022842, 'colsample_bytree': 0.6997269996342123, 'gamma': 1.9143625842674459, 'reg_alpha': 0.5093626644076944, 'reg_lambda': 0.6624838576791017}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,581] Trial 179 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 174, 'learning_rate': 0.2967798375050156, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8779035929461255, 'colsample_bytree': 0.7002062959534079, 'gamma': 1.9721856175363142, 'reg_alpha': 0.464062225023242, 'reg_lambda': 0.5372240094473814}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,722] Trial 180 finished with value: 0.744047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.2888470617627079, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8887618055891309, 'colsample_bytree': 0.7239377910585753, 'gamma': 2.1724997007601585, 'reg_alpha': 0.5134028345662769, 'reg_lambda': 0.6454267754140091}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:43,960] Trial 181 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 168, 'learning_rate': 0.2828716716283061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8971294634560957, 'colsample_bytree': 0.7040502775649762, 'gamma': 1.9147819085215168, 'reg_alpha': 0.545330788000733, 'reg_lambda': 0.5999477983660617}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,098] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.2986916096783098, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8973687328905873, 'colsample_bytree': 0.6972457008190804, 'gamma': 2.037303090277971, 'reg_alpha': 0.5031099944075752, 'reg_lambda': 0.5915898769671941}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,238] Trial 183 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.2804134709530045, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8839112971378642, 'colsample_bytree': 0.6772210061937418, 'gamma': 2.301204399309207, 'reg_alpha': 0.5436581899168619, 'reg_lambda': 0.6826404672167472}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,352] Trial 184 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 173, 'learning_rate': 0.26596725129843574, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9179562875400175, 'colsample_bytree': 0.7054408091305218, 'gamma': 1.9050075170250969, 'reg_alpha': 0.43322543439806094, 'reg_lambda': 0.622995725655342}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,520] Trial 185 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.2812752681498954, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8605796848560844, 'colsample_bytree': 0.7208961035762298, 'gamma': 1.7445906569109817, 'reg_alpha': 0.5790575874088828, 'reg_lambda': 0.7324204274913922}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,699] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.2487796504322848, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8969655950990836, 'colsample_bytree': 0.6904931493543336, 'gamma': 1.8383235670491098, 'reg_alpha': 0.5416112857604034, 'reg_lambda': 0.567724709394201}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:44,835] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.29864916655011275, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8884745426943031, 'colsample_bytree': 0.709697735854903, 'gamma': 1.7561952156422462, 'reg_alpha': 0.49259675754702975, 'reg_lambda': 0.6560491886061693}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,020] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.26970612055397636, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9035547936878148, 'colsample_bytree': 0.7259414348850791, 'gamma': 1.4931194855349892, 'reg_alpha': 0.5095843434688971, 'reg_lambda': 0.5067044104613313}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,159] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.23446583128923865, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9244556578179274, 'colsample_bytree': 0.6988510676908508, 'gamma': 1.9119709039743151, 'reg_alpha': 0.5600579633395236, 'reg_lambda': 0.7310718753772936}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,323] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.035901451231956996, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8788217068699891, 'colsample_bytree': 0.7397256337152893, 'gamma': 1.5799095719285332, 'reg_alpha': 0.5952559763038273, 'reg_lambda': 0.6075143750907904}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,488] Trial 191 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.2602235483898794, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9159497167409628, 'colsample_bytree': 0.7056752114862881, 'gamma': 1.9052088502763709, 'reg_alpha': 0.43694336711431364, 'reg_lambda': 2.3423194621384065}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,728] Trial 192 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 182, 'learning_rate': 0.2771349952215007, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9143756608196248, 'colsample_bytree': 0.7173818873965884, 'gamma': 1.999283267929351, 'reg_alpha': 0.47413293798617656, 'reg_lambda': 0.6171262748919067}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,872] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.2629452182396136, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9172914708742613, 'colsample_bytree': 0.7050934005801459, 'gamma': 2.116463052923967, 'reg_alpha': 0.5302153922192513, 'reg_lambda': 0.6434923368315518}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:45,976] Trial 194 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.24773002926517274, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8956737447327371, 'colsample_bytree': 0.7117340995640173, 'gamma': 1.7195863182672917, 'reg_alpha': 0.42394624378982165, 'reg_lambda': 0.6872599308194719}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,110] Trial 195 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.281120557504087, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9023664409321772, 'colsample_bytree': 0.6859883966708794, 'gamma': 1.8464004411632482, 'reg_alpha': 0.939441976768344, 'reg_lambda': 0.576977716095421}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,265] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.26672494748642345, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9278995269488679, 'colsample_bytree': 0.733980041315982, 'gamma': 1.7146361830938586, 'reg_alpha': 0.512077217804696, 'reg_lambda': 0.773287402235108}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,502] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.23138682807501773, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9074108151448711, 'colsample_bytree': 0.7212579015193828, 'gamma': 1.5513442456741502, 'reg_alpha': 0.39383748313394845, 'reg_lambda': 0.7067900645842016}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,639] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 152, 'learning_rate': 0.2513445906498595, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8917239109626067, 'colsample_bytree': 0.699394022676175, 'gamma': 1.8128732925614248, 'reg_alpha': 0.4485431162133491, 'reg_lambda': 0.8571761408133336}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,761] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 153, 'learning_rate': 0.24564904945200244, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8860031341930832, 'colsample_bytree': 0.6952176051883125, 'gamma': 1.6495768650316351, 'reg_alpha': 0.5502566057509579, 'reg_lambda': 0.8586304904357642}. Best is trial 135 with value: 0.8035714285714286.
[I 2025-11-03 19:27:46,764] A new study created in memory with name: no-name-450795c6-bedf-48e2-b9ac-95c502aac375
[I 2025-11-03 19:27:46,795] Trial 0 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 23, 'learning_rate': 0.01176710849900136, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6465227108252755, 'colsample_bytree': 0.6765908711463733, 'gamma': 3.5739400045482768, 'reg_alpha': 0.925324300290282, 'reg_lambda': 0.5293178732014165}. Best is trial 0 with value: 0.6428571428571428.
[I 2025-11-03 19:27:47,015] Trial 1 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 152, 'learning_rate': 0.2385688539604599, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6918614003711413, 'colsample_bytree': 0.8241616191723389, 'gamma': 3.7645501280248, 'reg_alpha': 0.14768000965789763, 'reg_lambda': 1.7956349158182552}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,197] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.029014909274029815, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.6391684866299121, 'colsample_bytree': 0.8261145032600008, 'gamma': 2.6154620169530456, 'reg_alpha': 0.8578021755816893, 'reg_lambda': 1.5633131646524085}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,347] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.046143992853453206, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8090278433484479, 'colsample_bytree': 0.710639826548133, 'gamma': 3.2324868605925277, 'reg_alpha': 0.3670088210070399, 'reg_lambda': 1.0155718332198957}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,462] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.08336544304626503, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.853291693058324, 'colsample_bytree': 0.9441831476344442, 'gamma': 2.399700792377657, 'reg_alpha': 0.523130976404058, 'reg_lambda': 1.2441978817091763}. Best is trial 1 with value: 0.6666666666666666.
[I 2025-11-03 19:27:47,648] Trial 5 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 64, 'learning_rate': 0.05137681733542917, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6498567687436887, 'colsample_bytree': 0.7797889509670388, 'gamma': 2.5611932407776585, 'reg_alpha': 0.7412425987141225, 'reg_lambda': 2.217008631308734}. Best is trial 5 with value: 0.6845238095238094.
[I 2025-11-03 19:27:47,736] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.013899545797097599, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8619813139790595, 'colsample_bytree': 0.698211410950345, 'gamma': 0.11763123368991046, 'reg_alpha': 0.9650597276253494, 'reg_lambda': 2.293310008306679}. Best is trial 5 with value: 0.6845238095238094.
[I 2025-11-03 19:27:47,901] Trial 7 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 168, 'learning_rate': 0.015506361393452057, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7299606164555122, 'colsample_bytree': 0.746091326443724, 'gamma': 3.37952718222031, 'reg_alpha': 0.20921812023659836, 'reg_lambda': 2.8529380755886105}. Best is trial 5 with value: 0.6845238095238094.
[I 2025-11-03 19:27:48,011] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.03987572138637431, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6310048789992931, 'colsample_bytree': 0.7572849228529391, 'gamma': 2.3466660960854924, 'reg_alpha': 0.8043633023223142, 'reg_lambda': 1.8648091109306724}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,228] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 122, 'learning_rate': 0.15224859343738809, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.684686305918893, 'colsample_bytree': 0.986659948556207, 'gamma': 3.0300495626639616, 'reg_alpha': 0.5374113211089755, 'reg_lambda': 1.158488381405851}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,394] Trial 10 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.09913095058791711, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9793914715900878, 'colsample_bytree': 0.627732963738691, 'gamma': 4.971280409330731, 'reg_alpha': 0.6969586129262065, 'reg_lambda': 2.6080353713946094}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,530] Trial 11 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 116, 'learning_rate': 0.19002695272353884, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7302215518508217, 'colsample_bytree': 0.9671431681672092, 'gamma': 0.9861816634670504, 'reg_alpha': 0.5854731537472142, 'reg_lambda': 1.8346923452165378}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,649] Trial 12 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 88, 'learning_rate': 0.13540655368366492, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6100151774191879, 'colsample_bytree': 0.8889299342771441, 'gamma': 1.6228952035065394, 'reg_alpha': 0.38203595064876494, 'reg_lambda': 0.9330043555120249}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:48,811] Trial 13 finished with value: 0.636904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.03053783173621078, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7289504345584087, 'colsample_bytree': 0.8777958187586433, 'gamma': 4.4581806104947335, 'reg_alpha': 0.7223970221992372, 'reg_lambda': 1.3659464807044401}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,002] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.08013471874388998, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6915436117693279, 'colsample_bytree': 0.9958849156514497, 'gamma': 1.7629923764423525, 'reg_alpha': 0.017309625642253912, 'reg_lambda': 0.5059326968740148}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,143] Trial 15 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 174, 'learning_rate': 0.2981586537890995, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6048659878127314, 'colsample_bytree': 0.894613914190685, 'gamma': 1.8240056220221557, 'reg_alpha': 0.6067601832850787, 'reg_lambda': 2.091114898898105}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,297] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.027508552402023365, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7773855133463455, 'colsample_bytree': 0.7697295619858546, 'gamma': 4.100965037541134, 'reg_alpha': 0.4131824375912136, 'reg_lambda': 0.946969562935686}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,544] Trial 17 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 125, 'learning_rate': 0.15017862012494063, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.987004766415284, 'colsample_bytree': 0.6195166150254129, 'gamma': 2.9158076634854946, 'reg_alpha': 0.8280379480710763, 'reg_lambda': 1.5894687614906402}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,670] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 93, 'learning_rate': 0.021317073367436906, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7019764313461393, 'colsample_bytree': 0.8462832900900473, 'gamma': 0.7653237765331693, 'reg_alpha': 0.47973663873158007, 'reg_lambda': 1.9908796152562505}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,810] Trial 19 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 165, 'learning_rate': 0.06522950483093212, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7806864706822738, 'colsample_bytree': 0.9400123739951263, 'gamma': 2.1444639786180417, 'reg_alpha': 0.6515671512154573, 'reg_lambda': 2.4872142104106283}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:49,978] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.11310800674475001, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6682464993575693, 'colsample_bytree': 0.7390646980319536, 'gamma': 1.2657602967382395, 'reg_alpha': 0.7944185431205403, 'reg_lambda': 1.192136330689404}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:50,096] Trial 21 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 86, 'learning_rate': 0.133849438622342, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6018516970903113, 'colsample_bytree': 0.8899685137030203, 'gamma': 1.5119388184008484, 'reg_alpha': 0.2829243462056246, 'reg_lambda': 0.950020206102607}. Best is trial 8 with value: 0.6904761904761905.
[I 2025-11-03 19:27:50,241] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 108, 'learning_rate': 0.1760193862372186, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6082517672393662, 'colsample_bytree': 0.9165898763743554, 'gamma': 2.1312518546621084, 'reg_alpha': 0.31356958019336206, 'reg_lambda': 0.8520314099897156}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,439] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.04136588306136695, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.637333264893398, 'colsample_bytree': 0.995135881615055, 'gamma': 2.2363351415557524, 'reg_alpha': 0.2875258924183355, 'reg_lambda': 0.738132716578924}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,530] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.19174334425944775, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6719667526716739, 'colsample_bytree': 0.9214224941249588, 'gamma': 2.8968750692845875, 'reg_alpha': 0.5027990870931399, 'reg_lambda': 1.4588045751692482}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,651] Trial 25 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 46, 'learning_rate': 0.06457798737567018, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9272341612939877, 'colsample_bytree': 0.8521772477358139, 'gamma': 2.978353546120504, 'reg_alpha': 0.06646592769014942, 'reg_lambda': 0.7326305557305779}. Best is trial 22 with value: 0.6964285714285714.
[I 2025-11-03 19:27:50,762] Trial 26 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.059586712050042796, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.925489724331406, 'colsample_bytree': 0.8419872018281171, 'gamma': 2.009514521096968, 'reg_alpha': 0.05679330170513508, 'reg_lambda': 0.7269964395660344}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:50,940] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.06452820773311412, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9309575177864056, 'colsample_bytree': 0.8501620958277774, 'gamma': 0.3014188346004447, 'reg_alpha': 0.0019769750638122807, 'reg_lambda': 0.7485691852407709}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,055] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 33, 'learning_rate': 0.063756935519517, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9327407775541677, 'colsample_bytree': 0.8042721652396602, 'gamma': 0.06548387317048876, 'reg_alpha': 0.11916383784818016, 'reg_lambda': 0.7316701944546525}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,108] Trial 29 finished with value: 0.6815476190476192 and parameters: {'n_estimators': 26, 'learning_rate': 0.09006595901342163, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9140605413582503, 'colsample_bytree': 0.8556843188695651, 'gamma': 0.5349516269579171, 'reg_alpha': 0.010926144829016438, 'reg_lambda': 0.6796322318998279}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,202] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 21, 'learning_rate': 0.10884838104243763, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8874785261015906, 'colsample_bytree': 0.9126392053931132, 'gamma': 0.4643296496068715, 'reg_alpha': 0.22162440846066866, 'reg_lambda': 0.5036598082140314}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,296] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.06397134823573784, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9423986917875123, 'colsample_bytree': 0.8559363117773423, 'gamma': 3.8009503334376546, 'reg_alpha': 0.08898833844171013, 'reg_lambda': 0.7757298151309227}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,373] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 53, 'learning_rate': 0.03786027455184989, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9598366261727316, 'colsample_bytree': 0.8098042497407146, 'gamma': 3.713253258046091, 'reg_alpha': 0.12896403893747724, 'reg_lambda': 0.7909363159292248}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,545] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.03201086764839036, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9592192594203104, 'colsample_bytree': 0.7986026566970487, 'gamma': 4.072004524653496, 'reg_alpha': 0.11525460646974851, 'reg_lambda': 1.0524857717916776}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,656] Trial 34 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 73, 'learning_rate': 0.021170524585752144, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9506444721279569, 'colsample_bytree': 0.8266565606070758, 'gamma': 4.228833984001468, 'reg_alpha': 0.08179315111124438, 'reg_lambda': 1.0770031278516654}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,735] Trial 35 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.05535562558298442, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8872241978823452, 'colsample_bytree': 0.7865511218014283, 'gamma': 4.803362742544729, 'reg_alpha': 0.19614502165797518, 'reg_lambda': 0.6096993282954839}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:51,837] Trial 36 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 41, 'learning_rate': 0.052024690000669754, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9974727054209818, 'colsample_bytree': 0.8313381312185724, 'gamma': 3.7887831843270168, 'reg_alpha': 0.07707088757586811, 'reg_lambda': 1.3129616246756586}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,015] Trial 37 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 71, 'learning_rate': 0.03255291098679391, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.828811394614852, 'colsample_bytree': 0.8662701048426168, 'gamma': 3.998394391406691, 'reg_alpha': 0.16439018071679473, 'reg_lambda': 1.096699656926165}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,100] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.02432246741816372, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.90199866667247, 'colsample_bytree': 0.7953756171216548, 'gamma': 3.391420994174446, 'reg_alpha': 0.035846615110686805, 'reg_lambda': 0.6207343117396615}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,212] Trial 39 finished with value: 0.6875 and parameters: {'n_estimators': 76, 'learning_rate': 0.07841362347234378, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9485443434775498, 'colsample_bytree': 0.7295386396537803, 'gamma': 4.464785871373864, 'reg_alpha': 0.24153490880307668, 'reg_lambda': 0.8596945915258624}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,379] Trial 40 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 51, 'learning_rate': 0.011361482689490667, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8565508369822661, 'colsample_bytree': 0.8325896066639775, 'gamma': 4.571808448979668, 'reg_alpha': 0.1506051898524026, 'reg_lambda': 1.6522004059224447}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,508] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 54, 'learning_rate': 0.036262262214510885, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9688776442372686, 'colsample_bytree': 0.7980871422527419, 'gamma': 3.5662121714660353, 'reg_alpha': 0.10838934864952138, 'reg_lambda': 0.8325452259011146}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,675] Trial 42 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 34, 'learning_rate': 0.0454062009544505, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9597283271652253, 'colsample_bytree': 0.808335688121977, 'gamma': 3.809946511260275, 'reg_alpha': 0.14893007770490152, 'reg_lambda': 1.0509910671302225}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,806] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.037100852034417854, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9381882367233794, 'colsample_bytree': 0.766433155097256, 'gamma': 2.616518296579098, 'reg_alpha': 0.0026656379542825404, 'reg_lambda': 0.8584401662867278}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:52,914] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 65, 'learning_rate': 0.07028480302023431, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9372171349855791, 'colsample_bytree': 0.7712921339382687, 'gamma': 2.6022896293246385, 'reg_alpha': 0.01220305239369543, 'reg_lambda': 0.6175031903265417}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:53,065] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 79, 'learning_rate': 0.051766927011602626, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8770307941340504, 'colsample_bytree': 0.6560364404483497, 'gamma': 3.2623399816084544, 'reg_alpha': 0.05850254711054009, 'reg_lambda': 1.2613562625889303}. Best is trial 26 with value: 0.7142857142857143.
[I 2025-11-03 19:27:53,122] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.018184500983413187, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9150158424638654, 'colsample_bytree': 0.8711805675525572, 'gamma': 1.2256815251876998, 'reg_alpha': 0.1809196594909857, 'reg_lambda': 0.9762895681848088}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,254] Trial 47 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.01665446246179561, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9146793613605969, 'colsample_bytree': 0.8656376651198081, 'gamma': 1.2616572583913805, 'reg_alpha': 0.09242519232313727, 'reg_lambda': 0.9917194837253815}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,310] Trial 48 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.014677474433993112, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9097189674651857, 'colsample_bytree': 0.8699644738304725, 'gamma': 1.1844043454877882, 'reg_alpha': 0.18970463527748738, 'reg_lambda': 0.9466069132986704}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,398] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.01557622734495836, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.904024815657161, 'colsample_bytree': 0.8832296170550399, 'gamma': 1.1566043617604962, 'reg_alpha': 0.25384912824832306, 'reg_lambda': 1.4105988072886597}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,507] Trial 50 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 21, 'learning_rate': 0.014856403577125362, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8248726193292002, 'colsample_bytree': 0.8765414856294095, 'gamma': 1.1889227210146582, 'reg_alpha': 0.33898742189825914, 'reg_lambda': 1.4535037741650956}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,658] Trial 51 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.016790626040679706, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9157207841541323, 'colsample_bytree': 0.8759476147266343, 'gamma': 0.9966726252715505, 'reg_alpha': 0.18044055742662, 'reg_lambda': 1.1414056575664038}. Best is trial 46 with value: 0.7261904761904763.
[I 2025-11-03 19:27:53,772] Trial 52 finished with value: 0.738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.010370587054456702, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8740867866711183, 'colsample_bytree': 0.9027760935844605, 'gamma': 0.40083433658978174, 'reg_alpha': 0.2459630252217751, 'reg_lambda': 0.9428665303455726}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:53,868] Trial 53 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.010494450256628601, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8697263313641787, 'colsample_bytree': 0.9003854097408128, 'gamma': 0.710318103035928, 'reg_alpha': 0.25271403246664087, 'reg_lambda': 0.9659705439630484}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:53,947] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.010031774381663855, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8465178224484221, 'colsample_bytree': 0.9624571184735383, 'gamma': 0.7755528608637465, 'reg_alpha': 0.2535213783147501, 'reg_lambda': 0.9642942213707598}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,043] Trial 55 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.013128178107083272, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8677709167513911, 'colsample_bytree': 0.9010539726544354, 'gamma': 0.7789567933482784, 'reg_alpha': 0.42567744549336384, 'reg_lambda': 1.3599382765937507}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,100] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.01791761991174676, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8955723972916605, 'colsample_bytree': 0.951638558514537, 'gamma': 1.371053605136626, 'reg_alpha': 0.35135542143987664, 'reg_lambda': 1.2374235935148805}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,284] Trial 57 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 193, 'learning_rate': 0.012115091146231027, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9038947977189191, 'colsample_bytree': 0.9345356124772883, 'gamma': 0.9737539033665387, 'reg_alpha': 0.2553870048033961, 'reg_lambda': 1.7264194296366566}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,373] Trial 58 finished with value: 0.5952380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.01005209301690254, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8439735371047147, 'colsample_bytree': 0.9049528826716144, 'gamma': 0.3354798443580363, 'reg_alpha': 0.2028892707509533, 'reg_lambda': 0.9514093215207472}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,463] Trial 59 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 27, 'learning_rate': 0.02066272620418455, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8009568877818714, 'colsample_bytree': 0.8877784503441193, 'gamma': 1.6117906904945911, 'reg_alpha': 0.2901350501743651, 'reg_lambda': 1.4704803883532322}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,561] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.018025262548208888, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8804859169542497, 'colsample_bytree': 0.9258838954754176, 'gamma': 1.1603768625454254, 'reg_alpha': 0.4550004712677127, 'reg_lambda': 2.9836106648046155}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,611] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.013492493339811222, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.909936747635603, 'colsample_bytree': 0.8684532970202162, 'gamma': 1.988907824400274, 'reg_alpha': 0.9068301386975735, 'reg_lambda': 1.1711294065433888}. Best is trial 52 with value: 0.738095238095238.
[I 2025-11-03 19:27:54,741] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.013604817222110155, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8707604345553261, 'colsample_bytree': 0.8703458797176871, 'gamma': 1.796814071392172, 'reg_alpha': 0.8617778044622584, 'reg_lambda': 1.158014346177396}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:54,850] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.012842160933269868, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.831357056557526, 'colsample_bytree': 0.8883741018835922, 'gamma': 1.8597499397198884, 'reg_alpha': 0.9181070591418271, 'reg_lambda': 1.1681115357177074}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:54,951] Trial 64 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.01119055122356162, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8672059558614171, 'colsample_bytree': 0.9070885316913204, 'gamma': 1.4706417272501173, 'reg_alpha': 0.9740986075493907, 'reg_lambda': 1.279545692644331}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,022] Trial 65 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 27, 'learning_rate': 0.016366257906247184, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9178029683243595, 'colsample_bytree': 0.8673597334386185, 'gamma': 0.5430896935132772, 'reg_alpha': 0.9067300000159897, 'reg_lambda': 1.536652401471802}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,104] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.013831333336185529, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8934747261834819, 'colsample_bytree': 0.8915855638943614, 'gamma': 1.9265627243703218, 'reg_alpha': 0.7737254835185385, 'reg_lambda': 1.1870003069884703}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,291] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.019476943706572016, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8734963517374064, 'colsample_bytree': 0.9257031295028437, 'gamma': 1.6234378377217857, 'reg_alpha': 0.8715540339020847, 'reg_lambda': 1.371213209402178}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,434] Trial 68 finished with value: 0.6875 and parameters: {'n_estimators': 32, 'learning_rate': 0.024231170582196433, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.764584980670246, 'colsample_bytree': 0.8407464876111136, 'gamma': 1.715367924543015, 'reg_alpha': 0.8477026960069505, 'reg_lambda': 1.0231304357256064}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,500] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.011486730772744482, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.848139415499289, 'colsample_bytree': 0.9754528019613318, 'gamma': 0.9509678441402367, 'reg_alpha': 0.3874644280101193, 'reg_lambda': 0.8930429530064523}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,683] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.014713846751400679, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9224386019328678, 'colsample_bytree': 0.8162592391792416, 'gamma': 0.6722092841888498, 'reg_alpha': 0.659686126679177, 'reg_lambda': 1.024826857213211}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,846] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.015482642736371448, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9223856839870687, 'colsample_bytree': 0.8207360668888793, 'gamma': 0.6296975968242358, 'reg_alpha': 0.5468447179795421, 'reg_lambda': 1.1039878694521417}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:55,986] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.012380476230300917, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8973708860203109, 'colsample_bytree': 0.8579265860712079, 'gamma': 0.1601353750168043, 'reg_alpha': 0.57497971171602, 'reg_lambda': 1.1055047828381408}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:56,084] Trial 73 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 26, 'learning_rate': 0.023456275791007217, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9760289207431333, 'colsample_bytree': 0.8810322002741127, 'gamma': 1.3982849278814509, 'reg_alpha': 0.7546269613811192, 'reg_lambda': 1.2088099542850734}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:56,139] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.010714822986104499, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8833095159211205, 'colsample_bytree': 0.8624365958470573, 'gamma': 0.6452493542093546, 'reg_alpha': 0.30824977864676, 'reg_lambda': 1.3524937363090763}. Best is trial 62 with value: 0.7380952380952381.
[I 2025-11-03 19:27:56,333] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.010529913995310334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8847250878884203, 'colsample_bytree': 0.8379121834962179, 'gamma': 0.3527241562702087, 'reg_alpha': 0.22931365907640874, 'reg_lambda': 1.3484899850128578}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,450] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.010709116281946388, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8843406172775635, 'colsample_bytree': 0.8200012777158135, 'gamma': 0.23549587898730923, 'reg_alpha': 0.3242291822266153, 'reg_lambda': 1.9611282399826315}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,568] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 67, 'learning_rate': 0.010717643549261155, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8635061687769416, 'colsample_bytree': 0.900468011507288, 'gamma': 0.014598103782020533, 'reg_alpha': 0.2207308128203096, 'reg_lambda': 1.3204594414324882}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,633] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.012433629615601809, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8389271404229842, 'colsample_bytree': 0.8375419295269317, 'gamma': 0.42678888032823636, 'reg_alpha': 0.30293242033303547, 'reg_lambda': 1.0035450380665742}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:56,801] Trial 79 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 152, 'learning_rate': 0.017338087854084902, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8760390415086292, 'colsample_bytree': 0.8581706623438732, 'gamma': 0.6285464786037677, 'reg_alpha': 0.3929412781263681, 'reg_lambda': 1.0911524922058966}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,053] Trial 80 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 220, 'learning_rate': 0.014169140353623112, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.856632680710683, 'colsample_bytree': 0.8303738548274843, 'gamma': 0.8124235259325405, 'reg_alpha': 0.22951814728170822, 'reg_lambda': 1.5937722694060832}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,157] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.01607093564852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8159814008169823, 'colsample_bytree': 0.8459093592037414, 'gamma': 0.3778821219796432, 'reg_alpha': 0.26782569970832437, 'reg_lambda': 1.4179281862579656}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,264] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.019302659182841134, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8885414563555177, 'colsample_bytree': 0.8808305726169443, 'gamma': 1.0529159057997834, 'reg_alpha': 0.16615260282478528, 'reg_lambda': 1.5451858701548795}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,369] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.019071601544463343, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8911215404184015, 'colsample_bytree': 0.9149673974240866, 'gamma': 0.8649031437758232, 'reg_alpha': 0.15791006991810563, 'reg_lambda': 1.721484974261896}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,477] Trial 84 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.011485660899945311, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9265926657903293, 'colsample_bytree': 0.8618671869534665, 'gamma': 0.5064352590890443, 'reg_alpha': 0.1738163406558897, 'reg_lambda': 0.8939278523291849}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,571] Trial 85 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 34, 'learning_rate': 0.010360080911929128, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8854473358731154, 'colsample_bytree': 0.8485923941838392, 'gamma': 1.0546856465149375, 'reg_alpha': 0.12472249019689556, 'reg_lambda': 1.5051900342426958}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,744] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.02823556821483397, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9478002201989961, 'colsample_bytree': 0.8970976121648929, 'gamma': 0.6413933858730281, 'reg_alpha': 0.540972820779279, 'reg_lambda': 1.6107973113975431}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,851] Trial 87 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.02543679177160783, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8584141124871604, 'colsample_bytree': 0.8937653238591122, 'gamma': 0.5786484798246755, 'reg_alpha': 0.5808911589998171, 'reg_lambda': 1.6565351212188442}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:57,971] Trial 88 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.027758728165595645, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9372307058086298, 'colsample_bytree': 0.9398237135026176, 'gamma': 0.21544592689958963, 'reg_alpha': 0.4780490842253008, 'reg_lambda': 1.782534748537141}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,056] Trial 89 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.02271570199101816, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.870330717591812, 'colsample_bytree': 0.9105261731876683, 'gamma': 0.6284353869456569, 'reg_alpha': 0.3623859246489996, 'reg_lambda': 1.6364446036265774}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,181] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.021466120270470363, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8691553095744112, 'colsample_bytree': 0.9228531790132061, 'gamma': 0.7123419866651011, 'reg_alpha': 0.6228778676994454, 'reg_lambda': 1.885112970532867}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,260] Trial 91 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.019382449224460724, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9490383459779236, 'colsample_bytree': 0.9121835490888528, 'gamma': 0.887852625157364, 'reg_alpha': 0.2735664444088717, 'reg_lambda': 1.3004251929510537}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,416] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.012991664430634675, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9454460367859955, 'colsample_bytree': 0.9115949686932093, 'gamma': 0.9032675359409592, 'reg_alpha': 0.550015824556802, 'reg_lambda': 1.5425900910856507}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,491] Trial 93 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 25, 'learning_rate': 0.012026168831455703, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9517824016271139, 'colsample_bytree': 0.9538844173574038, 'gamma': 0.43831194395667594, 'reg_alpha': 0.525939580862748, 'reg_lambda': 1.6367160711512376}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,585] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.015367271734706476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9698570006181523, 'colsample_bytree': 0.9319942657939104, 'gamma': 0.865032974431097, 'reg_alpha': 0.3675864754455896, 'reg_lambda': 1.2711662613028}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,705] Trial 95 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.013267093287366766, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9429139841034345, 'colsample_bytree': 0.9102213885721601, 'gamma': 0.2924641812590027, 'reg_alpha': 0.5643820918717053, 'reg_lambda': 1.3095412022828912}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:58,832] Trial 96 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.022565103821012858, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9849898407296288, 'colsample_bytree': 0.9008213596499274, 'gamma': 0.6689647545346636, 'reg_alpha': 0.5497830547997675, 'reg_lambda': 1.3535489450704306}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:59,125] Trial 97 finished with value: 0.699404761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.011003393139647495, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9649129354316472, 'colsample_bytree': 0.9460758305840032, 'gamma': 0.0882887675081988, 'reg_alpha': 0.3201603457127356, 'reg_lambda': 1.4382877106348133}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:59,233] Trial 98 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 31, 'learning_rate': 0.014064437135071673, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.992695926901555, 'colsample_bytree': 0.9172087145185863, 'gamma': 0.8810588718981741, 'reg_alpha': 0.4266712626346811, 'reg_lambda': 1.5082271345035454}. Best is trial 75 with value: 0.7440476190476191.
[I 2025-11-03 19:27:59,315] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.012005137680981229, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9490991436871473, 'colsample_bytree': 0.8945980466266212, 'gamma': 0.5299643702702501, 'reg_alpha': 0.7006293312095715, 'reg_lambda': 1.6009398528942549}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,404] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.011867873279514987, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8362960243926902, 'colsample_bytree': 0.8979338490525306, 'gamma': 0.3852695154524262, 'reg_alpha': 0.6904583606676387, 'reg_lambda': 1.8430660661794729}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,594] Trial 101 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 35, 'learning_rate': 0.010034036120525749, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9523420588292546, 'colsample_bytree': 0.9089708103410045, 'gamma': 0.6384490292796725, 'reg_alpha': 0.48295289221578164, 'reg_lambda': 1.707887826884829}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,683] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.012536560981434823, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9281908600836991, 'colsample_bytree': 0.9288090152855847, 'gamma': 0.513138147233713, 'reg_alpha': 0.6040391579387686, 'reg_lambda': 1.618860607354504}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,784] Trial 103 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 46, 'learning_rate': 0.013428065093622227, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9466009066800213, 'colsample_bytree': 0.8864258323834562, 'gamma': 0.2502207435338656, 'reg_alpha': 0.5087351158351193, 'reg_lambda': 1.5693013946237917}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,885] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.010873285880683876, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9797714121933628, 'colsample_bytree': 0.8755762353450233, 'gamma': 0.17192455717335559, 'reg_alpha': 0.5088931288114319, 'reg_lambda': 1.4908355538947755}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:27:59,983] Trial 105 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 30, 'learning_rate': 0.011024223387942901, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9834403193053425, 'colsample_bytree': 0.8726822857987445, 'gamma': 0.12781929024472755, 'reg_alpha': 0.4516032805578537, 'reg_lambda': 1.6874088480980434}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,097] Trial 106 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.013192868223124096, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9826439017061672, 'colsample_bytree': 0.875522175906985, 'gamma': 0.15456322080039772, 'reg_alpha': 0.4546047102108964, 'reg_lambda': 1.5674128806437577}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,230] Trial 107 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 37, 'learning_rate': 0.011444635213911146, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9975729477676388, 'colsample_bytree': 0.8834071914109755, 'gamma': 0.2631390597470614, 'reg_alpha': 0.4505986744150059, 'reg_lambda': 1.8940146402844618}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,333] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.014049333034104721, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9767432411313586, 'colsample_bytree': 0.89267752333758, 'gamma': 0.16976689874906745, 'reg_alpha': 0.5062711738264596, 'reg_lambda': 1.6750035998134387}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,509] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.014331208883423149, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9758581879655942, 'colsample_bytree': 0.9192976673608632, 'gamma': 0.00910884873710488, 'reg_alpha': 0.7183074950023526, 'reg_lambda': 1.7796211600199079}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,617] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.01457646755895127, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9752148512032041, 'colsample_bytree': 0.9199156821059463, 'gamma': 0.053172019258336034, 'reg_alpha': 0.6941831368574902, 'reg_lambda': 1.7620615568971516}. Best is trial 99 with value: 0.75.
[I 2025-11-03 19:28:00,728] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.01328045150844194, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9600857627729522, 'colsample_bytree': 0.9076940967894006, 'gamma': 0.33067786538035204, 'reg_alpha': 0.49781929181049295, 'reg_lambda': 1.4863140588486412}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:00,920] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.012456557764796258, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9648400784600055, 'colsample_bytree': 0.9079990361792724, 'gamma': 0.34427817430822494, 'reg_alpha': 0.817344239015027, 'reg_lambda': 1.4919558561865092}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,127] Trial 113 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 189, 'learning_rate': 0.012308720906666867, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9601172404969238, 'colsample_bytree': 0.9372760698700957, 'gamma': 0.348628026829754, 'reg_alpha': 0.8074212915415756, 'reg_lambda': 1.8090493208707197}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,292] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.010001341577611227, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9733941940164407, 'colsample_bytree': 0.9047602824528895, 'gamma': 0.4615580508217242, 'reg_alpha': 0.8688901157977099, 'reg_lambda': 2.1333070723827374}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,478] Trial 115 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 167, 'learning_rate': 0.011816926055024012, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9928940816868962, 'colsample_bytree': 0.8933358735527347, 'gamma': 0.1624603039352908, 'reg_alpha': 0.6336319348704869, 'reg_lambda': 1.4986507724743552}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,620] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.012889783527077942, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9623783929115906, 'colsample_bytree': 0.6060188965544102, 'gamma': 0.35168322146813846, 'reg_alpha': 0.9462034435463684, 'reg_lambda': 1.670819086962867}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:01,734] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.014230412250210291, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9689150041681858, 'colsample_bytree': 0.9194367510902337, 'gamma': 0.010002216914794915, 'reg_alpha': 0.7265083462283809, 'reg_lambda': 1.7506883115859806}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,040] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.01598289895797508, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9887064926691569, 'colsample_bytree': 0.9297295318107399, 'gamma': 0.5153139715797864, 'reg_alpha': 0.9995867839620564, 'reg_lambda': 1.4078297374201973}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,202] Trial 119 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.010776874415426432, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7814715979343715, 'colsample_bytree': 0.9047275244979261, 'gamma': 0.20570923224814538, 'reg_alpha': 0.5025471814127176, 'reg_lambda': 1.9403910724504656}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,362] Trial 120 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.013668211820305228, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9581711173951926, 'colsample_bytree': 0.8902573067435883, 'gamma': 2.3219913763165008, 'reg_alpha': 0.8367893080377937, 'reg_lambda': 2.046173040474409}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,480] Trial 121 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 81, 'learning_rate': 0.017024238816578018, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9797906006183467, 'colsample_bytree': 0.9143611019779644, 'gamma': 0.303717794851018, 'reg_alpha': 0.28079181802006015, 'reg_lambda': 2.4019786223064616}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,740] Trial 122 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.015095507644985925, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9329377641609685, 'colsample_bytree': 0.9474440055778368, 'gamma': 2.7472393575154817, 'reg_alpha': 0.7899030908470357, 'reg_lambda': 1.4104320989692924}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:02,986] Trial 123 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.011972999472926677, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9552022502141285, 'colsample_bytree': 0.9108584254754953, 'gamma': 0.761373965653495, 'reg_alpha': 0.8170659555787173, 'reg_lambda': 1.489385971125557}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,051] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.012951574968479084, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9420620316550862, 'colsample_bytree': 0.8971025176753205, 'gamma': 0.3954797589967082, 'reg_alpha': 0.7481206130923885, 'reg_lambda': 1.2358178696763529}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,152] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.011089015062614024, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9750219989286009, 'colsample_bytree': 0.8812274003048364, 'gamma': 0.014544844310695387, 'reg_alpha': 0.6684439839357192, 'reg_lambda': 1.4669030792027282}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,246] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 23, 'learning_rate': 0.26800135397891406, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9996970352696101, 'colsample_bytree': 0.68024865379533, 'gamma': 0.14537502919390632, 'reg_alpha': 0.23110148956361093, 'reg_lambda': 1.593608738982905}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,490] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.011689065048621973, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9662683099564399, 'colsample_bytree': 0.9635594970050347, 'gamma': 0.5701662158581547, 'reg_alpha': 0.885040310651512, 'reg_lambda': 1.5625919905894177}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,656] Trial 128 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 211, 'learning_rate': 0.010480657331266028, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9011669345905796, 'colsample_bytree': 0.9094470280050919, 'gamma': 0.49805466700544865, 'reg_alpha': 0.7830639354600664, 'reg_lambda': 1.3942834628947827}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,792] Trial 129 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.018192416372405543, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8550567483693398, 'colsample_bytree': 0.926556511240825, 'gamma': 0.27972152288374547, 'reg_alpha': 0.21370177101967167, 'reg_lambda': 1.530765718283212}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:03,907] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.014244145658616461, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.954212938714484, 'colsample_bytree': 0.9167751668210716, 'gamma': 0.7676408475677263, 'reg_alpha': 0.4809126835826944, 'reg_lambda': 1.3248063826975602}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,031] Trial 131 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.013369478287079406, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9426193463131471, 'colsample_bytree': 0.8929076318476643, 'gamma': 0.19948817127000026, 'reg_alpha': 0.5190261083958922, 'reg_lambda': 1.6158340463085477}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,213] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.012959104186596857, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.946776283813964, 'colsample_bytree': 0.8860048160576129, 'gamma': 0.26002328890808113, 'reg_alpha': 0.5047996820951093, 'reg_lambda': 1.6770143387039527}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,356] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 44, 'learning_rate': 0.015753637081002157, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9669853960123896, 'colsample_bytree': 0.9047418171561723, 'gamma': 0.4173099490285924, 'reg_alpha': 0.2669039507327356, 'reg_lambda': 1.561437954051737}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,430] Trial 134 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 31, 'learning_rate': 0.01554163804975771, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9657743111413127, 'colsample_bytree': 0.9037123392351957, 'gamma': 0.4389282219364207, 'reg_alpha': 0.2689744062866827, 'reg_lambda': 1.804556758233037}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,528] Trial 135 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 30, 'learning_rate': 0.015959922491545122, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9791168877054675, 'colsample_bytree': 0.9031597564963855, 'gamma': 0.3961976872904163, 'reg_alpha': 0.2551283749228504, 'reg_lambda': 1.7470548270545558}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,722] Trial 136 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.012224288464705402, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9687551826220935, 'colsample_bytree': 0.9355246935537361, 'gamma': 0.4528718285836893, 'reg_alpha': 0.20056442319967122, 'reg_lambda': 1.8105352430295023}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,817] Trial 137 finished with value: 0.744047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.0149955608355748, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.987796748340381, 'colsample_bytree': 0.874503930474415, 'gamma': 0.5739517065132294, 'reg_alpha': 0.35975486374522847, 'reg_lambda': 1.6843000923262996}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:04,962] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 39, 'learning_rate': 0.011162252994238883, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9881556527111865, 'colsample_bytree': 0.8742184466496601, 'gamma': 0.5654475221406061, 'reg_alpha': 0.3451696573565824, 'reg_lambda': 0.8117039076658054}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,057] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.014954609005652276, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8740600190191551, 'colsample_bytree': 0.8645025413272619, 'gamma': 0.08738930181873772, 'reg_alpha': 0.4021195305832624, 'reg_lambda': 1.7043694200071695}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,139] Trial 140 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.017042918832047328, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8181870367405086, 'colsample_bytree': 0.8562130121909902, 'gamma': 0.7186620463193729, 'reg_alpha': 0.5971923666548007, 'reg_lambda': 1.8674220145491593}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,248] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.014120006991021446, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9614167266460789, 'colsample_bytree': 0.8986464802492103, 'gamma': 0.341660634285393, 'reg_alpha': 0.3693942404295869, 'reg_lambda': 1.6484695657814015}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,412] Trial 142 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.01243795547584681, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9898603524343951, 'colsample_bytree': 0.8949584642422177, 'gamma': 0.3106643943758928, 'reg_alpha': 0.3517258203159837, 'reg_lambda': 1.7955547392620237}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,535] Trial 143 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 23, 'learning_rate': 0.014285850869400546, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9793436320708376, 'colsample_bytree': 0.8807466685986698, 'gamma': 0.5244286425965696, 'reg_alpha': 0.3758124939812369, 'reg_lambda': 1.6361651730130835}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,694] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.011538646427897273, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9577308311418586, 'colsample_bytree': 0.9211487690063661, 'gamma': 0.10251936130002512, 'reg_alpha': 0.42731891484975326, 'reg_lambda': 1.4673310005811053}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,842] Trial 145 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.010501213843965391, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9616171341755726, 'colsample_bytree': 0.921176006680488, 'gamma': 0.10726657080087268, 'reg_alpha': 0.4169970971510149, 'reg_lambda': 2.657510705027094}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:05,967] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 72, 'learning_rate': 0.01147382575353385, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9560072542867688, 'colsample_bytree': 0.8874662386128, 'gamma': 0.32682764571021544, 'reg_alpha': 0.30132556436014923, 'reg_lambda': 1.478175844574766}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,144] Trial 147 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 60, 'learning_rate': 0.011595486330513598, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9348661097938182, 'colsample_bytree': 0.8711640955434329, 'gamma': 0.20505003987314208, 'reg_alpha': 0.3300812163225908, 'reg_lambda': 1.4611493150065396}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,342] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.013919124829581832, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9744930284994245, 'colsample_bytree': 0.8897735337082167, 'gamma': 0.00959893096896169, 'reg_alpha': 0.29795776833155563, 'reg_lambda': 1.50473610040205}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,445] Trial 149 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 73, 'learning_rate': 0.013886214447321613, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9730821172895583, 'colsample_bytree': 0.8865981576045295, 'gamma': 0.01345172057282304, 'reg_alpha': 0.2987345721435444, 'reg_lambda': 1.4908509787905286}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,695] Trial 150 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 69, 'learning_rate': 0.015287073688418643, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9574995546129152, 'colsample_bytree': 0.8496841200613946, 'gamma': 0.11060128783159079, 'reg_alpha': 0.7676792869066195, 'reg_lambda': 1.5205786615392287}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:06,913] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.012720139974419724, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9807979216897831, 'colsample_bytree': 0.8954788193854019, 'gamma': 0.3368990334954217, 'reg_alpha': 0.31308533123048066, 'reg_lambda': 1.4394876165813184}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,016] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.013757843708097144, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9634157737127245, 'colsample_bytree': 0.8793682616462497, 'gamma': 0.20054640720316055, 'reg_alpha': 0.28536837878011856, 'reg_lambda': 1.545631134290162}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,090] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.013786888868050403, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9659646848732439, 'colsample_bytree': 0.8795507568057612, 'gamma': 0.17454234729915083, 'reg_alpha': 0.29527248805142237, 'reg_lambda': 1.5734460709691103}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,213] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.013797628124381884, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9670228070092154, 'colsample_bytree': 0.8761375363980536, 'gamma': 0.22340250851464585, 'reg_alpha': 0.28814337485395153, 'reg_lambda': 1.5796326072982156}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,281] Trial 155 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.014870378683687511, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9901049229510757, 'colsample_bytree': 0.8863755240398465, 'gamma': 0.307451940180133, 'reg_alpha': 0.32785427731086814, 'reg_lambda': 1.6894683959761985}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,406] Trial 156 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 62, 'learning_rate': 0.01662247088381114, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9739007437835394, 'colsample_bytree': 0.8628393886440658, 'gamma': 0.20369522293748432, 'reg_alpha': 0.7203765914298002, 'reg_lambda': 1.5383576816067517}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:07,762] Trial 157 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 50, 'learning_rate': 0.012831107902375998, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9637731164468918, 'colsample_bytree': 0.8773432632710555, 'gamma': 0.44531141038596916, 'reg_alpha': 0.2913358717695889, 'reg_lambda': 1.6331481375979415}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,340] Trial 158 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 73, 'learning_rate': 0.014348618483736902, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9992148371619008, 'colsample_bytree': 0.8685672322302551, 'gamma': 2.1038919223780836, 'reg_alpha': 0.24189650898445086, 'reg_lambda': 1.3820076191010637}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,473] Trial 159 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.01336861837970114, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9848621185257073, 'colsample_bytree': 0.8916024183322816, 'gamma': 0.08602152927672627, 'reg_alpha': 0.5681323149215636, 'reg_lambda': 1.724245065482655}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,588] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.01221216128345579, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9516669347757329, 'colsample_bytree': 0.8548739933608586, 'gamma': 0.023880894351816465, 'reg_alpha': 0.27075501673554386, 'reg_lambda': 1.5992806238353063}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,695] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.011322922195273621, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9555023582790666, 'colsample_bytree': 0.8986414736496422, 'gamma': 0.14289460414550884, 'reg_alpha': 0.40657130681098524, 'reg_lambda': 1.4435304305889314}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:08,818] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.013492929286413035, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9720718676287775, 'colsample_bytree': 0.8845157107059077, 'gamma': 0.31968356637988715, 'reg_alpha': 0.3875417823340951, 'reg_lambda': 1.5120653164836901}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,060] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.016053683132946105, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9731041074241067, 'colsample_bytree': 0.8829932853798691, 'gamma': 0.0010581459876044808, 'reg_alpha': 0.3984912080672459, 'reg_lambda': 1.5327333901306182}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,138] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.015985788964901295, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9376398668223894, 'colsample_bytree': 0.8805285534656075, 'gamma': 0.2549341677197892, 'reg_alpha': 0.38710522271549225, 'reg_lambda': 1.4274622830922725}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,318] Trial 165 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.014849475837341525, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9536053930188549, 'colsample_bytree': 0.8696085571123396, 'gamma': 0.13965140518959154, 'reg_alpha': 0.36338722405541785, 'reg_lambda': 1.5428618049840659}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,465] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.017901011455654814, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9731853171527447, 'colsample_bytree': 0.8860509143646772, 'gamma': 0.0023782220584660074, 'reg_alpha': 0.3412205401073599, 'reg_lambda': 1.362607723361271}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,563] Trial 167 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 49, 'learning_rate': 0.017730673154981863, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7424110450321831, 'colsample_bytree': 0.885987019499281, 'gamma': 0.03829652634739478, 'reg_alpha': 0.33633449324926035, 'reg_lambda': 1.3491371010374948}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,760] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.01844780041447772, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9713158411345538, 'colsample_bytree': 0.8988046835615894, 'gamma': 0.36148091148336675, 'reg_alpha': 0.3947182537709866, 'reg_lambda': 1.38837657736323}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,864] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.016831629350077808, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9464078887862214, 'colsample_bytree': 0.9024381747543792, 'gamma': 0.019245688661470584, 'reg_alpha': 0.30971495736071586, 'reg_lambda': 1.433495281274433}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:09,972] Trial 170 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 66, 'learning_rate': 0.020004532981812855, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9600875118746869, 'colsample_bytree': 0.8832547082377126, 'gamma': 0.23112617319022527, 'reg_alpha': 0.3762314320274106, 'reg_lambda': 1.5899238053213838}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,072] Trial 171 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 48, 'learning_rate': 0.013622159413612046, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9832915446952776, 'colsample_bytree': 0.8747401440311924, 'gamma': 0.1380563031567938, 'reg_alpha': 0.3451190472743465, 'reg_lambda': 1.5149194691135413}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,150] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.013473648147153273, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9723986035396256, 'colsample_bytree': 0.864199469361127, 'gamma': 0.12594003721776367, 'reg_alpha': 0.35293788802506404, 'reg_lambda': 1.6474144386128284}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,355] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.013747721497788381, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9858123970792865, 'colsample_bytree': 0.8655004543136082, 'gamma': 0.10408056893586354, 'reg_alpha': 0.351436093493964, 'reg_lambda': 1.754277391269206}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,472] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.015393049878627905, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9739985587336065, 'colsample_bytree': 0.8437124824740047, 'gamma': 0.27269173739296804, 'reg_alpha': 0.40667065194741125, 'reg_lambda': 1.6448136304208978}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,584] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.015392291311098531, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.971637865879898, 'colsample_bytree': 0.8453604706301971, 'gamma': 0.26289482573911327, 'reg_alpha': 0.43528517672638717, 'reg_lambda': 1.6521873793178008}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,783] Trial 176 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.015057264618376223, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9732789353787543, 'colsample_bytree': 0.8356085456336477, 'gamma': 0.001998235691565875, 'reg_alpha': 0.41550339432031197, 'reg_lambda': 1.667147465480913}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,897] Trial 177 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 60, 'learning_rate': 0.01553683903652099, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9916404672321342, 'colsample_bytree': 0.8259380172473638, 'gamma': 0.28215319986321463, 'reg_alpha': 0.43084190620149126, 'reg_lambda': 1.6437315544470448}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:10,999] Trial 178 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 52, 'learning_rate': 0.016437051689038994, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9809033742517366, 'colsample_bytree': 0.8421925227265342, 'gamma': 0.17396980425531777, 'reg_alpha': 0.4003708056239148, 'reg_lambda': 1.5773609933241615}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,241] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.017557051960553186, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.970852798400017, 'colsample_bytree': 0.8480187530310644, 'gamma': 0.31339328442744324, 'reg_alpha': 0.3649788830873304, 'reg_lambda': 1.5176379781117115}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,370] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.013337140921498167, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9589202996955146, 'colsample_bytree': 0.8511495637465463, 'gamma': 0.111960996838165, 'reg_alpha': 0.4393747499682249, 'reg_lambda': 1.6284801314480808}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,474] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.014586011225423646, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9655937843809009, 'colsample_bytree': 0.8586222406121362, 'gamma': 0.43838213792455144, 'reg_alpha': 0.33892865885003665, 'reg_lambda': 1.7159435229267823}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,551] Trial 182 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.014612431362705338, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9824822355263806, 'colsample_bytree': 0.8575244122947038, 'gamma': 0.22302488308012064, 'reg_alpha': 0.34769332266831104, 'reg_lambda': 1.7183686103660512}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,672] Trial 183 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 56, 'learning_rate': 0.012046859468347328, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6243957867413548, 'colsample_bytree': 0.8386561945530028, 'gamma': 0.37795201874609197, 'reg_alpha': 0.32275553381103395, 'reg_lambda': 1.5364432098978305}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,844] Trial 184 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 63, 'learning_rate': 0.013779389359546321, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9738780180044008, 'colsample_bytree': 0.8577027907791126, 'gamma': 0.1572029420149438, 'reg_alpha': 0.38389043134468126, 'reg_lambda': 1.4721907122775884}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:11,953] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.012604265997555493, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.993772229459817, 'colsample_bytree': 0.8746254008788392, 'gamma': 0.5301355213783364, 'reg_alpha': 0.4058511398700697, 'reg_lambda': 1.6898124832322532}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,049] Trial 186 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.016130496251790784, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9642474433620993, 'colsample_bytree': 0.8622540765383232, 'gamma': 0.005477069037209413, 'reg_alpha': 0.34147116772121666, 'reg_lambda': 1.6268255755333825}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,157] Trial 187 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 58, 'learning_rate': 0.014878869664349651, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9535387483230828, 'colsample_bytree': 0.87955447694736, 'gamma': 0.28609429834279065, 'reg_alpha': 0.36979565983109025, 'reg_lambda': 1.5843867326199812}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,269] Trial 188 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 42, 'learning_rate': 0.011483256882335341, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9784163980347091, 'colsample_bytree': 0.8449429254074959, 'gamma': 0.4463077259497885, 'reg_alpha': 0.3206180551702355, 'reg_lambda': 1.456343125514145}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,371] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.013041497010834914, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9685315236129003, 'colsample_bytree': 0.8679727230897402, 'gamma': 0.12231604472160201, 'reg_alpha': 0.38003089586530603, 'reg_lambda': 1.7455746344351293}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,576] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.012847866055298982, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9638222127442915, 'colsample_bytree': 0.8673633158593006, 'gamma': 0.36266139051505836, 'reg_alpha': 0.3009778171980713, 'reg_lambda': 1.7707428771519198}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,730] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.012855034101400035, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.963528536297766, 'colsample_bytree': 0.8692178468445859, 'gamma': 0.3584130026588681, 'reg_alpha': 0.3059649317620964, 'reg_lambda': 1.7587457654149914}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,844] Trial 192 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 50, 'learning_rate': 0.013046034358452505, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9584983742807118, 'colsample_bytree': 0.8649722946167203, 'gamma': 0.3390819381320214, 'reg_alpha': 0.3064492108625259, 'reg_lambda': 1.7858904554346302}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:12,958] Trial 193 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.012050145545443284, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9640256724497581, 'colsample_bytree': 0.8564271105028165, 'gamma': 0.21549137741302665, 'reg_alpha': 0.29624508369368235, 'reg_lambda': 1.8521290794444387}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,067] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 47, 'learning_rate': 0.046649620429406895, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9477499486534102, 'colsample_bytree': 0.869562792804289, 'gamma': 0.12840993569548848, 'reg_alpha': 0.3334628221241958, 'reg_lambda': 1.7653174046953954}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,171] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.013656259686700178, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9679609314850078, 'colsample_bytree': 0.8901274394950165, 'gamma': 0.3805201024906036, 'reg_alpha': 0.2911119371547478, 'reg_lambda': 1.9085592163083869}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,389] Trial 196 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 62, 'learning_rate': 0.014079484552312825, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9566644313866957, 'colsample_bytree': 0.8910322786257211, 'gamma': 0.42380575529197784, 'reg_alpha': 0.2795857391784381, 'reg_lambda': 1.8894360922155387}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,503] Trial 197 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.011313972779125749, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.963853024939176, 'colsample_bytree': 0.8893379350817493, 'gamma': 0.34380580788983883, 'reg_alpha': 0.3098873289493503, 'reg_lambda': 1.8286077390409812}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,630] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.012535867590024398, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9406966853969309, 'colsample_bytree': 0.8167400336321816, 'gamma': 0.2567407318692854, 'reg_alpha': 0.4703202063566826, 'reg_lambda': 2.055606108704729}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,754] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.014222891019532741, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9761922447177527, 'colsample_bytree': 0.8292162808916311, 'gamma': 0.4833729641960148, 'reg_alpha': 0.28483457390477385, 'reg_lambda': 1.914380606322316}. Best is trial 111 with value: 0.7559523809523809.
[I 2025-11-03 19:28:13,757] A new study created in memory with name: no-name-f834622f-a76b-4dec-a0eb-deed908b9482
[I 2025-11-03 19:28:13,963] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.09814893847063205, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9743366849742898, 'colsample_bytree': 0.8481610311896669, 'gamma': 4.401857100868483, 'reg_alpha': 0.4915318306352655, 'reg_lambda': 1.344357438373662}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:28:14,047] Trial 1 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 74, 'learning_rate': 0.06047250004382602, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8450576097912957, 'colsample_bytree': 0.8322323778110474, 'gamma': 4.950255886160322, 'reg_alpha': 0.5839341980208337, 'reg_lambda': 0.7879928119346229}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,316] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.09151956091697425, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7685768912710093, 'colsample_bytree': 0.7898600069980405, 'gamma': 4.740482847568496, 'reg_alpha': 0.7206612137879285, 'reg_lambda': 2.676678155337923}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,448] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.03957092756294163, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.6177477249548103, 'colsample_bytree': 0.9938599326783759, 'gamma': 4.472247102010403, 'reg_alpha': 0.21738718685243263, 'reg_lambda': 2.5594290272038993}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,596] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.29695682990169214, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6348275517040546, 'colsample_bytree': 0.6337737079001519, 'gamma': 0.8551503591434351, 'reg_alpha': 0.5859218859095946, 'reg_lambda': 0.6836875411786887}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,737] Trial 5 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.11933163137013748, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8057775593147505, 'colsample_bytree': 0.8390532949850783, 'gamma': 0.44739763803427646, 'reg_alpha': 0.22401452351477935, 'reg_lambda': 1.063028711785175}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:14,865] Trial 6 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.18854376951509208, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6408271011938247, 'colsample_bytree': 0.6416079554549031, 'gamma': 3.103316765738631, 'reg_alpha': 0.6755270860034723, 'reg_lambda': 1.9571968475127672}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,090] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.06613849517424504, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9879860824022071, 'colsample_bytree': 0.6140749560776734, 'gamma': 3.2686260073802065, 'reg_alpha': 0.43980213418344527, 'reg_lambda': 2.3070332620003824}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,252] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 158, 'learning_rate': 0.2965144820243135, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7786151896542906, 'colsample_bytree': 0.9871230734832367, 'gamma': 0.7018738721724832, 'reg_alpha': 0.6928956230440523, 'reg_lambda': 1.721943032167137}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,273] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.0835062817710051, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9027188989187465, 'colsample_bytree': 0.6304582823103216, 'gamma': 2.6674847878062993, 'reg_alpha': 0.5303211836285495, 'reg_lambda': 2.104380574765762}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,387] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 82, 'learning_rate': 0.014406934655814831, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8690563826158241, 'colsample_bytree': 0.7378424743557084, 'gamma': 3.715772213258997, 'reg_alpha': 0.9755299432787814, 'reg_lambda': 0.5427326850273193}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,507] Trial 11 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.014151645974504344, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8616023659663796, 'colsample_bytree': 0.7642042593305445, 'gamma': 3.7062742803913107, 'reg_alpha': 0.9572344626318442, 'reg_lambda': 0.5581219623352237}. Best is trial 1 with value: 0.6845238095238096.
[I 2025-11-03 19:28:15,706] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 82, 'learning_rate': 0.0319570412237785, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8884732219697147, 'colsample_bytree': 0.7244109945449766, 'gamma': 1.7508255995532107, 'reg_alpha': 0.9827138465673682, 'reg_lambda': 0.9972969504316173}. Best is trial 12 with value: 0.7023809523809523.
[I 2025-11-03 19:28:15,786] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.033439963279696595, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9295698353457648, 'colsample_bytree': 0.7087350640255419, 'gamma': 1.7587658909191808, 'reg_alpha': 0.014105730825010043, 'reg_lambda': 1.078634654808712}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:15,939] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.029862570255134394, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9348538334237739, 'colsample_bytree': 0.7143643999929921, 'gamma': 1.7026907337719892, 'reg_alpha': 0.01707040659506537, 'reg_lambda': 1.4359733472262688}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,025] Trial 15 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 45, 'learning_rate': 0.023494416346260566, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9277448675992657, 'colsample_bytree': 0.7021926142028554, 'gamma': 1.74368143144071, 'reg_alpha': 0.8356445288907934, 'reg_lambda': 1.0850124597972792}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,265] Trial 16 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.02073146845605411, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7087338021462575, 'colsample_bytree': 0.6817211753403649, 'gamma': 1.7121167917609605, 'reg_alpha': 0.8138632419760401, 'reg_lambda': 1.3183471313613517}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,414] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.010117090695522437, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.941069574671861, 'colsample_bytree': 0.6820848525897505, 'gamma': 1.2709505094092273, 'reg_alpha': 0.35564945551052657, 'reg_lambda': 1.6357346466998814}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,598] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 249, 'learning_rate': 0.010923863922874774, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9600662066364193, 'colsample_bytree': 0.6711639460311042, 'gamma': 1.192873853822718, 'reg_alpha': 0.030841124318429104, 'reg_lambda': 1.6343534209793378}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,758] Trial 19 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 110, 'learning_rate': 0.04495727576294156, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.828287719202427, 'colsample_bytree': 0.8854916629968624, 'gamma': 0.06839062909795834, 'reg_alpha': 0.3553228743221162, 'reg_lambda': 1.9263463467138988}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,920] Trial 20 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 109, 'learning_rate': 0.010523435397058575, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9979465711620311, 'colsample_bytree': 0.7570567684268742, 'gamma': 2.390742404455736, 'reg_alpha': 0.13441559181795276, 'reg_lambda': 1.495948697582259}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:16,989] Trial 21 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 47, 'learning_rate': 0.02298096799985887, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9352874993817292, 'colsample_bytree': 0.6943686974306713, 'gamma': 2.1444781252404796, 'reg_alpha': 0.293557332816583, 'reg_lambda': 1.072572678314988}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:17,150] Trial 22 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 47, 'learning_rate': 0.019797274409049628, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9317489655251007, 'colsample_bytree': 0.6639808698704116, 'gamma': 2.279961071715072, 'reg_alpha': 0.3376871278139288, 'reg_lambda': 0.8833134313513662}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:17,303] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.01636984511242816, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9034537060037007, 'colsample_bytree': 0.6630006438510917, 'gamma': 1.3712280960185936, 'reg_alpha': 0.3680206538089178, 'reg_lambda': 0.8922865392542374}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:28:17,413] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.016835569886800447, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9510558592821806, 'colsample_bytree': 0.6536318721055827, 'gamma': 2.593827092192027, 'reg_alpha': 0.1241304822884585, 'reg_lambda': 1.2427926744964948}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,477] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.029968412191848582, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9665559754921015, 'colsample_bytree': 0.6030763620941134, 'gamma': 2.855726791925237, 'reg_alpha': 0.11335039514286255, 'reg_lambda': 1.2055961584415875}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,564] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 22, 'learning_rate': 0.03169454397468499, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9638879135169809, 'colsample_bytree': 0.6045566424559764, 'gamma': 2.8757529712302237, 'reg_alpha': 0.08965165774082179, 'reg_lambda': 1.2515198287209677}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,761] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.043798186351452065, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7306728226887668, 'colsample_bytree': 0.6046453086838045, 'gamma': 3.648515592596883, 'reg_alpha': 0.17750271381354166, 'reg_lambda': 1.2147975053444686}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:17,859] Trial 28 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 34, 'learning_rate': 0.025568027547295653, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8956478462705633, 'colsample_bytree': 0.6442988140809939, 'gamma': 2.146226507813229, 'reg_alpha': 0.08500956986855493, 'reg_lambda': 1.519314824697474}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,072] Trial 29 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 91, 'learning_rate': 0.03965851994495712, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9781126108048441, 'colsample_bytree': 0.8833068346110597, 'gamma': 3.384865607456333, 'reg_alpha': 0.0037875558616680682, 'reg_lambda': 1.2481086404892578}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,180] Trial 30 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.016298609024364603, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9634448397355078, 'colsample_bytree': 0.7425807196619303, 'gamma': 2.7217246377515716, 'reg_alpha': 0.24295756944462038, 'reg_lambda': 0.7288633723362739}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,379] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 60, 'learning_rate': 0.0306169351875214, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.999927617192804, 'colsample_bytree': 0.6040927490478144, 'gamma': 2.9955824476461874, 'reg_alpha': 0.13206667081307227, 'reg_lambda': 1.1992813085808995}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,433] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.05216428053794578, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9620439131851208, 'colsample_bytree': 0.6003366708384348, 'gamma': 2.838892178721507, 'reg_alpha': 0.09601036480019473, 'reg_lambda': 1.3937200658764972}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,565] Trial 33 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 67, 'learning_rate': 0.03437251417081345, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9139974798671695, 'colsample_bytree': 0.6513591973740138, 'gamma': 2.4430268192336886, 'reg_alpha': 0.07801047243300313, 'reg_lambda': 2.9891723017417116}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,622] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.057888894184862955, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9630766322809535, 'colsample_bytree': 0.6252530140854751, 'gamma': 1.9920521131351479, 'reg_alpha': 0.15598960331237066, 'reg_lambda': 0.9439938304212688}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,721] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 36, 'learning_rate': 0.01779413360245132, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8661477515701596, 'colsample_bytree': 0.629128347462855, 'gamma': 4.02380097002777, 'reg_alpha': 0.27083842374780853, 'reg_lambda': 0.7545549899895814}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,893] Trial 36 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 97, 'learning_rate': 0.024948464277872003, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8409036195884709, 'colsample_bytree': 0.6518698156398532, 'gamma': 4.1473938377290365, 'reg_alpha': 0.19581825490323698, 'reg_lambda': 1.1521326089582589}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:18,966] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.07210141142911335, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9547694964256206, 'colsample_bytree': 0.8101217263937072, 'gamma': 2.6028743266042795, 'reg_alpha': 0.06269535650099377, 'reg_lambda': 1.3378050891528368}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,072] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.04865631460495697, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.9804155432784405, 'colsample_bytree': 0.7042483547840691, 'gamma': 3.262726280410865, 'reg_alpha': 0.11954755277328871, 'reg_lambda': 0.8372382998915859}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,249] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.037443589648091566, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8135891266268764, 'colsample_bytree': 0.6285965928072234, 'gamma': 4.97032770873639, 'reg_alpha': 0.45801750746188286, 'reg_lambda': 1.8238495469959521}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,517] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.028050466093808915, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.87939908735437, 'colsample_bytree': 0.6821363696130354, 'gamma': 2.977844335595427, 'reg_alpha': 0.04393625547684195, 'reg_lambda': 1.5475631276720112}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,621] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.013356215273186084, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9524877293787839, 'colsample_bytree': 0.7451815515599075, 'gamma': 2.6036548138559477, 'reg_alpha': 0.23188042247129373, 'reg_lambda': 0.6379540290827094}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,684] Trial 42 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 22, 'learning_rate': 0.01720693246354859, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9153968090586533, 'colsample_bytree': 0.8065864775931688, 'gamma': 2.7993482998719648, 'reg_alpha': 0.24315960655600047, 'reg_lambda': 0.7659939044630815}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,782] Trial 43 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.020656323375426677, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9834445734751097, 'colsample_bytree': 0.7769280185777258, 'gamma': 3.3315636880518147, 'reg_alpha': 0.16929067043456567, 'reg_lambda': 1.0096849835813433}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:19,926] Trial 44 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 53, 'learning_rate': 0.1062448982208349, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9715132017793043, 'colsample_bytree': 0.731975401350364, 'gamma': 1.9726521997308997, 'reg_alpha': 0.06641891991867643, 'reg_lambda': 1.128769751187387}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,023] Trial 45 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 30, 'learning_rate': 0.014712002725228745, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9477112192052526, 'colsample_bytree': 0.7860699444598841, 'gamma': 2.779362563724014, 'reg_alpha': 0.2971616999410639, 'reg_lambda': 0.7017200773684109}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,150] Trial 46 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 73, 'learning_rate': 0.012187862585281668, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9175229320321769, 'colsample_bytree': 0.6250903257124981, 'gamma': 3.5245273989961454, 'reg_alpha': 0.6038082490381407, 'reg_lambda': 1.2753402379417584}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,202] Trial 47 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.17087391409969155, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9751767126199357, 'colsample_bytree': 0.719978523179041, 'gamma': 3.0605181444163145, 'reg_alpha': 0.004511676744100862, 'reg_lambda': 2.20344461600717}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,300] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.026193614403609976, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7786051296709853, 'colsample_bytree': 0.6160284578879416, 'gamma': 1.5408087087087001, 'reg_alpha': 0.20054423113813102, 'reg_lambda': 0.6090654024886025}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,414] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 87, 'learning_rate': 0.03601671546176435, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6053312808022051, 'colsample_bytree': 0.6467431731840239, 'gamma': 1.0291795208161505, 'reg_alpha': 0.11095549193395894, 'reg_lambda': 0.9289201949966092}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,625] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.021266540526854966, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6647618150544703, 'colsample_bytree': 0.7036967230733482, 'gamma': 1.9474649249613696, 'reg_alpha': 0.14652360134799886, 'reg_lambda': 0.5300658852583352}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,684] Trial 51 finished with value: 0.738095238095238 and parameters: {'n_estimators': 25, 'learning_rate': 0.05358155866978271, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9628588548059792, 'colsample_bytree': 0.6096648832530039, 'gamma': 2.877744649245185, 'reg_alpha': 0.09909914298597935, 'reg_lambda': 1.3830136108001827}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,783] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.06832084692215401, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9432867589621813, 'colsample_bytree': 0.6126310429756319, 'gamma': 2.5211797067712554, 'reg_alpha': 0.05393121216632878, 'reg_lambda': 1.3967930887093616}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:20,899] Trial 53 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 44, 'learning_rate': 0.03125451394798642, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9920417129248792, 'colsample_bytree': 0.6707096703294237, 'gamma': 3.206638443885958, 'reg_alpha': 0.10609305242828704, 'reg_lambda': 1.0323612420104444}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,009] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.06089959351219277, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.922263814977467, 'colsample_bytree': 0.6429654119738161, 'gamma': 2.3322562272282252, 'reg_alpha': 0.40298776815325454, 'reg_lambda': 1.6100749678807902}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,113] Trial 55 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.043259671513861016, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8819705875546906, 'colsample_bytree': 0.6843070684652774, 'gamma': 2.918788337783183, 'reg_alpha': 0.2541681078240834, 'reg_lambda': 1.4438337489649}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,272] Trial 56 finished with value: 0.625 and parameters: {'n_estimators': 30, 'learning_rate': 0.018376522272473692, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.966084714281118, 'colsample_bytree': 0.970679090165907, 'gamma': 3.9435865723071597, 'reg_alpha': 0.21290928212349852, 'reg_lambda': 1.1086015296380294}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,468] Trial 57 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.08014616794201387, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9450833279574721, 'colsample_bytree': 0.7504103060233764, 'gamma': 2.725759196526946, 'reg_alpha': 0.16597218730952898, 'reg_lambda': 1.7738593934830396}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,575] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 55, 'learning_rate': 0.015603782005088532, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.907639153478121, 'colsample_bytree': 0.6164891313974427, 'gamma': 2.2153660885920883, 'reg_alpha': 0.04661582614169983, 'reg_lambda': 1.3062513321258546}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,644] Trial 59 finished with value: 0.6875 and parameters: {'n_estimators': 39, 'learning_rate': 0.012878482537524702, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9271808861575139, 'colsample_bytree': 0.635546474203586, 'gamma': 3.1264559793889353, 'reg_alpha': 0.0038999380050202814, 'reg_lambda': 1.2161708165961824}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,752] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.027460457686188218, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9880216004132151, 'colsample_bytree': 0.6580136456666109, 'gamma': 4.653710971369382, 'reg_alpha': 0.30821221399514565, 'reg_lambda': 2.544890645990657}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,807] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.04967039161424735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9612785278700889, 'colsample_bytree': 0.6025227821645646, 'gamma': 2.8121374013273126, 'reg_alpha': 0.09712056311640954, 'reg_lambda': 1.4008418386474737}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:21,907] Trial 62 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.050232250151098626, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9659052373088671, 'colsample_bytree': 0.603654457887761, 'gamma': 3.449705556529822, 'reg_alpha': 0.10534643015473066, 'reg_lambda': 1.3426832914418139}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,070] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 38, 'learning_rate': 0.0395437208017734, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9351830093541266, 'colsample_bytree': 0.6182033275522363, 'gamma': 2.4528159981150592, 'reg_alpha': 0.03043682064898398, 'reg_lambda': 1.5866571455231515}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,164] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.0892453718243307, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.954695689014301, 'colsample_bytree': 0.6388853064071199, 'gamma': 2.922152260778175, 'reg_alpha': 0.1450481593982, 'reg_lambda': 1.457689637583014}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,251] Trial 65 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.05528726050704917, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8951500677961466, 'colsample_bytree': 0.6001889637424476, 'gamma': 2.6028740854962535, 'reg_alpha': 0.0808361476946845, 'reg_lambda': 1.7231966882320948}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,425] Trial 66 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.03392042944436619, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9972468027396938, 'colsample_bytree': 0.6617881712773432, 'gamma': 2.103542055979932, 'reg_alpha': 0.19232231102943942, 'reg_lambda': 1.1548516748832431}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,653] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.023021461659428494, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7394789745572673, 'colsample_bytree': 0.6920748302594166, 'gamma': 3.142808178451838, 'reg_alpha': 0.12203129474608243, 'reg_lambda': 0.9648406208988425}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,791] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.04426526964531252, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9761265529035457, 'colsample_bytree': 0.6715350495236254, 'gamma': 1.8489770096933902, 'reg_alpha': 0.538140137605883, 'reg_lambda': 0.8265993264832121}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:22,946] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.06265245437622746, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9377628008841244, 'colsample_bytree': 0.6201536803947337, 'gamma': 2.331756642828907, 'reg_alpha': 0.7793874139588737, 'reg_lambda': 1.0532077123331127}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,001] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.0115996806055391, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9523664396398897, 'colsample_bytree': 0.6328430419642147, 'gamma': 3.5604887000829093, 'reg_alpha': 0.9230985685316024, 'reg_lambda': 1.2554613910597485}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,214] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.011560000802498058, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9540566967598848, 'colsample_bytree': 0.6403251940091251, 'gamma': 0.5567900552246212, 'reg_alpha': 0.03517256974860834, 'reg_lambda': 1.2596124304824552}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,343] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.011454139037625707, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.948644608796814, 'colsample_bytree': 0.6352241569901228, 'gamma': 3.730087369560934, 'reg_alpha': 0.9078844880762634, 'reg_lambda': 1.2280537725690417}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,451] Trial 73 finished with value: 0.744047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.010162692265859566, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9860898286208493, 'colsample_bytree': 0.7127244543702195, 'gamma': 0.7864109332049964, 'reg_alpha': 0.6352316438591386, 'reg_lambda': 1.2863868077111327}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,557] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.010503869878545033, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9892676800386254, 'colsample_bytree': 0.6491693825190769, 'gamma': 0.5150420992638638, 'reg_alpha': 0.6654357655218226, 'reg_lambda': 1.2521973607045103}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,648] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.011671524082981936, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9746066288533125, 'colsample_bytree': 0.712793918402517, 'gamma': 0.7058202136453481, 'reg_alpha': 0.925412679984723, 'reg_lambda': 1.1716683612465604}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,782] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 58, 'learning_rate': 0.010068398750014229, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9270938027896215, 'colsample_bytree': 0.851817937505238, 'gamma': 0.2001332318108211, 'reg_alpha': 0.855311597371108, 'reg_lambda': 1.4869612100112564}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:23,939] Trial 77 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 187, 'learning_rate': 0.013916905542820466, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9836818534274293, 'colsample_bytree': 0.6754436998438519, 'gamma': 0.36383721043701794, 'reg_alpha': 0.03211189200034756, 'reg_lambda': 1.3063216115339362}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,095] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 33, 'learning_rate': 0.012266471845112115, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8540966082808333, 'colsample_bytree': 0.6292448444907799, 'gamma': 1.0377059228971224, 'reg_alpha': 0.7282116090560601, 'reg_lambda': 1.1019479421695746}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,192] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.014816111058218173, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9548720827625545, 'colsample_bytree': 0.6551080083960181, 'gamma': 1.511393889503771, 'reg_alpha': 0.5165568815197475, 'reg_lambda': 1.372535251674988}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,355] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.018967002139698028, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9054007901729697, 'colsample_bytree': 0.6120917456407937, 'gamma': 0.7455164314632837, 'reg_alpha': 0.9941374224667485, 'reg_lambda': 1.6810891525921847}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,487] Trial 81 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 51, 'learning_rate': 0.010916440984095478, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9880500433132838, 'colsample_bytree': 0.6478159699551607, 'gamma': 0.4819615474194787, 'reg_alpha': 0.6612762042799417, 'reg_lambda': 1.2655530559530022}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,691] Trial 82 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 41, 'learning_rate': 0.013059921494754071, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9988998718629697, 'colsample_bytree': 0.7675817757441408, 'gamma': 0.34167789843434887, 'reg_alpha': 0.6367587298018341, 'reg_lambda': 1.240202727342314}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,869] Trial 83 finished with value: 0.6101190476190476 and parameters: {'n_estimators': 43, 'learning_rate': 0.013142846695900151, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9703133684836486, 'colsample_bytree': 0.8262010994303169, 'gamma': 0.07325148603719045, 'reg_alpha': 0.6218149185218621, 'reg_lambda': 1.528507619455549}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:24,980] Trial 84 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 33, 'learning_rate': 0.01155275191442755, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.995961688110459, 'colsample_bytree': 0.733623188569395, 'gamma': 0.9655925574731985, 'reg_alpha': 0.7164660710483359, 'reg_lambda': 1.0237446529124243}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,114] Trial 85 finished with value: 0.738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.015598482793696852, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.94098123069644, 'colsample_bytree': 0.6897896154022957, 'gamma': 0.25557100910795455, 'reg_alpha': 0.7782841596600937, 'reg_lambda': 1.1395557287763967}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,215] Trial 86 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 25, 'learning_rate': 0.016596688951656096, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9798839059623369, 'colsample_bytree': 0.7674068812710046, 'gamma': 0.6264890964553793, 'reg_alpha': 0.44007214845871134, 'reg_lambda': 1.3510255674826466}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,312] Trial 87 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.012858907938695185, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9554912635142064, 'colsample_bytree': 0.6252756500021013, 'gamma': 1.1888256802735055, 'reg_alpha': 0.4941287127651295, 'reg_lambda': 1.185098438623452}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,377] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.13045349697723563, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9679626503408786, 'colsample_bytree': 0.611338037604763, 'gamma': 0.366866223822533, 'reg_alpha': 0.5496441206419587, 'reg_lambda': 0.872379562446869}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,509] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.014004150962513767, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9205333253604995, 'colsample_bytree': 0.6374673976654521, 'gamma': 0.8561856370778527, 'reg_alpha': 0.06795470316684998, 'reg_lambda': 0.9751087215549452}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,614] Trial 90 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.021157183358319998, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9446747398637111, 'colsample_bytree': 0.7275790995057542, 'gamma': 4.210049208281843, 'reg_alpha': 0.8687734091646578, 'reg_lambda': 1.0841016582367526}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,695] Trial 91 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 52, 'learning_rate': 0.010033063409433147, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9868720519288106, 'colsample_bytree': 0.6666672249744721, 'gamma': 0.5431728225152384, 'reg_alpha': 0.6646662148571761, 'reg_lambda': 1.2390760903839004}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:25,823] Trial 92 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.012056711347718118, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9991611584329592, 'colsample_bytree': 0.650683916364453, 'gamma': 0.8043183728091752, 'reg_alpha': 0.6157881067389009, 'reg_lambda': 1.2691600822361522}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,031] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.010896063320465756, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9780930768242914, 'colsample_bytree': 0.7125530497328927, 'gamma': 0.02697717424471935, 'reg_alpha': 0.5889963419945053, 'reg_lambda': 1.4133588503316366}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,144] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.02822222876937193, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9608393058855246, 'colsample_bytree': 0.6100728759867179, 'gamma': 0.3537230440663741, 'reg_alpha': 0.7011033203167072, 'reg_lambda': 1.2948819540651804}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,259] Trial 95 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.010824348812061832, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9895541395677204, 'colsample_bytree': 0.6223104283175955, 'gamma': 0.5542718583585314, 'reg_alpha': 0.7587914235576471, 'reg_lambda': 1.1923268627195196}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,358] Trial 96 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.01473279679042145, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9331970678289976, 'colsample_bytree': 0.7598845661544962, 'gamma': 0.19231247936111262, 'reg_alpha': 0.5633223667740239, 'reg_lambda': 1.3512745120396616}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,580] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.0244762280156455, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9728098720833833, 'colsample_bytree': 0.697952509778015, 'gamma': 3.605930150614801, 'reg_alpha': 0.6462871923297788, 'reg_lambda': 1.4863534634105404}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,678] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.01260470615372645, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9552038833030101, 'colsample_bytree': 0.7972971520763975, 'gamma': 2.569742318419823, 'reg_alpha': 0.0461770836095337, 'reg_lambda': 1.0772363595702774}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,809] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.03274325215936747, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9662184620832044, 'colsample_bytree': 0.6403747129256137, 'gamma': 3.036200245260607, 'reg_alpha': 0.08260770070903993, 'reg_lambda': 1.5658064896773678}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:26,907] Trial 100 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 25, 'learning_rate': 0.013670822765049072, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6811537715879468, 'colsample_bytree': 0.6770575966502668, 'gamma': 3.304586767712737, 'reg_alpha': 0.137058338884607, 'reg_lambda': 1.2573712196554099}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,012] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 68, 'learning_rate': 0.017082724938051626, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9402521205268212, 'colsample_bytree': 0.6888735194723342, 'gamma': 0.1864001505335428, 'reg_alpha': 0.771622978325159, 'reg_lambda': 1.134809540302427}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,160] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 40, 'learning_rate': 0.01059472410387379, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.947846760484959, 'colsample_bytree': 0.6588959705411908, 'gamma': 0.6153774287776166, 'reg_alpha': 0.636607832508111, 'reg_lambda': 1.1485760470835973}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,286] Trial 103 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 70, 'learning_rate': 0.25504560007323857, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9837478504077358, 'colsample_bytree': 0.7087003587070572, 'gamma': 0.3935857488358858, 'reg_alpha': 0.6901089112582789, 'reg_lambda': 0.9177901621467905}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,427] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.016059710216598484, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9405341010462069, 'colsample_bytree': 0.6316375566375764, 'gamma': 0.24275466113693012, 'reg_alpha': 0.7356793329062514, 'reg_lambda': 1.0169234315529292}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,543] Trial 105 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.01537952629803779, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9260116013292443, 'colsample_bytree': 0.6452152276496668, 'gamma': 2.6924554830470697, 'reg_alpha': 0.823506593757561, 'reg_lambda': 1.2083918345682485}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,635] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.03744505765937878, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8044029336296288, 'colsample_bytree': 0.6642440942875812, 'gamma': 0.44021357905051056, 'reg_alpha': 0.7937082961926892, 'reg_lambda': 1.320818216173501}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:27,896] Trial 107 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 48, 'learning_rate': 0.02964836798703903, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9923797453612206, 'colsample_bytree': 0.6858118706556816, 'gamma': 2.87968092107682, 'reg_alpha': 0.9614995185420507, 'reg_lambda': 1.1162613972189974}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:28,005] Trial 108 finished with value: 0.625 and parameters: {'n_estimators': 36, 'learning_rate': 0.01142091338415798, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9154138970048135, 'colsample_bytree': 0.7229100516415307, 'gamma': 0.9501851628571927, 'reg_alpha': 0.021829865223017345, 'reg_lambda': 1.4024381321251653}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:28,118] Trial 109 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.041105365719624365, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9598738281016687, 'colsample_bytree': 0.7391217895260059, 'gamma': 0.2774468255969628, 'reg_alpha': 0.8773082140648304, 'reg_lambda': 1.8935813991074064}. Best is trial 24 with value: 0.75.
[I 2025-11-03 19:28:28,278] Trial 110 finished with value: 0.761904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.01845020958825493, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9735233113260718, 'colsample_bytree': 0.6081728071759953, 'gamma': 3.822411840524196, 'reg_alpha': 0.46704271725706525, 'reg_lambda': 1.456179550591844}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,380] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.019323988539527878, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9729914499946548, 'colsample_bytree': 0.6103326857240711, 'gamma': 4.413991701817164, 'reg_alpha': 0.5770337840440235, 'reg_lambda': 1.4704937840319132}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,533] Trial 112 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 30, 'learning_rate': 0.017607640904435458, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9486272931359573, 'colsample_bytree': 0.6206073084495747, 'gamma': 3.9223199006094944, 'reg_alpha': 0.9281371096731729, 'reg_lambda': 1.2185114717321834}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,660] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.02269004978122018, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9816979736083065, 'colsample_bytree': 0.6076936110305253, 'gamma': 3.8248151613363843, 'reg_alpha': 0.05958612190296034, 'reg_lambda': 1.2963092188298877}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,735] Trial 114 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 38, 'learning_rate': 0.013266190006596451, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9639870421901872, 'colsample_bytree': 0.6989806056195222, 'gamma': 4.156907623780727, 'reg_alpha': 0.3834243874844674, 'reg_lambda': 1.4292566039152952}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,836] Trial 115 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 24, 'learning_rate': 0.012110496887655397, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9990195723798958, 'colsample_bytree': 0.6311438798784751, 'gamma': 0.6391024112227288, 'reg_alpha': 0.12039465668354829, 'reg_lambda': 1.3504440678922744}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:28,930] Trial 116 finished with value: 0.699404761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.01457903931864852, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8205474508570921, 'colsample_bytree': 0.6002681018104639, 'gamma': 0.1140019457230993, 'reg_alpha': 0.7453657710959927, 'reg_lambda': 1.1697282166947818}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,112] Trial 117 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 34, 'learning_rate': 0.015389058261933018, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9362398926432778, 'colsample_bytree': 0.9433888659812005, 'gamma': 2.4379706662545555, 'reg_alpha': 0.00011411927926589793, 'reg_lambda': 1.0505968366857998}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,214] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.02030301856337474, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9719004295286559, 'colsample_bytree': 0.6169168037114261, 'gamma': 3.402274052234717, 'reg_alpha': 0.17713913693483957, 'reg_lambda': 1.2601166929134549}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,325] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.010056389481396961, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9546701620413124, 'colsample_bytree': 0.6541884313689076, 'gamma': 1.3307292773242692, 'reg_alpha': 0.6854576590877751, 'reg_lambda': 1.118769068964834}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,491] Trial 120 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.04728561659091127, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9894388703482692, 'colsample_bytree': 0.7485681848140987, 'gamma': 3.544692991187011, 'reg_alpha': 0.0965304308671719, 'reg_lambda': 1.193748679915045}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,592] Trial 121 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.011710400333015325, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9928055718872096, 'colsample_bytree': 0.6498705715218971, 'gamma': 0.5130997011443513, 'reg_alpha': 0.5992630444944871, 'reg_lambda': 1.2672796514765914}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:29,837] Trial 122 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 59, 'learning_rate': 0.012475463253424047, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9987002424233092, 'colsample_bytree': 0.642677047454735, 'gamma': 0.8008941507288712, 'reg_alpha': 0.652100500732711, 'reg_lambda': 1.3728269884858424}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,035] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.01123884245493124, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9783664869843955, 'colsample_bytree': 0.6254115182035344, 'gamma': 0.8247026826810003, 'reg_alpha': 0.6290237049522305, 'reg_lambda': 1.3071507040284709}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,157] Trial 124 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.013420294375405302, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9691651314664808, 'colsample_bytree': 0.6349329274458484, 'gamma': 1.1978032199156958, 'reg_alpha': 0.6754499647768146, 'reg_lambda': 2.056536518906338}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,261] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.013539875099385272, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9664998420342036, 'colsample_bytree': 0.6315699089424285, 'gamma': 1.6205087322075813, 'reg_alpha': 0.4607478272169414, 'reg_lambda': 2.021173981249548}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,360] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.026509829024774386, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9502334448707324, 'colsample_bytree': 0.6171599567994067, 'gamma': 1.0716723683435279, 'reg_alpha': 0.7180697608792439, 'reg_lambda': 2.6911876882098515}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,590] Trial 127 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.02700317965311821, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9612283113965887, 'colsample_bytree': 0.7768920341380694, 'gamma': 0.9116955138390813, 'reg_alpha': 0.6706888768057735, 'reg_lambda': 2.699555919412973}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,685] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.03456049200730729, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7549479600858435, 'colsample_bytree': 0.6168483432954622, 'gamma': 1.1155062934104087, 'reg_alpha': 0.7061175134275974, 'reg_lambda': 2.9738791390486194}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,738] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.029013489645143675, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9505265000109383, 'colsample_bytree': 0.6054850380179663, 'gamma': 1.4171108173009668, 'reg_alpha': 0.024749175805528736, 'reg_lambda': 2.2006187695682895}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,800] Trial 130 finished with value: 0.738095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.029951492349417328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9499793696362746, 'colsample_bytree': 0.6084911027575968, 'gamma': 1.79309385835833, 'reg_alpha': 0.03149692825071567, 'reg_lambda': 2.2469161734402663}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:30,967] Trial 131 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 33, 'learning_rate': 0.024857369129824648, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9814830449152399, 'colsample_bytree': 0.6220557744644823, 'gamma': 1.2158842312295741, 'reg_alpha': 0.06847655140709874, 'reg_lambda': 2.3670951345045337}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,051] Trial 132 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 29, 'learning_rate': 0.022379500582215515, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9712970825744647, 'colsample_bytree': 0.6023030979216709, 'gamma': 1.487553941190673, 'reg_alpha': 0.02364097657488874, 'reg_lambda': 2.0319753167370385}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,142] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.031634766871095475, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9584852038611844, 'colsample_bytree': 0.6361369022000629, 'gamma': 1.3452624217694376, 'reg_alpha': 0.08384836980802826, 'reg_lambda': 2.2851573856128717}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,235] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.028245989705464932, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9334560833233592, 'colsample_bytree': 0.6126979268658184, 'gamma': 1.0345194752830438, 'reg_alpha': 0.04751396546099214, 'reg_lambda': 2.1669915952180165}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,336] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.025918455784918207, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.948740029877138, 'colsample_bytree': 0.6258588711118, 'gamma': 1.4185216401665006, 'reg_alpha': 0.10844875706445026, 'reg_lambda': 2.386530677942509}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,437] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.03305390960789545, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9837753230289092, 'colsample_bytree': 0.6376860719238244, 'gamma': 1.1246444585336155, 'reg_alpha': 0.016823443292079195, 'reg_lambda': 2.6884599345911173}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,625] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.03667075158114411, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9671895071499609, 'colsample_bytree': 0.6193253490108697, 'gamma': 2.954261685229665, 'reg_alpha': 0.15189163938011108, 'reg_lambda': 2.510989149680154}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,726] Trial 138 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 34, 'learning_rate': 0.07406202048277394, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9753975286285353, 'colsample_bytree': 0.600999848994732, 'gamma': 1.2528180068519632, 'reg_alpha': 0.32659196869210116, 'reg_lambda': 1.825699316898199}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,830] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 42, 'learning_rate': 0.010646422958960497, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9562425404253139, 'colsample_bytree': 0.6108154173034408, 'gamma': 3.1484766816455005, 'reg_alpha': 0.5213759974655026, 'reg_lambda': 2.4420014923997306}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:31,944] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.03896899446913542, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7923593523904489, 'colsample_bytree': 0.6285728991907077, 'gamma': 0.697912325052612, 'reg_alpha': 0.615315368560114, 'reg_lambda': 2.780747780115358}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,033] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.03930235074569587, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9411119984971839, 'colsample_bytree': 0.6282361525882473, 'gamma': 0.6511068024920154, 'reg_alpha': 0.6172816376483334, 'reg_lambda': 2.903333231900479}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,096] Trial 142 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.029968437804459496, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9282074549078402, 'colsample_bytree': 0.6425019971180685, 'gamma': 2.7902561630277276, 'reg_alpha': 0.5695171179457199, 'reg_lambda': 2.7781465799462213}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,358] Trial 143 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 133, 'learning_rate': 0.03615218221662989, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7776330451123669, 'colsample_bytree': 0.617212827527821, 'gamma': 0.7354017690021959, 'reg_alpha': 0.6751276319721375, 'reg_lambda': 2.8335815308083068}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,508] Trial 144 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 170, 'learning_rate': 0.05669735964998583, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.80030307002561, 'colsample_bytree': 0.6086283815831993, 'gamma': 4.270266897417888, 'reg_alpha': 0.6388250460881904, 'reg_lambda': 2.607539327154437}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,639] Trial 145 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.04077016846077833, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9635313652074692, 'colsample_bytree': 0.6543394695929844, 'gamma': 1.6799872849414201, 'reg_alpha': 0.7071793339969383, 'reg_lambda': 2.7473346419276776}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,807] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 40, 'learning_rate': 0.03214164453583837, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7932430420929579, 'colsample_bytree': 0.6341943206817692, 'gamma': 0.9047853610250781, 'reg_alpha': 0.5925446309319129, 'reg_lambda': 2.8516078381024337}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:32,921] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.018554996677060315, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8294110532743882, 'colsample_bytree': 0.6238848798173128, 'gamma': 2.6634720987201876, 'reg_alpha': 0.05151255932136284, 'reg_lambda': 1.6332782484018245}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,039] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 32, 'learning_rate': 0.021639149425698573, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.876042461346094, 'colsample_bytree': 0.6235638830723683, 'gamma': 2.671906676164928, 'reg_alpha': 0.053312624675328525, 'reg_lambda': 1.605274717147063}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,152] Trial 149 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 32, 'learning_rate': 0.01792770048728158, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8408191859947964, 'colsample_bytree': 0.6222839004240418, 'gamma': 2.546126907078752, 'reg_alpha': 0.07632408724746312, 'reg_lambda': 1.6485363155345945}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,353] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.01997257629098881, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8616705267566224, 'colsample_bytree': 0.6082471512423536, 'gamma': 2.228423094212149, 'reg_alpha': 0.045536407029235934, 'reg_lambda': 1.7677833650451968}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,451] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.023618980419849257, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8933057018152586, 'colsample_bytree': 0.6284155982781776, 'gamma': 2.640705927076464, 'reg_alpha': 0.05733837818228476, 'reg_lambda': 1.6527991634644978}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,525] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.02416520019671833, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.898399702651709, 'colsample_bytree': 0.6002983848073825, 'gamma': 2.660125016537698, 'reg_alpha': 0.05954080617407404, 'reg_lambda': 1.672675974798227}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,611] Trial 153 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.023390694066174392, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9080289771943818, 'colsample_bytree': 0.6163041066107362, 'gamma': 2.706475990397496, 'reg_alpha': 0.052307027839670645, 'reg_lambda': 1.6874282784013812}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,732] Trial 154 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 41, 'learning_rate': 0.024904032109517055, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8924905014336909, 'colsample_bytree': 0.8159681002019543, 'gamma': 4.746006114147551, 'reg_alpha': 0.028626022329173696, 'reg_lambda': 1.5973095342354566}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,854] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.021554521950443696, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7862425806994254, 'colsample_bytree': 0.6002365661030973, 'gamma': 2.3272040370165517, 'reg_alpha': 0.00042504292211483635, 'reg_lambda': 1.810260744686434}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:33,926] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.01881465867170731, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8732982655120679, 'colsample_bytree': 0.6256744643929901, 'gamma': 2.6761521939258195, 'reg_alpha': 0.0656804192810464, 'reg_lambda': 1.704266671979927}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,120] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.019506770167330035, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8476858911700461, 'colsample_bytree': 0.6261763272397957, 'gamma': 2.592827170374738, 'reg_alpha': 0.06754964238857043, 'reg_lambda': 1.718096728245958}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,236] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.02189391139972924, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8837208957042313, 'colsample_bytree': 0.6432752281119207, 'gamma': 2.6091784531674187, 'reg_alpha': 0.017241576474121154, 'reg_lambda': 1.6274861828352614}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,336] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.02400595188256515, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8136921664708648, 'colsample_bytree': 0.6255536737933614, 'gamma': 2.4786555341802687, 'reg_alpha': 0.12407682675746193, 'reg_lambda': 1.9341154104039164}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,438] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.026738345223063797, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8696156175149287, 'colsample_bytree': 0.6361732147022856, 'gamma': 2.015666036067983, 'reg_alpha': 0.041684333927031796, 'reg_lambda': 1.5224647348992866}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,549] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.018464041235178752, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8714262021801858, 'colsample_bytree': 0.8584017376435367, 'gamma': 2.618114208366381, 'reg_alpha': 0.06792357773608236, 'reg_lambda': 1.698745059181808}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,658] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.01917954309130809, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8472135962229975, 'colsample_bytree': 0.6283762865279884, 'gamma': 2.7626249423742735, 'reg_alpha': 0.0953121249991043, 'reg_lambda': 1.7426691655241122}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,837] Trial 163 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.0205173171415937, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8279758875433265, 'colsample_bytree': 0.6180204624340296, 'gamma': 2.357316817908958, 'reg_alpha': 0.06484730081043742, 'reg_lambda': 1.6644987619376581}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:34,957] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.016705550560554113, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8773286566951103, 'colsample_bytree': 0.6246873182047424, 'gamma': 2.4797029531650643, 'reg_alpha': 0.08782684533046489, 'reg_lambda': 1.5602346815396566}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,062] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 39, 'learning_rate': 0.018036305821950697, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8567140313395657, 'colsample_bytree': 0.6128941625685511, 'gamma': 2.713836021342253, 'reg_alpha': 0.03859014741234045, 'reg_lambda': 1.8563786462749545}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,165] Trial 166 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.02807671838341328, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.898609574826487, 'colsample_bytree': 0.6424849257550558, 'gamma': 2.657307847002192, 'reg_alpha': 0.015498685719798448, 'reg_lambda': 1.7726641192519872}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,231] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.023378271981894797, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8858516154568927, 'colsample_bytree': 0.6305523799908234, 'gamma': 2.8892796708880866, 'reg_alpha': 0.06053992651807903, 'reg_lambda': 1.725563488192063}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,415] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.019689525314594426, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.845307634969418, 'colsample_bytree': 0.6205590626189502, 'gamma': 2.547802078272631, 'reg_alpha': 0.11011456242637961, 'reg_lambda': 1.6256183896159648}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,513] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.02200844539982149, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8745306560181633, 'colsample_bytree': 0.6058258245154937, 'gamma': 2.813571879602169, 'reg_alpha': 0.0828953240054619, 'reg_lambda': 1.5879215419891377}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,638] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.026129949560914516, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8384449993071006, 'colsample_bytree': 0.657835271669538, 'gamma': 2.408500740290589, 'reg_alpha': 0.05269063736929452, 'reg_lambda': 1.5379881858820594}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,751] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.025519975692689375, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8347450580468839, 'colsample_bytree': 0.6574750434748867, 'gamma': 2.4039429102727623, 'reg_alpha': 0.05404626080510735, 'reg_lambda': 1.6812979871320017}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:35,948] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 44, 'learning_rate': 0.02654108103680543, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8376943383955409, 'colsample_bytree': 0.6625110059412551, 'gamma': 2.131820543105599, 'reg_alpha': 0.036890874587074164, 'reg_lambda': 1.5451580749079903}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,046] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.0266642255441618, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8329224455590759, 'colsample_bytree': 0.6681426332026623, 'gamma': 2.122895781609895, 'reg_alpha': 0.03488041852060829, 'reg_lambda': 1.539886215759082}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,251] Trial 174 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 42, 'learning_rate': 0.02446401226725445, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8366190870268225, 'colsample_bytree': 0.6591168401256495, 'gamma': 1.8644867115567123, 'reg_alpha': 0.049536211381252485, 'reg_lambda': 1.49136627414918}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,357] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 57, 'learning_rate': 0.02595909951639476, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8523666940138681, 'colsample_bytree': 0.6738812226654641, 'gamma': 2.2810821434596735, 'reg_alpha': 0.012501076750241584, 'reg_lambda': 1.6349787726807283}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,459] Trial 176 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.02851585586765961, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8250533118305741, 'colsample_bytree': 0.6583023412753771, 'gamma': 2.4067976632561177, 'reg_alpha': 0.04416942244225547, 'reg_lambda': 1.4519666706471472}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,562] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.0210238022920978, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.814292543792059, 'colsample_bytree': 0.6493056553549754, 'gamma': 2.232479433735908, 'reg_alpha': 0.08434619004849819, 'reg_lambda': 1.5916819584816129}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,645] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.025521825569694644, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8336193028533379, 'colsample_bytree': 0.6662775319801327, 'gamma': 2.085566002863049, 'reg_alpha': 0.030287389321667274, 'reg_lambda': 2.1220410062440282}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,787] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.022818164213236212, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8484332426155882, 'colsample_bytree': 0.6793356556134706, 'gamma': 2.4136525898311025, 'reg_alpha': 0.12990639816968497, 'reg_lambda': 1.9985824939776315}. Best is trial 110 with value: 0.761904761904762.
[I 2025-11-03 19:28:36,937] Trial 180 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.023060456541228996, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8479962659752194, 'colsample_bytree': 0.6811784629126736, 'gamma': 2.392120719702548, 'reg_alpha': 0.1327136486922835, 'reg_lambda': 2.0332888838883973}. Best is trial 180 with value: 0.7857142857142857.
[I 2025-11-03 19:28:36,983] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.02235383236574793, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8512048300509657, 'colsample_bytree': 0.6757629287326942, 'gamma': 2.3775055171913233, 'reg_alpha': 0.13277078468377213, 'reg_lambda': 2.036324455658299}. Best is trial 180 with value: 0.7857142857142857.
[I 2025-11-03 19:28:37,060] Trial 182 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 22, 'learning_rate': 0.022236858990246303, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8630749607172302, 'colsample_bytree': 0.6781066692165132, 'gamma': 2.480041310600989, 'reg_alpha': 0.12657029308713239, 'reg_lambda': 2.0530272356118}. Best is trial 180 with value: 0.7857142857142857.
[I 2025-11-03 19:28:37,154] Trial 183 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.023221125657723014, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8495785777874509, 'colsample_bytree': 0.6803804202991524, 'gamma': 2.39000782401986, 'reg_alpha': 0.10228900306295394, 'reg_lambda': 1.9801433069642151}. Best is trial 183 with value: 0.7916666666666666.
[I 2025-11-03 19:28:37,211] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 23, 'learning_rate': 0.023720577435598023, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8495418033358807, 'colsample_bytree': 0.6879046603928811, 'gamma': 2.3830762918007364, 'reg_alpha': 0.15929367191466617, 'reg_lambda': 1.954857954491555}. Best is trial 183 with value: 0.7916666666666666.
[I 2025-11-03 19:28:37,300] Trial 185 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 21, 'learning_rate': 0.023162151625410538, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8522273040738974, 'colsample_bytree': 0.6800334982828906, 'gamma': 2.3792692194175635, 'reg_alpha': 0.16110418656411427, 'reg_lambda': 1.9800486774012964}. Best is trial 183 with value: 0.7916666666666666.
[I 2025-11-03 19:28:37,388] Trial 186 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.023067187654676632, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8519109181527795, 'colsample_bytree': 0.684751459442688, 'gamma': 2.3893744971215765, 'reg_alpha': 0.1625076696259417, 'reg_lambda': 1.9794076018646691}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,447] Trial 187 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.022994425920984957, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8553032651098669, 'colsample_bytree': 0.6809650873689291, 'gamma': 2.307816347488257, 'reg_alpha': 0.16318673163637776, 'reg_lambda': 1.9977772666199958}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,581] Trial 188 finished with value: 0.681547619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.023133653569697946, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8498072788346864, 'colsample_bytree': 0.6882707207948524, 'gamma': 2.2918920815135633, 'reg_alpha': 0.1594292472555602, 'reg_lambda': 1.9891855027223293}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,660] Trial 189 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.020772444312377538, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8607966545607643, 'colsample_bytree': 0.6993927127395616, 'gamma': 2.3414376483554995, 'reg_alpha': 0.19874932404495807, 'reg_lambda': 2.080898956293309}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,799] Trial 190 finished with value: 0.738095238095238 and parameters: {'n_estimators': 27, 'learning_rate': 0.023823806868830746, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8560539563938682, 'colsample_bytree': 0.681402184501339, 'gamma': 2.5266132550423976, 'reg_alpha': 0.18003435052641148, 'reg_lambda': 2.132680317380785}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:37,931] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.021974762445869923, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8482656473470291, 'colsample_bytree': 0.6915279923004439, 'gamma': 2.189077923965062, 'reg_alpha': 0.14094755512223178, 'reg_lambda': 1.9574722922009697}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,047] Trial 192 finished with value: 0.675595238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.022108332928816615, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8471681434243238, 'colsample_bytree': 0.6932005748417496, 'gamma': 2.1959134953360477, 'reg_alpha': 0.1348217877731672, 'reg_lambda': 1.964588462751483}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,195] Trial 193 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.02011377730691537, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8641932299763284, 'colsample_bytree': 0.6849064026653462, 'gamma': 2.3932455901079193, 'reg_alpha': 0.1539820390035507, 'reg_lambda': 1.9116430763083871}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,288] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.022823242188605927, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.852734234283791, 'colsample_bytree': 0.6821379502484912, 'gamma': 2.5548016165138048, 'reg_alpha': 0.17272947261353083, 'reg_lambda': 1.973137041813387}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,361] Trial 195 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.020040608711580813, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.843292429964628, 'colsample_bytree': 0.6731823286136152, 'gamma': 2.4356401279080764, 'reg_alpha': 0.21794446344675877, 'reg_lambda': 1.881827341639661}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,421] Trial 196 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.021531399670447454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8220144396013057, 'colsample_bytree': 0.6964722020363011, 'gamma': 2.195712019138101, 'reg_alpha': 0.14437383431003414, 'reg_lambda': 2.0195636614124566}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,634] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.023778993758251103, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8566374757303197, 'colsample_bytree': 0.675739293503492, 'gamma': 2.338878168648291, 'reg_alpha': 0.1291074533767779, 'reg_lambda': 2.060574078227267}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,821] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.017505443289706282, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8302115703611942, 'colsample_bytree': 0.7027735055362313, 'gamma': 2.0403750315083733, 'reg_alpha': 0.18641484625085755, 'reg_lambda': 1.940702501404623}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,919] Trial 199 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.024268612743513593, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8417846223265094, 'colsample_bytree': 0.6905312982427949, 'gamma': 2.6131940714813497, 'reg_alpha': 0.16280816002200224, 'reg_lambda': 1.820488798913672}. Best is trial 186 with value: 0.7916666666666667.
[I 2025-11-03 19:28:38,922] A new study created in memory with name: no-name-6842fe61-933b-4c44-b116-47131de96fc0
[I 2025-11-03 19:28:39,062] Trial 0 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.11221543539750499, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9419659228859585, 'colsample_bytree': 0.8698797323899723, 'gamma': 0.29206778491023044, 'reg_alpha': 0.20441436394176848, 'reg_lambda': 1.2700238341446344}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,204] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 186, 'learning_rate': 0.06135488095328403, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.721551430389596, 'colsample_bytree': 0.8477211877440554, 'gamma': 4.0307139788001916, 'reg_alpha': 0.16894992827218425, 'reg_lambda': 2.1604189441811905}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,259] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.033556156073085916, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6183552593211596, 'colsample_bytree': 0.8329210998774089, 'gamma': 2.6085778419023953, 'reg_alpha': 0.37600778764736886, 'reg_lambda': 1.8478578315542211}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,489] Trial 3 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.02515161969903307, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8584337240206257, 'colsample_bytree': 0.9570650581113698, 'gamma': 2.3129584637249563, 'reg_alpha': 0.13152094044834617, 'reg_lambda': 2.375718982655598}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,614] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.0124183333991537, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.6294985281241287, 'colsample_bytree': 0.7499705010462593, 'gamma': 0.10465333939368326, 'reg_alpha': 0.9676800807851085, 'reg_lambda': 1.3289540976338996}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,788] Trial 5 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 135, 'learning_rate': 0.016588817366043056, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8845299108157537, 'colsample_bytree': 0.619701937409137, 'gamma': 2.3302428192933538, 'reg_alpha': 0.6707327843870777, 'reg_lambda': 0.5989655943374692}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:39,879] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.10078459070407318, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.6791539689819508, 'colsample_bytree': 0.6119595690795314, 'gamma': 4.83774205871958, 'reg_alpha': 0.8674445734813309, 'reg_lambda': 2.187594114104349}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,157] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.010618535456250376, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6007522453004324, 'colsample_bytree': 0.7959803037958277, 'gamma': 4.0520511565980195, 'reg_alpha': 0.532219171553824, 'reg_lambda': 1.8991101857007673}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,212] Trial 8 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 53, 'learning_rate': 0.12637096934956255, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6975382622911375, 'colsample_bytree': 0.8586491727440203, 'gamma': 0.2143194350740607, 'reg_alpha': 0.5747933802186114, 'reg_lambda': 2.5230560461903653}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,365] Trial 9 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.2855463778639675, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7781326423593894, 'colsample_bytree': 0.8447504207923142, 'gamma': 4.342517262544548, 'reg_alpha': 0.04539905378118658, 'reg_lambda': 1.6175607936175866}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,446] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 22, 'learning_rate': 0.2604377143281301, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9841287549320692, 'colsample_bytree': 0.9810954548172633, 'gamma': 1.3102815145465063, 'reg_alpha': 0.31498968159234897, 'reg_lambda': 0.9494608107232403}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,710] Trial 11 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 172, 'learning_rate': 0.07164726725451714, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9811545469276262, 'colsample_bytree': 0.911151659177812, 'gamma': 3.509249309045497, 'reg_alpha': 0.24955443515363718, 'reg_lambda': 2.957131689422355}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:40,943] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 242, 'learning_rate': 0.04556674432905801, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7718895407712155, 'colsample_bytree': 0.7571741115872745, 'gamma': 1.223896928450232, 'reg_alpha': 0.1724777316500297, 'reg_lambda': 1.2312962132590664}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,077] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 107, 'learning_rate': 0.14613873769314153, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.908267579314886, 'colsample_bytree': 0.8941711720193974, 'gamma': 3.372786004538974, 'reg_alpha': 0.03858303715103989, 'reg_lambda': 1.5247430223855516}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,217] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.06879335826590212, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7355775470536632, 'colsample_bytree': 0.7353968454217927, 'gamma': 1.3901621088368428, 'reg_alpha': 0.4062275381556103, 'reg_lambda': 0.9568194271424837}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,618] Trial 15 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 104, 'learning_rate': 0.16026413984045088, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8256300177225947, 'colsample_bytree': 0.698801458757876, 'gamma': 2.9769930927499266, 'reg_alpha': 0.19482420448934826, 'reg_lambda': 2.8417725804181906}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:41,846] Trial 16 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 158, 'learning_rate': 0.04639412263255376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9179027822117669, 'colsample_bytree': 0.9223854627842696, 'gamma': 0.6173927078413182, 'reg_alpha': 0.01092316075723615, 'reg_lambda': 0.5367668362486692}. Best is trial 0 with value: 0.7321428571428571.
[I 2025-11-03 19:28:42,025] Trial 17 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.03840367802923468, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9314874437787737, 'colsample_bytree': 0.9311576170452831, 'gamma': 0.7362166207536769, 'reg_alpha': 0.023997027574757152, 'reg_lambda': 0.6270872328485144}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,146] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.023881524830436318, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.951568233449225, 'colsample_bytree': 0.988540564530864, 'gamma': 0.8291582860151234, 'reg_alpha': 0.7037714225013496, 'reg_lambda': 0.8836580176302946}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,302] Trial 19 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 132, 'learning_rate': 0.09491343585015483, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8453496404087233, 'colsample_bytree': 0.9473938791972408, 'gamma': 1.8726344793453178, 'reg_alpha': 0.4499782466296843, 'reg_lambda': 1.2227709234739632}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,447] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.03374469499632531, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9444497538188271, 'colsample_bytree': 0.8818381194805982, 'gamma': 0.5839412884994388, 'reg_alpha': 0.30045244189553866, 'reg_lambda': 0.7359421481518043}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,614] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.044845318088600664, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9156099648675147, 'colsample_bytree': 0.9270615792715806, 'gamma': 0.6899355142883283, 'reg_alpha': 0.002308414923935964, 'reg_lambda': 0.5488604444677446}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:42,882] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.04510454343864191, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9394006339938732, 'colsample_bytree': 0.8065523890983932, 'gamma': 0.0014614394390843888, 'reg_alpha': 0.08757025935348145, 'reg_lambda': 0.5131278509370346}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,127] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.09310508922150819, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8796880855690917, 'colsample_bytree': 0.9358372607391937, 'gamma': 1.712598701004907, 'reg_alpha': 0.005903700451287186, 'reg_lambda': 1.1030573834223485}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,269] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 89, 'learning_rate': 0.03322532458436311, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9897835946115975, 'colsample_bytree': 0.8762528892075425, 'gamma': 0.8302394674820842, 'reg_alpha': 0.12229149195083228, 'reg_lambda': 0.733414203304093}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,391] Trial 25 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.020472586037284565, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9991948439465872, 'colsample_bytree': 0.8747546260117944, 'gamma': 0.8813951024186559, 'reg_alpha': 0.2517528096321517, 'reg_lambda': 0.8438311948595076}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,575] Trial 26 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 54, 'learning_rate': 0.017287770275982297, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9678113327854037, 'colsample_bytree': 0.8085272765982346, 'gamma': 1.827778260684681, 'reg_alpha': 0.25716826023899025, 'reg_lambda': 1.4050600699875297}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,705] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.20218192502864918, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9920498204836173, 'colsample_bytree': 0.8952723017576074, 'gamma': 0.3771471799246042, 'reg_alpha': 0.3382175762997721, 'reg_lambda': 1.023566978462066}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,834] Trial 28 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 98, 'learning_rate': 0.02040642262951895, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8980069894180109, 'colsample_bytree': 0.96434530065003, 'gamma': 1.152927110876378, 'reg_alpha': 0.22756241153516749, 'reg_lambda': 0.8290489417209473}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:43,961] Trial 29 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 71, 'learning_rate': 0.028432049285061777, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9359931252103896, 'colsample_bytree': 0.9999309491460813, 'gamma': 1.0194980533920148, 'reg_alpha': 0.13074840694854545, 'reg_lambda': 1.1439299226766733}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,066] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.05803786706778375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8084085954009066, 'colsample_bytree': 0.8623770312625143, 'gamma': 0.45037335594686567, 'reg_alpha': 0.4532956536465029, 'reg_lambda': 1.6232766152550737}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,190] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.03616204125676946, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9955791179119531, 'colsample_bytree': 0.8783157844153554, 'gamma': 0.9421912691654919, 'reg_alpha': 0.10640479550091496, 'reg_lambda': 0.7189113242976183}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,416] Trial 32 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.017252945942316703, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9601896686561969, 'colsample_bytree': 0.8234436625178146, 'gamma': 1.6327193714526518, 'reg_alpha': 0.15782567768983488, 'reg_lambda': 0.7321513046814508}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,707] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 63, 'learning_rate': 0.029651111170715946, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9618608588458478, 'colsample_bytree': 0.9058697330484292, 'gamma': 2.10940697682778, 'reg_alpha': 0.2058041062322133, 'reg_lambda': 0.7824749069116907}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,829] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.022591927478329, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.998714235703438, 'colsample_bytree': 0.8681453127500961, 'gamma': 0.2933070002232176, 'reg_alpha': 0.08287576473239769, 'reg_lambda': 1.3670369677531833}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:44,977] Trial 35 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 191, 'learning_rate': 0.013737357782778266, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.853504727731935, 'colsample_bytree': 0.7838554335808587, 'gamma': 0.29073817049990724, 'reg_alpha': 0.08128632300908625, 'reg_lambda': 1.8514212082227575}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,270] Trial 36 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 138, 'learning_rate': 0.022014162794302062, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8823424783873087, 'colsample_bytree': 0.8433098596983293, 'gamma': 0.02256866885250819, 'reg_alpha': 0.28209102976231615, 'reg_lambda': 1.4392864327204453}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,439] Trial 37 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.013929213380560449, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9720771440210024, 'colsample_bytree': 0.8266835107781171, 'gamma': 2.632857042074646, 'reg_alpha': 0.07531709644319798, 'reg_lambda': 1.3029221193624896}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,576] Trial 38 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 123, 'learning_rate': 0.027710832827219874, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9350221794035606, 'colsample_bytree': 0.8621463283647711, 'gamma': 0.3511674606816244, 'reg_alpha': 0.36992902539200356, 'reg_lambda': 1.07558251458168}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,775] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 74, 'learning_rate': 0.010026489569610974, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.928923686278941, 'colsample_bytree': 0.6551069197714452, 'gamma': 1.4960955012290582, 'reg_alpha': 0.16117197398656496, 'reg_lambda': 1.7696344908177892}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:45,910] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.018802470666323998, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9996415804620846, 'colsample_bytree': 0.9528169912493611, 'gamma': 0.6429101929559075, 'reg_alpha': 0.7953030950785676, 'reg_lambda': 2.184299494398254}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,138] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 90, 'learning_rate': 0.03781670315584574, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9717653601056926, 'colsample_bytree': 0.8723043403392573, 'gamma': 1.0197744073773538, 'reg_alpha': 0.12234118058748467, 'reg_lambda': 0.6204098455844619}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,246] Trial 42 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.02333511012483101, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9795732360338569, 'colsample_bytree': 0.8917950567558899, 'gamma': 0.8236887147544316, 'reg_alpha': 0.051194393400228355, 'reg_lambda': 0.9074846131455514}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,357] Trial 43 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.03120960784613358, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9995048068704783, 'colsample_bytree': 0.9139118450601336, 'gamma': 0.18273499819683925, 'reg_alpha': 0.21641394631109578, 'reg_lambda': 1.9653790077540938}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,478] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.03895040032528851, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9492874411240099, 'colsample_bytree': 0.8426197425336601, 'gamma': 0.4896682543653689, 'reg_alpha': 0.14792425271676368, 'reg_lambda': 0.670064805298574}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,695] Trial 45 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 114, 'learning_rate': 0.07037242620814901, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6479037417409703, 'colsample_bytree': 0.966175495035399, 'gamma': 1.2277142902439266, 'reg_alpha': 0.5719018170847793, 'reg_lambda': 1.2168082010604686}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,816] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.11200351782599727, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9772630317497248, 'colsample_bytree': 0.781153018191071, 'gamma': 0.796988050690381, 'reg_alpha': 0.05674642438276105, 'reg_lambda': 0.9953504757159817}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:46,983] Trial 47 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 127, 'learning_rate': 0.05220252135022988, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8962847622813117, 'colsample_bytree': 0.9378763905654035, 'gamma': 0.14269833222590833, 'reg_alpha': 0.9705765542786666, 'reg_lambda': 1.558595015741573}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,148] Trial 48 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 102, 'learning_rate': 0.02609085805258847, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9565827603341599, 'colsample_bytree': 0.8569159302459878, 'gamma': 4.793579201421654, 'reg_alpha': 0.2644922389188249, 'reg_lambda': 0.8455126142191726}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,433] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 45, 'learning_rate': 0.014778975258734606, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.741297579102011, 'colsample_bytree': 0.8990900363271543, 'gamma': 1.4042804845026469, 'reg_alpha': 0.1817753087251741, 'reg_lambda': 1.376244177468745}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,556] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.08295837604657626, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8731534331837576, 'colsample_bytree': 0.880747451380889, 'gamma': 1.0741150632131078, 'reg_alpha': 0.1187498647964298, 'reg_lambda': 1.154124542455464}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,705] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.034588858533243526, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9876662748034772, 'colsample_bytree': 0.8283523883314775, 'gamma': 0.9300032051993976, 'reg_alpha': 0.09145318533167723, 'reg_lambda': 0.7516032604425429}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,845] Trial 52 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 117, 'learning_rate': 0.04049306844485529, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9857077047852298, 'colsample_bytree': 0.8793436539248838, 'gamma': 0.5417267345565726, 'reg_alpha': 0.03668380522798491, 'reg_lambda': 0.6342491851350816}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:47,989] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.020495513504320398, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9990571322771167, 'colsample_bytree': 0.9135960093288715, 'gamma': 0.7700318597876242, 'reg_alpha': 0.11170819919874186, 'reg_lambda': 0.6871373382671968}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,105] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.051264554434159865, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9224663549729559, 'colsample_bytree': 0.865853533995897, 'gamma': 0.25495170220223773, 'reg_alpha': 0.19231020263148701, 'reg_lambda': 2.0466750074030973}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,225] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.03427797888254495, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.952460684970634, 'colsample_bytree': 0.849693324789301, 'gamma': 0.92320431638571, 'reg_alpha': 0.3426724975307524, 'reg_lambda': 0.930000052185232}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,348] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 64, 'learning_rate': 0.06451890806612859, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9078281616543348, 'colsample_bytree': 0.9265296910060704, 'gamma': 0.5184617709495175, 'reg_alpha': 0.23236951061309152, 'reg_lambda': 0.5088629752166073}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,665] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 233, 'learning_rate': 0.011818213965309023, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9684335106992152, 'colsample_bytree': 0.8852883149271871, 'gamma': 2.073233670824778, 'reg_alpha': 0.04356020519953746, 'reg_lambda': 1.708665730035435}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:48,896] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.22708885845451482, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.982928208931703, 'colsample_bytree': 0.9417939798743704, 'gamma': 1.3421997900700093, 'reg_alpha': 0.14493074708992085, 'reg_lambda': 1.0708038469321988}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,010] Trial 59 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.08146064471905837, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9440459156499793, 'colsample_bytree': 0.836139945445224, 'gamma': 3.6181567860696027, 'reg_alpha': 0.6503746694225854, 'reg_lambda': 2.4534268798673966}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,158] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 127, 'learning_rate': 0.025091907657188252, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8315551876876703, 'colsample_bytree': 0.8113963803839871, 'gamma': 0.6848597726887165, 'reg_alpha': 0.10308557805310331, 'reg_lambda': 1.2879964098390861}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,391] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.03516183615551487, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9889463005995929, 'colsample_bytree': 0.827942457631616, 'gamma': 0.9795408098815135, 'reg_alpha': 0.08839222992323963, 'reg_lambda': 0.7796744672612397}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,486] Trial 62 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.029288306395326973, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9863588845503416, 'colsample_bytree': 0.8724947605248976, 'gamma': 0.8825652167614145, 'reg_alpha': 0.014999447032648966, 'reg_lambda': 0.8672058268724004}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,608] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.041640355173509884, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9630917703469246, 'colsample_bytree': 0.7939963266200185, 'gamma': 1.1926387438531214, 'reg_alpha': 0.07410452728355858, 'reg_lambda': 0.5723571139657733}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,745] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 73, 'learning_rate': 0.041447327559459526, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9663050734501211, 'colsample_bytree': 0.7518590801180658, 'gamma': 1.5794985246328417, 'reg_alpha': 0.055933437446667386, 'reg_lambda': 0.5911518565558669}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:49,971] Trial 65 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 60, 'learning_rate': 0.05005951431571722, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9274441539991657, 'colsample_bytree': 0.7923875100610251, 'gamma': 1.2134975744475405, 'reg_alpha': 0.17060066305245955, 'reg_lambda': 0.6581049091925992}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,079] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 51, 'learning_rate': 0.14354491924781668, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9595825836656101, 'colsample_bytree': 0.7654342769398818, 'gamma': 0.37825824924422174, 'reg_alpha': 0.2979205936735412, 'reg_lambda': 0.8177656121798018}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,257] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.06032668761894573, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9445773124716532, 'colsample_bytree': 0.8146754086967105, 'gamma': 0.6540621731172914, 'reg_alpha': 0.0007411823701217873, 'reg_lambda': 0.9705453372871431}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,401] Trial 68 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 99, 'learning_rate': 0.031791849604516614, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9139002491499902, 'colsample_bytree': 0.7252755346929031, 'gamma': 2.640018974087416, 'reg_alpha': 0.12812180210519622, 'reg_lambda': 1.4857313640434604}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,598] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.0446729615736108, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7847486565037073, 'colsample_bytree': 0.8941668350528814, 'gamma': 0.21755170583119365, 'reg_alpha': 0.25016002933446446, 'reg_lambda': 2.704112205599282}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,747] Trial 70 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.02141543592460878, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9737643486842184, 'colsample_bytree': 0.8565371059416026, 'gamma': 1.1059389691218267, 'reg_alpha': 0.19771381489625098, 'reg_lambda': 0.7135093960807182}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:50,886] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.034485261643501186, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9992766410906926, 'colsample_bytree': 0.8502569372533841, 'gamma': 0.7650898354778677, 'reg_alpha': 0.08486218507951297, 'reg_lambda': 0.5835069494223635}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,004] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.026954148291532688, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9869100855861682, 'colsample_bytree': 0.8341023161231306, 'gamma': 0.031449423895629935, 'reg_alpha': 0.07720538643582386, 'reg_lambda': 0.7590934548082081}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,123] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.037152311880734264, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9588629954494862, 'colsample_bytree': 0.9041316233415218, 'gamma': 0.43005825269685505, 'reg_alpha': 0.024021722787647123, 'reg_lambda': 0.513698241563735}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,231] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 67, 'learning_rate': 0.019294877384517115, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.979997624756568, 'colsample_bytree': 0.8185997396983593, 'gamma': 1.4707351666207413, 'reg_alpha': 0.14387148410974174, 'reg_lambda': 0.7308272633933978}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,482] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 131, 'learning_rate': 0.02363146631184438, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9323094519723847, 'colsample_bytree': 0.7694487707784732, 'gamma': 0.9274981588298205, 'reg_alpha': 0.1006925493420263, 'reg_lambda': 0.5931235254213874}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,632] Trial 76 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 115, 'learning_rate': 0.04148756017767581, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9924836760812853, 'colsample_bytree': 0.7970242628140662, 'gamma': 1.2345904093144078, 'reg_alpha': 0.060388140888426055, 'reg_lambda': 0.8849189932646214}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,766] Trial 77 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.030448755633366093, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9701244906260321, 'colsample_bytree': 0.9159860519770285, 'gamma': 0.5984636680041098, 'reg_alpha': 0.43368088025893237, 'reg_lambda': 1.039672301719902}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:51,878] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 56, 'learning_rate': 0.04962500199461909, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9508476816926122, 'colsample_bytree': 0.8747927461739298, 'gamma': 1.835412269824174, 'reg_alpha': 0.17212107780847372, 'reg_lambda': 0.8092806700366999}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,007] Trial 79 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 121, 'learning_rate': 0.055040868209663196, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6927625126243557, 'colsample_bytree': 0.9725205824434765, 'gamma': 0.32896134872406274, 'reg_alpha': 0.22777578430836495, 'reg_lambda': 0.6952947100136608}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,188] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 106, 'learning_rate': 0.03238766629874817, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9763251796688909, 'colsample_bytree': 0.843283602887108, 'gamma': 1.0982798641892653, 'reg_alpha': 0.11112304526484541, 'reg_lambda': 1.1861500797084654}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,334] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.03592986132179145, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9902884806764708, 'colsample_bytree': 0.824799629146083, 'gamma': 0.96788633796894, 'reg_alpha': 0.08504520010456948, 'reg_lambda': 0.7745070710415711}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,455] Trial 82 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.04258742610247499, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9905672477041996, 'colsample_bytree': 0.8311781062830883, 'gamma': 0.7624551584894065, 'reg_alpha': 0.06317675784324092, 'reg_lambda': 0.9392327870236085}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,594] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.037756033248752645, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9639622255643017, 'colsample_bytree': 0.8888538937444224, 'gamma': 0.9697268841636915, 'reg_alpha': 0.025637940412369907, 'reg_lambda': 0.6599819439233494}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,873] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.046076767254541164, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9367966404603103, 'colsample_bytree': 0.8067047053666685, 'gamma': 0.5333065320009492, 'reg_alpha': 0.4918391929399313, 'reg_lambda': 0.785572141610888}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:52,988] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.04741705687677388, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9400048807682841, 'colsample_bytree': 0.7847309079508392, 'gamma': 0.12665694345306025, 'reg_alpha': 0.4868468985289035, 'reg_lambda': 1.1138664655187758}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,062] Trial 86 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 48, 'learning_rate': 0.04690231968295184, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8976050361891927, 'colsample_bytree': 0.7810806903250963, 'gamma': 0.15456188962446546, 'reg_alpha': 0.37137563919909566, 'reg_lambda': 1.2408539612061487}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,206] Trial 87 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.016237527322184087, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9403874718104073, 'colsample_bytree': 0.800709902369754, 'gamma': 0.39204163174188583, 'reg_alpha': 0.4942025100538212, 'reg_lambda': 1.3638732134747202}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,320] Trial 88 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 60, 'learning_rate': 0.056063353277109325, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9062383370304017, 'colsample_bytree': 0.7351386626648532, 'gamma': 0.5073147695539074, 'reg_alpha': 0.6155816758321695, 'reg_lambda': 1.0002677203858175}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,407] Trial 89 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 29, 'learning_rate': 0.06367559348997297, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9227750905978085, 'colsample_bytree': 0.7645394404167127, 'gamma': 0.0666670867554799, 'reg_alpha': 0.5423370761037001, 'reg_lambda': 1.1127865482850514}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,533] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.18038579478177416, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.871333782616448, 'colsample_bytree': 0.8693430489356822, 'gamma': 0.2741313573480184, 'reg_alpha': 0.5006221567961795, 'reg_lambda': 0.8432655147630833}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,647] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.17517938190480772, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9352178707611853, 'colsample_bytree': 0.8654794688599857, 'gamma': 0.2677185035931118, 'reg_alpha': 0.5061397826903643, 'reg_lambda': 0.8502204012249152}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,754] Trial 92 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 71, 'learning_rate': 0.18702194686502469, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8646452759539256, 'colsample_bytree': 0.8663115065292785, 'gamma': 0.3011107866238828, 'reg_alpha': 0.4791237815486359, 'reg_lambda': 0.8668542088401018}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:53,881] Trial 93 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 77, 'learning_rate': 0.2957634702432025, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9390015264528841, 'colsample_bytree': 0.8512552511777187, 'gamma': 0.13528591582837046, 'reg_alpha': 0.4171368347403337, 'reg_lambda': 1.0370878993840635}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 19:28:54,178] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 80, 'learning_rate': 0.17541800023753154, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9179261644696015, 'colsample_bytree': 0.7039306716287329, 'gamma': 0.2405252627912999, 'reg_alpha': 0.5134208378592877, 'reg_lambda': 0.5550635634856373}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,291] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.1752309851032362, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9138150935618103, 'colsample_bytree': 0.6810966287409594, 'gamma': 0.25884142881992567, 'reg_alpha': 0.5271873477757915, 'reg_lambda': 0.539134176056563}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,407] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.13131523679585003, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8907718909217174, 'colsample_bytree': 0.7412509794606903, 'gamma': 0.47478460196978745, 'reg_alpha': 0.5888159076401491, 'reg_lambda': 0.626803231067725}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,502] Trial 97 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 41, 'learning_rate': 0.21719052859161203, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9050222683727568, 'colsample_bytree': 0.7106457519211018, 'gamma': 0.03732530540987944, 'reg_alpha': 0.535632408142642, 'reg_lambda': 1.4402433389539224}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,668] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.16497562649751893, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9285393550100854, 'colsample_bytree': 0.6737598340990105, 'gamma': 0.5762847949718228, 'reg_alpha': 0.7329167182137639, 'reg_lambda': 0.9219407149904518}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,785] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.14791725055448168, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8854744701630173, 'colsample_bytree': 0.6501586544922102, 'gamma': 0.18636475878672143, 'reg_alpha': 0.4637274034538298, 'reg_lambda': 1.2904546045198384}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:54,906] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.10625606690749234, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9188720447846023, 'colsample_bytree': 0.7903884314218632, 'gamma': 0.6735875218183935, 'reg_alpha': 0.3982802676091617, 'reg_lambda': 0.5660816624089938}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,031] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.1983872386096992, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9514535961061288, 'colsample_bytree': 0.9033707350269132, 'gamma': 0.3983964688004291, 'reg_alpha': 0.5050634934235856, 'reg_lambda': 0.8431543752088889}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,186] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.21216674788695408, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9443951581136322, 'colsample_bytree': 0.8609646147252801, 'gamma': 0.25904555047698746, 'reg_alpha': 0.5055363396282699, 'reg_lambda': 0.6865908681230973}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,305] Trial 103 finished with value: 0.726190476190476 and parameters: {'n_estimators': 84, 'learning_rate': 0.25113341996784994, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9608420775490223, 'colsample_bytree': 0.6291430289806034, 'gamma': 0.5366769179130026, 'reg_alpha': 0.5748380567944225, 'reg_lambda': 0.8068902739533597}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,422] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 101, 'learning_rate': 0.176523273619731, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9326212133202443, 'colsample_bytree': 0.8694024081525199, 'gamma': 0.7555897847544809, 'reg_alpha': 0.440514797613179, 'reg_lambda': 0.9685609129175041}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,541] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.24452106805905247, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8166843987821203, 'colsample_bytree': 0.7742415720327178, 'gamma': 0.3406578027868973, 'reg_alpha': 0.556018069427265, 'reg_lambda': 1.1298842590952127}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,656] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.2716602864736838, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9762393309366648, 'colsample_bytree': 0.8849966744362169, 'gamma': 0.12285405184811063, 'reg_alpha': 0.8822039793411195, 'reg_lambda': 2.295913275949875}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:55,773] Trial 107 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 61, 'learning_rate': 0.1224503666962915, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9487343086365579, 'colsample_bytree': 0.8824081440912419, 'gamma': 0.14411717628254922, 'reg_alpha': 0.9029574427233349, 'reg_lambda': 2.3117277250754165}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,054] Trial 108 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 69, 'learning_rate': 0.08011694244957726, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9552373513646396, 'colsample_bytree': 0.9257791017949081, 'gamma': 0.024066324907884157, 'reg_alpha': 0.8511089183214271, 'reg_lambda': 2.9868287570203185}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,162] Trial 109 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 64, 'learning_rate': 0.15197703940704882, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8441952781825337, 'colsample_bytree': 0.8073862217661469, 'gamma': 3.087583111813111, 'reg_alpha': 0.7088881057218519, 'reg_lambda': 1.5950941498561655}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,313] Trial 110 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 52, 'learning_rate': 0.234298091699558, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9210994144488855, 'colsample_bytree': 0.8984105110641921, 'gamma': 0.25090071377900347, 'reg_alpha': 0.4726920152084301, 'reg_lambda': 2.714577577958816}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,446] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.28220117582532683, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9745671655591539, 'colsample_bytree': 0.890762721046538, 'gamma': 0.4386668683244451, 'reg_alpha': 0.3332288248668575, 'reg_lambda': 2.0844821375849554}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,562] Trial 112 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 74, 'learning_rate': 0.27823361352066156, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9366967565255407, 'colsample_bytree': 0.8853061754499095, 'gamma': 0.4397246013098748, 'reg_alpha': 0.3382756041627653, 'reg_lambda': 2.2262958502506813}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,751] Trial 113 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.27811341444870025, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9734977404441181, 'colsample_bytree': 0.856114102104498, 'gamma': 0.12099789254027776, 'reg_alpha': 0.3147418362865145, 'reg_lambda': 2.0812444944357096}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:56,926] Trial 114 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 209, 'learning_rate': 0.13700756804564393, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8727940565779796, 'colsample_bytree': 0.9347049326584665, 'gamma': 0.6387491400566929, 'reg_alpha': 0.9931370248442487, 'reg_lambda': 2.3079091607848703}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,062] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.19328607254899388, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9647706983006386, 'colsample_bytree': 0.8396640190791654, 'gamma': 0.33896543676007346, 'reg_alpha': 0.2844724866394887, 'reg_lambda': 2.560873527709621}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,187] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.18730469169729844, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9651327964386291, 'colsample_bytree': 0.9083723158313965, 'gamma': 0.4563323278221304, 'reg_alpha': 0.632845980533657, 'reg_lambda': 2.5439244114686184}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,296] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.2687766650960045, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9804924360587942, 'colsample_bytree': 0.8727669616195296, 'gamma': 0.33251520085699754, 'reg_alpha': 0.2759649978287042, 'reg_lambda': 1.9559937105242078}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,519] Trial 118 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 91, 'learning_rate': 0.20006447332663918, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7488900124942992, 'colsample_bytree': 0.8410130001004649, 'gamma': 0.5884674505632236, 'reg_alpha': 0.3508804147945892, 'reg_lambda': 2.568833038890597}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,638] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 83, 'learning_rate': 0.16334133633347003, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9562584988593154, 'colsample_bytree': 0.8181143605656115, 'gamma': 0.23796988159481097, 'reg_alpha': 0.39357775377330323, 'reg_lambda': 2.601519936510027}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,751] Trial 120 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.22433024260355236, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9729547534082358, 'colsample_bytree': 0.6002778959353378, 'gamma': 2.4355840877421726, 'reg_alpha': 0.2958740564787139, 'reg_lambda': 2.4378251426442357}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:57,895] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 99, 'learning_rate': 0.18169470138991772, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9652652654061117, 'colsample_bytree': 0.9093806134835433, 'gamma': 0.4626163201048488, 'reg_alpha': 0.6571032103858548, 'reg_lambda': 2.816537522396693}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,019] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.19509016958524636, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.964361070471805, 'colsample_bytree': 0.8899459228199554, 'gamma': 0.4146100016843838, 'reg_alpha': 0.5962563356874656, 'reg_lambda': 2.5173851382260524}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,238] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.25316151393203945, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9790292716974075, 'colsample_bytree': 0.9188443683014063, 'gamma': 0.004161559484891275, 'reg_alpha': 0.7611148394566616, 'reg_lambda': 2.455844053124599}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,374] Trial 124 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.21040253346134996, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9451958740463936, 'colsample_bytree': 0.9478691254391272, 'gamma': 0.6849105654583671, 'reg_alpha': 0.5156051860776162, 'reg_lambda': 2.694104179866737}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,523] Trial 125 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.04793596570222075, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9994786500300648, 'colsample_bytree': 0.8978755670014469, 'gamma': 0.8269684287591863, 'reg_alpha': 0.6217405141746504, 'reg_lambda': 2.3900773692148194}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,655] Trial 126 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 88, 'learning_rate': 0.1599638339698072, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9299928290436072, 'colsample_bytree': 0.8774695158300402, 'gamma': 0.5203437788425732, 'reg_alpha': 0.4906955851497559, 'reg_lambda': 1.7245402907567184}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,770] Trial 127 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.2981178342652762, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9684618953175224, 'colsample_bytree': 0.9328806101237834, 'gamma': 0.14241062405724517, 'reg_alpha': 0.45393257371847984, 'reg_lambda': 2.6435378058170036}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:58,900] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05236565764683423, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9831916298423574, 'colsample_bytree': 0.8674441753506018, 'gamma': 0.31973614075508894, 'reg_alpha': 0.42987949504819306, 'reg_lambda': 1.8066801500194223}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,079] Trial 129 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 153, 'learning_rate': 0.23667310571005448, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9544547477162509, 'colsample_bytree': 0.8014453471802653, 'gamma': 0.20951266655467143, 'reg_alpha': 0.8999677368722706, 'reg_lambda': 2.0872085694537343}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,186] Trial 130 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 67, 'learning_rate': 0.018318072050717844, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.940433378944322, 'colsample_bytree': 0.9086360576429343, 'gamma': 4.131483446534, 'reg_alpha': 0.8156404159156436, 'reg_lambda': 2.2408498600139284}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,324] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.12432335927848528, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.911838878933664, 'colsample_bytree': 0.8901234619653712, 'gamma': 0.3802330485148002, 'reg_alpha': 0.2494775935923373, 'reg_lambda': 0.617957205592806}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,469] Trial 132 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 122, 'learning_rate': 0.18913055854631683, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9278628203641857, 'colsample_bytree': 0.8537861364756612, 'gamma': 0.11433893149986007, 'reg_alpha': 0.5504293097061121, 'reg_lambda': 1.2534270373226635}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,606] Trial 133 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 86, 'learning_rate': 0.04474764264606636, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9606240602049045, 'colsample_bytree': 0.8815515612889657, 'gamma': 0.5554002475776668, 'reg_alpha': 0.3223371615083874, 'reg_lambda': 2.8221267803769705}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:28:59,800] Trial 134 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 77, 'learning_rate': 0.26195113904694495, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9489578696784076, 'colsample_bytree': 0.8613421911673448, 'gamma': 0.44696651369285734, 'reg_alpha': 0.2793819373832383, 'reg_lambda': 1.3345193202267671}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,002] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.17410523231810382, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9933748034550954, 'colsample_bytree': 0.8727424552733245, 'gamma': 0.7086624087162958, 'reg_alpha': 0.48505767307932496, 'reg_lambda': 1.189771190417878}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,144] Trial 136 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.016036546530621323, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.976239984017665, 'colsample_bytree': 0.8505187526075536, 'gamma': 0.2833740436468558, 'reg_alpha': 0.2120552241589838, 'reg_lambda': 2.540657198315151}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,262] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.09267679841441408, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9384467223723221, 'colsample_bytree': 0.8631443286870383, 'gamma': 0.21575719002881238, 'reg_alpha': 0.3617100486032175, 'reg_lambda': 0.7162117543622182}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,389] Trial 138 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 115, 'learning_rate': 0.1554556158837029, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9551272528219575, 'colsample_bytree': 0.8945984492439122, 'gamma': 0.8533038404584901, 'reg_alpha': 0.5236713521040163, 'reg_lambda': 0.5654531924555783}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,589] Trial 139 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.1374362274305674, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9030278377611575, 'colsample_bytree': 0.8461723160635679, 'gamma': 0.5753476718594437, 'reg_alpha': 0.24502915667330963, 'reg_lambda': 0.7678343000180277}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,726] Trial 140 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 145, 'learning_rate': 0.11498703720786733, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6041568540906159, 'colsample_bytree': 0.83671411815379, 'gamma': 0.3593197424370934, 'reg_alpha': 0.3818779671580533, 'reg_lambda': 0.6580679124783618}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,848] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.043553496142012135, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9838671922023106, 'colsample_bytree': 0.8769013385496186, 'gamma': 0.48859242442135925, 'reg_alpha': 0.14461338123381753, 'reg_lambda': 0.5001415926562798}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:00,969] Trial 142 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 75, 'learning_rate': 0.043085739428145205, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9851414148847846, 'colsample_bytree': 0.9032298522589791, 'gamma': 0.46699433226651293, 'reg_alpha': 0.13809686444224778, 'reg_lambda': 0.538461363738159}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,080] Trial 143 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.208235565502873, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9725246870798837, 'colsample_bytree': 0.8808679248776419, 'gamma': 0.12496259988355635, 'reg_alpha': 0.1930924477170063, 'reg_lambda': 0.9036970788352752}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,309] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.040278120410295354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9664905747420562, 'colsample_bytree': 0.920060474123022, 'gamma': 0.3139597239512558, 'reg_alpha': 0.15936663584153116, 'reg_lambda': 0.5077986129523078}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,429] Trial 145 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.17352869509720661, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9925014364908521, 'colsample_bytree': 0.7582822127808846, 'gamma': 0.6139926742095921, 'reg_alpha': 0.6896896717260734, 'reg_lambda': 0.5929353441980754}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,577] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.05922340318298497, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9235294275457961, 'colsample_bytree': 0.887531980276353, 'gamma': 0.07900764862709952, 'reg_alpha': 0.23326163391020516, 'reg_lambda': 0.6298755688631219}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,768] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.06709546167284929, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9189208093305223, 'colsample_bytree': 0.8861102551969965, 'gamma': 0.003666038286596285, 'reg_alpha': 0.025984212869877996, 'reg_lambda': 0.6258808449422971}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:01,930] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.03938179117238731, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9240150615410111, 'colsample_bytree': 0.8706992990131416, 'gamma': 0.19672491606925072, 'reg_alpha': 0.411525309251387, 'reg_lambda': 0.6818168229201281}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,148] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 57, 'learning_rate': 0.022528973374302347, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9346083564878339, 'colsample_bytree': 0.7891420507670438, 'gamma': 0.11222922994186907, 'reg_alpha': 0.3189174046936409, 'reg_lambda': 0.8321810848638124}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,332] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.04541073905769284, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9819068646310234, 'colsample_bytree': 0.7012992651310208, 'gamma': 0.7246672287433182, 'reg_alpha': 0.2279540838012714, 'reg_lambda': 0.5018505157199313}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,428] Trial 151 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 69, 'learning_rate': 0.0473957153426746, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.982334048126028, 'colsample_bytree': 0.718312616292198, 'gamma': 0.7646416448351574, 'reg_alpha': 0.22951031954603465, 'reg_lambda': 0.5611890334161713}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,553] Trial 152 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.06019139204620639, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9944001602288005, 'colsample_bytree': 0.6981012781724908, 'gamma': 0.45770341651230084, 'reg_alpha': 0.26048227294139353, 'reg_lambda': 0.5011706541617311}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,747] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.051181897105277534, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9776073714523621, 'colsample_bytree': 0.6977557651346742, 'gamma': 0.2605065087733799, 'reg_alpha': 0.04889258013760074, 'reg_lambda': 0.6332704838159706}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:02,894] Trial 154 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.053623974059903295, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9454415815622704, 'colsample_bytree': 0.6837564404371756, 'gamma': 0.2791564115264589, 'reg_alpha': 0.0038439932134632926, 'reg_lambda': 1.667409313599184}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,018] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.05646036413623929, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9632881000012777, 'colsample_bytree': 0.7041593332738496, 'gamma': 0.3695752815546595, 'reg_alpha': 0.03573924119395236, 'reg_lambda': 0.7241960715198034}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,164] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.07561363149702426, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7987091425288868, 'colsample_bytree': 0.6906569629478188, 'gamma': 0.06571840640876958, 'reg_alpha': 0.4645202120579565, 'reg_lambda': 0.6410810075100632}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,298] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.012490865930896941, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9705281565355837, 'colsample_bytree': 0.6577184522952114, 'gamma': 0.6503284244004545, 'reg_alpha': 0.3027372541730405, 'reg_lambda': 0.7870386858432249}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,460] Trial 158 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 78, 'learning_rate': 0.04772003018058373, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6592058758720133, 'colsample_bytree': 0.717647438722882, 'gamma': 2.0736081708692984, 'reg_alpha': 0.06306666712589983, 'reg_lambda': 2.1438940267013677}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,588] Trial 159 finished with value: 0.744047619047619 and parameters: {'n_estimators': 71, 'learning_rate': 0.22020343599440495, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9734940945298708, 'colsample_bytree': 0.7103652433881853, 'gamma': 0.22238651639765644, 'reg_alpha': 0.5080517638842378, 'reg_lambda': 0.6052305159400801}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,721] Trial 160 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 71, 'learning_rate': 0.050003772701332855, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9993504372923203, 'colsample_bytree': 0.7082388899771094, 'gamma': 0.21283982401285806, 'reg_alpha': 0.55876646563673, 'reg_lambda': 0.593440319875255}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,869] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.22739290958708763, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9763870181922814, 'colsample_bytree': 0.6924125741891147, 'gamma': 0.28953812532016093, 'reg_alpha': 0.506410894018448, 'reg_lambda': 0.661276097006348}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:03,984] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.22117666029665425, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9788565006865253, 'colsample_bytree': 0.7257823614769325, 'gamma': 0.1887089631835095, 'reg_alpha': 0.507362956313424, 'reg_lambda': 0.688674049651125}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:04,105] Trial 163 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 76, 'learning_rate': 0.26975460920207, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9744489341753961, 'colsample_bytree': 0.6926686145993354, 'gamma': 0.2858160213405224, 'reg_alpha': 0.5278600003372372, 'reg_lambda': 0.6425769178756169}. Best is trial 94 with value: 0.7559523809523809.
[I 2025-11-03 19:29:04,286] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.24026671050900753, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9899671226270327, 'colsample_bytree': 0.6798350752829663, 'gamma': 0.0748080496805987, 'reg_alpha': 0.48167620650277027, 'reg_lambda': 0.7680816807380726}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,413] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.24826698486411622, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9874303439425833, 'colsample_bytree': 0.6689451431006596, 'gamma': 0.02175214393189903, 'reg_alpha': 0.4472347592514758, 'reg_lambda': 0.7469280820649242}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,533] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.2333591396443258, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9911856850089977, 'colsample_bytree': 0.6701895620330951, 'gamma': 0.002899263098118693, 'reg_alpha': 0.47448674680245395, 'reg_lambda': 0.7547225668429937}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,773] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.2415882316615265, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9899165115375052, 'colsample_bytree': 0.6594947472722733, 'gamma': 0.02435685054922985, 'reg_alpha': 0.43820917776659324, 'reg_lambda': 0.7461848934076847}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:04,942] Trial 168 finished with value: 0.755952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.24237419152580805, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9999868836795514, 'colsample_bytree': 0.670037976489106, 'gamma': 0.09877198190595261, 'reg_alpha': 0.4583988265130998, 'reg_lambda': 0.5767873518064375}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,047] Trial 169 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 38, 'learning_rate': 0.23272021386050892, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9892680339887406, 'colsample_bytree': 0.6717973635050204, 'gamma': 0.06638828739640468, 'reg_alpha': 0.4583774727908081, 'reg_lambda': 0.5829661040226729}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,189] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.25326886802823034, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9881827159356945, 'colsample_bytree': 0.6689831245005372, 'gamma': 0.017189162597973262, 'reg_alpha': 0.4726855942380074, 'reg_lambda': 0.6111996241189658}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,295] Trial 171 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.22985074272203657, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.999686399316289, 'colsample_bytree': 0.6711420340100201, 'gamma': 0.0023199762921060074, 'reg_alpha': 0.4672308136058064, 'reg_lambda': 0.6039326656446405}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,395] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.24641657181250834, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9904370437026268, 'colsample_bytree': 0.6769406536471057, 'gamma': 0.09719729212447567, 'reg_alpha': 0.46528725400898485, 'reg_lambda': 0.6850172910113276}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,500] Trial 173 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.2538205001693338, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9883789673146828, 'colsample_bytree': 0.6696644205012457, 'gamma': 0.0853570576440712, 'reg_alpha': 0.45424273741622107, 'reg_lambda': 0.6996960876358418}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,608] Trial 174 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 42, 'learning_rate': 0.2396804256025324, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9882641383425251, 'colsample_bytree': 0.6822161068641017, 'gamma': 0.09206562957602135, 'reg_alpha': 0.4147251047511084, 'reg_lambda': 0.6465189441562648}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,794] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.24151679135255652, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9863100723161674, 'colsample_bytree': 0.6421922356274627, 'gamma': 0.08136285139106572, 'reg_alpha': 0.4152606130620726, 'reg_lambda': 0.5557310068628614}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:05,892] Trial 176 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.21874928331567564, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9833281087719091, 'colsample_bytree': 0.6275855544667517, 'gamma': 0.20240653289861713, 'reg_alpha': 0.4247769508710851, 'reg_lambda': 0.5428999009911523}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,025] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.2339010800693659, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9861467302687322, 'colsample_bytree': 0.6659657759713216, 'gamma': 0.0032029287188502786, 'reg_alpha': 0.41456567671064415, 'reg_lambda': 0.6368323573521636}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,159] Trial 178 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 44, 'learning_rate': 0.2886763782601203, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9869680101249194, 'colsample_bytree': 0.6386066158235246, 'gamma': 0.007669312130725622, 'reg_alpha': 0.3953353345540348, 'reg_lambda': 0.5783865727090798}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,266] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.20432944305150716, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9923982636133615, 'colsample_bytree': 0.6626022438750919, 'gamma': 0.11753475141402056, 'reg_alpha': 0.40861413819764186, 'reg_lambda': 0.6165685691074062}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,487] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.23750640392157166, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9810857650451185, 'colsample_bytree': 0.6483555005652171, 'gamma': 0.1550985854236395, 'reg_alpha': 0.44382805929890445, 'reg_lambda': 0.5481866166507635}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,595] Trial 181 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.2625266051590659, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9745286734269378, 'colsample_bytree': 0.6841059815552247, 'gamma': 0.07358251509993684, 'reg_alpha': 0.48127400842755974, 'reg_lambda': 0.6450996283069041}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,707] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.224617504325174, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9808602957513192, 'colsample_bytree': 0.6656502947587729, 'gamma': 0.010302334684232167, 'reg_alpha': 0.5060761430251903, 'reg_lambda': 0.7426184870072837}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:06,842] Trial 183 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 50, 'learning_rate': 0.2481559051600025, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9931960904889591, 'colsample_bytree': 0.6428698336533563, 'gamma': 0.008665353804774229, 'reg_alpha': 0.44227943208093284, 'reg_lambda': 0.7195654379929195}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,000] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.21428685698342656, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9841162379613406, 'colsample_bytree': 0.6667266075595998, 'gamma': 0.20156910176248632, 'reg_alpha': 0.3825799826726457, 'reg_lambda': 0.5980609848289484}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,113] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.21664170108863473, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9824930590238773, 'colsample_bytree': 0.6752631173740684, 'gamma': 0.19092560168179457, 'reg_alpha': 0.42238149995991414, 'reg_lambda': 0.6032016456256557}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,212] Trial 186 finished with value: 0.6309523809523808 and parameters: {'n_estimators': 32, 'learning_rate': 0.2136264677722388, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9880333939567169, 'colsample_bytree': 0.6663172292249195, 'gamma': 4.996513094181703, 'reg_alpha': 0.48053281081518184, 'reg_lambda': 0.591837578292295}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,310] Trial 187 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.22689139881331988, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9983856494464116, 'colsample_bytree': 0.678735082948053, 'gamma': 0.1829063168506391, 'reg_alpha': 0.4235081460096688, 'reg_lambda': 0.5421892411687445}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:29:07,425] Trial 188 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 41, 'learning_rate': 0.20424310429053166, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9826218247832407, 'colsample_bytree': 0.6523455807667624, 'gamma': 0.000572272194639178, 'reg_alpha': 0.3699867843600576, 'reg_lambda': 0.6347353630902847}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:07,579] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.20427680041033094, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9815680947737042, 'colsample_bytree': 0.6544421925242533, 'gamma': 0.06452017205896526, 'reg_alpha': 0.38073592120032074, 'reg_lambda': 0.7584306155793399}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:07,715] Trial 190 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.20403684499008423, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9997524062623565, 'colsample_bytree': 0.6499141745057282, 'gamma': 0.004300316175570806, 'reg_alpha': 0.37477963739419906, 'reg_lambda': 0.7569748863150687}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:07,815] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.2373500271330749, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9835432566267827, 'colsample_bytree': 0.6630225616089627, 'gamma': 0.08323944017102564, 'reg_alpha': 0.3854815661069774, 'reg_lambda': 0.6569943350005369}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,028] Trial 192 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.23695973252370828, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9879545077131169, 'colsample_bytree': 0.6650112686742757, 'gamma': 0.10937979885818518, 'reg_alpha': 0.3940047381092042, 'reg_lambda': 0.6721204358148691}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,130] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.2388595725294458, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9862543613342303, 'colsample_bytree': 0.6656168809391156, 'gamma': 0.10459899628925641, 'reg_alpha': 0.38620199190235543, 'reg_lambda': 0.740131355945829}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,230] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.23901188834720236, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9860756357339691, 'colsample_bytree': 0.6653670974056248, 'gamma': 0.11446089459933577, 'reg_alpha': 0.38109003044840223, 'reg_lambda': 0.7390016957048218}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,428] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.24160843131592089, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9861701824013623, 'colsample_bytree': 0.664931919126497, 'gamma': 0.1196904508179971, 'reg_alpha': 0.3940877558813831, 'reg_lambda': 0.7336170287624685}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,544] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 34, 'learning_rate': 0.25100836854506625, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9913882241001583, 'colsample_bytree': 0.6556353409031971, 'gamma': 0.0032676835028888334, 'reg_alpha': 0.3523907934605616, 'reg_lambda': 0.6731336703817166}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,640] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.23336010973914018, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9821697955187246, 'colsample_bytree': 0.6396556830136024, 'gamma': 0.14578353869569946, 'reg_alpha': 0.36074265226041774, 'reg_lambda': 0.7832538837274572}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,756] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.2634410833373098, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.981067429907068, 'colsample_bytree': 0.6350802086417305, 'gamma': 0.16935734523371443, 'reg_alpha': 0.35429291074318103, 'reg_lambda': 0.6803005859757746}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,873] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.21114077834589892, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9812345433973417, 'colsample_bytree': 0.6562273346954186, 'gamma': 0.13533762004572433, 'reg_alpha': 0.37485216101570684, 'reg_lambda': 0.8024997674146626}. Best is trial 188 with value: 0.7976190476190476.
[I 2025-11-03 19:29:08,877] A new study created in memory with name: no-name-bc5cfccc-12b6-4c1e-b207-a9eaa9d4e183
[I 2025-11-03 19:29:09,093] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 59, 'learning_rate': 0.17770344996263732, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8420353371544831, 'colsample_bytree': 0.8805197704877985, 'gamma': 3.3316960645942832, 'reg_alpha': 0.04813888791833143, 'reg_lambda': 0.9653286629751854}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:29:09,341] Trial 1 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 231, 'learning_rate': 0.19645064013792132, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7825769723154579, 'colsample_bytree': 0.9605376339405054, 'gamma': 3.6088087810558864, 'reg_alpha': 0.008650873769267653, 'reg_lambda': 2.098842223679791}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:29:09,411] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.01232990489431397, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6442231462697233, 'colsample_bytree': 0.8551612308250769, 'gamma': 4.876003401710986, 'reg_alpha': 0.6805919231446639, 'reg_lambda': 1.858389540789298}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:29:09,698] Trial 3 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 203, 'learning_rate': 0.011870359814368707, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7513086481067989, 'colsample_bytree': 0.9324746787879196, 'gamma': 4.526232157135942, 'reg_alpha': 0.34519992044428294, 'reg_lambda': 1.7381306678386124}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:09,807] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.09024127656203029, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7628134112489962, 'colsample_bytree': 0.9532397253740242, 'gamma': 2.7389345017276856, 'reg_alpha': 0.1700871267514179, 'reg_lambda': 2.545375169501664}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:09,921] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.07494801104974076, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7097991504694743, 'colsample_bytree': 0.7493457933243346, 'gamma': 1.3343475150787054, 'reg_alpha': 0.8306810249772197, 'reg_lambda': 2.3140901072531697}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,047] Trial 6 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 54, 'learning_rate': 0.1782996712461914, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6042125376965392, 'colsample_bytree': 0.6635565674574257, 'gamma': 0.2983751590064354, 'reg_alpha': 0.12188660068989654, 'reg_lambda': 1.1777233708382586}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,139] Trial 7 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.014597488559307063, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6121130010342726, 'colsample_bytree': 0.8661094843804988, 'gamma': 2.5387995786530695, 'reg_alpha': 0.1977997574632836, 'reg_lambda': 2.9290195707253357}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,297] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 213, 'learning_rate': 0.1378772872954943, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9831418447382314, 'colsample_bytree': 0.6541670849429305, 'gamma': 2.2650484092738816, 'reg_alpha': 0.9088130944422602, 'reg_lambda': 2.319826997729046}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,463] Trial 9 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.05447787624358542, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7272162827009212, 'colsample_bytree': 0.7131147779460943, 'gamma': 4.879946737440947, 'reg_alpha': 0.327984043883055, 'reg_lambda': 2.552488103136297}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,669] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.027281991904923513, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8664903880225416, 'colsample_bytree': 0.9975726758671458, 'gamma': 4.158154421311183, 'reg_alpha': 0.46703654036637354, 'reg_lambda': 1.4709018561739193}. Best is trial 3 with value: 0.6904761904761906.
[I 2025-11-03 19:29:10,831] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.29464195391468095, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8658312923294904, 'colsample_bytree': 0.8658120413008394, 'gamma': 3.781053505877678, 'reg_alpha': 0.4437095308361507, 'reg_lambda': 0.5726537341735025}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,031] Trial 12 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 176, 'learning_rate': 0.030393501045216934, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9259551495462065, 'colsample_bytree': 0.8086392935050777, 'gamma': 4.0502415754318335, 'reg_alpha': 0.5052093609504076, 'reg_lambda': 0.5651743579862184}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,193] Trial 13 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 182, 'learning_rate': 0.02756299433812236, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8619126544106006, 'colsample_bytree': 0.9219710754812974, 'gamma': 4.163804837473012, 'reg_alpha': 0.3869170099473249, 'reg_lambda': 0.5661608014661428}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,425] Trial 14 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 245, 'learning_rate': 0.29811232097754425, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9170896365964356, 'colsample_bytree': 0.7999442597694797, 'gamma': 3.141635869182023, 'reg_alpha': 0.6360740721182879, 'reg_lambda': 1.5688091984407841}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,654] Trial 15 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 149, 'learning_rate': 0.047867556303948774, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6895740469085893, 'colsample_bytree': 0.9144657525007176, 'gamma': 1.7637948790161464, 'reg_alpha': 0.2911725841803325, 'reg_lambda': 1.0091261960395905}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:11,873] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.01953355530125933, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8187718597014181, 'colsample_bytree': 0.8128976471486993, 'gamma': 4.41728915052887, 'reg_alpha': 0.574058243296589, 'reg_lambda': 1.4113794330001905}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,021] Trial 17 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 151, 'learning_rate': 0.010068279765532517, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9115535886876724, 'colsample_bytree': 0.9073628858537329, 'gamma': 3.789646736489445, 'reg_alpha': 0.7794197313692277, 'reg_lambda': 0.8259553565832137}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,176] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.10224284370185065, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7524278580780724, 'colsample_bytree': 0.7526883358661328, 'gamma': 4.561803697439982, 'reg_alpha': 0.2717688269072721, 'reg_lambda': 1.7920398155943622}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,278] Trial 19 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.27648194261168607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.982901399636169, 'colsample_bytree': 0.8406389975663923, 'gamma': 3.1066990847334828, 'reg_alpha': 0.4836989170742798, 'reg_lambda': 1.2645428986934695}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,472] Trial 20 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 25, 'learning_rate': 0.03876609033375556, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8124066862366807, 'colsample_bytree': 0.9899096554755114, 'gamma': 3.6413575111319423, 'reg_alpha': 0.39928805531216827, 'reg_lambda': 1.9766890833178883}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,653] Trial 21 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.20195673996660904, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8605466830191623, 'colsample_bytree': 0.8772120682020348, 'gamma': 3.243648431018486, 'reg_alpha': 0.006788147062405971, 'reg_lambda': 0.6902531904523512}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,817] Trial 22 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.13037576092323966, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8310894679991152, 'colsample_bytree': 0.900172022466693, 'gamma': 3.5550577097054625, 'reg_alpha': 0.09756959968432746, 'reg_lambda': 0.9957418750710497}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:12,947] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.2322764483858516, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8766910228417104, 'colsample_bytree': 0.945924346235486, 'gamma': 4.4722595183991976, 'reg_alpha': 0.22016859937662148, 'reg_lambda': 0.8203328115309396}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,152] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 114, 'learning_rate': 0.2329775832740878, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8885205381442696, 'colsample_bytree': 0.9470463275974642, 'gamma': 4.640663222014063, 'reg_alpha': 0.23578369432957377, 'reg_lambda': 0.7598696307441112}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,277] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.23565322342650327, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9532091167171356, 'colsample_bytree': 0.9719845895107178, 'gamma': 4.991122268333385, 'reg_alpha': 0.21550866331353694, 'reg_lambda': 0.7763989038892476}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,419] Trial 26 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 86, 'learning_rate': 0.1340639080151977, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9491137127737836, 'colsample_bytree': 0.9982390752863877, 'gamma': 4.895972776209359, 'reg_alpha': 0.26334419591286073, 'reg_lambda': 1.1761492627122563}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,548] Trial 27 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.22555846508108826, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9516525369932367, 'colsample_bytree': 0.9689355324080609, 'gamma': 4.9947596376729475, 'reg_alpha': 0.41203742011297084, 'reg_lambda': 0.5197495991005753}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,707] Trial 28 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.07469287752258116, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.897700742753631, 'colsample_bytree': 0.8427927096272445, 'gamma': 4.052404864351526, 'reg_alpha': 0.14448867513427838, 'reg_lambda': 0.815615334208505}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:13,910] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.13902632379979313, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.948064758455385, 'colsample_bytree': 0.8995879274703764, 'gamma': 4.612686731761362, 'reg_alpha': 0.07969775886105368, 'reg_lambda': 0.7281085894401758}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,032] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 68, 'learning_rate': 0.2542431206439444, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8969827561653753, 'colsample_bytree': 0.8878495783161054, 'gamma': 3.894743545571304, 'reg_alpha': 0.5788767717934441, 'reg_lambda': 1.01744649546385}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,217] Trial 31 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 107, 'learning_rate': 0.16549499840055995, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8773557686230394, 'colsample_bytree': 0.9462881413087806, 'gamma': 4.346824515434775, 'reg_alpha': 0.22015420891064916, 'reg_lambda': 0.8764111406811044}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,340] Trial 32 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.2585739873095688, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8465124521846082, 'colsample_bytree': 0.9704639212124648, 'gamma': 4.655564244206104, 'reg_alpha': 0.20263438255524957, 'reg_lambda': 0.6966998445104422}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,456] Trial 33 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.20971918743879145, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.791825583132446, 'colsample_bytree': 0.6012780589030836, 'gamma': 4.359837428123035, 'reg_alpha': 0.24564640834341656, 'reg_lambda': 1.1271094877689065}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,647] Trial 34 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.1705499458609941, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8090331104415054, 'colsample_bytree': 0.6260988609965339, 'gamma': 3.4846797647533454, 'reg_alpha': 0.3249049207125411, 'reg_lambda': 1.1230589088323497}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,772] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.20772859401496252, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8391410371155875, 'colsample_bytree': 0.7614871981629372, 'gamma': 4.262106235612125, 'reg_alpha': 0.0445054996399642, 'reg_lambda': 1.3555512191709633}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:14,911] Trial 36 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 163, 'learning_rate': 0.11433983857646315, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9950208849232814, 'colsample_bytree': 0.7678561733413724, 'gamma': 2.800942101323101, 'reg_alpha': 0.06583462396295617, 'reg_lambda': 1.267285504541327}. Best is trial 11 with value: 0.7142857142857143.
[I 2025-11-03 19:29:15,067] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.29970350486324315, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8389548821979855, 'colsample_bytree': 0.7769332911013251, 'gamma': 0.7153065044703542, 'reg_alpha': 0.030426646321660505, 'reg_lambda': 0.6413577493788694}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,218] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.2944372383336959, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7831912990679133, 'colsample_bytree': 0.7305490094768272, 'gamma': 0.5624875551731245, 'reg_alpha': 0.14632283190924283, 'reg_lambda': 0.5073119104717146}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,469] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 143, 'learning_rate': 0.2982539869412509, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7957079492122933, 'colsample_bytree': 0.7274597837865249, 'gamma': 0.3683717436428823, 'reg_alpha': 0.1528775675621702, 'reg_lambda': 0.5076772336212405}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,605] Trial 40 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 125, 'learning_rate': 0.16281734688718852, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7724279668892124, 'colsample_bytree': 0.7088378356266385, 'gamma': 0.6870812651039719, 'reg_alpha': 0.03214515112561539, 'reg_lambda': 0.6478838620964182}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:29:15,852] Trial 41 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 95, 'learning_rate': 0.24466663397888436, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8946607936599719, 'colsample_bytree': 0.780325559746338, 'gamma': 0.92245885561076, 'reg_alpha': 0.12718804209221507, 'reg_lambda': 0.898270362711801}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:15,980] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.18621395758793846, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8830286026164547, 'colsample_bytree': 0.7821554582408561, 'gamma': 0.7520695075659236, 'reg_alpha': 0.11433922635031615, 'reg_lambda': 0.9455186349280127}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,286] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.18288489258398902, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8485762268198849, 'colsample_bytree': 0.7829615404570203, 'gamma': 0.9931139226393321, 'reg_alpha': 0.12061441640746065, 'reg_lambda': 0.9365764316630989}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,419] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.1879909844795218, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8290604606553404, 'colsample_bytree': 0.7822462639229378, 'gamma': 0.9744820817171982, 'reg_alpha': 0.10592715605789083, 'reg_lambda': 0.934797227030898}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,524] Trial 45 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 45, 'learning_rate': 0.07483951256648799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8457426771743242, 'colsample_bytree': 0.7820987392056415, 'gamma': 1.038259660016682, 'reg_alpha': 0.11554558774185192, 'reg_lambda': 1.6227637100328063}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,658] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 92, 'learning_rate': 0.18067042198134858, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8339895039475977, 'colsample_bytree': 0.7939849311649428, 'gamma': 1.3864437752140033, 'reg_alpha': 0.010290100570957264, 'reg_lambda': 0.9344543290945494}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,852] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 58, 'learning_rate': 0.14908757741011208, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9336043971360215, 'colsample_bytree': 0.8251206799572979, 'gamma': 0.011724461092928906, 'reg_alpha': 0.17407771605756778, 'reg_lambda': 1.0834372773253458}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:16,967] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.09193107979501833, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9246665598682376, 'colsample_bytree': 0.8255472864903078, 'gamma': 0.04553896395066703, 'reg_alpha': 0.18263999717715743, 'reg_lambda': 1.0798312785273558}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:17,178] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.1488004142088224, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9341946373080751, 'colsample_bytree': 0.6892877420889212, 'gamma': 1.7815242900885409, 'reg_alpha': 0.1642540572315344, 'reg_lambda': 1.2721874624327651}. Best is trial 41 with value: 0.7619047619047619.
[I 2025-11-03 19:29:17,314] Trial 50 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.11331801513069044, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9092950986541062, 'colsample_bytree': 0.8225007926386468, 'gamma': 0.0654318104276058, 'reg_alpha': 0.06566176251954878, 'reg_lambda': 0.6355834175744696}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,481] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.10797788893052325, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9096509416422602, 'colsample_bytree': 0.8142940260960351, 'gamma': 0.07758545538426698, 'reg_alpha': 0.06501770588454907, 'reg_lambda': 0.6348981605422355}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,696] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.12343314921457815, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9048319211125829, 'colsample_bytree': 0.8301535345310663, 'gamma': 0.09374370515573856, 'reg_alpha': 0.04995460169117713, 'reg_lambda': 0.6485489007761772}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,807] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.06480057372112383, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9701012714488649, 'colsample_bytree': 0.8369110331136782, 'gamma': 0.056212247131806836, 'reg_alpha': 0.9889343796919863, 'reg_lambda': 2.9331555719468385}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:17,935] Trial 54 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.10979028480457265, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9076382829521052, 'colsample_bytree': 0.8156092455608642, 'gamma': 0.2382078681167052, 'reg_alpha': 0.06765011877388626, 'reg_lambda': 0.6498053057438565}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,005] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 34, 'learning_rate': 0.12267603173801951, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9268187944951994, 'colsample_bytree': 0.8502484792334289, 'gamma': 0.42258219201118136, 'reg_alpha': 0.06889191372987685, 'reg_lambda': 0.8895007251255005}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,236] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.09259217738570043, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9029040343059185, 'colsample_bytree': 0.8692251107506515, 'gamma': 0.011900184231869754, 'reg_alpha': 0.0060863028934660945, 'reg_lambda': 0.6278479366705446}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,352] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.15157842000741445, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.937176040528859, 'colsample_bytree': 0.8288887774663075, 'gamma': 0.2073034476804847, 'reg_alpha': 0.3138319615422428, 'reg_lambda': 2.690351728463538}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,452] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.06544470757266285, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9648228773411889, 'colsample_bytree': 0.8127090900340131, 'gamma': 1.0611845668259026, 'reg_alpha': 0.12896185388123832, 'reg_lambda': 1.0329237614170543}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,580] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 84, 'learning_rate': 0.09995701666036602, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.863066629536258, 'colsample_bytree': 0.7974359591643517, 'gamma': 1.4191889471342787, 'reg_alpha': 0.18217943179204632, 'reg_lambda': 2.2024562598495008}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,712] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.11922192618344823, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9154935864261037, 'colsample_bytree': 0.8530433451174764, 'gamma': 0.546721440807562, 'reg_alpha': 0.36829645324367133, 'reg_lambda': 0.7546971964062019}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:18,825] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.14682473267968496, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8552992845813518, 'colsample_bytree': 0.772377634008564, 'gamma': 0.8656454685011472, 'reg_alpha': 0.03347967067800425, 'reg_lambda': 0.6153506788570003}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,029] Trial 62 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 72, 'learning_rate': 0.08250126562003773, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.891036837404173, 'colsample_bytree': 0.7502273196938213, 'gamma': 1.193191866799705, 'reg_alpha': 0.05066859052859472, 'reg_lambda': 0.8479187077654526}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,155] Trial 63 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.2588342195431097, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8710431982447172, 'colsample_bytree': 0.8225570180027064, 'gamma': 0.49686212763167137, 'reg_alpha': 0.09177767081118704, 'reg_lambda': 0.7163671818945305}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,290] Trial 64 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.1033849693159837, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8760993361464818, 'colsample_bytree': 0.8238661482180856, 'gamma': 0.2356937663257788, 'reg_alpha': 0.09421342512308298, 'reg_lambda': 0.7294188296557891}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,405] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.12804852438434192, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9147744044113859, 'colsample_bytree': 0.8017167322881326, 'gamma': 0.48890679190650765, 'reg_alpha': 0.12809631949091205, 'reg_lambda': 0.7980363279395277}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,663] Trial 66 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.2535381259859363, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6699928372329673, 'colsample_bytree': 0.8610071637826863, 'gamma': 1.593191472769308, 'reg_alpha': 0.7810776366722963, 'reg_lambda': 0.5872978365304319}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,789] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 81, 'learning_rate': 0.21342179088476998, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.899210112656123, 'colsample_bytree': 0.7921132493257926, 'gamma': 0.13570931267804356, 'reg_alpha': 0.07897969046540877, 'reg_lambda': 0.8849251825849024}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,898] Trial 68 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.1601289238891373, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9365519768411495, 'colsample_bytree': 0.829554373058533, 'gamma': 0.3739872396268432, 'reg_alpha': 0.17734371679468364, 'reg_lambda': 0.7401167672457855}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:19,993] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.16424927578170087, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9663139031332678, 'colsample_bytree': 0.8403518155592882, 'gamma': 0.3557795549364339, 'reg_alpha': 0.2863046226366083, 'reg_lambda': 0.7116431283443445}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,173] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.04764611396710022, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8701921062538751, 'colsample_bytree': 0.8809700289807434, 'gamma': 0.6180947724767037, 'reg_alpha': 0.09135803750432121, 'reg_lambda': 0.5833577962063925}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,280] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.20132106074752176, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.93802830907792, 'colsample_bytree': 0.8237114177606767, 'gamma': 0.8710464365514157, 'reg_alpha': 0.17743539934045433, 'reg_lambda': 1.0536500467079366}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,390] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.13720907899291235, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.888011038210506, 'colsample_bytree': 0.8087373241182425, 'gamma': 0.4207172518588863, 'reg_alpha': 0.1433638770895574, 'reg_lambda': 0.7979559869048336}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,514] Trial 73 finished with value: 0.5863095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.25181513242852727, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9253968237271136, 'colsample_bytree': 0.8329172734743012, 'gamma': 0.14659029610566404, 'reg_alpha': 0.0034970450545627335, 'reg_lambda': 0.9450491412091786}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,684] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.021093620639613883, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9058242749813339, 'colsample_bytree': 0.8180443942844663, 'gamma': 2.2345506891474116, 'reg_alpha': 0.2043458752256544, 'reg_lambda': 1.1953887268747692}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,840] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 105, 'learning_rate': 0.15604567500703054, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8549486707188191, 'colsample_bytree': 0.7629638841064222, 'gamma': 0.3231290179881289, 'reg_alpha': 0.24942489573421434, 'reg_lambda': 0.70095089876983}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:20,928] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.18245291652245407, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9809596378405576, 'colsample_bytree': 0.7372966003513376, 'gamma': 0.8144944804323863, 'reg_alpha': 0.057415279150023604, 'reg_lambda': 0.8581182940035457}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,054] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 88, 'learning_rate': 0.22755666184019463, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477773689461763, 'colsample_bytree': 0.8523040184009294, 'gamma': 0.014249635856447757, 'reg_alpha': 0.10092600728519352, 'reg_lambda': 0.5416149579534351}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,183] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.08563384585712186, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.887479420184208, 'colsample_bytree': 0.7910347620296865, 'gamma': 0.572028842837315, 'reg_alpha': 0.5242361541241897, 'reg_lambda': 0.771085044966551}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,389] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.11447162693918939, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6230741309207015, 'colsample_bytree': 0.804703891240418, 'gamma': 1.1703590172082523, 'reg_alpha': 0.15758311167539604, 'reg_lambda': 1.5101721276048896}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,635] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.11156795194272234, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6432085115592568, 'colsample_bytree': 0.8106940481457264, 'gamma': 1.0931215046847778, 'reg_alpha': 0.7009697585975673, 'reg_lambda': 1.9119450644461176}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,811] Trial 81 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 119, 'learning_rate': 0.14139030349877454, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6145148339817698, 'colsample_bytree': 0.8034081980102661, 'gamma': 1.2194893464076737, 'reg_alpha': 0.1652515482470671, 'reg_lambda': 1.5009783960151002}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:21,979] Trial 82 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.12397828249988387, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7053259399086794, 'colsample_bytree': 0.8448507428460335, 'gamma': 0.2819178379399562, 'reg_alpha': 0.14314145528624408, 'reg_lambda': 1.348879502198333}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,201] Trial 83 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 40, 'learning_rate': 0.0986088621536781, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9204380696239302, 'colsample_bytree': 0.789899665123392, 'gamma': 0.4700490110018525, 'reg_alpha': 0.23010585797230518, 'reg_lambda': 1.5907613212630467}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,337] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.27119177073534106, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7380907923949691, 'colsample_bytree': 0.8671463125276563, 'gamma': 0.17542288907833092, 'reg_alpha': 0.1232312629170203, 'reg_lambda': 0.6629723189566503}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,451] Trial 85 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 71, 'learning_rate': 0.1751042484823406, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8211837774233932, 'colsample_bytree': 0.8340878100555116, 'gamma': 0.688237322808182, 'reg_alpha': 0.18849825325084507, 'reg_lambda': 1.0894772140183095}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,591] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.1988680233575279, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8722281024968452, 'colsample_bytree': 0.818980798238613, 'gamma': 0.9294984110895057, 'reg_alpha': 0.030018682659081343, 'reg_lambda': 0.9870010907453131}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,647] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.19629754212721448, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8787362354430902, 'colsample_bytree': 0.7585248008384385, 'gamma': 0.8913617341321354, 'reg_alpha': 0.030705489143851954, 'reg_lambda': 1.7136885407964053}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:29:22,830] Trial 88 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.23587568472649004, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8683295085440279, 'colsample_bytree': 0.7733433895096463, 'gamma': 1.201095810859042, 'reg_alpha': 0.0497179159061788, 'reg_lambda': 0.8996248739237322}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:22,934] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 47, 'learning_rate': 0.22271765298875063, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8947214932004041, 'colsample_bytree': 0.7699016252126117, 'gamma': 1.5646308554238495, 'reg_alpha': 0.050077532394729875, 'reg_lambda': 0.9866077486214822}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,065] Trial 90 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 54, 'learning_rate': 0.24048404747786092, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8678357408271424, 'colsample_bytree': 0.8006007568404895, 'gamma': 1.2055123385897184, 'reg_alpha': 0.0860578744811355, 'reg_lambda': 0.5043497398085016}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,268] Trial 91 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 53, 'learning_rate': 0.2743348896734277, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9094917742426972, 'colsample_bytree': 0.8033808074171747, 'gamma': 1.2031845684554223, 'reg_alpha': 0.08617852286789787, 'reg_lambda': 0.5658587764735388}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,437] Trial 92 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 37, 'learning_rate': 0.2441436061810393, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9091675576207295, 'colsample_bytree': 0.8036503684760414, 'gamma': 1.8279840567056056, 'reg_alpha': 0.078701609559955, 'reg_lambda': 0.504141152331859}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,551] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.27667539175581335, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9435568351454304, 'colsample_bytree': 0.7761606544501033, 'gamma': 1.2004758229740833, 'reg_alpha': 0.09340456836485021, 'reg_lambda': 0.5615580146216634}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,718] Trial 94 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 77, 'learning_rate': 0.23739781273455188, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9007789565238982, 'colsample_bytree': 0.7851931364138843, 'gamma': 1.4867305420326211, 'reg_alpha': 0.06374528732674281, 'reg_lambda': 0.6761608560924824}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:23,919] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.2765981721953057, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9610426300765207, 'colsample_bytree': 0.7379058060390311, 'gamma': 1.6691486377421527, 'reg_alpha': 0.016025999774412866, 'reg_lambda': 0.5706680961977681}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,053] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.27362938888946314, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.882291910091656, 'colsample_bytree': 0.801048856992901, 'gamma': 1.3403320114520585, 'reg_alpha': 0.11037707912069754, 'reg_lambda': 2.045181843898038}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,168] Trial 97 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.22296331450092544, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8635317568955369, 'colsample_bytree': 0.8123407471897998, 'gamma': 2.10710859281484, 'reg_alpha': 0.04595006498576662, 'reg_lambda': 0.6215302048612154}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,288] Trial 98 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 52, 'learning_rate': 0.07993132248006268, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9132317507102398, 'colsample_bytree': 0.8452888440779968, 'gamma': 0.7166827779741207, 'reg_alpha': 0.15048765586802726, 'reg_lambda': 0.7523224890366674}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,446] Trial 99 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.10694782944932697, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9299314644745754, 'colsample_bytree': 0.8313764551320518, 'gamma': 1.898919633829955, 'reg_alpha': 0.07675401480578695, 'reg_lambda': 0.8185562291619807}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,544] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.21477430568609338, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8541417658292867, 'colsample_bytree': 0.8586361574698472, 'gamma': 1.2453723517611968, 'reg_alpha': 0.09172447408795917, 'reg_lambda': 2.470255473634344}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,663] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.2000127127292561, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8721382575205809, 'colsample_bytree': 0.8193135096086996, 'gamma': 0.9913943509393355, 'reg_alpha': 0.032662280106989, 'reg_lambda': 0.7122730123475035}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,848] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.2598385175886702, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9205078212644117, 'colsample_bytree': 0.7992414342253031, 'gamma': 1.1035526033845118, 'reg_alpha': 0.02079593709506223, 'reg_lambda': 0.9016128836127852}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:24,978] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 72, 'learning_rate': 0.16944138334422784, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8921674340647825, 'colsample_bytree': 0.8182578265496143, 'gamma': 0.6073110352838735, 'reg_alpha': 0.055194891887220154, 'reg_lambda': 0.6133156251175349}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,096] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.23860805217225553, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8686938211612341, 'colsample_bytree': 0.8297719656536124, 'gamma': 1.3105607387193878, 'reg_alpha': 0.12483365615130385, 'reg_lambda': 0.6609098391544282}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,201] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.11676004637508638, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8043305781627538, 'colsample_bytree': 0.807998263746934, 'gamma': 0.9358708336983113, 'reg_alpha': 0.0015132351067843226, 'reg_lambda': 0.8212973689185391}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,533] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.1991594859241501, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9065928123941774, 'colsample_bytree': 0.7898264561261844, 'gamma': 0.7826322011003576, 'reg_alpha': 0.10789299428839466, 'reg_lambda': 0.5478541357480228}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,664] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.18792030557812603, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8853139329472176, 'colsample_bytree': 0.8398066108467441, 'gamma': 0.12283852563403001, 'reg_alpha': 0.13816734023732602, 'reg_lambda': 0.7651620336580884}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,759] Trial 108 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.1310935046382097, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8963830057895715, 'colsample_bytree': 0.7571053138337809, 'gamma': 2.7859596753330242, 'reg_alpha': 0.16266381680573783, 'reg_lambda': 0.9861374883583268}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,874] Trial 109 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.15978184434203868, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9402738703869874, 'colsample_bytree': 0.7672938116989254, 'gamma': 0.36335778570718863, 'reg_alpha': 0.07595829980060437, 'reg_lambda': 0.6885672635682706}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:25,998] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.2902732913849115, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8614823555419933, 'colsample_bytree': 0.7440412308556137, 'gamma': 0.4993405771487217, 'reg_alpha': 0.030432059981229508, 'reg_lambda': 0.6062455977217555}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,106] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 65, 'learning_rate': 0.26823623663645335, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9737110258568271, 'colsample_bytree': 0.7111884860738743, 'gamma': 1.5188956285810533, 'reg_alpha': 0.016914767199376755, 'reg_lambda': 0.5680328191626003}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,300] Trial 112 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 59, 'learning_rate': 0.2837602936622704, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9576515465336006, 'colsample_bytree': 0.8179557995243306, 'gamma': 1.174811102348616, 'reg_alpha': 0.05533133782853841, 'reg_lambda': 0.512425262478117}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,422] Trial 113 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 68, 'learning_rate': 0.24809977284691553, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9575451974590637, 'colsample_bytree': 0.7778616323702465, 'gamma': 1.4056287375264755, 'reg_alpha': 0.08698094815604154, 'reg_lambda': 0.7355245416876488}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,547] Trial 114 finished with value: 0.761904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.2136076672012147, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9153929063285244, 'colsample_bytree': 0.7205700306015466, 'gamma': 0.26990104992050995, 'reg_alpha': 0.04117478967070287, 'reg_lambda': 0.8620815647930381}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,665] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.22390910969947092, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9181049749770122, 'colsample_bytree': 0.6687448016850581, 'gamma': 0.270386348012204, 'reg_alpha': 0.043701280966641984, 'reg_lambda': 0.8647947317825297}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,901] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.21264112850912692, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8740130340534904, 'colsample_bytree': 0.795618201211819, 'gamma': 0.11078408807157376, 'reg_alpha': 0.10536405843697672, 'reg_lambda': 0.9047230962952175}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:26,969] Trial 117 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.03472593175842184, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9283612307856633, 'colsample_bytree': 0.6975058977221078, 'gamma': 0.12431422536256165, 'reg_alpha': 0.10941792796158145, 'reg_lambda': 0.7980429042126328}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,081] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.21498454377049483, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9088916875200564, 'colsample_bytree': 0.7225404911114638, 'gamma': 0.36500539298751195, 'reg_alpha': 0.2056130608024646, 'reg_lambda': 0.6514606694370209}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,172] Trial 119 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 30, 'learning_rate': 0.23867184020358057, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8823354335732713, 'colsample_bytree': 0.7990329764856393, 'gamma': 2.5316358042958753, 'reg_alpha': 0.13160686615906028, 'reg_lambda': 1.1594094343725623}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,335] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.09525122584456891, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.845154088322614, 'colsample_bytree': 0.8088998372733415, 'gamma': 0.22920738599267187, 'reg_alpha': 0.07151702603273694, 'reg_lambda': 0.8855264013867599}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,446] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.18957731396688032, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8750513403648977, 'colsample_bytree': 0.7916227269862561, 'gamma': 0.4401992458293175, 'reg_alpha': 0.10306120831172766, 'reg_lambda': 0.9220554577955268}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,551] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 53, 'learning_rate': 0.1752750369520252, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9018714913403838, 'colsample_bytree': 0.8231927718528548, 'gamma': 0.09807289120097487, 'reg_alpha': 0.06414692676563954, 'reg_lambda': 1.032124747830952}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,689] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.17677360157285016, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8978833161622082, 'colsample_bytree': 0.8285613026498035, 'gamma': 0.09926318786382426, 'reg_alpha': 0.06766516698342498, 'reg_lambda': 0.7126841735757556}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:27,793] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.14387810277880556, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8904901116356531, 'colsample_bytree': 0.8462168862913215, 'gamma': 0.20211008389276008, 'reg_alpha': 0.1638526642696153, 'reg_lambda': 1.0430739979624342}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,036] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.2557181898233969, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9038284726298234, 'colsample_bytree': 0.8385931909520594, 'gamma': 0.29771203408389807, 'reg_alpha': 0.0903096393903894, 'reg_lambda': 0.7843509677186361}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,183] Trial 126 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 26, 'learning_rate': 0.21078586983886793, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9163761671787459, 'colsample_bytree': 0.7840474576051982, 'gamma': 0.6367539938396536, 'reg_alpha': 0.12293096448636867, 'reg_lambda': 0.8333110528156801}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,347] Trial 127 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 108, 'learning_rate': 0.01379726149297636, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9352871779312955, 'colsample_bytree': 0.8063264181004983, 'gamma': 0.023167832195844604, 'reg_alpha': 0.04886568208713796, 'reg_lambda': 1.6877408338327227}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,454] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.13409803895976857, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8255806739179918, 'colsample_bytree': 0.8234539382789872, 'gamma': 0.11741258854097536, 'reg_alpha': 0.4211906343991018, 'reg_lambda': 0.6132584311521915}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,609] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 98, 'learning_rate': 0.15767612252770694, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7591822267556084, 'colsample_bytree': 0.6398228102544061, 'gamma': 0.5133500971124787, 'reg_alpha': 0.14157053182071902, 'reg_lambda': 0.7456449411118546}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,813] Trial 130 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 51, 'learning_rate': 0.2324119225793426, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6830097406835776, 'colsample_bytree': 0.7992723422084862, 'gamma': 0.0032471944973637146, 'reg_alpha': 0.19337484914278608, 'reg_lambda': 1.231049715021169}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:28,933] Trial 131 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.20279875161300592, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8722728289279753, 'colsample_bytree': 0.8178219540911017, 'gamma': 0.38932050701426796, 'reg_alpha': 0.03812332551447586, 'reg_lambda': 0.9739302951805653}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,046] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 54, 'learning_rate': 0.19300660883636345, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8825903117395698, 'colsample_bytree': 0.8128343982972438, 'gamma': 1.0871879057712956, 'reg_alpha': 0.0031581980753380007, 'reg_lambda': 1.0157325144400862}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,160] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.16960721667883238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9005553153762997, 'colsample_bytree': 0.8349046020898983, 'gamma': 0.242185392590067, 'reg_alpha': 0.003571673041631307, 'reg_lambda': 1.112641786796435}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,312] Trial 134 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.11973624928849093, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8524881847803967, 'colsample_bytree': 0.7946504149206935, 'gamma': 0.8104719778991181, 'reg_alpha': 0.06227304894206949, 'reg_lambda': 0.9019092311057231}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,441] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 38, 'learning_rate': 0.2199564061193828, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9246289141918957, 'colsample_bytree': 0.8107252832516704, 'gamma': 1.2929067486275576, 'reg_alpha': 0.08163717005338508, 'reg_lambda': 1.3193915085145782}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,644] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.249990248264587, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8816587795256409, 'colsample_bytree': 0.825177987819707, 'gamma': 1.157481912418059, 'reg_alpha': 0.10129817902105631, 'reg_lambda': 1.0463068076249757}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,791] Trial 137 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 74, 'learning_rate': 0.11008355855753531, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8645311745395322, 'colsample_bytree': 0.776158893320902, 'gamma': 0.15017120075840132, 'reg_alpha': 0.02271239513265009, 'reg_lambda': 1.4627314202767345}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:29,959] Trial 138 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 71, 'learning_rate': 0.06767652955154839, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.889385437185858, 'colsample_bytree': 0.8535133144760011, 'gamma': 1.024456663553745, 'reg_alpha': 0.06611832450928447, 'reg_lambda': 0.678841641529777}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,122] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.18788248759360043, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9071983512006443, 'colsample_bytree': 0.789122136483926, 'gamma': 0.35500462089257045, 'reg_alpha': 0.11552920388730088, 'reg_lambda': 1.807757628064135}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,249] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.18889422345110382, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9097056152826559, 'colsample_bytree': 0.7851877909181748, 'gamma': 0.31958527968671335, 'reg_alpha': 0.8734857405723498, 'reg_lambda': 1.823629724297129}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,491] Trial 141 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 53, 'learning_rate': 0.1768625187181993, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9188130161161849, 'colsample_bytree': 0.805190076661596, 'gamma': 0.1966076251565672, 'reg_alpha': 0.11742184804731942, 'reg_lambda': 1.788318624994521}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,592] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 46, 'learning_rate': 0.29867684178264353, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8949565966612101, 'colsample_bytree': 0.8126195443424216, 'gamma': 0.4646157465478302, 'reg_alpha': 0.0463749726250256, 'reg_lambda': 1.963852630865367}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,703] Trial 143 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 58, 'learning_rate': 0.2318828035938864, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9033520014976044, 'colsample_bytree': 0.7912484578067656, 'gamma': 0.5929713871964168, 'reg_alpha': 0.08772212614231432, 'reg_lambda': 0.9365552794351997}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:30,852] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.15158101241926453, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9115451082602427, 'colsample_bytree': 0.7661291996951843, 'gamma': 0.31961759264848927, 'reg_alpha': 0.020214417023700033, 'reg_lambda': 0.8586471022007148}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,089] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.15120467820793207, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9125053402098099, 'colsample_bytree': 0.7670170045874312, 'gamma': 0.2768994358376175, 'reg_alpha': 0.01615340132451195, 'reg_lambda': 0.8441864599254421}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,235] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.16525877435942524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9313854711447332, 'colsample_bytree': 0.7567035597943571, 'gamma': 0.07929369766584604, 'reg_alpha': 0.04369261953554712, 'reg_lambda': 0.5565439338591472}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,480] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.17052165945094008, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9308207352745178, 'colsample_bytree': 0.7505850351280994, 'gamma': 0.3941504685521718, 'reg_alpha': 0.034534353488511305, 'reg_lambda': 0.5476417864421438}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,668] Trial 148 finished with value: 0.761904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.20606273453216528, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.923521356167246, 'colsample_bytree': 0.7572827321126258, 'gamma': 0.062009365104722325, 'reg_alpha': 0.002550774128424964, 'reg_lambda': 2.8001750605142104}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:31,911] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.20391301525669658, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9485045301285465, 'colsample_bytree': 0.7592341631575322, 'gamma': 0.7057273452130542, 'reg_alpha': 0.011226567164925302, 'reg_lambda': 2.3457761921179254}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,056] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.18714280404168296, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9251890185745715, 'colsample_bytree': 0.7348070191019364, 'gamma': 0.19844745475840253, 'reg_alpha': 0.02988064912272895, 'reg_lambda': 2.980905925656951}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,202] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.16223625344604575, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9356699507777947, 'colsample_bytree': 0.7203836556441254, 'gamma': 0.007811564427002038, 'reg_alpha': 0.003933571691180221, 'reg_lambda': 2.8059912143046772}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,333] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.21248290376410445, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9169644785873715, 'colsample_bytree': 0.7477524920240074, 'gamma': 0.0909135026972149, 'reg_alpha': 0.06089855677215, 'reg_lambda': 2.1914703228845975}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,560] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.20800564899978638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9201919037180322, 'colsample_bytree': 0.7450764524658274, 'gamma': 0.3363224186877861, 'reg_alpha': 0.061290624868938354, 'reg_lambda': 2.6806126981764864}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,697] Trial 154 finished with value: 0.761904761904762 and parameters: {'n_estimators': 125, 'learning_rate': 0.21126796729496378, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9156694453431399, 'colsample_bytree': 0.7431983443955419, 'gamma': 0.3435151469771264, 'reg_alpha': 0.07161211073746344, 'reg_lambda': 2.772390973943394}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,823] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.2119325679093545, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9159118374256893, 'colsample_bytree': 0.7476489368391686, 'gamma': 0.4929324333217918, 'reg_alpha': 0.00013743143989529936, 'reg_lambda': 2.775857120983064}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:32,955] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.25557935571900026, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8900853655017577, 'colsample_bytree': 0.7248783428643183, 'gamma': 0.2856834182242908, 'reg_alpha': 0.06907736803400782, 'reg_lambda': 2.7015367035481295}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,104] Trial 157 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.22548296398935197, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.943904711461306, 'colsample_bytree': 0.7731359459129482, 'gamma': 0.17232022257303464, 'reg_alpha': 0.08486295290603649, 'reg_lambda': 2.8281602331188527}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,244] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 139, 'learning_rate': 0.22934924590107103, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9220942139078449, 'colsample_bytree': 0.7431373334738707, 'gamma': 0.17072004296381837, 'reg_alpha': 0.08359530276628625, 'reg_lambda': 2.805561796782563}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,456] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.22467854712898197, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9247348053418667, 'colsample_bytree': 0.7394823567311649, 'gamma': 0.18568076047689783, 'reg_alpha': 0.055427510429446006, 'reg_lambda': 2.7624054887734766}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,617] Trial 160 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.2669450020963873, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9205101779005798, 'colsample_bytree': 0.7454913844236728, 'gamma': 0.11464309773791952, 'reg_alpha': 0.08681184684262716, 'reg_lambda': 2.883192543031128}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,741] Trial 161 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 127, 'learning_rate': 0.2362322515352193, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9430374355189111, 'colsample_bytree': 0.7320625520268107, 'gamma': 2.9321310243602943, 'reg_alpha': 0.09787322554360804, 'reg_lambda': 2.5660915800078956}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:33,872] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.20125259619833574, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8978427425245359, 'colsample_bytree': 0.770668324024423, 'gamma': 0.28930122155964894, 'reg_alpha': 0.6302470020997955, 'reg_lambda': 2.909525605318441}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,125] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.215213708069632, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9147297994119972, 'colsample_bytree': 0.7645307131193524, 'gamma': 0.17187521402733608, 'reg_alpha': 0.074172927999176, 'reg_lambda': 2.84832284928478}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,311] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.24243692094324867, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8804978372682537, 'colsample_bytree': 0.749659424384266, 'gamma': 0.01606183488821182, 'reg_alpha': 0.0257226968937099, 'reg_lambda': 2.651405083488364}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,449] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.24534302733014748, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8602479372249, 'colsample_bytree': 0.7044058280587864, 'gamma': 0.002004254394179006, 'reg_alpha': 0.021087976119192952, 'reg_lambda': 2.586199083664589}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,727] Trial 166 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.22819479647349966, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8786795888240942, 'colsample_bytree': 0.7527504296777278, 'gamma': 0.10944629546203943, 'reg_alpha': 0.04804395417644925, 'reg_lambda': 2.6668158036113754}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:34,860] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.20835132349114788, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9516764776033456, 'colsample_bytree': 0.7383504597031727, 'gamma': 0.2550125939997711, 'reg_alpha': 0.03832661780286655, 'reg_lambda': 2.6383589435863604}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,054] Trial 168 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.2661701199898186, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8394992103998694, 'colsample_bytree': 0.7148456258753059, 'gamma': 0.43756071606224534, 'reg_alpha': 0.05886855031159737, 'reg_lambda': 2.719512831150184}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,201] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.19517160309456538, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8828704739258312, 'colsample_bytree': 0.74459508450913, 'gamma': 0.07858461555615825, 'reg_alpha': 0.023856091143780664, 'reg_lambda': 2.449763301720634}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,348] Trial 170 finished with value: 0.744047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.24195586735289654, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.941060736969988, 'colsample_bytree': 0.7543470836311439, 'gamma': 0.34701426897823556, 'reg_alpha': 0.07945655114839928, 'reg_lambda': 2.826997438396899}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,478] Trial 171 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 121, 'learning_rate': 0.2191206375136705, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9033823041742122, 'colsample_bytree': 0.7725784230000854, 'gamma': 0.16045387503012454, 'reg_alpha': 0.06129700435858772, 'reg_lambda': 2.858999360967952}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,620] Trial 172 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.2834820971465939, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8897033488130414, 'colsample_bytree': 0.7612487342969614, 'gamma': 0.5514545357042503, 'reg_alpha': 0.10114985960594519, 'reg_lambda': 2.748797120016723}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,814] Trial 173 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 127, 'learning_rate': 0.25751801940468516, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9133984121821153, 'colsample_bytree': 0.7282316903108549, 'gamma': 0.265492762453634, 'reg_alpha': 0.037649761721199757, 'reg_lambda': 2.2310993731779964}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:35,968] Trial 174 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.2563676015204939, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9113809114057012, 'colsample_bytree': 0.7286702551545775, 'gamma': 0.23222710232409985, 'reg_alpha': 0.03306373108711346, 'reg_lambda': 2.194745200436308}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,159] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.26521387126422213, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.899507773066559, 'colsample_bytree': 0.7173911678471628, 'gamma': 0.20483194649900893, 'reg_alpha': 0.025210323272160717, 'reg_lambda': 2.2699236059386}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,307] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.23114805517474507, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9276340227687832, 'colsample_bytree': 0.7281971253840464, 'gamma': 0.029177850178734185, 'reg_alpha': 0.04482122367419582, 'reg_lambda': 2.634370435773669}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,506] Trial 177 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.25440415086816004, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9096142813370922, 'colsample_bytree': 0.7294863235362312, 'gamma': 0.0016444466681584946, 'reg_alpha': 0.0038948204364746136, 'reg_lambda': 2.1191588652662015}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,664] Trial 178 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.2543088891510069, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8693977496645614, 'colsample_bytree': 0.7316875152820846, 'gamma': 0.24304724047480067, 'reg_alpha': 0.0008019630016670692, 'reg_lambda': 2.1028432936561896}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,797] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.2759610121343733, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.909204871521191, 'colsample_bytree': 0.7032243772743806, 'gamma': 2.397103399708521, 'reg_alpha': 0.022762499564737693, 'reg_lambda': 2.1024847076889355}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:36,964] Trial 180 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 139, 'learning_rate': 0.296576061539975, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8792116258816859, 'colsample_bytree': 0.7267926505155534, 'gamma': 0.004434613135949245, 'reg_alpha': 0.00043020123826914905, 'reg_lambda': 2.275309934462198}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,197] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.23998860340664152, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9088002952094139, 'colsample_bytree': 0.6911080666955727, 'gamma': 0.12769751430676757, 'reg_alpha': 0.04162641582176495, 'reg_lambda': 2.147466051449628}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,337] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 131, 'learning_rate': 0.24709208213287973, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.907982617109888, 'colsample_bytree': 0.7102436640015687, 'gamma': 0.18264309963791148, 'reg_alpha': 0.03420684936072854, 'reg_lambda': 2.4468143309970913}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,473] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.24157913199106726, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8944289785983842, 'colsample_bytree': 0.690250879943228, 'gamma': 0.1863390441623553, 'reg_alpha': 0.03275121831713919, 'reg_lambda': 2.4683108555795896}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,601] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.25667865832626197, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9020550448430956, 'colsample_bytree': 0.689984474098368, 'gamma': 0.4480914293932745, 'reg_alpha': 0.04183112740202609, 'reg_lambda': 2.150959314608919}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,729] Trial 185 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.27482389731720613, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9092499576695967, 'colsample_bytree': 0.7093567102175008, 'gamma': 0.2808604122420477, 'reg_alpha': 0.08150497659873954, 'reg_lambda': 2.043175556804938}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:37,954] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 106, 'learning_rate': 0.2419278571189651, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.893142265070325, 'colsample_bytree': 0.671142634802932, 'gamma': 1.9676917524586885, 'reg_alpha': 0.05076143850272334, 'reg_lambda': 2.234690133986016}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,134] Trial 187 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.05370439464822749, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8841327168515516, 'colsample_bytree': 0.6955720560769605, 'gamma': 0.15279526480067382, 'reg_alpha': 0.02357173553596815, 'reg_lambda': 2.3861019648709947}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,255] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.2574133828121748, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9106058564403822, 'colsample_bytree': 0.7175501922262175, 'gamma': 0.39005493498221505, 'reg_alpha': 0.08719548232931802, 'reg_lambda': 2.4073960204250797}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,401] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.22853115954042777, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8733469981207685, 'colsample_bytree': 0.7010900936952319, 'gamma': 0.27939107030132543, 'reg_alpha': 0.044574794372687965, 'reg_lambda': 2.00443958189752}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,635] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.28614817435073414, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9027635147775471, 'colsample_bytree': 0.7113071657037722, 'gamma': 0.10791850151759144, 'reg_alpha': 0.06266216010913113, 'reg_lambda': 2.634216902698003}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:38,847] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.2252037114770552, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9206810843427349, 'colsample_bytree': 0.7342694321006, 'gamma': 0.09715906285853373, 'reg_alpha': 0.02636993661844521, 'reg_lambda': 2.1399992047949157}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,034] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.2292381265158708, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9191700218557927, 'colsample_bytree': 0.6758560323078101, 'gamma': 0.19725773359415513, 'reg_alpha': 0.022311719410599392, 'reg_lambda': 2.180848583420504}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,179] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.2269006680461599, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9219194491250388, 'colsample_bytree': 0.6564766261655671, 'gamma': 0.1678243869040183, 'reg_alpha': 0.024381119991655, 'reg_lambda': 2.1385583270467095}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,430] Trial 194 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 150, 'learning_rate': 0.24658392335775559, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9317987909396913, 'colsample_bytree': 0.6816116020473454, 'gamma': 0.20631770860573936, 'reg_alpha': 0.037646955503884125, 'reg_lambda': 2.212306620090389}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,607] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 150, 'learning_rate': 0.24626528982845244, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9334963888322706, 'colsample_bytree': 0.6490304603965469, 'gamma': 0.09668031362905527, 'reg_alpha': 0.09794240777167723, 'reg_lambda': 2.164661658288194}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,765] Trial 196 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 161, 'learning_rate': 0.26168188661091185, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9424019873886356, 'colsample_bytree': 0.6701563236948465, 'gamma': 0.02169154220649752, 'reg_alpha': 0.061671533093422416, 'reg_lambda': 2.1442994868210694}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:39,925] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.2345851251771719, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.928615536389522, 'colsample_bytree': 0.6850898798438225, 'gamma': 0.19596064756592935, 'reg_alpha': 0.04004502241421212, 'reg_lambda': 2.2271839895702104}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:40,065] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.22697745525418853, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9222718684130519, 'colsample_bytree': 0.6773397879165058, 'gamma': 0.15996436327939006, 'reg_alpha': 0.02394933196275679, 'reg_lambda': 2.063653312117334}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:40,273] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.27007608337970784, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9204722360556171, 'colsample_bytree': 0.6805731584769578, 'gamma': 0.11609451130702642, 'reg_alpha': 0.021732400246834458, 'reg_lambda': 2.0823059041538983}. Best is trial 88 with value: 0.7916666666666666.
[I 2025-11-03 19:29:40,277] A new study created in memory with name: no-name-ea0aa977-ef6b-41c8-8b4e-8cdca796960f
[I 2025-11-03 19:29:40,400] Trial 0 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.06859367696414471, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8931797726795194, 'colsample_bytree': 0.9880892650332608, 'gamma': 1.493156469701515, 'reg_alpha': 0.9346156955022004, 'reg_lambda': 1.4210830757280535}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,551] Trial 1 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 227, 'learning_rate': 0.08353072362587194, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8862471924926139, 'colsample_bytree': 0.6460274342101017, 'gamma': 3.8414232196773717, 'reg_alpha': 0.8600577696637085, 'reg_lambda': 1.9365268298704101}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,737] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.09517640083214847, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8633145006185433, 'colsample_bytree': 0.962998698466758, 'gamma': 4.965043440131787, 'reg_alpha': 0.10048081612017412, 'reg_lambda': 2.234913638362598}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,838] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.22943335958843644, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6856758911829984, 'colsample_bytree': 0.7957817634510905, 'gamma': 3.4317280438495548, 'reg_alpha': 0.8691154765821011, 'reg_lambda': 1.46579809727693}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:40,969] Trial 4 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 105, 'learning_rate': 0.03289518256670356, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9137525155951846, 'colsample_bytree': 0.7621364151864389, 'gamma': 2.8878276776047573, 'reg_alpha': 0.5344468266252315, 'reg_lambda': 1.8907403841373451}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 19:29:41,004] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 29, 'learning_rate': 0.21263775055083844, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8883923103942879, 'colsample_bytree': 0.6176222927960399, 'gamma': 2.904355160494367, 'reg_alpha': 0.8639014853498114, 'reg_lambda': 1.4048551617083}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:29:41,212] Trial 6 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.01188528649764674, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.856406265479176, 'colsample_bytree': 0.7762242891896819, 'gamma': 2.8305169662780036, 'reg_alpha': 0.5207942017508006, 'reg_lambda': 0.7800648076072959}. Best is trial 5 with value: 0.6904761904761906.
[I 2025-11-03 19:29:41,604] Trial 7 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 182, 'learning_rate': 0.1652947173585423, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8434626353922081, 'colsample_bytree': 0.6008598541080659, 'gamma': 2.345582936228634, 'reg_alpha': 0.5057511021204127, 'reg_lambda': 0.824540151769461}. Best is trial 7 with value: 0.6964285714285715.
[I 2025-11-03 19:29:41,741] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.05825429800658869, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8354376573034941, 'colsample_bytree': 0.6941023442055332, 'gamma': 0.00019905213484439077, 'reg_alpha': 0.5457021978243121, 'reg_lambda': 2.6776853616738086}. Best is trial 7 with value: 0.6964285714285715.
[I 2025-11-03 19:29:41,870] Trial 9 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.0852223601603085, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9185337807614272, 'colsample_bytree': 0.8585632353336288, 'gamma': 0.04350953151341597, 'reg_alpha': 0.6115066335769104, 'reg_lambda': 2.8110086882702197}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 19:29:42,020] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 175, 'learning_rate': 0.02578035930935672, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9922135010913746, 'colsample_bytree': 0.8906385714245009, 'gamma': 0.19012915324027135, 'reg_alpha': 0.18144331801337998, 'reg_lambda': 2.9785892274925447}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 19:29:42,264] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.12961715897462633, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7551985984136098, 'colsample_bytree': 0.8856817329107045, 'gamma': 1.454649593054594, 'reg_alpha': 0.28790525891171564, 'reg_lambda': 0.5503280504974843}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 19:29:42,417] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 165, 'learning_rate': 0.13049919900361734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7332662927870904, 'colsample_bytree': 0.8760734154419714, 'gamma': 1.0586974762833983, 'reg_alpha': 0.2834734057736018, 'reg_lambda': 0.5975334660690633}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:42,571] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.03733753633667409, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6344408205612153, 'colsample_bytree': 0.8561862018665278, 'gamma': 0.9063828967295223, 'reg_alpha': 0.32293376190532497, 'reg_lambda': 2.4061704668366577}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:42,744] Trial 14 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.12289260771108307, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.757276199382066, 'colsample_bytree': 0.9263469582957874, 'gamma': 0.7997463861115133, 'reg_alpha': 0.6937018299273872, 'reg_lambda': 1.1011652233281843}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,076] Trial 15 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.27226543994091684, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9689123403995159, 'colsample_bytree': 0.8380732444645266, 'gamma': 1.7441395855487116, 'reg_alpha': 0.6939187020874202, 'reg_lambda': 2.2094783635213675}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,242] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.048174709593103576, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.7561683252075345, 'colsample_bytree': 0.7253724155784017, 'gamma': 0.8033198646138662, 'reg_alpha': 0.3846921675619881, 'reg_lambda': 2.668304922908928}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,415] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.019239947714655994, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6879561739252338, 'colsample_bytree': 0.8240178604925472, 'gamma': 0.47677242243214113, 'reg_alpha': 0.01709937524151789, 'reg_lambda': 1.6938911802216245}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,536] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 83, 'learning_rate': 0.12194292540329353, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8060659099150688, 'colsample_bytree': 0.9051445117810121, 'gamma': 1.8491735205166713, 'reg_alpha': 0.6740395831179163, 'reg_lambda': 2.990315819497134}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,675] Trial 19 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 152, 'learning_rate': 0.16715678682601712, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9533390178644311, 'colsample_bytree': 0.9545214455781927, 'gamma': 1.1247185184060873, 'reg_alpha': 0.38630608573781144, 'reg_lambda': 1.0695674536967568}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:43,935] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 208, 'learning_rate': 0.08759944430570978, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6019422419714947, 'colsample_bytree': 0.8654407539793845, 'gamma': 2.203175969657104, 'reg_alpha': 0.20800277552331867, 'reg_lambda': 1.1359314440421073}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,100] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 175, 'learning_rate': 0.13993031177188153, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7378390843579103, 'colsample_bytree': 0.9152111429856454, 'gamma': 0.4901833092560432, 'reg_alpha': 0.2735931713080681, 'reg_lambda': 0.5296787743038891}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,265] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.1052908581749092, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7150586366044009, 'colsample_bytree': 0.8638321044509061, 'gamma': 1.2560097221649713, 'reg_alpha': 0.42236212601624057, 'reg_lambda': 0.5503408956122966}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,512] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.064147899741203, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7856056133996869, 'colsample_bytree': 0.8144732769289222, 'gamma': 0.4273753073889933, 'reg_alpha': 0.6248766316967409, 'reg_lambda': 0.8875891532196378}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,704] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.18372245355005015, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7925534271331265, 'colsample_bytree': 0.934242071030004, 'gamma': 1.6463234405294203, 'reg_alpha': 0.2659799597666557, 'reg_lambda': 0.6916295157189967}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:44,881] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.2863595201295812, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6717353717769766, 'colsample_bytree': 0.8798576893913563, 'gamma': 1.3745583427612327, 'reg_alpha': 0.12238475623469594, 'reg_lambda': 0.9622786264481242}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,014] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 103, 'learning_rate': 0.04737799860587344, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7195249998287006, 'colsample_bytree': 0.759181901533688, 'gamma': 2.0034351826966783, 'reg_alpha': 0.44543749049256115, 'reg_lambda': 1.2760896619374793}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,197] Trial 27 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 188, 'learning_rate': 0.14048728070191036, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8174175395937596, 'colsample_bytree': 0.8943806521481483, 'gamma': 0.9086719291901675, 'reg_alpha': 0.6119961472414668, 'reg_lambda': 1.6955930127803571}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,352] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.07492247515872338, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7612662594539372, 'colsample_bytree': 0.9900435176134453, 'gamma': 0.0364993838296247, 'reg_alpha': 0.3310550382137816, 'reg_lambda': 0.5023971436411766}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,575] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 74, 'learning_rate': 0.10486697709330028, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6588676625065022, 'colsample_bytree': 0.8446413738978462, 'gamma': 1.4320314408165877, 'reg_alpha': 0.7466819916137282, 'reg_lambda': 1.5191194259450307}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,738] Trial 30 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.07317398139866045, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9232548405551275, 'colsample_bytree': 0.9584670064259848, 'gamma': 0.5303477779329148, 'reg_alpha': 0.026466861547502774, 'reg_lambda': 0.7225378888008086}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:45,901] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 195, 'learning_rate': 0.10585082930463634, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7277637607234448, 'colsample_bytree': 0.8652235234643417, 'gamma': 1.3249067727386186, 'reg_alpha': 0.3893967801856816, 'reg_lambda': 0.649338213070593}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,040] Trial 32 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 166, 'learning_rate': 0.12316693904889413, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7057873841951249, 'colsample_bytree': 0.7975802991227907, 'gamma': 1.1798397954077176, 'reg_alpha': 0.9813961675327887, 'reg_lambda': 0.6490748123591785}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,358] Trial 33 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 248, 'learning_rate': 0.09042802091068085, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7769460782507401, 'colsample_bytree': 0.8709899782472799, 'gamma': 2.5600340573160163, 'reg_alpha': 0.22275497997584812, 'reg_lambda': 0.9349318420914398}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,507] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 193, 'learning_rate': 0.1502773644896244, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7331569188870315, 'colsample_bytree': 0.8332226454171118, 'gamma': 3.64610516408272, 'reg_alpha': 0.32932143436003025, 'reg_lambda': 2.108897329225895}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,692] Trial 35 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.20676783936924545, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7009748398432641, 'colsample_bytree': 0.9375438586780082, 'gamma': 4.09160296952585, 'reg_alpha': 0.4407938938763353, 'reg_lambda': 1.257620292857412}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:46,838] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.07603802773657557, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8168272261537455, 'colsample_bytree': 0.9029532018653795, 'gamma': 1.5337991247643215, 'reg_alpha': 0.7928149314720212, 'reg_lambda': 2.5030604511418915}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,056] Trial 37 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 144, 'learning_rate': 0.1061250299628582, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7397131516977803, 'colsample_bytree': 0.8122513884327051, 'gamma': 4.680020052960009, 'reg_alpha': 0.11498090794703225, 'reg_lambda': 1.9559683082177983}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,202] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 163, 'learning_rate': 0.22435351337495757, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8714211672087023, 'colsample_bytree': 0.7707670211542469, 'gamma': 2.0363637989979937, 'reg_alpha': 0.5885388404310848, 'reg_lambda': 0.6533186374053753}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,349] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 127, 'learning_rate': 0.05387558295487771, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6504219398427116, 'colsample_bytree': 0.9791428999899683, 'gamma': 2.5265429557082806, 'reg_alpha': 0.4642793207803375, 'reg_lambda': 0.7986574032456504}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,549] Trial 40 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 102, 'learning_rate': 0.18354930433088332, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7658704458955437, 'colsample_bytree': 0.8819978962050831, 'gamma': 3.1135866781876516, 'reg_alpha': 0.27787363059768144, 'reg_lambda': 1.0344340401269017}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,713] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.10390059120368836, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7205784166773055, 'colsample_bytree': 0.8585704838091213, 'gamma': 1.1986721138667331, 'reg_alpha': 0.4096628641020115, 'reg_lambda': 0.5618831945391172}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:47,941] Trial 42 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 183, 'learning_rate': 0.08989144643305155, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7009053246646605, 'colsample_bytree': 0.8489858498825161, 'gamma': 1.0074727012258788, 'reg_alpha': 0.3605156479861331, 'reg_lambda': 0.6012388357489572}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:29:48,098] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.1178106586722043, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.913218545637711, 'colsample_bytree': 0.914532792469359, 'gamma': 0.6571327002642124, 'reg_alpha': 0.5603363494544316, 'reg_lambda': 0.7764469365027847}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:48,264] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.11954625781388258, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9109496548059803, 'colsample_bytree': 0.9233443075559005, 'gamma': 0.24825304419312688, 'reg_alpha': 0.18073060003111652, 'reg_lambda': 0.8220251371172729}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:48,474] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.01017635556971541, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9134663232467376, 'colsample_bytree': 0.9227296578453628, 'gamma': 0.2464386743134734, 'reg_alpha': 0.1639417329687941, 'reg_lambda': 0.8085914169123815}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:48,684] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.012643831068645866, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9005685419911962, 'colsample_bytree': 0.9461308825327763, 'gamma': 0.6583366588472486, 'reg_alpha': 0.18366661253442979, 'reg_lambda': 0.8386942688505266}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,022] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.016732376345686778, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9478021471268334, 'colsample_bytree': 0.9731512711647239, 'gamma': 0.3796073552179833, 'reg_alpha': 0.07590387115690306, 'reg_lambda': 1.2131409692574753}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,267] Trial 48 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.03148829685286104, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8697815385642731, 'colsample_bytree': 0.9203706464903336, 'gamma': 0.3181466036972983, 'reg_alpha': 0.14832136191033976, 'reg_lambda': 0.7421549809829978}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,438] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.01090201726828762, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9998959979887687, 'colsample_bytree': 0.9998689259405773, 'gamma': 0.654761445522172, 'reg_alpha': 0.06992940123495162, 'reg_lambda': 1.4096175421518304}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,653] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 246, 'learning_rate': 0.02112895631355487, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9391964913502115, 'colsample_bytree': 0.9167692370516293, 'gamma': 0.2340754709939865, 'reg_alpha': 0.23757298093062856, 'reg_lambda': 0.9667104202327772}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:49,820] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.15949285340612723, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9098401649886273, 'colsample_bytree': 0.9052818404379315, 'gamma': 0.020010887521793478, 'reg_alpha': 0.5536403082420186, 'reg_lambda': 0.8657132151228575}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,086] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.15580020793117294, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8904146686127693, 'colsample_bytree': 0.9034685547145553, 'gamma': 0.1007100262530163, 'reg_alpha': 0.5473392540804752, 'reg_lambda': 0.7682369395750486}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,254] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.24943592123943406, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8946233324437416, 'colsample_bytree': 0.9004234221487566, 'gamma': 0.16281726502018498, 'reg_alpha': 0.5648752478884708, 'reg_lambda': 0.8372078490965132}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,482] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 172, 'learning_rate': 0.24017491053964535, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8845001580403804, 'colsample_bytree': 0.8921798282486323, 'gamma': 0.037416646735814546, 'reg_alpha': 0.5483714215393916, 'reg_lambda': 1.0128245358773316}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,686] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.2572694766744199, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8524497769422588, 'colsample_bytree': 0.6472485894840143, 'gamma': 0.6648062189687091, 'reg_alpha': 0.5141821197995649, 'reg_lambda': 0.885663646933041}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:50,843] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.1974992442750801, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9693344037793482, 'colsample_bytree': 0.9069008855395971, 'gamma': 0.18773122671147946, 'reg_alpha': 0.5608312325376049, 'reg_lambda': 0.7642793872284503}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,064] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.1649576035829876, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9004455885067647, 'colsample_bytree': 0.9517526959161826, 'gamma': 0.7639929478645291, 'reg_alpha': 0.48138070146672274, 'reg_lambda': 1.147942780889946}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,220] Trial 58 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 143, 'learning_rate': 0.17247837894718313, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8905671745383721, 'colsample_bytree': 0.9405930580795276, 'gamma': 0.7951466040726413, 'reg_alpha': 0.4788204777160464, 'reg_lambda': 1.1498808609916418}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,376] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.13272846801630028, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9283201438343351, 'colsample_bytree': 0.9678921727281664, 'gamma': 0.5722620358297618, 'reg_alpha': 0.6393729502201078, 'reg_lambda': 1.5477144347269869}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,547] Trial 60 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 180, 'learning_rate': 0.2907434603846905, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8331334719243401, 'colsample_bytree': 0.9494032806179452, 'gamma': 0.9860380030951027, 'reg_alpha': 0.7290513332231818, 'reg_lambda': 1.3392978738788401}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,698] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.2492626964726176, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8347504275399771, 'colsample_bytree': 0.9539869693135833, 'gamma': 0.9819311425584546, 'reg_alpha': 0.8241634878387266, 'reg_lambda': 1.3343151352012703}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:51,909] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.24446930605116565, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8746724619482229, 'colsample_bytree': 0.9296563156032664, 'gamma': 0.7708783466878845, 'reg_alpha': 0.8380654618154452, 'reg_lambda': 1.0617325699284899}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,088] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.20591466543293588, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8976379434981538, 'colsample_bytree': 0.9858622485009404, 'gamma': 0.3696542174200691, 'reg_alpha': 0.9276306429924907, 'reg_lambda': 1.1249598579892488}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,310] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.2102719777553813, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9039812003400278, 'colsample_bytree': 0.9818232833437788, 'gamma': 0.3437844993997287, 'reg_alpha': 0.8797890253116757, 'reg_lambda': 1.193525235385484}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,486] Trial 65 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 190, 'learning_rate': 0.18971139503628284, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8509031319440349, 'colsample_bytree': 0.9636546622616475, 'gamma': 0.17411388496617702, 'reg_alpha': 0.931858883891335, 'reg_lambda': 1.2988096891762768}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,650] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 207, 'learning_rate': 0.14961731535864195, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8882498213544016, 'colsample_bytree': 0.9926340385390517, 'gamma': 0.43595284894632735, 'reg_alpha': 0.9370734340736336, 'reg_lambda': 0.9541231398444312}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:52,760] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.22778688750468398, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9617814166574732, 'colsample_bytree': 0.9561492732836228, 'gamma': 0.5394860240588607, 'reg_alpha': 0.6525725691829136, 'reg_lambda': 1.0464702976623377}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,006] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.2729721633432611, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9300102906483534, 'colsample_bytree': 0.9412969246222903, 'gamma': 0.19947348507318455, 'reg_alpha': 0.835005897067078, 'reg_lambda': 1.125111926932432}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,150] Trial 69 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.1754148538057993, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8363772038984173, 'colsample_bytree': 0.9722671751760116, 'gamma': 0.7620873430602225, 'reg_alpha': 0.7761587810929638, 'reg_lambda': 1.4869905955443057}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,297] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.17364663525554247, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8331729416214826, 'colsample_bytree': 0.968215685021743, 'gamma': 0.9577459292636095, 'reg_alpha': 0.7840201700516994, 'reg_lambda': 1.506062790071561}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,460] Trial 71 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.16993348296471184, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8418222685373331, 'colsample_bytree': 0.9647850336692181, 'gamma': 0.8930885807082275, 'reg_alpha': 0.7737758721312574, 'reg_lambda': 1.620599530380646}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,676] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.11480531747361743, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8209195792368374, 'colsample_bytree': 0.927820124167529, 'gamma': 1.07593587873255, 'reg_alpha': 0.677358058515901, 'reg_lambda': 1.4502060760369322}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,835] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.15546632627677623, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.827139112029162, 'colsample_bytree': 0.9489602732539103, 'gamma': 0.7411369133763706, 'reg_alpha': 0.5888260268641415, 'reg_lambda': 1.348231462466379}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:53,986] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 178, 'learning_rate': 0.17996610712850722, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8596939950127829, 'colsample_bytree': 0.9106604016334056, 'gamma': 0.8798882695380738, 'reg_alpha': 0.719390206172814, 'reg_lambda': 1.527543783871487}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,145] Trial 75 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.1463734776805934, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.881830922070467, 'colsample_bytree': 0.9320711297891814, 'gamma': 0.5443640190692624, 'reg_alpha': 0.5008739929587928, 'reg_lambda': 1.8638159266184022}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,299] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 200, 'learning_rate': 0.11677683238635447, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8106610556991276, 'colsample_bytree': 0.97743165740528, 'gamma': 1.6001096141652293, 'reg_alpha': 0.7950228081897984, 'reg_lambda': 1.6985286222631297}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,607] Trial 77 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 167, 'learning_rate': 0.13655561718780831, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7972227590218579, 'colsample_bytree': 0.8969820101078487, 'gamma': 0.12761210711593113, 'reg_alpha': 0.5797182204235575, 'reg_lambda': 1.5945808471426643}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,759] Trial 78 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 160, 'learning_rate': 0.2602977722087931, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8630686462167894, 'colsample_bytree': 0.9584726033225205, 'gamma': 1.249503508893429, 'reg_alpha': 0.7646635792909704, 'reg_lambda': 1.4497864895948687}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:54,888] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.2971285166347614, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8407213012547032, 'colsample_bytree': 0.7383784010854182, 'gamma': 1.08077187839857, 'reg_alpha': 0.8529567697132265, 'reg_lambda': 1.7710324520415406}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,040] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.2173510630215152, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143706960426544, 'colsample_bytree': 0.9992779743360283, 'gamma': 0.4528462398554334, 'reg_alpha': 0.701474250107275, 'reg_lambda': 1.362783906374731}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,252] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 172, 'learning_rate': 0.15370865581127693, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9364680748851492, 'colsample_bytree': 0.9499253912960693, 'gamma': 0.7586978044083877, 'reg_alpha': 0.5960324245355113, 'reg_lambda': 1.3771384413178602}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,559] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 169, 'learning_rate': 0.16410064997890042, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8246536881612939, 'colsample_bytree': 0.9397094635731816, 'gamma': 0.7097295934703041, 'reg_alpha': 0.8173572977037322, 'reg_lambda': 1.2128175258546618}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,740] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.12925359915586945, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8260035446838782, 'colsample_bytree': 0.9737555035314869, 'gamma': 0.8892062992574893, 'reg_alpha': 0.8878401819081996, 'reg_lambda': 1.3136881481439433}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:55,909] Trial 84 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 192, 'learning_rate': 0.18855814815279479, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8764475881463895, 'colsample_bytree': 0.9189883348639696, 'gamma': 0.6405773950538294, 'reg_alpha': 0.5278974120911728, 'reg_lambda': 0.7153673820731921}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,061] Trial 85 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 178, 'learning_rate': 0.2455742138544234, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.782108448248644, 'colsample_bytree': 0.95097171915271, 'gamma': 0.9771169497374619, 'reg_alpha': 0.6229709934792126, 'reg_lambda': 1.4802831024114875}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,253] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.1633172993736604, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8053996890637726, 'colsample_bytree': 0.8836077926797467, 'gamma': 0.3140993489425215, 'reg_alpha': 0.6486774043130548, 'reg_lambda': 0.9128633034425092}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,608] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.09506104589254805, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8498366214016506, 'colsample_bytree': 0.9712672151147669, 'gamma': 0.08955858787377646, 'reg_alpha': 0.4849024430442621, 'reg_lambda': 1.2595888290839385}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:56,857] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.14246809660688772, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.832114754089969, 'colsample_bytree': 0.8982723780440242, 'gamma': 0.5752314046886845, 'reg_alpha': 0.6757552001026894, 'reg_lambda': 0.6368959378587811}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:57,015] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 163, 'learning_rate': 0.11262927678885942, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8660107086032761, 'colsample_bytree': 0.8935324562597302, 'gamma': 1.3244287852950252, 'reg_alpha': 0.748069223741736, 'reg_lambda': 0.6507500311708656}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:57,156] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.1984619295785395, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.921265136804095, 'colsample_bytree': 0.8767659655447932, 'gamma': 1.7880514412063953, 'reg_alpha': 0.6689170369571088, 'reg_lambda': 0.8325263194007879}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 19:29:57,322] Trial 91 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.13968325941756607, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8379266779603556, 'colsample_bytree': 0.932398633169046, 'gamma': 0.5812564812128781, 'reg_alpha': 0.5975167230240326, 'reg_lambda': 0.7748385565375819}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:57,601] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.1413738388427899, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8938195678221388, 'colsample_bytree': 0.913664666775947, 'gamma': 0.552052100760813, 'reg_alpha': 0.5608429361724088, 'reg_lambda': 0.7769150621460629}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:57,761] Trial 93 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 176, 'learning_rate': 0.08097454173717328, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8362192294797529, 'colsample_bytree': 0.9261737461020092, 'gamma': 0.29445087163854167, 'reg_alpha': 0.809615677574635, 'reg_lambda': 0.6048919976796999}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:57,928] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.12795764070896035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9049966863246973, 'colsample_bytree': 0.930707060147019, 'gamma': 0.43618554130029946, 'reg_alpha': 0.6990283711278824, 'reg_lambda': 0.6987173187216216}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,062] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.17828373541198803, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8580717893932759, 'colsample_bytree': 0.8973259975337395, 'gamma': 0.6189086166616363, 'reg_alpha': 0.5305711103520779, 'reg_lambda': 0.9927132796696571}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,300] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.09922488545729359, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8461490912523594, 'colsample_bytree': 0.9371716673966387, 'gamma': 0.0061890587683719744, 'reg_alpha': 0.6292089817634888, 'reg_lambda': 0.5223151479491044}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,447] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.22532133088004372, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8098206710803215, 'colsample_bytree': 0.9617724087593229, 'gamma': 1.1599477502667468, 'reg_alpha': 0.6073276628158804, 'reg_lambda': 0.8874452803065814}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,597] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 189, 'learning_rate': 0.12279107316530549, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8786283435906944, 'colsample_bytree': 0.9028081065171757, 'gamma': 0.8621833433579001, 'reg_alpha': 0.899775531929328, 'reg_lambda': 0.5934963456196297}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,747] Trial 99 finished with value: 0.726190476190476 and parameters: {'n_estimators': 181, 'learning_rate': 0.1472745504097857, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9465105483084684, 'colsample_bytree': 0.9884095438694687, 'gamma': 0.24730991403565428, 'reg_alpha': 0.7270323311104803, 'reg_lambda': 0.7835055758676457}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:58,870] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.13489543988222527, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9808134530110982, 'colsample_bytree': 0.9136987295402589, 'gamma': 2.752595294214277, 'reg_alpha': 0.43774946739974324, 'reg_lambda': 0.6822759583890685}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,061] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.15836325807845877, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8278582840555669, 'colsample_bytree': 0.9456809461053424, 'gamma': 0.7288477412617346, 'reg_alpha': 0.5807089069783363, 'reg_lambda': 0.8411384978031139}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,279] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.17163879845734778, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8306451704572466, 'colsample_bytree': 0.9229022699176753, 'gamma': 0.46121852868441204, 'reg_alpha': 0.5765972101033037, 'reg_lambda': 0.8435903371085363}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,449] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.11133290107311364, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7723289622863961, 'colsample_bytree': 0.9427133380298508, 'gamma': 1.0086625007948322, 'reg_alpha': 0.46974453298673446, 'reg_lambda': 0.9551817762056026}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,592] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.1594472402883643, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7897228875703503, 'colsample_bytree': 0.8890117432643568, 'gamma': 0.6993494962296638, 'reg_alpha': 0.5102525101238131, 'reg_lambda': 0.7493995840058868}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,745] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.19224436743787504, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8172522679844939, 'colsample_bytree': 0.7876685566074683, 'gamma': 0.8240788060564829, 'reg_alpha': 0.5680320236538642, 'reg_lambda': 1.0741854963110131}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:29:59,922] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.06624111160395864, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8363632777887493, 'colsample_bytree': 0.9561820799607821, 'gamma': 0.1276395936253676, 'reg_alpha': 0.609885754732058, 'reg_lambda': 0.6198776692942395}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,111] Trial 107 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 168, 'learning_rate': 0.04213140759905353, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.906762889114974, 'colsample_bytree': 0.8726795605826194, 'gamma': 0.3715763079178941, 'reg_alpha': 0.6728852847306838, 'reg_lambda': 0.9077939565527571}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,269] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.21352191181769364, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7973751528166277, 'colsample_bytree': 0.9032369843848842, 'gamma': 0.5810702472424931, 'reg_alpha': 0.5308886686248251, 'reg_lambda': 1.612270109893565}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,415] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.14335584499194998, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8926111194502612, 'colsample_bytree': 0.9677631133859583, 'gamma': 0.9419109232501562, 'reg_alpha': 0.7763219199480544, 'reg_lambda': 0.8074402762601136}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,578] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.17921914218697452, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8556003607584023, 'colsample_bytree': 0.9341986186630779, 'gamma': 0.4863357986196165, 'reg_alpha': 0.5481617047775366, 'reg_lambda': 1.1843211133606095}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:00,836] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 172, 'learning_rate': 0.15630720029610404, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8292216121070513, 'colsample_bytree': 0.9430059042023647, 'gamma': 0.7368657199030968, 'reg_alpha': 0.5900792214353546, 'reg_lambda': 0.7323311947732444}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,066] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.12290849235672792, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8676198936376719, 'colsample_bytree': 0.6622586520109265, 'gamma': 0.7865254444779187, 'reg_alpha': 0.49316956148543967, 'reg_lambda': 0.7258067225992021}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,219] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.12704762589870452, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8689815702135546, 'colsample_bytree': 0.6879890311287349, 'gamma': 0.7755309055115545, 'reg_alpha': 0.49055746978991477, 'reg_lambda': 0.7303010639778535}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,353] Trial 114 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.15741098493685904, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.884963718011673, 'colsample_bytree': 0.6163891700998342, 'gamma': 3.2299845615856815, 'reg_alpha': 0.30156016064920665, 'reg_lambda': 0.8617035582151467}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,616] Trial 115 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 174, 'learning_rate': 0.11557332413654987, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9179717157722843, 'colsample_bytree': 0.6907420125736945, 'gamma': 4.322070303980244, 'reg_alpha': 0.4641673063704698, 'reg_lambda': 0.5605474195823479}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,778] Trial 116 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 168, 'learning_rate': 0.13753302917962146, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8430744210027649, 'colsample_bytree': 0.654594874292339, 'gamma': 0.6338389986482316, 'reg_alpha': 0.40540917394667436, 'reg_lambda': 0.6671585447986889}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:01,953] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.12278678554817356, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9002379510119372, 'colsample_bytree': 0.7513069150170635, 'gamma': 0.27218174910112664, 'reg_alpha': 0.6516610954129677, 'reg_lambda': 0.9981846555126996}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,111] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.09448489885027463, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9287179819314005, 'colsample_bytree': 0.7019490544653915, 'gamma': 0.2632469913022415, 'reg_alpha': 0.653357041516351, 'reg_lambda': 0.9929169820862025}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,396] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.1056011688614379, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8161236235347258, 'colsample_bytree': 0.750453667507405, 'gamma': 0.15756202349365686, 'reg_alpha': 0.6097790985465332, 'reg_lambda': 0.7571349031389115}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,537] Trial 120 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.12462168431741145, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8634465440361395, 'colsample_bytree': 0.7825029318713107, 'gamma': 0.4068724379271833, 'reg_alpha': 0.5947800858895415, 'reg_lambda': 0.8193156980258243}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,700] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 172, 'learning_rate': 0.15251348883939114, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8999981228168259, 'colsample_bytree': 0.804712711154408, 'gamma': 0.5004900977328929, 'reg_alpha': 0.6355405603535978, 'reg_lambda': 0.9162991295729024}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:02,854] Trial 122 finished with value: 0.755952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.12174915475541744, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8755927967629142, 'colsample_bytree': 0.66463581281132, 'gamma': 0.33483580445536076, 'reg_alpha': 0.5793321196108675, 'reg_lambda': 0.7125916665606137}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,031] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.08315182594797743, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8757827389282246, 'colsample_bytree': 0.6768128140929054, 'gamma': 0.2595630026344925, 'reg_alpha': 0.5459739093007042, 'reg_lambda': 0.6998804456406065}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,279] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.11793372995488079, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.85240814139383, 'colsample_bytree': 0.9233618754422883, 'gamma': 0.1108332613083558, 'reg_alpha': 0.5700286975307849, 'reg_lambda': 0.626380866956416}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,446] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 145, 'learning_rate': 0.11799217341808542, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8510621118721065, 'colsample_bytree': 0.9231695037145878, 'gamma': 0.004084691697312071, 'reg_alpha': 0.5735598673664434, 'reg_lambda': 0.6400708100333559}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,602] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.269567458252201, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8450742688583334, 'colsample_bytree': 0.6330298206776382, 'gamma': 0.12265561450414392, 'reg_alpha': 0.5915328586576374, 'reg_lambda': 0.5562493166715892}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,724] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 63, 'learning_rate': 0.09911042116791413, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8835611100561652, 'colsample_bytree': 0.9086803300656653, 'gamma': 0.34862257874565833, 'reg_alpha': 0.6189988091078487, 'reg_lambda': 0.5098329652627955}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:03,895] Trial 128 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 180, 'learning_rate': 0.1367498062736035, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8239723812568672, 'colsample_bytree': 0.7075113267439708, 'gamma': 0.17916438104323162, 'reg_alpha': 0.523648808722718, 'reg_lambda': 0.7909503272928541}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,078] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.14531045444369012, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9110979016603967, 'colsample_bytree': 0.9163980223865752, 'gamma': 0.3343195025645441, 'reg_alpha': 0.6799602974148573, 'reg_lambda': 0.8638956371566159}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,218] Trial 130 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.23883769232954644, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.912945363278209, 'colsample_bytree': 0.7161212953704778, 'gamma': 2.3550164457404597, 'reg_alpha': 0.5638030704975298, 'reg_lambda': 0.8668416740312573}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,408] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.1118955579684035, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.938126014088175, 'colsample_bytree': 0.9447281041973581, 'gamma': 0.33296383697818466, 'reg_alpha': 0.6864515160206348, 'reg_lambda': 0.6733317171705075}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,567] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.1033894945036121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9450400322037151, 'colsample_bytree': 0.9458838036146581, 'gamma': 0.3265969413698411, 'reg_alpha': 0.7072597483326402, 'reg_lambda': 0.7672736097865719}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,720] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.10790470276090672, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9363051115605326, 'colsample_bytree': 0.944726500627834, 'gamma': 0.32249427524091756, 'reg_alpha': 0.7081334233074388, 'reg_lambda': 0.73028650919712}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:04,979] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.11049321166943143, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9549100530563794, 'colsample_bytree': 0.9424045871781294, 'gamma': 0.33361116910616506, 'reg_alpha': 0.7058123395487844, 'reg_lambda': 0.6958673761416931}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,178] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.10536816693516263, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9366981851041187, 'colsample_bytree': 0.9329494258017428, 'gamma': 0.42784382189568304, 'reg_alpha': 0.7494546517635738, 'reg_lambda': 2.895261556892705}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,399] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.09834554947959677, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9338044377205407, 'colsample_bytree': 0.9321990743447809, 'gamma': 0.21916393484294694, 'reg_alpha': 0.7573151988633811, 'reg_lambda': 2.8290594264995317}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,594] Trial 137 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.08985979161136465, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9237987890080726, 'colsample_bytree': 0.9233049899314645, 'gamma': 0.43867878427477036, 'reg_alpha': 0.6574151461963507, 'reg_lambda': 2.4372114787807178}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,751] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.10988159704652913, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9529557160696157, 'colsample_bytree': 0.9131535760643675, 'gamma': 0.516182144126426, 'reg_alpha': 0.7248947821064804, 'reg_lambda': 0.8232437936016305}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:05,907] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.12911477786168415, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9375259531045064, 'colsample_bytree': 0.9187492627849781, 'gamma': 0.0827925210117072, 'reg_alpha': 0.6780292026830192, 'reg_lambda': 2.3026800886304994}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,138] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.12285480780695854, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9202877085615859, 'colsample_bytree': 0.8212421963633478, 'gamma': 0.2436398425562489, 'reg_alpha': 0.7477264278331746, 'reg_lambda': 2.1972376903951654}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,307] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.10283734111300306, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9448657979199696, 'colsample_bytree': 0.9383457291863403, 'gamma': 0.4114388115819794, 'reg_alpha': 0.7112302067371833, 'reg_lambda': 0.7516492752587923}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,486] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.11716997660262125, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9623272960901448, 'colsample_bytree': 0.9468755729197339, 'gamma': 0.3215088201695184, 'reg_alpha': 0.6930649454002668, 'reg_lambda': 2.028273927824311}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,667] Trial 143 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.10686411734222434, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9393461228172747, 'colsample_bytree': 0.932604788780389, 'gamma': 0.6656524045498043, 'reg_alpha': 0.6375487967380525, 'reg_lambda': 0.8589575145714108}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:06,948] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.13355139771779184, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9255529309172673, 'colsample_bytree': 0.9593620397375184, 'gamma': 0.3611391721071516, 'reg_alpha': 0.7351368330222101, 'reg_lambda': 2.560121592771415}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,123] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.13160857155488773, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9120299910281531, 'colsample_bytree': 0.9595617622381187, 'gamma': 0.588255337868009, 'reg_alpha': 0.7397228147399793, 'reg_lambda': 2.8805614654503096}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,275] Trial 146 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 149, 'learning_rate': 0.14450083997627558, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9271596970851232, 'colsample_bytree': 0.9752598689043108, 'gamma': 0.1682127502546606, 'reg_alpha': 0.7978724471170623, 'reg_lambda': 2.750084976740356}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,418] Trial 147 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 143, 'learning_rate': 0.13449411164017372, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8994612808285631, 'colsample_bytree': 0.9538489663694844, 'gamma': 0.4423968254279472, 'reg_alpha': 0.6861037035830774, 'reg_lambda': 2.514167728093273}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,704] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.1179089271125851, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.906848065149821, 'colsample_bytree': 0.930414412688477, 'gamma': 0.06922242261888012, 'reg_alpha': 0.6614872827999644, 'reg_lambda': 2.6183926846637497}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:07,862] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.08812804676645902, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9055935952002993, 'colsample_bytree': 0.9633980761690643, 'gamma': 0.5242198027518253, 'reg_alpha': 0.6558148106356205, 'reg_lambda': 2.98265739210695}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,015] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 154, 'learning_rate': 0.1519407980031263, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9171473253520644, 'colsample_bytree': 0.9429477580615775, 'gamma': 0.2570760173380797, 'reg_alpha': 0.6208535610969574, 'reg_lambda': 2.4709237609241685}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,196] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.05833543603113328, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9189157454285022, 'colsample_bytree': 0.9398972798683937, 'gamma': 0.25863847101116416, 'reg_alpha': 0.6251223656273008, 'reg_lambda': 2.6439839674242895}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,405] Trial 152 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.14606426689818114, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9304309504280581, 'colsample_bytree': 0.9295707478422933, 'gamma': 0.3756518130254365, 'reg_alpha': 0.6034298140449615, 'reg_lambda': 2.5118126134317285}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,578] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.1631170527322743, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9104296426749777, 'colsample_bytree': 0.9471112893325047, 'gamma': 0.036224857940972494, 'reg_alpha': 0.660193558517668, 'reg_lambda': 2.7511708449852517}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:08,831] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.16283483053506342, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9158800247351891, 'colsample_bytree': 0.9510216896092355, 'gamma': 0.013636173935129087, 'reg_alpha': 0.7372018134401204, 'reg_lambda': 2.603585721107556}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:09,480] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.1573694592259796, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9189685767649769, 'colsample_bytree': 0.9374219208528426, 'gamma': 0.17132678158067172, 'reg_alpha': 0.7716384820903688, 'reg_lambda': 2.428094473918313}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:09,650] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.1684132989816974, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9369356645325176, 'colsample_bytree': 0.9833200648676893, 'gamma': 0.014148411348167217, 'reg_alpha': 0.7326045752371603, 'reg_lambda': 2.601458341893186}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:09,820] Trial 157 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.13705087898803653, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8927327742971419, 'colsample_bytree': 0.9540138912837192, 'gamma': 0.7133169722762096, 'reg_alpha': 0.7518213055959893, 'reg_lambda': 2.5806448677817726}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,035] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.1500005692066177, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9257497304650004, 'colsample_bytree': 0.9159668327883047, 'gamma': 0.47663580808100914, 'reg_alpha': 0.6884510922925484, 'reg_lambda': 2.6958949054009267}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,238] Trial 159 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.18326951578227993, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9110411573408127, 'colsample_bytree': 0.9608636714009493, 'gamma': 0.38356545017237575, 'reg_alpha': 0.7199607916741371, 'reg_lambda': 2.355647628257368}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,458] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.12965625917736578, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9527586160345827, 'colsample_bytree': 0.9297420498763785, 'gamma': 0.602725269401851, 'reg_alpha': 0.5911922966693204, 'reg_lambda': 2.55125915765358}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,624] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.2005528910288352, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9067995265154215, 'colsample_bytree': 0.9554691373549069, 'gamma': 0.003032571108336324, 'reg_alpha': 0.6300371662002862, 'reg_lambda': 2.884166766336095}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:10,869] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.17012161967490308, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9120168959231373, 'colsample_bytree': 0.9477225398917309, 'gamma': 0.1456117483750216, 'reg_alpha': 0.659509014941857, 'reg_lambda': 2.7091136511613962}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,034] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.16439901500826065, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.892371583681835, 'colsample_bytree': 0.9694700896861269, 'gamma': 0.22865636972778508, 'reg_alpha': 0.6750519890342106, 'reg_lambda': 2.644013382837226}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,193] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.14917072018529937, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9319759222478284, 'colsample_bytree': 0.9441427832117176, 'gamma': 0.08420403059216992, 'reg_alpha': 0.6423678635946006, 'reg_lambda': 2.705055688463519}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,344] Trial 165 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 178, 'learning_rate': 0.1353353652682409, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9178772511561655, 'colsample_bytree': 0.9389272110336119, 'gamma': 0.3495456946425089, 'reg_alpha': 0.6084264003579033, 'reg_lambda': 2.9133634360218474}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,523] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.11187923328053996, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9042605428409445, 'colsample_bytree': 0.9464827856693603, 'gamma': 0.0954259459032521, 'reg_alpha': 0.7031402067377478, 'reg_lambda': 2.7786349692543704}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,777] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.15379939500886902, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9249198682656875, 'colsample_bytree': 0.9273775026328789, 'gamma': 0.21770301851474413, 'reg_alpha': 0.7594759057235067, 'reg_lambda': 2.6091648773534453}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:11,952] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.18460388044100756, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9424408709784486, 'colsample_bytree': 0.91728816716846, 'gamma': 0.2966499039777308, 'reg_alpha': 0.5775881536348688, 'reg_lambda': 2.768501222087785}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,108] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.11908789177946008, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9122625704964978, 'colsample_bytree': 0.9360097854820857, 'gamma': 0.5450628221743156, 'reg_alpha': 0.7243997779615732, 'reg_lambda': 1.8131620433427447}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,262] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.14295677867919468, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9316358261026381, 'colsample_bytree': 0.9511844656617278, 'gamma': 0.4386549925931334, 'reg_alpha': 0.5474904294498337, 'reg_lambda': 2.4881032201229503}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,537] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.1389624250228485, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8893006878327556, 'colsample_bytree': 0.9565785522767741, 'gamma': 0.7129923544651297, 'reg_alpha': 0.7443127228068387, 'reg_lambda': 2.5446380004746723}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,684] Trial 172 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 169, 'learning_rate': 0.12641474602648464, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8970561128293525, 'colsample_bytree': 0.9668280129384769, 'gamma': 0.6995303072966215, 'reg_alpha': 0.7833019872231357, 'reg_lambda': 2.589279354012274}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,834] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.16333477851010322, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8968646706454313, 'colsample_bytree': 0.9795721338576423, 'gamma': 0.08434775911426358, 'reg_alpha': 0.8076503490908579, 'reg_lambda': 2.4648430140274793}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:12,981] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.15997952350000214, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9219498353963758, 'colsample_bytree': 0.9794663280100662, 'gamma': 0.052746742260214495, 'reg_alpha': 0.8495236755018898, 'reg_lambda': 2.479291377480048}. Best is trial 91 with value: 0.7738095238095238.
[I 2025-11-03 19:30:13,295] Trial 175 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 155, 'learning_rate': 0.1959693874964264, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9204030711234267, 'colsample_bytree': 0.9912066921058272, 'gamma': 0.12112101349216292, 'reg_alpha': 0.8287673336819485, 'reg_lambda': 2.367721156778014}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,457] Trial 176 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.17402160628501304, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9189718648853726, 'colsample_bytree': 0.9929048455848566, 'gamma': 0.1561099327977593, 'reg_alpha': 0.8489885787744378, 'reg_lambda': 2.3182675556489074}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,611] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 155, 'learning_rate': 0.18987934035880974, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.91828519740277, 'colsample_bytree': 0.9859780228869414, 'gamma': 0.00507185361937231, 'reg_alpha': 0.8459312332513147, 'reg_lambda': 2.3074786012477895}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,749] Trial 178 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 152, 'learning_rate': 0.19511793402304226, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8988653960773965, 'colsample_bytree': 0.9940845089180793, 'gamma': 0.21109217581533193, 'reg_alpha': 0.855719691416144, 'reg_lambda': 2.2591426764260523}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:13,900] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.20528417314854472, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9155006085188565, 'colsample_bytree': 0.9833686760921357, 'gamma': 0.05118578871785577, 'reg_alpha': 0.8237978347270438, 'reg_lambda': 2.361836794894669}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,162] Trial 180 finished with value: 0.744047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.20899181710972708, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9197775313111974, 'colsample_bytree': 0.9842669839546361, 'gamma': 0.0975466964246529, 'reg_alpha': 0.8293018914929287, 'reg_lambda': 2.3766805928398087}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,310] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.22185769965028354, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9199167231305344, 'colsample_bytree': 0.9954673387784992, 'gamma': 0.0031510326983757476, 'reg_alpha': 0.8487842977709945, 'reg_lambda': 2.3425139807777766}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,453] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 145, 'learning_rate': 0.22068131530234225, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9183034572444541, 'colsample_bytree': 0.9987664569026522, 'gamma': 0.04545670665579328, 'reg_alpha': 0.8751412647012069, 'reg_lambda': 2.2986226266966385}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,595] Trial 183 finished with value: 0.761904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.22570350332413383, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9189250711740714, 'colsample_bytree': 0.9987914453762115, 'gamma': 0.018433521704025957, 'reg_alpha': 0.907671484509818, 'reg_lambda': 2.315894894237217}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:14,821] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.2251154648232022, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9214844164818877, 'colsample_bytree': 0.9942562420013886, 'gamma': 0.009146339900746203, 'reg_alpha': 0.9061500069842554, 'reg_lambda': 2.3311167045131254}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,010] Trial 185 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.20692065243143956, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9230338493023372, 'colsample_bytree': 0.9946650428932864, 'gamma': 0.007629045017288101, 'reg_alpha': 0.8955734382276541, 'reg_lambda': 2.3154036003027954}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,205] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.22767170924437033, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9232271846056447, 'colsample_bytree': 0.999985571503294, 'gamma': 0.023382770445673273, 'reg_alpha': 0.9047465177919044, 'reg_lambda': 2.333914289860244}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,345] Trial 187 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 131, 'learning_rate': 0.22472592052616772, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9269620765289396, 'colsample_bytree': 0.9977832152949335, 'gamma': 0.014650169214060274, 'reg_alpha': 0.9098480853349034, 'reg_lambda': 2.17585348147451}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,481] Trial 188 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 117, 'learning_rate': 0.2268918929954329, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9303197756510478, 'colsample_bytree': 0.9986704809957155, 'gamma': 0.026818498869563445, 'reg_alpha': 0.9091473042264355, 'reg_lambda': 2.307799171376856}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,703] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.2322826024028764, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.942168163344839, 'colsample_bytree': 0.9966490463988946, 'gamma': 0.0036797749155012445, 'reg_alpha': 0.9680941029917061, 'reg_lambda': 2.2377903217469477}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,839] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 123, 'learning_rate': 0.2283322316104628, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.93247989101092, 'colsample_bytree': 0.9898415909709025, 'gamma': 0.11917358665987399, 'reg_alpha': 0.8743279547245405, 'reg_lambda': 2.1363057151489615}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:15,993] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.22598696688547792, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.931258235037278, 'colsample_bytree': 0.9995586357998248, 'gamma': 0.11847778262374711, 'reg_alpha': 0.8610370328229568, 'reg_lambda': 2.168969452054257}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:16,142] Trial 192 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 125, 'learning_rate': 0.2576623951427908, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9496426806929255, 'colsample_bytree': 0.9901018552224785, 'gamma': 0.1184733580784587, 'reg_alpha': 0.8797287716519521, 'reg_lambda': 2.2811941403729312}. Best is trial 175 with value: 0.7857142857142857.
[I 2025-11-03 19:30:16,394] Trial 193 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 113, 'learning_rate': 0.21901005521922412, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9270688310787001, 'colsample_bytree': 0.9887476640627206, 'gamma': 0.011562916780904651, 'reg_alpha': 0.9151366715539658, 'reg_lambda': 2.127544924101105}. Best is trial 193 with value: 0.7916666666666666.
[I 2025-11-03 19:30:16,531] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 116, 'learning_rate': 0.21358001971780294, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9267389177227051, 'colsample_bytree': 0.9884864272049568, 'gamma': 0.15527041566246486, 'reg_alpha': 0.9069545531360598, 'reg_lambda': 2.0439979381028985}. Best is trial 193 with value: 0.7916666666666666.
[I 2025-11-03 19:30:16,658] Trial 195 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 105, 'learning_rate': 0.21244062965064317, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9363087736319333, 'colsample_bytree': 0.9796896179959645, 'gamma': 0.1736289083853835, 'reg_alpha': 0.9067985883271412, 'reg_lambda': 2.1107697665267686}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:16,808] Trial 196 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 114, 'learning_rate': 0.2163861727935113, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9615615420188857, 'colsample_bytree': 0.9789334151315393, 'gamma': 0.15788467100044495, 'reg_alpha': 0.907854893201356, 'reg_lambda': 2.1117807144215637}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:16,995] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.27569320668986536, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.92793327212687, 'colsample_bytree': 0.9897057557687564, 'gamma': 0.16948247600075922, 'reg_alpha': 0.9519462555101512, 'reg_lambda': 2.0298767948822114}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:17,126] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.24107231126080586, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9442470074448989, 'colsample_bytree': 0.9988991849554324, 'gamma': 0.012245583775428642, 'reg_alpha': 0.9994179125793391, 'reg_lambda': 2.1601764736019553}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:17,252] Trial 199 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 117, 'learning_rate': 0.1949690880120822, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9331269311120325, 'colsample_bytree': 0.9871671704101996, 'gamma': 0.13804376906074686, 'reg_alpha': 0.9236763847339713, 'reg_lambda': 2.4098910692268722}. Best is trial 195 with value: 0.7976190476190476.
[I 2025-11-03 19:30:17,255] A new study created in memory with name: no-name-e0ba42a2-7312-4cda-93e3-4b58c3b43d62
[I 2025-11-03 19:30:17,385] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.03435046430621304, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8276884662763168, 'colsample_bytree': 0.9089576797655551, 'gamma': 4.778827924789639, 'reg_alpha': 0.9903333448209021, 'reg_lambda': 2.028498077746726}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:30:17,528] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.2494833243799888, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6543106349503202, 'colsample_bytree': 0.8473863383512688, 'gamma': 0.971715063764047, 'reg_alpha': 0.6533103914658562, 'reg_lambda': 2.2155448177735364}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:17,806] Trial 2 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.20816307553415547, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9623232117339957, 'colsample_bytree': 0.6058073322432009, 'gamma': 2.9217538395731184, 'reg_alpha': 0.3394973758125889, 'reg_lambda': 2.83503619541699}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:17,955] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.04033755423627027, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6418481406409724, 'colsample_bytree': 0.9208628803317267, 'gamma': 0.9318268452863671, 'reg_alpha': 0.7975490762321055, 'reg_lambda': 0.7284166988241008}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,135] Trial 4 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 151, 'learning_rate': 0.07724830055911902, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9071249637618255, 'colsample_bytree': 0.6196176757071385, 'gamma': 2.268353593924171, 'reg_alpha': 0.6581990724540878, 'reg_lambda': 1.146531091932371}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,280] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.014757229980025892, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7100154884598513, 'colsample_bytree': 0.7244039596483045, 'gamma': 4.746418786323668, 'reg_alpha': 0.33236204366507205, 'reg_lambda': 0.7849079716918529}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,314] Trial 6 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 24, 'learning_rate': 0.06630964294891613, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7295901054173553, 'colsample_bytree': 0.8740623627620088, 'gamma': 4.980900552691678, 'reg_alpha': 0.1264207201828269, 'reg_lambda': 2.8861661531061733}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,571] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 84, 'learning_rate': 0.13587662393917294, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7727354212185122, 'colsample_bytree': 0.6793066284915918, 'gamma': 4.277601477322576, 'reg_alpha': 0.3622947543163928, 'reg_lambda': 2.669327426793758}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,734] Trial 8 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 243, 'learning_rate': 0.06638389743284943, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9354129174651786, 'colsample_bytree': 0.8957094221008928, 'gamma': 4.520437572489674, 'reg_alpha': 0.8345058559001921, 'reg_lambda': 0.9078201215362331}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:18,878] Trial 9 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.09499473985200857, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7338263501848306, 'colsample_bytree': 0.9318888271236958, 'gamma': 3.837878269805781, 'reg_alpha': 0.5913337554076454, 'reg_lambda': 0.5172215675230483}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,045] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.28168599489160895, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.6056030719315106, 'colsample_bytree': 0.8077572449230674, 'gamma': 0.022655654170176565, 'reg_alpha': 0.005972759335038158, 'reg_lambda': 1.9992672328274268}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,192] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 155, 'learning_rate': 0.165720300425245, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.873253890016071, 'colsample_bytree': 0.7973582137392351, 'gamma': 1.7385661228344245, 'reg_alpha': 0.6107164528812079, 'reg_lambda': 1.3929904406953777}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,338] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 163, 'learning_rate': 0.12881722742253338, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8888785419380036, 'colsample_bytree': 0.8098905078120452, 'gamma': 2.1542146935293336, 'reg_alpha': 0.7259975905030234, 'reg_lambda': 1.4267754980224907}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,495] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 105, 'learning_rate': 0.1229728417700158, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8297340154918894, 'colsample_bytree': 0.8158613602936203, 'gamma': 1.2625452140652058, 'reg_alpha': 0.7957443703382222, 'reg_lambda': 2.3314421148346094}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,653] Trial 14 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.2951315558307564, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9961458137130207, 'colsample_bytree': 0.9751023650039289, 'gamma': 2.8856774298049284, 'reg_alpha': 0.45062881125938165, 'reg_lambda': 1.4791086951927395}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,805] Trial 15 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 108, 'learning_rate': 0.21379785804037327, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6579372905386422, 'colsample_bytree': 0.758539049004451, 'gamma': 0.3495207685314623, 'reg_alpha': 0.9966848231444341, 'reg_lambda': 1.6899244457047569}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:19,963] Trial 16 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.0190931388633411, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8662684694494772, 'colsample_bytree': 0.8536314556009753, 'gamma': 2.067098734027315, 'reg_alpha': 0.7099185896649362, 'reg_lambda': 2.39369508125513}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,088] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.11759755779194067, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6880123081085598, 'colsample_bytree': 0.748466529901437, 'gamma': 1.1570851100710213, 'reg_alpha': 0.5027487579232895, 'reg_lambda': 1.8780031087182887}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,302] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 52, 'learning_rate': 0.04644292597606203, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7784002458750566, 'colsample_bytree': 0.9990252903688263, 'gamma': 3.531582147064378, 'reg_alpha': 0.8795650961672198, 'reg_lambda': 2.198433755316877}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,436] Trial 19 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 130, 'learning_rate': 0.184740040459914, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6002480340897498, 'colsample_bytree': 0.8440665725403811, 'gamma': 1.6261423638267907, 'reg_alpha': 0.517777895699889, 'reg_lambda': 1.6006969229930943}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,633] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 190, 'learning_rate': 0.10197811638344517, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.880909410576897, 'colsample_bytree': 0.676952866466589, 'gamma': 0.7675805335940364, 'reg_alpha': 0.7073590544959277, 'reg_lambda': 1.1688174671782015}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,764] Trial 21 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.045383043894222305, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.793825194649517, 'colsample_bytree': 0.9918041562689033, 'gamma': 3.5195783842748614, 'reg_alpha': 0.8977505830438471, 'reg_lambda': 2.239041032005952}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:20,882] Trial 22 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 65, 'learning_rate': 0.028183526465653672, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7594888951254866, 'colsample_bytree': 0.9647809029224291, 'gamma': 2.8898339954585452, 'reg_alpha': 0.8862844986481403, 'reg_lambda': 2.546925055813774}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,083] Trial 23 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.024445295312080548, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.823353136977444, 'colsample_bytree': 0.7718285517523523, 'gamma': 3.595548573381499, 'reg_alpha': 0.7410110578944828, 'reg_lambda': 2.154472133876944}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,233] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 149, 'learning_rate': 0.05117769512827898, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6690443622419544, 'colsample_bytree': 0.8415718849750496, 'gamma': 2.603882307569686, 'reg_alpha': 0.8915575528306099, 'reg_lambda': 1.7825393508546412}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,370] Trial 25 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 140, 'learning_rate': 0.01021019372581097, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6503785123212122, 'colsample_bytree': 0.8370700990398439, 'gamma': 2.5257906149726566, 'reg_alpha': 0.5865466322256486, 'reg_lambda': 1.8696769136633156}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,553] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 214, 'learning_rate': 0.15008090126437507, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6879308978159583, 'colsample_bytree': 0.87140520496257, 'gamma': 1.8485903732117595, 'reg_alpha': 0.7476574221327974, 'reg_lambda': 1.2850909145992673}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:21,698] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.08358053582642212, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6298388745686835, 'colsample_bytree': 0.7843992319914921, 'gamma': 2.394147171460334, 'reg_alpha': 0.9401057449152045, 'reg_lambda': 1.730330644197569}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,017] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 175, 'learning_rate': 0.09072877394140823, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6262035316386355, 'colsample_bytree': 0.7072102014696442, 'gamma': 1.5285659725543792, 'reg_alpha': 0.9489872115683089, 'reg_lambda': 1.6137716877486217}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,137] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 94, 'learning_rate': 0.19450170970038483, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8308995647613515, 'colsample_bytree': 0.781072062894944, 'gamma': 2.097616498179301, 'reg_alpha': 0.4178216742405675, 'reg_lambda': 2.0051325424968387}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,265] Trial 30 finished with value: 0.6875 and parameters: {'n_estimators': 122, 'learning_rate': 0.24214393731805053, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9139143721683949, 'colsample_bytree': 0.7353537821421064, 'gamma': 0.5759991630518144, 'reg_alpha': 0.6578133654446805, 'reg_lambda': 1.0279418701909075}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,476] Trial 31 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 154, 'learning_rate': 0.05880673460750451, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6696492246289513, 'colsample_bytree': 0.8230826814991776, 'gamma': 2.6188603816437843, 'reg_alpha': 0.9366389647822856, 'reg_lambda': 1.794366739858009}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,617] Trial 32 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.08018928921966013, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6306235838482082, 'colsample_bytree': 0.8910973400291149, 'gamma': 3.0720979578310947, 'reg_alpha': 0.8619699026163681, 'reg_lambda': 1.4760284271080586}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:22,866] Trial 33 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 182, 'learning_rate': 0.031188484291137762, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7041490571520415, 'colsample_bytree': 0.7951334561543755, 'gamma': 2.2511786687340054, 'reg_alpha': 0.8006469338888612, 'reg_lambda': 2.0470067846949944}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,035] Trial 34 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 210, 'learning_rate': 0.05193200636549659, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6777173049195184, 'colsample_bytree': 0.8623445275106062, 'gamma': 3.1834733913091444, 'reg_alpha': 0.9490984566330416, 'reg_lambda': 1.695197761033334}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,173] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.037941055156771146, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7463870180599274, 'colsample_bytree': 0.9338456002689877, 'gamma': 2.5848991408735635, 'reg_alpha': 0.8152212678327564, 'reg_lambda': 2.5741076120927744}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,309] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.07388939789364725, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6264901097849375, 'colsample_bytree': 0.8341641048438937, 'gamma': 1.4280549509697, 'reg_alpha': 0.6496719869882328, 'reg_lambda': 1.3422453456303707}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,620] Trial 37 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 197, 'learning_rate': 0.11585882033611256, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9630471584413418, 'colsample_bytree': 0.7842215500628978, 'gamma': 1.983408826028513, 'reg_alpha': 0.7616788478632092, 'reg_lambda': 1.5467619925276623}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,754] Trial 38 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 132, 'learning_rate': 0.1529220543478276, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7155655869341113, 'colsample_bytree': 0.9105120781448388, 'gamma': 1.0214372025253213, 'reg_alpha': 0.9899379364132378, 'reg_lambda': 1.8581526975270521}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:23,926] Trial 39 finished with value: 0.5952380952380953 and parameters: {'n_estimators': 223, 'learning_rate': 0.23607718637400912, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6402097098790643, 'colsample_bytree': 0.8768955057196746, 'gamma': 2.222513247398849, 'reg_alpha': 0.6876426836712629, 'reg_lambda': 2.7111199197921345}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,086] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.06257414927375213, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6669177660173061, 'colsample_bytree': 0.7101548956908024, 'gamma': 2.384569879913783, 'reg_alpha': 0.19954840985349515, 'reg_lambda': 1.2441535234442482}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,353] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.08076993478700867, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.618363059440186, 'colsample_bytree': 0.8949541843543081, 'gamma': 3.1214212434144564, 'reg_alpha': 0.8594111085261608, 'reg_lambda': 1.460106877485395}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,526] Trial 42 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 186, 'learning_rate': 0.0765019658552596, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6134954401090421, 'colsample_bytree': 0.8951192498051107, 'gamma': 3.262341997006566, 'reg_alpha': 0.846925361937936, 'reg_lambda': 1.02326751898669}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,674] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.09724513770299775, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6546445905298394, 'colsample_bytree': 0.8141725551332234, 'gamma': 4.048683472036769, 'reg_alpha': 0.9174516653669299, 'reg_lambda': 1.4141300784986313}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:24,837] Trial 44 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.053039166904292924, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6172727342578062, 'colsample_bytree': 0.9478049038704398, 'gamma': 2.745398613330579, 'reg_alpha': 0.765887171648932, 'reg_lambda': 2.971623736383129}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,113] Trial 45 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.1362623304580702, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6096395410278221, 'colsample_bytree': 0.9522769137376408, 'gamma': 2.8690761116148846, 'reg_alpha': 0.5645771185054066, 'reg_lambda': 2.909369390600886}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,283] Trial 46 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.13165198904809072, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6150107976335625, 'colsample_bytree': 0.9471656389728249, 'gamma': 2.8858050941771936, 'reg_alpha': 0.5615455062882179, 'reg_lambda': 2.900355989207265}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,433] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.171989743649489, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6011022236552668, 'colsample_bytree': 0.9486861242453428, 'gamma': 3.3277326783104066, 'reg_alpha': 0.6325812946307632, 'reg_lambda': 2.9570411912310224}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,583] Trial 48 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 199, 'learning_rate': 0.11250754189546026, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6432357611845135, 'colsample_bytree': 0.9219631630044491, 'gamma': 3.8260241511419872, 'reg_alpha': 0.5437925896187343, 'reg_lambda': 2.791754002174055}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:25,853] Trial 49 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 224, 'learning_rate': 0.21150395312927647, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8469331200777592, 'colsample_bytree': 0.9686461047126048, 'gamma': 0.10375730330733113, 'reg_alpha': 0.767528405077345, 'reg_lambda': 2.9865792214278932}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,035] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.2468669465307602, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.688876958541092, 'colsample_bytree': 0.9716088812428187, 'gamma': 0.03883410964948997, 'reg_alpha': 0.7756029728044964, 'reg_lambda': 2.789891681945907}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,197] Trial 51 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 207, 'learning_rate': 0.14231291560446144, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8443095827776994, 'colsample_bytree': 0.9540262219650649, 'gamma': 0.34273758171211555, 'reg_alpha': 0.7052435827875594, 'reg_lambda': 2.9947769422596218}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,369] Trial 52 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.21752167554714905, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8972435562438175, 'colsample_bytree': 0.9285421442487666, 'gamma': 0.7731211229698616, 'reg_alpha': 0.6078915382515225, 'reg_lambda': 2.4853463591141924}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,596] Trial 53 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 221, 'learning_rate': 0.28050807184609233, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8654657835003658, 'colsample_bytree': 0.9859414945678854, 'gamma': 2.8013177320111957, 'reg_alpha': 0.8309883641043897, 'reg_lambda': 2.6470185051262574}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:26,781] Trial 54 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.1803891930758748, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8465359614230392, 'colsample_bytree': 0.9087979328050504, 'gamma': 0.32000703991589124, 'reg_alpha': 0.6800768716133606, 'reg_lambda': 2.8764552997906265}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,059] Trial 55 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.15683366547922667, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.930289490747673, 'colsample_bytree': 0.9406080636802483, 'gamma': 3.0233280042309754, 'reg_alpha': 0.44751804184897026, 'reg_lambda': 2.7090056981196042}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,214] Trial 56 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 202, 'learning_rate': 0.10643918766409914, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8053756503252596, 'colsample_bytree': 0.9070461209261772, 'gamma': 1.3645573769003898, 'reg_alpha': 0.7161862605341158, 'reg_lambda': 2.398787088504199}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,411] Trial 57 finished with value: 0.6041666666666667 and parameters: {'n_estimators': 175, 'learning_rate': 0.20274743023671304, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6147764850298412, 'colsample_bytree': 0.979274627765642, 'gamma': 2.711637178338362, 'reg_alpha': 0.7423039344648653, 'reg_lambda': 0.7098141860584644}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,562] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.12595906439909377, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8896405726491903, 'colsample_bytree': 0.962271960008386, 'gamma': 4.5621941398122665, 'reg_alpha': 0.7942838450700922, 'reg_lambda': 2.775421001473415}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,739] Trial 59 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 178, 'learning_rate': 0.2957931780996528, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9618336807897496, 'colsample_bytree': 0.8798170067942659, 'gamma': 0.5592748289752703, 'reg_alpha': 0.5746528778308526, 'reg_lambda': 2.9183534124507746}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:27,916] Trial 60 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 212, 'learning_rate': 0.0905842857257966, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8603592229757079, 'colsample_bytree': 0.8493021698447164, 'gamma': 3.4113450240240994, 'reg_alpha': 0.6298890783671774, 'reg_lambda': 2.9996663129508696}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,248] Trial 61 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 159, 'learning_rate': 0.08725254500167319, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6392378741767368, 'colsample_bytree': 0.7975981464300025, 'gamma': 1.8277138626607734, 'reg_alpha': 0.8428115517473744, 'reg_lambda': 1.5884457650531232}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,389] Trial 62 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 165, 'learning_rate': 0.06637239014334359, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6302914454964541, 'colsample_bytree': 0.825253668439745, 'gamma': 2.380516635101535, 'reg_alpha': 0.7762825849610233, 'reg_lambda': 2.077720229326496}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,572] Trial 63 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.25921715812217716, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.620606646050941, 'colsample_bytree': 0.7669480036856063, 'gamma': 3.057328224747102, 'reg_alpha': 0.5222407549913686, 'reg_lambda': 2.2699696409596593}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,739] Trial 64 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 239, 'learning_rate': 0.06935992866432031, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6054296466048682, 'colsample_bytree': 0.9973183784534038, 'gamma': 1.1445307624659908, 'reg_alpha': 0.9828676034513784, 'reg_lambda': 1.6896096182075626}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:28,992] Trial 65 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.04258673148535333, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6455780058459516, 'colsample_bytree': 0.8578880031856079, 'gamma': 3.7184748980370794, 'reg_alpha': 0.735628535765788, 'reg_lambda': 1.5027987065947}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,138] Trial 66 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 169, 'learning_rate': 0.0554013856472855, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8045595227324065, 'colsample_bytree': 0.8057784017335149, 'gamma': 2.4221521999601747, 'reg_alpha': 0.8707776504137829, 'reg_lambda': 1.9515391202254044}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,306] Trial 67 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 216, 'learning_rate': 0.08254799211027723, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6584259443805052, 'colsample_bytree': 0.6318490178540002, 'gamma': 1.6692106428234121, 'reg_alpha': 0.47543485596678564, 'reg_lambda': 1.1962309506239437}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,437] Trial 68 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 139, 'learning_rate': 0.21388166816339008, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9117357621276787, 'colsample_bytree': 0.7458658694290178, 'gamma': 2.7759706171472818, 'reg_alpha': 0.6646040446272121, 'reg_lambda': 1.3774609039529382}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,663] Trial 69 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 181, 'learning_rate': 0.18643762036874184, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7824947760768246, 'colsample_bytree': 0.9612301670969761, 'gamma': 0.19314385307058393, 'reg_alpha': 0.27093840880157655, 'reg_lambda': 2.5982027350497305}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,845] Trial 70 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 202, 'learning_rate': 0.10132649934596111, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6340709807430441, 'colsample_bytree': 0.9224446964274363, 'gamma': 2.1222116193784126, 'reg_alpha': 0.8117290043616996, 'reg_lambda': 2.8647533351343215}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:29,993] Trial 71 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 121, 'learning_rate': 0.03503137306887533, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6679114469669529, 'colsample_bytree': 0.8412035173928554, 'gamma': 2.6183036940427984, 'reg_alpha': 0.9160049787349642, 'reg_lambda': 1.804281938427985}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,130] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 145, 'learning_rate': 0.04783935255935957, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6211899731219646, 'colsample_bytree': 0.8293957946701714, 'gamma': 3.121457801227535, 'reg_alpha': 0.8945471814747028, 'reg_lambda': 1.6680207372068265}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,355] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 142, 'learning_rate': 0.04696525806977228, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6226725904268005, 'colsample_bytree': 0.8666075898359076, 'gamma': 3.5368146452927562, 'reg_alpha': 0.8882811993075568, 'reg_lambda': 1.6366968050806703}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,498] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.0561288716344293, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6138159633825426, 'colsample_bytree': 0.7873342288741326, 'gamma': 3.160644664450107, 'reg_alpha': 0.9541414757957316, 'reg_lambda': 1.7190804948686953}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:30:30,633] Trial 75 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 128, 'learning_rate': 0.13771822829799768, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6030320583897731, 'colsample_bytree': 0.8175917015165001, 'gamma': 2.9591644767267495, 'reg_alpha': 0.8576825425878836, 'reg_lambda': 1.1062436437444312}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:30,754] Trial 76 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 128, 'learning_rate': 0.13790165942979227, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6024804304769606, 'colsample_bytree': 0.8874783603584392, 'gamma': 3.3674064415986313, 'reg_alpha': 0.8340521300700668, 'reg_lambda': 1.0775650823403602}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:30,900] Trial 77 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 115, 'learning_rate': 0.03983418368791046, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6485346931607855, 'colsample_bytree': 0.8173130030278997, 'gamma': 2.996786168126616, 'reg_alpha': 0.7674146835743485, 'reg_lambda': 0.8537555068759414}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,142] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.04944593903528799, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6141377332412623, 'colsample_bytree': 0.8314768847031639, 'gamma': 3.165638902762252, 'reg_alpha': 0.011621807533875539, 'reg_lambda': 1.3084677557980602}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,399] Trial 79 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.16445649925070857, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.684872877197124, 'colsample_bytree': 0.9751390323855923, 'gamma': 4.032975548084452, 'reg_alpha': 0.7142301055405155, 'reg_lambda': 1.4264142997486324}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,542] Trial 80 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.06116020754104145, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8208699078758764, 'colsample_bytree': 0.8524693407271934, 'gamma': 2.7684373651881446, 'reg_alpha': 0.7935345038906055, 'reg_lambda': 1.2389750883600383}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,687] Trial 81 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.11046521552136411, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6312044178860708, 'colsample_bytree': 0.7750043046179351, 'gamma': 2.8660976697162113, 'reg_alpha': 0.8694896298482776, 'reg_lambda': 1.9387203513272635}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:31,924] Trial 82 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 153, 'learning_rate': 0.12302171234284322, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6571031682989187, 'colsample_bytree': 0.9387488868949329, 'gamma': 2.470694565958271, 'reg_alpha': 0.9230959025342316, 'reg_lambda': 1.50765751052716}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,057] Trial 83 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.07197240071262043, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.607681859269305, 'colsample_bytree': 0.8083716484935619, 'gamma': 1.9915041207822277, 'reg_alpha': 0.9694694574122131, 'reg_lambda': 0.6312551779870033}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,194] Trial 84 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.224946024526463, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6229611546374371, 'colsample_bytree': 0.7622916400264912, 'gamma': 0.6051050032335806, 'reg_alpha': 0.894093014786411, 'reg_lambda': 1.1132291203655802}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,339] Trial 85 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 193, 'learning_rate': 0.14503622043004952, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6377365407494286, 'colsample_bytree': 0.7927972838190338, 'gamma': 2.2898213838788406, 'reg_alpha': 0.8534914247238563, 'reg_lambda': 0.9764319593761328}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,568] Trial 86 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 114, 'learning_rate': 0.08274695775311976, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.600080177252801, 'colsample_bytree': 0.8228135783146351, 'gamma': 2.926884402220079, 'reg_alpha': 0.6128479942390385, 'reg_lambda': 2.1034578866343567}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,705] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.1957663600740617, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6994027192690896, 'colsample_bytree': 0.7545379462743732, 'gamma': 3.257634710738904, 'reg_alpha': 0.8252055273793868, 'reg_lambda': 1.561355122629093}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:32,904] Trial 88 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 230, 'learning_rate': 0.02532718825713042, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.882185461121739, 'colsample_bytree': 0.804509259425476, 'gamma': 2.6462768196762525, 'reg_alpha': 0.6832913899854178, 'reg_lambda': 2.808401260747773}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,083] Trial 89 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.2697679274411017, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7353106336226674, 'colsample_bytree': 0.9045321049667588, 'gamma': 0.7455305891987419, 'reg_alpha': 0.9116038827541884, 'reg_lambda': 2.9485100303320944}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,238] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.2604618905295234, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7321913123745892, 'colsample_bytree': 0.9034550166607643, 'gamma': 0.7634961337460768, 'reg_alpha': 0.72968984821373, 'reg_lambda': 2.5079153688811924}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,441] Trial 91 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 247, 'learning_rate': 0.2623017407146239, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7245509399532291, 'colsample_bytree': 0.9008900455651487, 'gamma': 0.7061282755673992, 'reg_alpha': 0.7378108293482731, 'reg_lambda': 2.49519227556763}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,611] Trial 92 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.27003024454446306, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.750747231840887, 'colsample_bytree': 0.9306254190704782, 'gamma': 1.013829976632899, 'reg_alpha': 0.7809232832062127, 'reg_lambda': 2.949391550032076}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,788] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.23117919414237206, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8516824008591721, 'colsample_bytree': 0.913882513081208, 'gamma': 0.9304026666658273, 'reg_alpha': 0.7536637851116466, 'reg_lambda': 2.699966374145513}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:33,984] Trial 94 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 228, 'learning_rate': 0.2388421974591422, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7538330429243976, 'colsample_bytree': 0.8873190170554088, 'gamma': 0.8742148354323287, 'reg_alpha': 0.6989914753480921, 'reg_lambda': 2.7377626783306437}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,157] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.29623235548033644, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7359475374709837, 'colsample_bytree': 0.9170504478228189, 'gamma': 0.457613532691112, 'reg_alpha': 0.7565695093779963, 'reg_lambda': 2.6646659948629687}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,435] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.23359340767481268, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8491807813511911, 'colsample_bytree': 0.9030537447607057, 'gamma': 0.1669261836510464, 'reg_alpha': 0.8137910500586215, 'reg_lambda': 2.830514087839787}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,590] Trial 97 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.20622000394666148, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8182072798724082, 'colsample_bytree': 0.9144767584209849, 'gamma': 1.2276063280796767, 'reg_alpha': 0.9087714350890936, 'reg_lambda': 2.9364473752548115}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,767] Trial 98 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 222, 'learning_rate': 0.25295579351638997, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8320688196446396, 'colsample_bytree': 0.8768787777390412, 'gamma': 0.8485962496961967, 'reg_alpha': 0.652316888264338, 'reg_lambda': 2.8719756598327546}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:34,928] Trial 99 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 216, 'learning_rate': 0.27203467259346686, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7768803547763982, 'colsample_bytree': 0.9536629538884022, 'gamma': 1.036505951882053, 'reg_alpha': 0.8546097286216598, 'reg_lambda': 2.7502075889364863}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,192] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.18193329823227763, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7653570119082218, 'colsample_bytree': 0.9442603518091461, 'gamma': 1.464117917261166, 'reg_alpha': 0.5403068518990622, 'reg_lambda': 2.6270447040692155}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,355] Trial 101 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 241, 'learning_rate': 0.16820664290804327, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9228740047377374, 'colsample_bytree': 0.9236388765707224, 'gamma': 1.1453177201743507, 'reg_alpha': 0.7229792047118082, 'reg_lambda': 2.3721389912664064}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,561] Trial 102 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.22547465326633676, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8735976758099065, 'colsample_bytree': 0.967340450071024, 'gamma': 0.6684101886619385, 'reg_alpha': 0.800409598182808, 'reg_lambda': 2.5007377402235207}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:35,938] Trial 103 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 225, 'learning_rate': 0.157775712302515, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8613609831923122, 'colsample_bytree': 0.8671736715227764, 'gamma': 0.44153757062924576, 'reg_alpha': 0.7667875151115479, 'reg_lambda': 2.9963940283761556}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,201] Trial 104 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 245, 'learning_rate': 0.1322070173556797, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7873646553766145, 'colsample_bytree': 0.9529012667977673, 'gamma': 0.9650545743733328, 'reg_alpha': 0.6640632749586771, 'reg_lambda': 2.8507805732320493}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,294] Trial 105 finished with value: 0.5952380952380953 and parameters: {'n_estimators': 23, 'learning_rate': 0.014898261544301423, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9482089118568257, 'colsample_bytree': 0.9811166688663067, 'gamma': 1.363412319256938, 'reg_alpha': 0.7508461650393212, 'reg_lambda': 2.7145996167707382}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,450] Trial 106 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 218, 'learning_rate': 0.04309371295811706, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.6197171881259114, 'colsample_bytree': 0.8978090311744923, 'gamma': 0.45841277448298395, 'reg_alpha': 0.6353701804641773, 'reg_lambda': 2.916442455592539}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,611] Trial 107 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.2005425215731947, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9052447482640306, 'colsample_bytree': 0.9373916932482552, 'gamma': 0.2239700091853396, 'reg_alpha': 0.7260292206202698, 'reg_lambda': 2.5648904243926554}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:36,779] Trial 108 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 238, 'learning_rate': 0.2473206182930811, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.676855571972617, 'colsample_bytree': 0.829589132989192, 'gamma': 0.0325498899554747, 'reg_alpha': 0.9308263602868649, 'reg_lambda': 1.644909328368397}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,033] Trial 109 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.2783132946987504, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8522305290987883, 'colsample_bytree': 0.8593224766384382, 'gamma': 3.429612987004456, 'reg_alpha': 0.692041498756033, 'reg_lambda': 2.819615819522172}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,181] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.21850063575342973, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.6089807473866787, 'colsample_bytree': 0.8433466867227507, 'gamma': 2.9736964280178024, 'reg_alpha': 0.871532157445851, 'reg_lambda': 2.1752554953839507}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,325] Trial 111 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.05238362584736327, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6310824122983314, 'colsample_bytree': 0.817311757038162, 'gamma': 2.514205324589458, 'reg_alpha': 0.964908484030607, 'reg_lambda': 1.8691465405500025}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,471] Trial 112 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.0982652897012261, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6511615238682393, 'colsample_bytree': 0.8863488282157322, 'gamma': 3.1650445437480013, 'reg_alpha': 0.5925959810623598, 'reg_lambda': 1.7772193478425315}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,748] Trial 113 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 153, 'learning_rate': 0.1160202669263946, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6623875745663333, 'colsample_bytree': 0.8861293775845891, 'gamma': 3.1024579803882033, 'reg_alpha': 0.6048242240704885, 'reg_lambda': 2.264014017662554}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:37,881] Trial 114 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.10078752743570807, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8367000011436678, 'colsample_bytree': 0.9103897248500286, 'gamma': 4.996431679126329, 'reg_alpha': 0.5775334908107275, 'reg_lambda': 1.4311263243462966}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,016] Trial 115 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.09580377854611147, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.6444167145127003, 'colsample_bytree': 0.9276535766965067, 'gamma': 3.220503399592631, 'reg_alpha': 0.5615971091186337, 'reg_lambda': 2.9592854792557928}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,183] Trial 116 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 151, 'learning_rate': 0.0628652504012025, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6988950352846535, 'colsample_bytree': 0.896016898172212, 'gamma': 0.7915353744573059, 'reg_alpha': 0.49552414555205904, 'reg_lambda': 1.3588287801127246}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,420] Trial 117 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.12797541757722886, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8112371490412412, 'colsample_bytree': 0.8496108448512397, 'gamma': 2.841486678772305, 'reg_alpha': 0.6314314310544379, 'reg_lambda': 2.673795228437774}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,591] Trial 118 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.1500297308565637, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.624089422322187, 'colsample_bytree': 0.8821004640363064, 'gamma': 3.280785761080378, 'reg_alpha': 0.6690444216579985, 'reg_lambda': 1.7792896099237163}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,734] Trial 119 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 157, 'learning_rate': 0.10637512088053429, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.650258286744236, 'colsample_bytree': 0.8705147401964449, 'gamma': 3.648822306102011, 'reg_alpha': 0.8354763189426937, 'reg_lambda': 2.8989802017089237}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:38,873] Trial 120 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 131, 'learning_rate': 0.09145549815178407, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7944806035684647, 'colsample_bytree': 0.9174598212260501, 'gamma': 3.086083174246405, 'reg_alpha': 0.791326729589147, 'reg_lambda': 1.4685722850275915}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,097] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.07873557306433107, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7924718143587972, 'colsample_bytree': 0.9165304741206456, 'gamma': 2.6937722368009127, 'reg_alpha': 0.7814210537879575, 'reg_lambda': 1.5193621953452623}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,228] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.06749215577501776, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7912001631233455, 'colsample_bytree': 0.9176630083277294, 'gamma': 2.7022926031690515, 'reg_alpha': 0.7887317582841182, 'reg_lambda': 1.5416874371740485}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,363] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.06807650781598533, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7938255511519688, 'colsample_bytree': 0.9137458801086845, 'gamma': 3.030877704480736, 'reg_alpha': 0.7937916570160793, 'reg_lambda': 1.6551162809842024}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,499] Trial 124 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 104, 'learning_rate': 0.07040441198130226, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8065401982261579, 'colsample_bytree': 0.8920806234772315, 'gamma': 2.7285890276950493, 'reg_alpha': 0.812686381664487, 'reg_lambda': 1.6530672530146528}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,717] Trial 125 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.06526474355976174, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7704407041524567, 'colsample_bytree': 0.9045813156717375, 'gamma': 2.699929356233212, 'reg_alpha': 0.7843919610213176, 'reg_lambda': 1.7245305183755708}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:39,835] Trial 126 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 79, 'learning_rate': 0.07694868932820324, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7965027490487439, 'colsample_bytree': 0.9329281978785275, 'gamma': 2.9731114230612303, 'reg_alpha': 0.7552599623890878, 'reg_lambda': 1.5575102248802484}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,064] Trial 127 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 109, 'learning_rate': 0.05765466930674739, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.716303612548588, 'colsample_bytree': 0.9173398189984039, 'gamma': 2.559507530020998, 'reg_alpha': 0.8853231276230373, 'reg_lambda': 1.5293994554115629}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,184] Trial 128 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.07745387818217465, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8145417837142668, 'colsample_bytree': 0.9105888679155983, 'gamma': 3.084791843468853, 'reg_alpha': 0.8485332028666516, 'reg_lambda': 2.4266437227070368}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,392] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.048114523081288975, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7880840778662773, 'colsample_bytree': 0.900266007818208, 'gamma': 3.370873156148595, 'reg_alpha': 0.8245877409292721, 'reg_lambda': 1.674872989649839}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,522] Trial 130 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 117, 'learning_rate': 0.05925026301570711, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7410305678274538, 'colsample_bytree': 0.87903084588204, 'gamma': 2.9304553503075375, 'reg_alpha': 0.778281535263764, 'reg_lambda': 1.5885704528182933}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,654] Trial 131 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.0859908899360243, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7941017568436628, 'colsample_bytree': 0.9119317957963909, 'gamma': 3.1363196039988517, 'reg_alpha': 0.801973760755776, 'reg_lambda': 1.3029438059834686}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,782] Trial 132 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.06772959726449257, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7610687035030365, 'colsample_bytree': 0.9209177111032905, 'gamma': 3.475726284792911, 'reg_alpha': 0.7351124068253969, 'reg_lambda': 1.4660930341477518}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:40,912] Trial 133 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.09312539058369772, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8000108609846895, 'colsample_bytree': 0.9275684360256419, 'gamma': 3.0198647761550856, 'reg_alpha': 0.7871734815050002, 'reg_lambda': 1.452667731171942}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,195] Trial 134 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 131, 'learning_rate': 0.0724132874060096, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7827399465684943, 'colsample_bytree': 0.9453077632747402, 'gamma': 2.8135883780395847, 'reg_alpha': 0.8621257857077959, 'reg_lambda': 1.7573358939636152}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,329] Trial 135 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 125, 'learning_rate': 0.08071035558380371, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8339388488731111, 'colsample_bytree': 0.8962707443080897, 'gamma': 2.6866046028253456, 'reg_alpha': 0.8970944815400786, 'reg_lambda': 1.6089547511307247}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,633] Trial 136 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.05202734483807539, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8246501874360119, 'colsample_bytree': 0.9376041318173036, 'gamma': 3.2665586784056004, 'reg_alpha': 0.7568373277420695, 'reg_lambda': 1.4877474850408936}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:41,763] Trial 137 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 118, 'learning_rate': 0.06418522432896963, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7729846114988403, 'colsample_bytree': 0.9185966347642077, 'gamma': 3.07231013435146, 'reg_alpha': 0.7033972541532761, 'reg_lambda': 1.9585301440558347}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,040] Trial 138 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 104, 'learning_rate': 0.07427898817856787, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8391675204785393, 'colsample_bytree': 0.9605569985290991, 'gamma': 2.8714567463278096, 'reg_alpha': 0.8192836024526551, 'reg_lambda': 1.8373474742090659}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,177] Trial 139 finished with value: 0.5952380952380951 and parameters: {'n_estimators': 142, 'learning_rate': 0.24528798658169898, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.638549523690716, 'colsample_bytree': 0.9068536569812864, 'gamma': 0.5792956404386349, 'reg_alpha': 0.801772563691203, 'reg_lambda': 1.3837338735209666}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,315] Trial 140 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 149, 'learning_rate': 0.03650199851835918, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8132053952873766, 'colsample_bytree': 0.8913344949838522, 'gamma': 3.182551811923635, 'reg_alpha': 0.7210573618396252, 'reg_lambda': 1.2281265582530572}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,501] Trial 141 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.08915788709933771, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6093787594189386, 'colsample_bytree': 0.9856696166218079, 'gamma': 2.7978316707534923, 'reg_alpha': 0.8406523713984839, 'reg_lambda': 2.9744387068902176}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,621] Trial 142 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.2989558422403535, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6174707799198407, 'colsample_bytree': 0.9309150586312326, 'gamma': 2.9011538159841455, 'reg_alpha': 0.5910338374506707, 'reg_lambda': 2.7779999274161415}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:42,863] Trial 143 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 112, 'learning_rate': 0.055113896859731504, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6026735790642108, 'colsample_bytree': 0.9569119214976279, 'gamma': 0.8983640001340149, 'reg_alpha': 0.7600483680261341, 'reg_lambda': 1.5316615244835632}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:43,028] Trial 144 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.2639963005948723, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.788689205689798, 'colsample_bytree': 0.9487850194625986, 'gamma': 2.5663916883348556, 'reg_alpha': 0.530954368479982, 'reg_lambda': 2.339115240870357}. Best is trial 75 with value: 0.7261904761904763.
[I 2025-11-03 19:30:43,167] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 134, 'learning_rate': 0.27212104871215365, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7935817420920132, 'colsample_bytree': 0.9458820311899239, 'gamma': 2.3641412610598427, 'reg_alpha': 0.7761657207063535, 'reg_lambda': 2.293998700780247}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,318] Trial 146 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 233, 'learning_rate': 0.23159605516573356, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7849141322111335, 'colsample_bytree': 0.9749531332805922, 'gamma': 2.3759513958559233, 'reg_alpha': 0.7437155139296077, 'reg_lambda': 2.3657036129413167}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,602] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.2716621991976061, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8023283678932442, 'colsample_bytree': 0.9425790766401445, 'gamma': 2.2858179624087005, 'reg_alpha': 0.5071364447995961, 'reg_lambda': 2.440142695001199}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,782] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.2663894848823677, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8012874908915365, 'colsample_bytree': 0.9478769811312938, 'gamma': 2.2522679329698105, 'reg_alpha': 0.4518962962783454, 'reg_lambda': 2.294087709708073}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:43,931] Trial 149 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 121, 'learning_rate': 0.2573997827443144, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8032471196597917, 'colsample_bytree': 0.9430547094051983, 'gamma': 1.8560095096819995, 'reg_alpha': 0.3950019059341354, 'reg_lambda': 2.440660612922429}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,173] Trial 150 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 228, 'learning_rate': 0.2779464888212334, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7675405736469175, 'colsample_bytree': 0.9652318752278795, 'gamma': 2.297720887628047, 'reg_alpha': 0.417300254833628, 'reg_lambda': 2.309555092554504}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,494] Trial 151 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.25867852870670294, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8257010131086824, 'colsample_bytree': 0.9377595547867651, 'gamma': 2.1988076057865102, 'reg_alpha': 0.47299172664311484, 'reg_lambda': 2.325960296533409}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,632] Trial 152 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 137, 'learning_rate': 0.26173023611491086, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8218895848495146, 'colsample_bytree': 0.9482020613934578, 'gamma': 2.155995255165299, 'reg_alpha': 0.44566102431676274, 'reg_lambda': 2.2104672592756534}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,760] Trial 153 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 134, 'learning_rate': 0.21592836139404345, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8546392450302347, 'colsample_bytree': 0.9378720121148238, 'gamma': 1.993104312344288, 'reg_alpha': 0.4983081712149286, 'reg_lambda': 2.1214454487153938}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:44,886] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.2779614288378953, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8531005784174079, 'colsample_bytree': 0.9389948149395865, 'gamma': 2.022179490805272, 'reg_alpha': 0.4787413086338215, 'reg_lambda': 2.3095021735191064}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,137] Trial 155 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 126, 'learning_rate': 0.21416658767555793, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8449052185208425, 'colsample_bytree': 0.9686552008761922, 'gamma': 2.4485024077277284, 'reg_alpha': 0.4728684949870034, 'reg_lambda': 2.1590751699137534}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,296] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.24098776034475317, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8082005733674049, 'colsample_bytree': 0.9533403817442069, 'gamma': 2.2021329442976185, 'reg_alpha': 0.5248476484247323, 'reg_lambda': 2.248101233801708}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,424] Trial 157 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 119, 'learning_rate': 0.2257529920476577, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8721206098123194, 'colsample_bytree': 0.9329882983359375, 'gamma': 2.324855441045294, 'reg_alpha': 0.5017481161334756, 'reg_lambda': 2.5275458399930146}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,569] Trial 158 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 137, 'learning_rate': 0.2602434060913649, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7779135881167154, 'colsample_bytree': 0.923425398269439, 'gamma': 1.8310966876627743, 'reg_alpha': 0.4559502499305577, 'reg_lambda': 2.339762202351436}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,718] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 141, 'learning_rate': 0.18985989037308118, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8296964034058522, 'colsample_bytree': 0.9465482433504503, 'gamma': 2.490664303072515, 'reg_alpha': 0.38430717278797316, 'reg_lambda': 2.4513565744474204}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:45,959] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.19107555147654348, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8287084282365141, 'colsample_bytree': 0.9475492696423554, 'gamma': 2.619659242499922, 'reg_alpha': 0.3201027518485666, 'reg_lambda': 2.3100972291961894}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,096] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.19003900677858768, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.827307954183753, 'colsample_bytree': 0.9456879896644897, 'gamma': 2.5666153020437443, 'reg_alpha': 0.3156153296199616, 'reg_lambda': 2.4713993144323836}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,257] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.18902394881357287, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8278556835559386, 'colsample_bytree': 0.9469790651289961, 'gamma': 2.582758777866771, 'reg_alpha': 0.29390395638137895, 'reg_lambda': 2.4120536165241333}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,411] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.18468093275224826, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8266931412034775, 'colsample_bytree': 0.9464550700598028, 'gamma': 2.5525273826804806, 'reg_alpha': 0.3133361266997458, 'reg_lambda': 2.4507173400052897}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,803] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.1885110321249556, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8275291077954179, 'colsample_bytree': 0.9580390635185868, 'gamma': 2.564153788380567, 'reg_alpha': 0.32438659523924884, 'reg_lambda': 2.4415922547831217}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:46,951] Trial 165 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 144, 'learning_rate': 0.19764355986477503, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8321946787725887, 'colsample_bytree': 0.9578222762762127, 'gamma': 2.473508588570076, 'reg_alpha': 0.31950401719454496, 'reg_lambda': 2.400263143590334}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,084] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.18211215006277648, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8290265652037767, 'colsample_bytree': 0.9589107105943031, 'gamma': 2.4883967149707593, 'reg_alpha': 0.3115538135726387, 'reg_lambda': 2.4470360703116003}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,256] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.18803928355126937, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8263955790021047, 'colsample_bytree': 0.9535871349701186, 'gamma': 2.5093815941286035, 'reg_alpha': 0.3163851152068213, 'reg_lambda': 2.4468777850589882}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,404] Trial 168 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 143, 'learning_rate': 0.1783508262183932, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8272545200093455, 'colsample_bytree': 0.9607286658613262, 'gamma': 2.4944650503986305, 'reg_alpha': 0.2901314189690452, 'reg_lambda': 2.4468834447841465}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,512] Trial 169 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.17785431652414085, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8241173373472476, 'colsample_bytree': 0.9607042704397994, 'gamma': 2.5845914941653576, 'reg_alpha': 0.2969425537402266, 'reg_lambda': 2.466097000364833}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,843] Trial 170 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 140, 'learning_rate': 0.16904234351005226, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8402152815252141, 'colsample_bytree': 0.9724290242246445, 'gamma': 2.4026049046174145, 'reg_alpha': 0.2440105488655075, 'reg_lambda': 2.532975358477411}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:47,981] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.19403739984462812, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8300831130211896, 'colsample_bytree': 0.9599516052585767, 'gamma': 2.533548717098934, 'reg_alpha': 0.33950473309339096, 'reg_lambda': 2.4327994907343564}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,112] Trial 172 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.17745800187492827, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8290451722262896, 'colsample_bytree': 0.9454704753874079, 'gamma': 2.2799801909756026, 'reg_alpha': 0.3280436812731496, 'reg_lambda': 2.4581455237818566}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,333] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.18908452844739917, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8288674349029975, 'colsample_bytree': 0.9465758314337381, 'gamma': 2.2829490525384024, 'reg_alpha': 0.35752354066466185, 'reg_lambda': 2.4449341941026996}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,591] Trial 174 finished with value: 0.6875 and parameters: {'n_estimators': 146, 'learning_rate': 0.1883347773907493, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.825554325883549, 'colsample_bytree': 0.9458573131088802, 'gamma': 2.104628073490501, 'reg_alpha': 0.3717693677437868, 'reg_lambda': 2.454537103732501}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,724] Trial 175 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 148, 'learning_rate': 0.1581021182156006, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8314586066117097, 'colsample_bytree': 0.9571011922964497, 'gamma': 2.243016848745785, 'reg_alpha': 0.34727609539631465, 'reg_lambda': 2.4093134887013035}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:48,866] Trial 176 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.18731217392042065, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8172406283920545, 'colsample_bytree': 0.9635508534587159, 'gamma': 2.493783725801981, 'reg_alpha': 0.28542739144764784, 'reg_lambda': 2.5788037844288114}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,000] Trial 177 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 140, 'learning_rate': 0.1729586830209079, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8286256224440639, 'colsample_bytree': 0.9528656053863646, 'gamma': 2.3195944445457197, 'reg_alpha': 0.32110553863124025, 'reg_lambda': 2.293969384255418}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,215] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.17188220476755012, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8299277957864617, 'colsample_bytree': 0.9839863187211666, 'gamma': 2.308433868015457, 'reg_alpha': 0.31243018775450376, 'reg_lambda': 2.290115018973501}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,363] Trial 179 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 157, 'learning_rate': 0.17335857515230785, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8280354488541111, 'colsample_bytree': 0.9893299622408568, 'gamma': 2.297738547509208, 'reg_alpha': 0.3216622250460678, 'reg_lambda': 2.378399418033451}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,547] Trial 180 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.1763077629542102, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8404661101326724, 'colsample_bytree': 0.9978709269192123, 'gamma': 2.328798960617325, 'reg_alpha': 0.3223465426683882, 'reg_lambda': 2.3841321128048776}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:49,704] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.19709006661792308, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8264327019429646, 'colsample_bytree': 0.9845561518969306, 'gamma': 2.2023733706112454, 'reg_alpha': 0.24826090964630382, 'reg_lambda': 2.300014174716108}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,026] Trial 182 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 141, 'learning_rate': 0.16349131130072733, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.816902752887765, 'colsample_bytree': 0.9879641134499934, 'gamma': 2.408779661098221, 'reg_alpha': 0.22551851546013335, 'reg_lambda': 2.2827293027087534}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,158] Trial 183 finished with value: 0.6607142857142856 and parameters: {'n_estimators': 153, 'learning_rate': 0.19440210772039498, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8311187945112574, 'colsample_bytree': 0.9775278163806168, 'gamma': 2.2674812679743264, 'reg_alpha': 0.3034362630465931, 'reg_lambda': 2.46773128820541}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,287] Trial 184 finished with value: 0.6160714285714285 and parameters: {'n_estimators': 149, 'learning_rate': 0.17642085532044885, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.810268093391312, 'colsample_bytree': 0.9829620915247694, 'gamma': 2.4992677365128277, 'reg_alpha': 0.34848493112695755, 'reg_lambda': 2.4257624039193098}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,437] Trial 185 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.20129769954177276, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.838810469233272, 'colsample_bytree': 0.9897749297145649, 'gamma': 2.595799670966587, 'reg_alpha': 0.26063877891118364, 'reg_lambda': 2.230472928580874}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,575] Trial 186 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 142, 'learning_rate': 0.2006711822940572, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8389105313147933, 'colsample_bytree': 0.9694709309090933, 'gamma': 2.602590482540505, 'reg_alpha': 0.2709941826592217, 'reg_lambda': 2.3676995784376036}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,706] Trial 187 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 147, 'learning_rate': 0.18796214920482412, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8192813186323585, 'colsample_bytree': 0.990689630555941, 'gamma': 2.4258037845054674, 'reg_alpha': 0.3795437738041372, 'reg_lambda': 2.2337546047957715}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:50,869] Trial 188 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 139, 'learning_rate': 0.20550335522831475, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8451419500342513, 'colsample_bytree': 0.951579892661964, 'gamma': 2.53379631854977, 'reg_alpha': 0.33403799634229436, 'reg_lambda': 2.4931583270720172}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,036] Trial 189 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.15253679314236226, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8345299602742383, 'colsample_bytree': 0.9636369871931204, 'gamma': 2.1520109048121334, 'reg_alpha': 0.24978449112156387, 'reg_lambda': 2.5460335477107}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,186] Trial 190 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.18496593167238748, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8245656346087025, 'colsample_bytree': 0.9969077897620761, 'gamma': 2.643626319278397, 'reg_alpha': 0.19393383081389443, 'reg_lambda': 2.4279484770807165}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,321] Trial 191 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 143, 'learning_rate': 0.17050004460165705, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8291857176430176, 'colsample_bytree': 0.976405931006242, 'gamma': 2.322109400215577, 'reg_alpha': 0.30938048846298105, 'reg_lambda': 2.2952657463841795}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,560] Trial 192 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.1670659184468168, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.814459147792938, 'colsample_bytree': 0.9775567560331574, 'gamma': 2.3587744588776807, 'reg_alpha': 0.281590840092897, 'reg_lambda': 2.363432525311041}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,690] Trial 193 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 139, 'learning_rate': 0.20026931781824858, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8273851115481926, 'colsample_bytree': 0.9507629366661389, 'gamma': 2.223688667532746, 'reg_alpha': 0.33161473597625923, 'reg_lambda': 2.46836028652637}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,828] Trial 194 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 146, 'learning_rate': 0.17863658198385343, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8049712270593117, 'colsample_bytree': 0.9695937421301196, 'gamma': 2.497804773276134, 'reg_alpha': 0.35702245594721366, 'reg_lambda': 2.3993613905679383}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:51,956] Trial 195 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 135, 'learning_rate': 0.16122663708266585, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8438363678807237, 'colsample_bytree': 0.9578598707765756, 'gamma': 2.351139149177205, 'reg_alpha': 0.2602909553215004, 'reg_lambda': 2.2053106391131494}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,193] Trial 196 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 141, 'learning_rate': 0.14477184047148253, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8193071715010024, 'colsample_bytree': 0.9462446043408264, 'gamma': 2.0797029653543553, 'reg_alpha': 0.2931915233072281, 'reg_lambda': 2.6046606618460713}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,329] Trial 197 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 149, 'learning_rate': 0.14537554167894384, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8164743928594181, 'colsample_bytree': 0.9726094118379089, 'gamma': 2.1224351247766835, 'reg_alpha': 0.2971076251618894, 'reg_lambda': 2.600608914080897}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,572] Trial 198 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 143, 'learning_rate': 0.21124507110732596, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8373630370116625, 'colsample_bytree': 0.9426171185990393, 'gamma': 2.246126249117277, 'reg_alpha': 0.22580569211972928, 'reg_lambda': 2.316160833941131}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,708] Trial 199 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.17241339423549937, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8091631293295922, 'colsample_bytree': 0.9632083360694569, 'gamma': 2.044585244069994, 'reg_alpha': 0.31055893836085086, 'reg_lambda': 2.2586831739077944}. Best is trial 145 with value: 0.7678571428571428.
[I 2025-11-03 19:30:52,711] A new study created in memory with name: no-name-105f8a2b-9e9c-49c4-9f7f-6911f27879d7
[I 2025-11-03 19:30:52,929] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.1604135719728835, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.663291447875041, 'colsample_bytree': 0.7918750103174435, 'gamma': 2.3437225253195324, 'reg_alpha': 0.054747329444873594, 'reg_lambda': 1.1588707037803028}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:30:53,039] Trial 1 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 63, 'learning_rate': 0.02848622179528998, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7158438546911365, 'colsample_bytree': 0.8359174645212948, 'gamma': 2.518914886569439, 'reg_alpha': 0.31107131245529474, 'reg_lambda': 1.365363059861586}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:30:53,259] Trial 2 finished with value: 0.5952380952380951 and parameters: {'n_estimators': 194, 'learning_rate': 0.254527203941992, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.640578348173076, 'colsample_bytree': 0.920463581508468, 'gamma': 1.2335934122789145, 'reg_alpha': 0.0401847631015575, 'reg_lambda': 1.6231521095197365}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:30:53,420] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 157, 'learning_rate': 0.015290557336731632, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9667752846102128, 'colsample_bytree': 0.7304335223421636, 'gamma': 2.306450686609085, 'reg_alpha': 0.6994849482064289, 'reg_lambda': 2.9079787727566777}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:30:53,555] Trial 4 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 146, 'learning_rate': 0.016050723888465963, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8363301491604396, 'colsample_bytree': 0.7754680252031132, 'gamma': 2.9551289325875785, 'reg_alpha': 0.5695689230040121, 'reg_lambda': 2.0003206328087586}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:53,714] Trial 5 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.034994791624518504, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6271834927521353, 'colsample_bytree': 0.885153776718737, 'gamma': 1.6477443105100664, 'reg_alpha': 0.8584810440999154, 'reg_lambda': 0.576881379926331}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:53,902] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.027480324805002343, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8643695205970461, 'colsample_bytree': 0.8691771749707466, 'gamma': 1.2841960978219706, 'reg_alpha': 0.10854138640512134, 'reg_lambda': 1.9756115783381631}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:54,113] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.01103430044216028, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6197884303412274, 'colsample_bytree': 0.8109986526160194, 'gamma': 4.955877217732538, 'reg_alpha': 0.4591724541017348, 'reg_lambda': 1.9165664661308055}. Best is trial 4 with value: 0.6964285714285715.
[I 2025-11-03 19:30:54,267] Trial 8 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.05433122238565452, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7884169361129935, 'colsample_bytree': 0.8292873397864944, 'gamma': 0.32973959062399083, 'reg_alpha': 0.6547940638683207, 'reg_lambda': 2.247559652866159}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,384] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.021580996764709686, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.762561903208484, 'colsample_bytree': 0.7816737516116457, 'gamma': 3.8303097559239063, 'reg_alpha': 0.5243960714180222, 'reg_lambda': 2.2482479873932606}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,555] Trial 10 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 106, 'learning_rate': 0.07762761893956434, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9039695187446458, 'colsample_bytree': 0.9905573291941696, 'gamma': 0.33373372271476365, 'reg_alpha': 0.9565822599986027, 'reg_lambda': 2.6529908968829425}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,745] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 153, 'learning_rate': 0.0705197293105156, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8195281353120629, 'colsample_bytree': 0.6100097515398835, 'gamma': 3.5677221311700382, 'reg_alpha': 0.6997208379017503, 'reg_lambda': 2.3217332413918457}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:54,893] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 93, 'learning_rate': 0.09855163001358076, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7894808843488094, 'colsample_bytree': 0.7069220745980223, 'gamma': 0.16983231936848878, 'reg_alpha': 0.6170213019490077, 'reg_lambda': 2.5056277695293745}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:55,141] Trial 13 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 181, 'learning_rate': 0.05158716871769693, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8777943765130951, 'colsample_bytree': 0.7072131903148369, 'gamma': 3.256324108474423, 'reg_alpha': 0.3745541988778335, 'reg_lambda': 2.1056715047712773}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:55,271] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.046341978881589446, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7262940971502686, 'colsample_bytree': 0.6374983669876093, 'gamma': 4.469278853033986, 'reg_alpha': 0.8027482491314973, 'reg_lambda': 1.6046022680744096}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:30:55,329] Trial 15 finished with value: 0.744047619047619 and parameters: {'n_estimators': 22, 'learning_rate': 0.010036445883015695, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8290248716288382, 'colsample_bytree': 0.950434509126107, 'gamma': 2.921728737213037, 'reg_alpha': 0.24504039255224558, 'reg_lambda': 0.994001807237914}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,465] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 22, 'learning_rate': 0.13598592532630954, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9424334835621269, 'colsample_bytree': 0.9953160906552649, 'gamma': 0.7763452151680428, 'reg_alpha': 0.22523180133721368, 'reg_lambda': 0.7787306353858835}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,586] Trial 17 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 72, 'learning_rate': 0.01000961626395642, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7562773926881478, 'colsample_bytree': 0.9193982546563795, 'gamma': 1.7732446794364805, 'reg_alpha': 0.20436207672642703, 'reg_lambda': 1.0442193648512896}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,641] Trial 18 finished with value: 0.613095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.28582493049169405, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7015280833207668, 'colsample_bytree': 0.9379209343639654, 'gamma': 4.108503590335628, 'reg_alpha': 0.4580471757126563, 'reg_lambda': 1.4070202682235036}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,877] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.019054743430783977, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.918893284238864, 'colsample_bytree': 0.9599585857265365, 'gamma': 2.8776068807778192, 'reg_alpha': 0.37019425039752646, 'reg_lambda': 0.848241585686303}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:55,986] Trial 20 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 50, 'learning_rate': 0.037808635955959485, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8009194936931904, 'colsample_bytree': 0.8763747169156731, 'gamma': 1.874835254154375, 'reg_alpha': 0.24026619757099854, 'reg_lambda': 2.8497615788444413}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,111] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 128, 'learning_rate': 0.016199729031863116, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8488916319291787, 'colsample_bytree': 0.7486246754519619, 'gamma': 2.959118561183328, 'reg_alpha': 0.5727100667457199, 'reg_lambda': 1.8028661340677143}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,245] Trial 22 finished with value: 0.699404761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.01300234947491579, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.846997613306641, 'colsample_bytree': 0.7552726330518453, 'gamma': 3.338484397892829, 'reg_alpha': 0.7028284754826037, 'reg_lambda': 1.7644276387058917}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,528] Trial 23 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 43, 'learning_rate': 0.01960764344272988, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7785621006894788, 'colsample_bytree': 0.835166842853645, 'gamma': 2.8194042081490265, 'reg_alpha': 0.6274604873572226, 'reg_lambda': 2.3842020037855787}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,710] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.013666638454489342, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8902389515893839, 'colsample_bytree': 0.6738005224901273, 'gamma': 2.0933355626071197, 'reg_alpha': 0.8082177411248006, 'reg_lambda': 1.3269872992362788}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,869] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.0219214143100295, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.827586524050469, 'colsample_bytree': 0.7377347381860491, 'gamma': 0.8854368862343697, 'reg_alpha': 0.5189604997598162, 'reg_lambda': 1.7121307940106618}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:56,932] Trial 26 finished with value: 0.613095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.010370775141502264, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.743389162307135, 'colsample_bytree': 0.8397438737955517, 'gamma': 2.7078773713127946, 'reg_alpha': 0.38641217119481636, 'reg_lambda': 2.1507986320253853}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,044] Trial 27 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 72, 'learning_rate': 0.027233501022207608, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9885638982934557, 'colsample_bytree': 0.6739305986699262, 'gamma': 3.2296156637151365, 'reg_alpha': 0.14782450776065592, 'reg_lambda': 2.6593805512041717}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,390] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.06967108989962699, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8072405053093539, 'colsample_bytree': 0.8979470783992841, 'gamma': 4.033727139582071, 'reg_alpha': 0.6244508326143692, 'reg_lambda': 1.848144778415181}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,537] Trial 29 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 120, 'learning_rate': 0.1422447861402991, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6696068923544278, 'colsample_bytree': 0.8033726408444228, 'gamma': 2.326807705743123, 'reg_alpha': 0.4379264886955979, 'reg_lambda': 1.5271228903335494}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,664] Trial 30 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.21422863179195997, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8553483898256897, 'colsample_bytree': 0.9560391118675254, 'gamma': 0.46520402787083626, 'reg_alpha': 0.3073229200253643, 'reg_lambda': 1.1593706182639592}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:57,878] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 90, 'learning_rate': 0.021946012399495028, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8263084396598726, 'colsample_bytree': 0.7488828149252523, 'gamma': 0.8871479535770013, 'reg_alpha': 0.5310666203403891, 'reg_lambda': 1.1698721431633012}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,066] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.01682169913913259, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7787831675149849, 'colsample_bytree': 0.709970264256549, 'gamma': 0.6916527966533204, 'reg_alpha': 0.6077010863819331, 'reg_lambda': 1.7068086178179382}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,188] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.012476939989372354, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7855333927009864, 'colsample_bytree': 0.7068190501587401, 'gamma': 0.07390760733192259, 'reg_alpha': 0.7348284632636569, 'reg_lambda': 0.525303602215972}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,305] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.01563101790256049, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6957174407291878, 'colsample_bytree': 0.6751474480019288, 'gamma': 1.2546137597133846, 'reg_alpha': 0.01787283133290296, 'reg_lambda': 1.4435596916775495}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,470] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.034638863427466554, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6717721458356765, 'colsample_bytree': 0.6579201809335203, 'gamma': 1.4170301575428281, 'reg_alpha': 0.029745782148561724, 'reg_lambda': 0.9901935498691933}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,576] Trial 36 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 31, 'learning_rate': 0.015520200474772672, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7105615265912232, 'colsample_bytree': 0.6880513712204771, 'gamma': 0.5912647897730126, 'reg_alpha': 0.0853474882342799, 'reg_lambda': 1.3459197753746135}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,698] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.02705542041769469, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7431420162046962, 'colsample_bytree': 0.6062464221126154, 'gamma': 1.1907202762273095, 'reg_alpha': 0.2881483271127423, 'reg_lambda': 1.4914229741759457}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:58,950] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.017392952139513997, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6950738863593334, 'colsample_bytree': 0.6351786443165173, 'gamma': 1.053336266985305, 'reg_alpha': 0.14447420824477372, 'reg_lambda': 0.7113338683323907}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,065] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.01217144657105651, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6857125263854036, 'colsample_bytree': 0.826078624497032, 'gamma': 0.6317550279146882, 'reg_alpha': 0.005002549530557598, 'reg_lambda': 0.9495906949913685}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,128] Trial 40 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 31, 'learning_rate': 0.09788414891678213, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6529148942962489, 'colsample_bytree': 0.7728574607995113, 'gamma': 1.5870720260086169, 'reg_alpha': 0.9298985760717062, 'reg_lambda': 1.2130543486722445}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,258] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.015648845351885522, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.770706379793666, 'colsample_bytree': 0.7238236709557256, 'gamma': 2.580225865234989, 'reg_alpha': 0.6218564444361887, 'reg_lambda': 1.6350951964316545}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,503] Trial 42 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 116, 'learning_rate': 0.01438175849586953, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8728017191683848, 'colsample_bytree': 0.7691350969844869, 'gamma': 0.306894492648394, 'reg_alpha': 0.747591912617368, 'reg_lambda': 1.8552841354811354}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,643] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.011790967518724497, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8757156266062965, 'colsample_bytree': 0.7711498087040571, 'gamma': 0.35369173999145637, 'reg_alpha': 0.7750710337590815, 'reg_lambda': 2.090771622425631}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,782] Trial 44 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 112, 'learning_rate': 0.011402982068060891, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6054495478853519, 'colsample_bytree': 0.792423073588544, 'gamma': 0.28927119900911247, 'reg_alpha': 0.8700819219894207, 'reg_lambda': 2.0045190399239283}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:30:59,905] Trial 45 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 80, 'learning_rate': 0.013864663380741798, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.920166281753297, 'colsample_bytree': 0.7747912545092539, 'gamma': 0.03188724515924202, 'reg_alpha': 0.7663220920450581, 'reg_lambda': 2.2602209244634235}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,061] Trial 46 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 146, 'learning_rate': 0.024659280803948667, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8788532098153589, 'colsample_bytree': 0.8496098048880084, 'gamma': 0.40644416615695694, 'reg_alpha': 0.9136089097079991, 'reg_lambda': 2.100349331521372}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,283] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.010166990671541634, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8678218969452451, 'colsample_bytree': 0.858160503951403, 'gamma': 0.24535275047944854, 'reg_alpha': 0.6677372318976387, 'reg_lambda': 2.490049742469342}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,402] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.011633555540138936, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8997806005470178, 'colsample_bytree': 0.854477160775673, 'gamma': 1.1173115306785353, 'reg_alpha': 0.8379204213000165, 'reg_lambda': 2.4659397269164085}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,488] Trial 49 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 41, 'learning_rate': 0.010416241335840747, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9410630815737061, 'colsample_bytree': 0.89907200890272, 'gamma': 0.9932714672043741, 'reg_alpha': 0.6740197502733054, 'reg_lambda': 2.638254420624679}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,599] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 41, 'learning_rate': 0.01904501588931333, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9555587185438152, 'colsample_bytree': 0.8949825400942135, 'gamma': 1.972004637271826, 'reg_alpha': 0.6786377227467231, 'reg_lambda': 2.6087246351641378}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,689] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.010142237173836563, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9283070390822555, 'colsample_bytree': 0.9154476541202792, 'gamma': 1.377892331104433, 'reg_alpha': 0.6860156124593605, 'reg_lambda': 2.7918782626685643}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:00,801] Trial 52 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 54, 'learning_rate': 0.011496239922647665, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.989675053542966, 'colsample_bytree': 0.8171317106129186, 'gamma': 0.9827971333628338, 'reg_alpha': 0.6687188746487329, 'reg_lambda': 2.50985661421875}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,046] Trial 53 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.01335163111358928, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8102576238055691, 'colsample_bytree': 0.870083407741552, 'gamma': 0.4817505124877994, 'reg_alpha': 0.7992156279540158, 'reg_lambda': 2.3832149950754324}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,286] Trial 54 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.04165770424912549, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8395473074328639, 'colsample_bytree': 0.9301041782455135, 'gamma': 0.7538535105143671, 'reg_alpha': 0.5742451582359188, 'reg_lambda': 2.7483030826875643}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,401] Trial 55 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 59, 'learning_rate': 0.0581895554842419, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8612944512203122, 'colsample_bytree': 0.9662415367623826, 'gamma': 0.09675020757771408, 'reg_alpha': 0.7283782889622783, 'reg_lambda': 2.9924889847812195}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,494] Trial 56 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 27, 'learning_rate': 0.01003787605640549, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9641903919937977, 'colsample_bytree': 0.8977223020280014, 'gamma': 0.5412222044209767, 'reg_alpha': 0.9886786751013509, 'reg_lambda': 2.2136847693904986}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,605] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.18144811583402357, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8931788386438538, 'colsample_bytree': 0.9397314408506755, 'gamma': 0.26249477955239187, 'reg_alpha': 0.4904458889264915, 'reg_lambda': 2.350866301904966}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,724] Trial 58 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 47, 'learning_rate': 0.2006420307785995, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.940141009269666, 'colsample_bytree': 0.9454520533177017, 'gamma': 1.556490759595845, 'reg_alpha': 0.482597687143067, 'reg_lambda': 1.9612562323068374}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:01,924] Trial 59 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.10196044486034053, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9134478677034958, 'colsample_bytree': 0.9789995586844145, 'gamma': 2.169874644857747, 'reg_alpha': 0.40765229519816015, 'reg_lambda': 2.369763796616832}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,030] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 48, 'learning_rate': 0.11316986333383525, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8856997383981314, 'colsample_bytree': 0.9078444254911674, 'gamma': 0.8185906237016289, 'reg_alpha': 0.25421797601376867, 'reg_lambda': 2.109329205809067}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,167] Trial 61 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 76, 'learning_rate': 0.03113272273068486, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9014964901425025, 'colsample_bytree': 0.8816353805968401, 'gamma': 0.19106499571954896, 'reg_alpha': 0.18309730044690925, 'reg_lambda': 2.5638594190501784}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,322] Trial 62 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 88, 'learning_rate': 0.011192181231090793, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8638994433422154, 'colsample_bytree': 0.8588644769410272, 'gamma': 0.16069746925003053, 'reg_alpha': 0.07893591525043869, 'reg_lambda': 2.463377723353322}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,434] Trial 63 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 64, 'learning_rate': 0.055576966489658375, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8387671524052389, 'colsample_bytree': 0.9275965249182758, 'gamma': 3.0434024809794487, 'reg_alpha': 0.6613882416560122, 'reg_lambda': 2.2862209379734093}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,566] Trial 64 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 100, 'learning_rate': 0.08497257827425725, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8192557415029423, 'colsample_bytree': 0.946563243807414, 'gamma': 0.30611729410706573, 'reg_alpha': 0.7790586689157654, 'reg_lambda': 2.659187809031329}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,737] Trial 65 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.012723256139231356, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9362995643904387, 'colsample_bytree': 0.9817941267487208, 'gamma': 0.6396091302816975, 'reg_alpha': 0.5551444333684203, 'reg_lambda': 2.201074449858729}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:02,856] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 60, 'learning_rate': 0.191040008256871, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8934724916692945, 'colsample_bytree': 0.8404843922474038, 'gamma': 3.569010325983322, 'reg_alpha': 0.3450910023116815, 'reg_lambda': 2.034263625866746}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,006] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 72, 'learning_rate': 0.014669658207940623, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9112596014466534, 'colsample_bytree': 0.8661431320145824, 'gamma': 0.9646638290173579, 'reg_alpha': 0.7195804416771804, 'reg_lambda': 2.746682684744636}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,174] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.1529137098853104, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8719767796026942, 'colsample_bytree': 0.8139076608918903, 'gamma': 0.4225957885240961, 'reg_alpha': 0.4923911850909004, 'reg_lambda': 2.3443073723800616}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,418] Trial 69 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 86, 'learning_rate': 0.01777204814055038, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.636652745394608, 'colsample_bytree': 0.9117357262814636, 'gamma': 0.002061200160679233, 'reg_alpha': 0.8539394121558569, 'reg_lambda': 1.2663413495636924}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,540] Trial 70 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 51, 'learning_rate': 0.2891101601587381, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7285225214549004, 'colsample_bytree': 0.7956054839866618, 'gamma': 4.6794663174485365, 'reg_alpha': 0.6602504016604079, 'reg_lambda': 1.0564108267055476}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,702] Trial 71 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 134, 'learning_rate': 0.014807752545320185, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8499176698849072, 'colsample_bytree': 0.8246958378524304, 'gamma': 0.295326090811491, 'reg_alpha': 0.7603235281334432, 'reg_lambda': 1.8980066571106875}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:03,848] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 114, 'learning_rate': 0.2441367682968042, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8835711600739281, 'colsample_bytree': 0.7676112366002708, 'gamma': 0.21390415044426547, 'reg_alpha': 0.8205106323532979, 'reg_lambda': 1.8267852067125798}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:04,128] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.17279314729254072, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8868428252389557, 'colsample_bytree': 0.761381377740927, 'gamma': 1.2854245586286919, 'reg_alpha': 0.5929043373150967, 'reg_lambda': 2.423978372188177}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:31:04,264] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.2493814796830977, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.950933541028548, 'colsample_bytree': 0.7608155315850058, 'gamma': 1.7750734891343778, 'reg_alpha': 0.5882775451447106, 'reg_lambda': 0.7080984751865715}. Best is trial 74 with value: 0.7440476190476191.
[I 2025-11-03 19:31:04,388] Trial 75 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 111, 'learning_rate': 0.26435195517418364, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9763236447581568, 'colsample_bytree': 0.7254978411045165, 'gamma': 1.7133412598524078, 'reg_alpha': 0.5374602538418065, 'reg_lambda': 0.8128996778145071}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:04,532] Trial 76 finished with value: 0.6875 and parameters: {'n_estimators': 149, 'learning_rate': 0.25088296814192873, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.976077766032737, 'colsample_bytree': 0.7378857883514969, 'gamma': 2.529381332584745, 'reg_alpha': 0.5369824088222238, 'reg_lambda': 0.725348153957537}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:04,764] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 143, 'learning_rate': 0.2647436963683253, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9548327722316841, 'colsample_bytree': 0.7222855903479021, 'gamma': 1.8168082043235785, 'reg_alpha': 0.4273650239670065, 'reg_lambda': 0.867543387045635}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:04,976] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.22753940575939402, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9757296741946769, 'colsample_bytree': 0.6867050881316356, 'gamma': 1.800328329921953, 'reg_alpha': 0.462714985689455, 'reg_lambda': 0.8588083999102878}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,110] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.26193887274375666, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9524122065071295, 'colsample_bytree': 0.6303524779450561, 'gamma': 1.7268915998058183, 'reg_alpha': 0.4204885711314173, 'reg_lambda': 0.5705433733308045}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,247] Trial 80 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.2747326799924705, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.979085954123706, 'colsample_bytree': 0.6957864947196828, 'gamma': 2.019173406914454, 'reg_alpha': 0.6417475295658086, 'reg_lambda': 0.66172574733415}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,380] Trial 81 finished with value: 0.755952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.24526246877433824, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9515782999014366, 'colsample_bytree': 0.723201448246007, 'gamma': 2.2169735871899037, 'reg_alpha': 0.5204533298175654, 'reg_lambda': 0.8585528282699441}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,685] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.22859928058020296, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9501202655470808, 'colsample_bytree': 0.7206103787229436, 'gamma': 2.3826538081120425, 'reg_alpha': 0.5074633102611871, 'reg_lambda': 0.8711777650879451}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:05,848] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.1729824607214994, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9565281513822549, 'colsample_bytree': 0.7293339253186324, 'gamma': 2.3780122954939404, 'reg_alpha': 0.5136492655352797, 'reg_lambda': 0.8682286777231144}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,000] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.22575684040493277, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9333420698216518, 'colsample_bytree': 0.7215982223956522, 'gamma': 2.133817317842912, 'reg_alpha': 0.588689364654897, 'reg_lambda': 0.7900894988872628}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,150] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.22167315694746662, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9963185697763273, 'colsample_bytree': 0.7156462602385286, 'gamma': 2.230797355753031, 'reg_alpha': 0.5529010277586945, 'reg_lambda': 0.7809507449015777}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,401] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.29903976769277807, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9321473306849644, 'colsample_bytree': 0.7425453516655217, 'gamma': 2.7211696940203893, 'reg_alpha': 0.5774630752307411, 'reg_lambda': 0.9350635749769998}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,574] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.29932835137478986, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9314701396425031, 'colsample_bytree': 0.7414842977537136, 'gamma': 2.692261808099152, 'reg_alpha': 0.6070894782657003, 'reg_lambda': 0.9286650551769293}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,716] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.20528970478496877, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9637369987084735, 'colsample_bytree': 0.7207697632900013, 'gamma': 2.400561603185418, 'reg_alpha': 0.5729437379440767, 'reg_lambda': 0.6451135198479336}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:06,898] Trial 89 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 160, 'learning_rate': 0.23538437861195727, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9666741452799845, 'colsample_bytree': 0.7181731576951793, 'gamma': 2.4342739549264065, 'reg_alpha': 0.589701000847213, 'reg_lambda': 0.6374666477773943}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,040] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.21771419556683547, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9502455515166555, 'colsample_bytree': 0.6964392666063722, 'gamma': 1.9126716997680124, 'reg_alpha': 0.45497406662197626, 'reg_lambda': 1.0825974919630932}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,189] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.20211968000278815, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.944890909697447, 'colsample_bytree': 0.7528608015619319, 'gamma': 2.108120362714691, 'reg_alpha': 0.5391527675488682, 'reg_lambda': 0.7624718053489068}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,460] Trial 92 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 169, 'learning_rate': 0.2755048078598352, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9259132005265154, 'colsample_bytree': 0.7238363868162734, 'gamma': 2.742701419728361, 'reg_alpha': 0.5730884487012842, 'reg_lambda': 0.9128433603665995}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,617] Trial 93 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.2590602012303848, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9633190696174888, 'colsample_bytree': 0.7862611404962462, 'gamma': 2.2915984261191795, 'reg_alpha': 0.5088564109199477, 'reg_lambda': 1.0009813959726006}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,768] Trial 94 finished with value: 0.6875 and parameters: {'n_estimators': 175, 'learning_rate': 0.20547361819806045, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9806927284309627, 'colsample_bytree': 0.7456251879281083, 'gamma': 2.9875657149327455, 'reg_alpha': 0.6348576568204357, 'reg_lambda': 0.8056322412232653}. Best is trial 75 with value: 0.7678571428571428.
[I 2025-11-03 19:31:07,935] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.24126651827524195, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9452691384168086, 'colsample_bytree': 0.7339325540692585, 'gamma': 2.500783954973767, 'reg_alpha': 0.34926771968451753, 'reg_lambda': 0.5052741620511333}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,168] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.24050344868147333, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9881257481156089, 'colsample_bytree': 0.7332051380229069, 'gamma': 3.1298903620826115, 'reg_alpha': 0.35805064503449063, 'reg_lambda': 0.6466044730442816}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,339] Trial 97 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.2667151141382249, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9603327759928129, 'colsample_bytree': 0.704859407755685, 'gamma': 2.850661273481494, 'reg_alpha': 0.2845248797826845, 'reg_lambda': 0.5030493048693272}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,513] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.12988195978376976, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.972106059838973, 'colsample_bytree': 0.759968515832268, 'gamma': 2.4789596810769257, 'reg_alpha': 0.395745778518748, 'reg_lambda': 0.6852259800482788}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,661] Trial 99 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.18638271896695843, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9502113481185017, 'colsample_bytree': 0.7256386357442891, 'gamma': 2.6367178002102865, 'reg_alpha': 0.32982641193052065, 'reg_lambda': 1.127428450946607}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:08,918] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.1603758734183241, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9996952596958311, 'colsample_bytree': 0.7142403207396385, 'gamma': 1.4792481874950192, 'reg_alpha': 0.4710732742263919, 'reg_lambda': 0.581511780483897}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,093] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.2357425574390327, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9432861147330772, 'colsample_bytree': 0.7359028325173025, 'gamma': 1.6934596591834548, 'reg_alpha': 0.5555908958502315, 'reg_lambda': 0.8238902018936032}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,298] Trial 102 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 165, 'learning_rate': 0.28766588549223504, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.921735787540022, 'colsample_bytree': 0.7467317630389632, 'gamma': 2.0645996664340043, 'reg_alpha': 0.5905917282606051, 'reg_lambda': 0.7396502589484901}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,446] Trial 103 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.2866568140790043, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.9215224796874699, 'colsample_bytree': 0.6990852390900137, 'gamma': 1.849029201980473, 'reg_alpha': 0.4349696425003118, 'reg_lambda': 0.7389581510026126}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,604] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.21194395674094704, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9120415582281716, 'colsample_bytree': 0.6858757872335861, 'gamma': 2.034422676081997, 'reg_alpha': 0.5911529920839942, 'reg_lambda': 0.5801328006428274}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:09,738] Trial 105 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 130, 'learning_rate': 0.2089742411852363, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9121017476857356, 'colsample_bytree': 0.6799480517909086, 'gamma': 2.040873968017708, 'reg_alpha': 0.5975729146158079, 'reg_lambda': 0.578481940858194}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,045] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.2516558447039539, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9329521818363729, 'colsample_bytree': 0.6668129980090911, 'gamma': 2.2191125690270734, 'reg_alpha': 0.524053080371348, 'reg_lambda': 0.6145273675856459}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,200] Trial 107 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.22496601870542746, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9476777083491901, 'colsample_bytree': 0.6499202292282064, 'gamma': 1.9140230159451255, 'reg_alpha': 0.5805415876293216, 'reg_lambda': 0.890164090471897}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,341] Trial 108 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.1958587969664292, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9357268587195303, 'colsample_bytree': 0.7484467876461488, 'gamma': 2.3381290158359445, 'reg_alpha': 0.5550781309786796, 'reg_lambda': 0.9559429168115678}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,501] Trial 109 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 177, 'learning_rate': 0.27423778915058683, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9060243225692353, 'colsample_bytree': 0.7046997918472016, 'gamma': 2.1121555755058026, 'reg_alpha': 0.6391776296585152, 'reg_lambda': 0.5394689185615971}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,649] Trial 110 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.2981766626881462, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.968211325829044, 'colsample_bytree': 0.7213553134230989, 'gamma': 1.5596975436691178, 'reg_alpha': 0.6198246823842004, 'reg_lambda': 0.7084400787923308}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,786] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.25211459542206643, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9605076310251028, 'colsample_bytree': 0.7605975149729205, 'gamma': 2.4272739776821846, 'reg_alpha': 0.5300039565480595, 'reg_lambda': 0.8263324297272938}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:10,947] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.2489970398287125, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9244281292977071, 'colsample_bytree': 0.7572415898046623, 'gamma': 2.559860529545548, 'reg_alpha': 0.5085184764427427, 'reg_lambda': 0.8242834841675377}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,120] Trial 113 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 138, 'learning_rate': 0.21617517832717764, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9582427774024208, 'colsample_bytree': 0.7310227591893051, 'gamma': 2.2605046763951435, 'reg_alpha': 0.5389412828427731, 'reg_lambda': 0.7790259872222196}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,259] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.17798800222525538, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9821888671407752, 'colsample_bytree': 0.7808236642931033, 'gamma': 2.404801534603742, 'reg_alpha': 0.44526445201699566, 'reg_lambda': 0.6886809457825535}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,480] Trial 115 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 167, 'learning_rate': 0.2615851396245522, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9694555168379039, 'colsample_bytree': 0.7398042560940489, 'gamma': 1.9783179701753355, 'reg_alpha': 0.4816988840393779, 'reg_lambda': 1.0121439145585507}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,755] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.23370318826139197, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9178693134642172, 'colsample_bytree': 0.7091497628009517, 'gamma': 2.163157803827209, 'reg_alpha': 0.6142541177854947, 'reg_lambda': 0.6145431052159536}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:11,913] Trial 117 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.29998024291653835, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9875671519711279, 'colsample_bytree': 0.6884302763074239, 'gamma': 1.6291587073869274, 'reg_alpha': 0.56697361231102, 'reg_lambda': 0.613640704698538}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,041] Trial 118 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.24017379113883486, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9172824108798139, 'colsample_bytree': 0.7088455204170185, 'gamma': 1.8480888226108048, 'reg_alpha': 0.6131358463498833, 'reg_lambda': 0.5441006706027199}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,166] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 131, 'learning_rate': 0.2698785282947325, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9399947472738754, 'colsample_bytree': 0.7446492808187158, 'gamma': 2.769564504577518, 'reg_alpha': 0.49756309721682473, 'reg_lambda': 0.742126077582318}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,302] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.192620490532947, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9250181708723706, 'colsample_bytree': 0.7113964466404117, 'gamma': 2.5885598010889566, 'reg_alpha': 0.5294582204328439, 'reg_lambda': 0.6646631064867594}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,486] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.2270188171938074, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9503764735927469, 'colsample_bytree': 0.764537607125613, 'gamma': 2.160306489335466, 'reg_alpha': 0.5878799043142909, 'reg_lambda': 0.8557314459849282}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,627] Trial 122 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 152, 'learning_rate': 0.2073973004291846, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.93231748508136, 'colsample_bytree': 0.7289550868289609, 'gamma': 1.7494453929254585, 'reg_alpha': 0.6473668168466037, 'reg_lambda': 0.9494853769528413}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,829] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.24704063861655282, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9600621841817758, 'colsample_bytree': 0.6984581216309061, 'gamma': 2.468088615221588, 'reg_alpha': 0.6047305994362315, 'reg_lambda': 0.6018017418387783}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:12,960] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.27710696273658403, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9088509757456743, 'colsample_bytree': 0.7183711633290443, 'gamma': 2.040982049800089, 'reg_alpha': 0.5683922074647005, 'reg_lambda': 0.8009189268270211}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,204] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.22551717140864574, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9429289993451944, 'colsample_bytree': 0.7525367630724272, 'gamma': 2.320654370414864, 'reg_alpha': 0.5534782877880066, 'reg_lambda': 0.5039003362676334}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,346] Trial 126 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.2575983898660372, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9440709850819121, 'colsample_bytree': 0.7550075013996297, 'gamma': 2.292745524889085, 'reg_alpha': 0.6978697620224562, 'reg_lambda': 0.5126287433885827}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,484] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.1618548826247373, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.958527128308828, 'colsample_bytree': 0.7812426736083693, 'gamma': 2.3527772102662086, 'reg_alpha': 0.5439711887131589, 'reg_lambda': 0.7157353075306419}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,657] Trial 128 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.21615554574432655, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9695763583225961, 'colsample_bytree': 0.8009082555836957, 'gamma': 2.6351818071171156, 'reg_alpha': 0.5003057165511996, 'reg_lambda': 0.6350211722757183}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:13,855] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.23557392536182564, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9534796173264184, 'colsample_bytree': 0.7490853867210379, 'gamma': 1.9357619152704904, 'reg_alpha': 0.5232007759602587, 'reg_lambda': 0.5592439864172989}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,119] Trial 130 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 167, 'learning_rate': 0.28746847915671697, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8965352048972911, 'colsample_bytree': 0.7394340283896638, 'gamma': 2.21895316355991, 'reg_alpha': 0.3793456608713408, 'reg_lambda': 0.895850536276632}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,263] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.2695651508903856, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8984930610926011, 'colsample_bytree': 0.7349999187156423, 'gamma': 2.204919038265926, 'reg_alpha': 0.3911666730930707, 'reg_lambda': 0.8743260969934944}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,422] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.2848672870683118, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8985763969339793, 'colsample_bytree': 0.7373201715569799, 'gamma': 2.1890178884810405, 'reg_alpha': 0.38258191270348607, 'reg_lambda': 0.8900910112598445}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,576] Trial 133 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.266133943715815, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9184933560209432, 'colsample_bytree': 0.726202391352927, 'gamma': 2.4468120395479187, 'reg_alpha': 0.41254999537678083, 'reg_lambda': 0.9710852580960476}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:14,742] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 171, 'learning_rate': 0.2834706147582505, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9063407057368789, 'colsample_bytree': 0.6907320789007226, 'gamma': 2.0630024092525914, 'reg_alpha': 0.3632485883822517, 'reg_lambda': 1.0880197839477173}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,019] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.23281075591081696, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9387911098107478, 'colsample_bytree': 0.7333880806900938, 'gamma': 2.240471822215118, 'reg_alpha': 0.395163245037016, 'reg_lambda': 1.031834925908959}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,161] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.19513850599610671, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8977245033237671, 'colsample_bytree': 0.7128838254490572, 'gamma': 2.344917940295228, 'reg_alpha': 0.3474053911092693, 'reg_lambda': 0.840090489179575}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,312] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.2980865972374038, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9150522423271797, 'colsample_bytree': 0.7437795030604978, 'gamma': 2.544352854388054, 'reg_alpha': 0.322453483902803, 'reg_lambda': 0.9255836526512168}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,460] Trial 138 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 186, 'learning_rate': 0.2583648155365482, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9291449027052638, 'colsample_bytree': 0.7016904227934622, 'gamma': 2.478568056206885, 'reg_alpha': 0.42666110473785623, 'reg_lambda': 0.5059315885111011}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,701] Trial 139 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 170, 'learning_rate': 0.2098611607715982, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9444773258004907, 'colsample_bytree': 0.7513803502801266, 'gamma': 2.153760678929536, 'reg_alpha': 0.47819755768806727, 'reg_lambda': 0.7642521169418934}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,842] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.24747314548940078, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9640493085895423, 'colsample_bytree': 0.7705684276659029, 'gamma': 2.7042810200541187, 'reg_alpha': 0.4676033352582279, 'reg_lambda': 0.6668647016840744}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:15,982] Trial 141 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 151, 'learning_rate': 0.2418312883094605, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.974567213965765, 'colsample_bytree': 0.7695598958658536, 'gamma': 2.7066747657485273, 'reg_alpha': 0.4533617008794426, 'reg_lambda': 0.65333769773935}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,182] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.27445521434775294, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9674209913794449, 'colsample_bytree': 0.7405492433450845, 'gamma': 2.8330366744631927, 'reg_alpha': 0.4083138308425457, 'reg_lambda': 0.8822927612999407}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,445] Trial 143 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 192, 'learning_rate': 0.2650885332736377, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9841622973428202, 'colsample_bytree': 0.7196900594317558, 'gamma': 2.391075046073326, 'reg_alpha': 0.29625071295756633, 'reg_lambda': 0.902845434611915}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,610] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 165, 'learning_rate': 0.2798987881483991, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9937967469507594, 'colsample_bytree': 0.7316727686060954, 'gamma': 1.999861608944001, 'reg_alpha': 0.3806854412053938, 'reg_lambda': 0.8557103194667189}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,764] Trial 145 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 174, 'learning_rate': 0.22903023619074586, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9228793357034448, 'colsample_bytree': 0.739882768954201, 'gamma': 2.8886917772186287, 'reg_alpha': 0.4123627414549501, 'reg_lambda': 0.8089638489485456}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:16,999] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.21775169044460763, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.956886781707817, 'colsample_bytree': 0.7101567278137026, 'gamma': 2.279281631049346, 'reg_alpha': 0.5636768607685096, 'reg_lambda': 0.7392583034481448}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,141] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.2789724886949143, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9345559955683419, 'colsample_bytree': 0.6795328113113792, 'gamma': 3.0769510957802204, 'reg_alpha': 0.43228673753335434, 'reg_lambda': 0.6051370409249369}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,380] Trial 148 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 126, 'learning_rate': 0.18398552675668903, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9747251204584614, 'colsample_bytree': 0.7244784514156846, 'gamma': 2.597811437497346, 'reg_alpha': 0.5201188531950743, 'reg_lambda': 0.883775830352071}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,553] Trial 149 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.2585535792166844, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9468068850304099, 'colsample_bytree': 0.7525533250476988, 'gamma': 2.8533102916677873, 'reg_alpha': 0.6229377906135849, 'reg_lambda': 1.0033088693708727}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,683] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.29950418697971726, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9401371590391586, 'colsample_bytree': 0.7414416229385145, 'gamma': 1.8858457586745503, 'reg_alpha': 0.3349687695774388, 'reg_lambda': 0.7533686661490964}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,817] Trial 151 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.24737759074337595, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9665173393757623, 'colsample_bytree': 0.7626415438866929, 'gamma': 2.753425685672842, 'reg_alpha': 0.46510022509479043, 'reg_lambda': 0.5735737941658163}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:17,961] Trial 152 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.2330825122344536, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9633266954928482, 'colsample_bytree': 0.7749445585541509, 'gamma': 2.4890378631819727, 'reg_alpha': 0.4021694281591133, 'reg_lambda': 0.7025833662107985}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,215] Trial 153 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 149, 'learning_rate': 0.20323496160094356, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9535912920572146, 'colsample_bytree': 0.7322765608829402, 'gamma': 2.650298452789566, 'reg_alpha': 0.4912536465929047, 'reg_lambda': 0.670089271770654}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,400] Trial 154 finished with value: 0.761904761904762 and parameters: {'n_estimators': 248, 'learning_rate': 0.20763808493043837, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9529398163668239, 'colsample_bytree': 0.7280766606107055, 'gamma': 2.087218617617673, 'reg_alpha': 0.5001158799099855, 'reg_lambda': 0.8343326171623872}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,603] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.20088725748440117, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9504026604010705, 'colsample_bytree': 0.7308482830822554, 'gamma': 2.142401735173668, 'reg_alpha': 0.493123834425146, 'reg_lambda': 0.824973482633504}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:18,775] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.210233939546833, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9283732572832033, 'colsample_bytree': 0.7155599168785431, 'gamma': 1.9918696222013192, 'reg_alpha': 0.4440856949380827, 'reg_lambda': 0.9610786280152909}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,024] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.17098493722717742, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9574082078458248, 'colsample_bytree': 0.7220475394813503, 'gamma': 1.8160354548180067, 'reg_alpha': 0.3589245051940358, 'reg_lambda': 0.9132082984959837}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,165] Trial 158 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.2701669675139131, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9801008275115869, 'colsample_bytree': 0.7050029690534756, 'gamma': 1.6868408798660526, 'reg_alpha': 0.5386672383686458, 'reg_lambda': 0.7767337191545464}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,309] Trial 159 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 153, 'learning_rate': 0.14855734617480698, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8912989847302258, 'colsample_bytree': 0.7326704761190653, 'gamma': 2.2008663005995404, 'reg_alpha': 0.37650021457109395, 'reg_lambda': 0.8555067304029482}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,438] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.251802852489178, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9182259003926253, 'colsample_bytree': 0.6927694148998368, 'gamma': 2.07937252257665, 'reg_alpha': 0.5060797520452459, 'reg_lambda': 0.7975042784129347}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,596] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.2287013971081651, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9403218710413361, 'colsample_bytree': 0.7433574420256103, 'gamma': 2.348521642977373, 'reg_alpha': 0.5359178230492938, 'reg_lambda': 0.6222364087872512}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,852] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.2189159141029926, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9702400743238568, 'colsample_bytree': 0.7358047013306842, 'gamma': 2.287474063038495, 'reg_alpha': 0.5840170424751064, 'reg_lambda': 0.680768009483905}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:19,993] Trial 163 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.19340609831313393, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9552159912893001, 'colsample_bytree': 0.7553766914352743, 'gamma': 2.434299641508923, 'reg_alpha': 0.5561936480222609, 'reg_lambda': 0.5476212058060725}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,142] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.27528128053265727, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9318354153643851, 'colsample_bytree': 0.7474432523869826, 'gamma': 2.5913015617681503, 'reg_alpha': 0.48415152714908516, 'reg_lambda': 0.872149208065501}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,315] Trial 165 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.23829240835598736, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.904723240276491, 'colsample_bytree': 0.7255994023293344, 'gamma': 2.1153370016617554, 'reg_alpha': 0.5194906000687449, 'reg_lambda': 0.7226370634718419}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,608] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2567068257730312, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9458722862177547, 'colsample_bytree': 0.7200433795991218, 'gamma': 1.912718696264466, 'reg_alpha': 0.5691241947631657, 'reg_lambda': 0.5934728934163197}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,778] Trial 167 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.29963720436364083, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9493583447885431, 'colsample_bytree': 0.7137309645405138, 'gamma': 1.8947518365160794, 'reg_alpha': 0.5800318710776513, 'reg_lambda': 0.9498261961180052}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:20,922] Trial 168 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 146, 'learning_rate': 0.06295648665274264, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9627941526041173, 'colsample_bytree': 0.7201669169553293, 'gamma': 1.774440312017382, 'reg_alpha': 0.6176982497599154, 'reg_lambda': 0.6571689693889944}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,155] Trial 169 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.26104344749245223, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9110172665299688, 'colsample_bytree': 0.7040328723199283, 'gamma': 1.9628698479529945, 'reg_alpha': 0.6032627290124776, 'reg_lambda': 0.7677906521768512}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,341] Trial 170 finished with value: 0.6875 and parameters: {'n_estimators': 247, 'learning_rate': 0.280747919377039, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9797983945739357, 'colsample_bytree': 0.7369922612237353, 'gamma': 3.1858909636886983, 'reg_alpha': 0.5088588475333989, 'reg_lambda': 1.0540885139303833}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,571] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.21982388471544842, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9408141840393475, 'colsample_bytree': 0.7265246429864983, 'gamma': 2.2285646338986664, 'reg_alpha': 0.551931424984161, 'reg_lambda': 0.5781267080491334}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,760] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.24407310090405523, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9470067144812703, 'colsample_bytree': 0.7428633902406171, 'gamma': 2.387209502779815, 'reg_alpha': 0.5744525836674319, 'reg_lambda': 0.5092182963443203}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:21,972] Trial 173 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 234, 'learning_rate': 0.20324684646456753, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9225765820308108, 'colsample_bytree': 0.7141800552202303, 'gamma': 2.491420963140121, 'reg_alpha': 0.5414001188982126, 'reg_lambda': 0.6148266241978135}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,149] Trial 174 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.26044629272454833, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9554535342655217, 'colsample_bytree': 0.729651101917695, 'gamma': 2.9803286683973433, 'reg_alpha': 0.567065319264726, 'reg_lambda': 0.831339998889074}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,283] Trial 175 finished with value: 0.726190476190476 and parameters: {'n_estimators': 153, 'learning_rate': 0.22784487043576662, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9336467050545579, 'colsample_bytree': 0.7504598207315811, 'gamma': 2.0677682965095885, 'reg_alpha': 0.31267213546479056, 'reg_lambda': 0.711537407965809}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,423] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.18660991568384516, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9672721745070433, 'colsample_bytree': 0.7362623013837348, 'gamma': 2.657512773763523, 'reg_alpha': 0.430441866534759, 'reg_lambda': 0.549010250997668}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,592] Trial 177 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.04700514905975531, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9266915650639016, 'colsample_bytree': 0.7222897810828594, 'gamma': 2.2568911857338465, 'reg_alpha': 0.605211121515828, 'reg_lambda': 0.913780419583703}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,777] Trial 178 finished with value: 0.7232142857142856 and parameters: {'n_estimators': 210, 'learning_rate': 0.24547869745047585, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9446826560478906, 'colsample_bytree': 0.757106683828894, 'gamma': 2.802527389063843, 'reg_alpha': 0.5179451170828129, 'reg_lambda': 0.6528868754391318}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:22,933] Trial 179 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 178, 'learning_rate': 0.2770073897955149, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.959939035801012, 'colsample_bytree': 0.6693835107201589, 'gamma': 1.6361286439637224, 'reg_alpha': 0.486891874509305, 'reg_lambda': 0.5009395478371482}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,080] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.2088396270932723, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.938558156466713, 'colsample_bytree': 0.7055938438235456, 'gamma': 2.331258108874186, 'reg_alpha': 0.639348427931659, 'reg_lambda': 0.5917475270533322}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,330] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.24476329360258173, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9651846716666075, 'colsample_bytree': 0.7639664601891397, 'gamma': 2.5452058692204593, 'reg_alpha': 0.4536541940323169, 'reg_lambda': 0.6829733212309411}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,460] Trial 182 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 149, 'learning_rate': 0.2601019023043585, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9538786441890648, 'colsample_bytree': 0.7442657594822717, 'gamma': 2.719475125922156, 'reg_alpha': 0.46441548892494666, 'reg_lambda': 0.765612761566604}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,617] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.2275152025340889, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9630139860473086, 'colsample_bytree': 0.7332509942228939, 'gamma': 2.921248671855281, 'reg_alpha': 0.3913810181014764, 'reg_lambda': 0.8052524568998825}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,790] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 140, 'learning_rate': 0.27891283143429096, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9778184466926241, 'colsample_bytree': 0.7492517535643508, 'gamma': 1.4572788364598053, 'reg_alpha': 0.49812734053548674, 'reg_lambda': 0.6620261979773912}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:23,924] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.28993546971943446, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9902447040233414, 'colsample_bytree': 0.715312054685233, 'gamma': 1.3871977189059141, 'reg_alpha': 0.5461055901955354, 'reg_lambda': 0.8695081060876962}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,169] Trial 186 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 129, 'learning_rate': 0.2682255898259594, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9762469194586569, 'colsample_bytree': 0.7273624179791291, 'gamma': 2.026974253751161, 'reg_alpha': 0.5258354948599954, 'reg_lambda': 0.6121989173667566}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,313] Trial 187 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 133, 'learning_rate': 0.282303753494801, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9714573057117786, 'colsample_bytree': 0.7501579865751612, 'gamma': 1.5161030775429025, 'reg_alpha': 0.4947963221385476, 'reg_lambda': 0.7199976557923429}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,463] Trial 188 finished with value: 0.675595238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.2588419905827591, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9846669781081946, 'colsample_bytree': 0.7406037267795059, 'gamma': 1.862831059141535, 'reg_alpha': 0.5940665583176553, 'reg_lambda': 0.825487371659936}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,608] Trial 189 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 162, 'learning_rate': 0.23705326849314698, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8802910834623797, 'colsample_bytree': 0.7196111177350069, 'gamma': 1.3123572403960249, 'reg_alpha': 0.5626590230046833, 'reg_lambda': 0.9915027481452063}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,748] Trial 190 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 147, 'learning_rate': 0.21723512032988992, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.949400586734208, 'colsample_bytree': 0.756789738295621, 'gamma': 2.1138153210267676, 'reg_alpha': 0.4171372640922201, 'reg_lambda': 0.6376110647395433}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:24,981] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.2988431241886055, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9724938294323201, 'colsample_bytree': 0.7467856297050753, 'gamma': 2.6263758123876717, 'reg_alpha': 0.47328999047545867, 'reg_lambda': 0.6675222967528336}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,199] Trial 192 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.24728556279283276, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.961348270910811, 'colsample_bytree': 0.7727723914250544, 'gamma': 2.2226764203495772, 'reg_alpha': 0.5064751603379767, 'reg_lambda': 0.5627682435437799}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,363] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.25340261643069273, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9538827369981434, 'colsample_bytree': 0.7368424152110951, 'gamma': 2.4141145016019467, 'reg_alpha': 0.47325234697554175, 'reg_lambda': 0.6914448041949912}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,604] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.2627188518463913, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9360995972429383, 'colsample_bytree': 0.7332965432736407, 'gamma': 2.4189732710258762, 'reg_alpha': 0.44288891805848274, 'reg_lambda': 0.7576063709001415}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,732] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.2777912197709938, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9505715538581695, 'colsample_bytree': 0.7275044767365187, 'gamma': 2.3269580363992577, 'reg_alpha': 0.5305350265528452, 'reg_lambda': 0.8998163995754738}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:25,909] Trial 196 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 214, 'learning_rate': 0.23635710430985477, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9155639427449349, 'colsample_bytree': 0.7373687606808839, 'gamma': 2.209285662966475, 'reg_alpha': 0.3461203768712109, 'reg_lambda': 0.7031672652672322}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,047] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.20488028595055532, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9290241196186277, 'colsample_bytree': 0.7134350758300243, 'gamma': 1.9522108109618768, 'reg_alpha': 0.4876510122563348, 'reg_lambda': 0.8462912634393086}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,193] Trial 198 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 163, 'learning_rate': 0.2233387675143635, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9445145683803907, 'colsample_bytree': 0.7232671520277, 'gamma': 2.514203339039394, 'reg_alpha': 0.3778206271251756, 'reg_lambda': 0.5634073531996507}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,424] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.25480682034876134, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9562598103141132, 'colsample_bytree': 0.7411459970170222, 'gamma': 1.1551297575485193, 'reg_alpha': 0.4044902051476446, 'reg_lambda': 0.7900174509718322}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 19:31:26,428] A new study created in memory with name: no-name-cee1d9e5-2285-4e0a-aef0-3a9dddb99d42
[I 2025-11-03 19:31:26,583] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.022560471191986703, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.7750185877754996, 'colsample_bytree': 0.7268711997108488, 'gamma': 2.2276181415146343, 'reg_alpha': 0.02588316107202182, 'reg_lambda': 1.6469985157055702}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:31:26,769] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.027939447827237725, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6707166196790216, 'colsample_bytree': 0.8572912872889719, 'gamma': 3.154837748494374, 'reg_alpha': 0.39511140471334005, 'reg_lambda': 1.2482541463650603}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:31:26,899] Trial 2 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.014131921467433388, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7186976017467787, 'colsample_bytree': 0.9627419002778494, 'gamma': 4.763659650295377, 'reg_alpha': 0.906161527192087, 'reg_lambda': 1.5897733973312251}. Best is trial 2 with value: 0.6130952380952381.
[I 2025-11-03 19:31:27,149] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.03327703159601274, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7783432527404487, 'colsample_bytree': 0.6437503034414591, 'gamma': 0.7161957634698052, 'reg_alpha': 0.4406211560767924, 'reg_lambda': 1.7895826010875642}. Best is trial 2 with value: 0.6130952380952381.
[I 2025-11-03 19:31:27,285] Trial 4 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.040082367006143364, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6327022940998516, 'colsample_bytree': 0.8010488306126795, 'gamma': 0.34985671862196976, 'reg_alpha': 0.38089120258034237, 'reg_lambda': 1.8594312483065623}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,443] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.026826036613592633, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8442515571009102, 'colsample_bytree': 0.9337825109940847, 'gamma': 3.1712939897424497, 'reg_alpha': 0.14292472723010674, 'reg_lambda': 2.0332054411421794}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,529] Trial 6 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 70, 'learning_rate': 0.11078557143185962, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7704095745178448, 'colsample_bytree': 0.6709902395320533, 'gamma': 2.9761687552367073, 'reg_alpha': 0.14730526016493506, 'reg_lambda': 0.7023966108759554}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,648] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.04276657127701922, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.6360482417189584, 'colsample_bytree': 0.6180150886601121, 'gamma': 2.1706151488159486, 'reg_alpha': 0.14763857361678734, 'reg_lambda': 2.728097773896311}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,757] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.058172017717207467, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6560448290041325, 'colsample_bytree': 0.9156443897758706, 'gamma': 3.6845959234780428, 'reg_alpha': 0.4789530205110013, 'reg_lambda': 2.578617339980566}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:27,967] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.13966941311256115, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.9462079275800025, 'colsample_bytree': 0.8626755912268287, 'gamma': 0.4795009117827048, 'reg_alpha': 0.5065668718565317, 'reg_lambda': 0.5205955316993713}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,148] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.01003854623386378, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8889255724938364, 'colsample_bytree': 0.7594918673094256, 'gamma': 1.4349150779478734, 'reg_alpha': 0.7258210392420779, 'reg_lambda': 2.265862687591484}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,302] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.299247308808132, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8841063802894211, 'colsample_bytree': 0.771190468851742, 'gamma': 1.245974885313995, 'reg_alpha': 0.7682511801896695, 'reg_lambda': 2.2524006521844626}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,487] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 162, 'learning_rate': 0.010943831343873296, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9814911225741411, 'colsample_bytree': 0.791647101265853, 'gamma': 1.3330015082291835, 'reg_alpha': 0.6829639080008405, 'reg_lambda': 2.3492716886452607}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,635] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 116, 'learning_rate': 0.0728825990944857, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8925844043438564, 'colsample_bytree': 0.7300242930760596, 'gamma': 0.006124633045358596, 'reg_alpha': 0.6589144176672385, 'reg_lambda': 1.1950760644404723}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:28,946] Trial 14 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 177, 'learning_rate': 0.018844696643352792, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8455151426175667, 'colsample_bytree': 0.8316142267396751, 'gamma': 1.475253430363563, 'reg_alpha': 0.9740033188634631, 'reg_lambda': 2.1050815799021128}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,131] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 66, 'learning_rate': 0.011739869630974445, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6081357667151646, 'colsample_bytree': 0.7116558209624699, 'gamma': 0.01565513818533093, 'reg_alpha': 0.3625134835172281, 'reg_lambda': 2.8984544028002004}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,331] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.09426468851665334, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7105061011687795, 'colsample_bytree': 0.7842680134674418, 'gamma': 1.7567426039046519, 'reg_alpha': 0.5786415206274783, 'reg_lambda': 1.3171260079559723}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,513] Trial 17 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 203, 'learning_rate': 0.18798174006134785, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9222145072519121, 'colsample_bytree': 0.8876079291751146, 'gamma': 0.7998771903281865, 'reg_alpha': 0.3087466986438323, 'reg_lambda': 2.4806439105373213}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,649] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 78, 'learning_rate': 0.017066226238735025, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8483671675772195, 'colsample_bytree': 0.812401438604415, 'gamma': 0.9037448373879383, 'reg_alpha': 0.7526140058542248, 'reg_lambda': 1.8183995802617763}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:29,795] Trial 19 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 123, 'learning_rate': 0.04445123648530349, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7174279756224556, 'colsample_bytree': 0.6898622467939406, 'gamma': 1.848047882851798, 'reg_alpha': 0.27203484787541654, 'reg_lambda': 1.990956454201984}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,029] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 152, 'learning_rate': 0.03994485800941342, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9915926129795237, 'colsample_bytree': 0.7502027839417794, 'gamma': 0.3947319534636673, 'reg_alpha': 0.8284345424209265, 'reg_lambda': 0.986715082435833}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,195] Trial 21 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.2740670268491359, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8883831478750067, 'colsample_bytree': 0.7577628131818734, 'gamma': 1.2239998086798272, 'reg_alpha': 0.796017883493737, 'reg_lambda': 2.3247224778482085}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,354] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.2683321377649218, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8156510454027401, 'colsample_bytree': 0.7685650113557232, 'gamma': 1.1262510482811718, 'reg_alpha': 0.6365808311388939, 'reg_lambda': 2.2145954579045792}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,538] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 196, 'learning_rate': 0.19935172796178033, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8188150147937197, 'colsample_bytree': 0.8308159521178219, 'gamma': 1.0123731612193805, 'reg_alpha': 0.5894898936175582, 'reg_lambda': 2.154604193617221}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,672] Trial 24 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 95, 'learning_rate': 0.07682929689728567, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.803630282480227, 'colsample_bytree': 0.8073435258105649, 'gamma': 1.7375596070365824, 'reg_alpha': 0.5823256266378676, 'reg_lambda': 1.5212782433085756}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:30,929] Trial 25 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.14347914089722322, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7442053813734578, 'colsample_bytree': 0.6963573645375647, 'gamma': 0.40642877338643674, 'reg_alpha': 0.6778625525899289, 'reg_lambda': 1.905502072743897}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,130] Trial 26 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 129, 'learning_rate': 0.054216831223778954, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9301643402107643, 'colsample_bytree': 0.7481409980608899, 'gamma': 2.6446525717819007, 'reg_alpha': 0.2493173345470603, 'reg_lambda': 2.576837453329956}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,332] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.01003624472337294, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8212455161225773, 'colsample_bytree': 0.7787859081643322, 'gamma': 0.5464800369999755, 'reg_alpha': 0.531464214854579, 'reg_lambda': 2.9756977931064625}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,488] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 162, 'learning_rate': 0.01679759173753307, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6851813005774889, 'colsample_bytree': 0.848258371913455, 'gamma': 1.6025809191497067, 'reg_alpha': 0.9064811072440307, 'reg_lambda': 2.4371618421492918}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,625] Trial 29 finished with value: 0.6339285714285715 and parameters: {'n_estimators': 138, 'learning_rate': 0.022095896469202604, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7643732154251242, 'colsample_bytree': 0.7383277965431742, 'gamma': 2.199467544810263, 'reg_alpha': 0.6443995151567585, 'reg_lambda': 1.7061958316331018}. Best is trial 4 with value: 0.7321428571428571.
[I 2025-11-03 19:31:31,863] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.22619274275554507, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8757775038716167, 'colsample_bytree': 0.89886474402006, 'gamma': 2.4627747345853446, 'reg_alpha': 0.018573896954692137, 'reg_lambda': 1.4230767244362363}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,057] Trial 31 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 195, 'learning_rate': 0.21427113537791698, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8614998162409322, 'colsample_bytree': 0.8892883303423095, 'gamma': 2.4469768893089245, 'reg_alpha': 0.04597406702293266, 'reg_lambda': 1.4537658721689781}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,243] Trial 32 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 247, 'learning_rate': 0.142709829629349, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9096426498440552, 'colsample_bytree': 0.9629356614486654, 'gamma': 3.7023783197936315, 'reg_alpha': 0.053077864659086926, 'reg_lambda': 0.9875405250342641}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,420] Trial 33 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 178, 'learning_rate': 0.1061304928512714, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8686159961144494, 'colsample_bytree': 0.8754982403320954, 'gamma': 1.0508913443064434, 'reg_alpha': 0.419802954838525, 'reg_lambda': 1.6614369028793559}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,569] Trial 34 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 159, 'learning_rate': 0.24087355414746164, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9559732950908022, 'colsample_bytree': 0.9955077752964899, 'gamma': 3.9992106433314425, 'reg_alpha': 0.7320760900438316, 'reg_lambda': 1.9307113658766726}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,829] Trial 35 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 220, 'learning_rate': 0.02906021756216289, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7959485160485041, 'colsample_bytree': 0.9146834475150812, 'gamma': 2.744090983123414, 'reg_alpha': 0.8620842744611505, 'reg_lambda': 2.1626825911935668}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:32,964] Trial 36 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 100, 'learning_rate': 0.16787826619883475, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8264027586147253, 'colsample_bytree': 0.6505381327972442, 'gamma': 2.008229290609018, 'reg_alpha': 0.22353663703681403, 'reg_lambda': 1.3575566712027292}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,157] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.23377814555624532, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.752246678298251, 'colsample_bytree': 0.7105733083399282, 'gamma': 4.897148015077176, 'reg_alpha': 0.35340362067384495, 'reg_lambda': 1.8033346077048642}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,278] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.23530667304796132, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7500070123549427, 'colsample_bytree': 0.6030309718392801, 'gamma': 4.982406624972716, 'reg_alpha': 0.36211047578860706, 'reg_lambda': 1.1653909582463875}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,426] Trial 39 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.16613980304675752, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6047662012118055, 'colsample_bytree': 0.6104938130232922, 'gamma': 4.228852176119587, 'reg_alpha': 0.45593483996758566, 'reg_lambda': 1.033892706737047}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,552] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.2544982424524871, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.665257057544128, 'colsample_bytree': 0.6610463031508647, 'gamma': 4.6077218776789195, 'reg_alpha': 0.17131089207070127, 'reg_lambda': 1.1526223507757765}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,676] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.23082304127838174, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7476401764677016, 'colsample_bytree': 0.6380326984147139, 'gamma': 4.9122626306009405, 'reg_alpha': 0.3410292201055124, 'reg_lambda': 1.8004460296934486}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,801] Trial 42 finished with value: 0.6875 and parameters: {'n_estimators': 111, 'learning_rate': 0.2920980997428327, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7885973275655237, 'colsample_bytree': 0.6889329883992172, 'gamma': 4.512086982192468, 'reg_alpha': 0.3892723252720992, 'reg_lambda': 1.5809615557043681}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:33,935] Trial 43 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.1743355193050364, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.6853476494081618, 'colsample_bytree': 0.716869619392034, 'gamma': 3.503204590046967, 'reg_alpha': 0.31754527774106095, 'reg_lambda': 0.78874945856628}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,074] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.12247708095780002, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.740501149804107, 'colsample_bytree': 0.6013975055240287, 'gamma': 4.9671892154525565, 'reg_alpha': 0.0915897062671881, 'reg_lambda': 1.4191128429753956}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,166] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.19977327465567477, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6327056568548811, 'colsample_bytree': 0.8187853289987904, 'gamma': 4.288519281246129, 'reg_alpha': 0.008882420662230717, 'reg_lambda': 1.5722616496539639}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,313] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 57, 'learning_rate': 0.03610178435000451, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6520265391306934, 'colsample_bytree': 0.8259878849691805, 'gamma': 3.1759838845484745, 'reg_alpha': 0.0013456054251725323, 'reg_lambda': 1.2517023103970286}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,429] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.052218021392786286, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6308676516522322, 'colsample_bytree': 0.9468838222205539, 'gamma': 4.104587722583834, 'reg_alpha': 0.1085419158342868, 'reg_lambda': 0.8236667400164037}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,496] Trial 48 finished with value: 0.738095238095238 and parameters: {'n_estimators': 39, 'learning_rate': 0.20277286823004448, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6259102025794161, 'colsample_bytree': 0.8502482800032966, 'gamma': 4.440196408984619, 'reg_alpha': 0.1910254656477286, 'reg_lambda': 1.5529649492919781}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,605] Trial 49 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 51, 'learning_rate': 0.09255312154016646, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6326401800810781, 'colsample_bytree': 0.8550308771881246, 'gamma': 4.52707805519983, 'reg_alpha': 0.16212466895271935, 'reg_lambda': 1.53460856150566}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,668] Trial 50 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.07091502568457955, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6988532112196733, 'colsample_bytree': 0.9137892120747464, 'gamma': 3.8194365817028277, 'reg_alpha': 0.2120237058992594, 'reg_lambda': 1.0844854340158476}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:34,907] Trial 51 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 37, 'learning_rate': 0.1988470309298234, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6196648751390108, 'colsample_bytree': 0.7953054684266398, 'gamma': 4.330714022517531, 'reg_alpha': 0.10540625722552772, 'reg_lambda': 1.3093030473296503}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,035] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.29914866617871333, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6389273389608398, 'colsample_bytree': 0.8426420764079449, 'gamma': 4.73024568391959, 'reg_alpha': 0.0676782292747044, 'reg_lambda': 1.6370961156671635}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,181] Trial 53 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 73, 'learning_rate': 0.15620110922305333, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6442956104564077, 'colsample_bytree': 0.8413570709708537, 'gamma': 4.6850499576837095, 'reg_alpha': 0.0029849841601365668, 'reg_lambda': 1.6108024716013107}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,405] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.20634693398672704, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6725968243126974, 'colsample_bytree': 0.8695802869740328, 'gamma': 3.4089028136840183, 'reg_alpha': 0.06538227227311737, 'reg_lambda': 1.703443933466064}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,550] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 61, 'learning_rate': 0.1265880067583559, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6215538410864839, 'colsample_bytree': 0.8190171489715526, 'gamma': 4.364153845340566, 'reg_alpha': 0.18437834411606135, 'reg_lambda': 1.4644121170783742}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,666] Trial 56 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.26374046084370845, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6034402980429723, 'colsample_bytree': 0.8885993277699084, 'gamma': 4.750103557132619, 'reg_alpha': 0.12870344277263257, 'reg_lambda': 2.041076135732736}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,805] Trial 57 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 101, 'learning_rate': 0.2931692355883512, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6611555126818388, 'colsample_bytree': 0.7993493221557845, 'gamma': 3.886252855299245, 'reg_alpha': 0.28045442562184586, 'reg_lambda': 1.3717259754935267}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:35,938] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 92, 'learning_rate': 0.22116434853381942, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6463115915701012, 'colsample_bytree': 0.9051419088842975, 'gamma': 4.409913909767695, 'reg_alpha': 0.07753826196457642, 'reg_lambda': 1.8793334170385791}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:36,364] Trial 59 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 68, 'learning_rate': 0.17663090599672468, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7293387001962418, 'colsample_bytree': 0.8410766783254462, 'gamma': 4.19167389087036, 'reg_alpha': 0.03260278526811755, 'reg_lambda': 1.2110677734570707}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:36,516] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.19191766736787327, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6811758125121841, 'colsample_bytree': 0.9325408059461426, 'gamma': 3.0202726400299125, 'reg_alpha': 0.20993189558358463, 'reg_lambda': 1.514333550515736}. Best is trial 30 with value: 0.7440476190476191.
[I 2025-11-03 19:31:36,683] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.2602376405951035, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6222661825747108, 'colsample_bytree': 0.8616483888247708, 'gamma': 0.28519133258423535, 'reg_alpha': 0.5077859044856714, 'reg_lambda': 1.7259883146066315}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:36,867] Trial 62 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 230, 'learning_rate': 0.24988534458051426, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6195450880742405, 'colsample_bytree': 0.8623832781954596, 'gamma': 0.1484705607337653, 'reg_alpha': 0.5242146513675411, 'reg_lambda': 1.7294937607346803}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,162] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 213, 'learning_rate': 0.045437154510969614, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6994939808281408, 'colsample_bytree': 0.8770745039441302, 'gamma': 0.2816730483079874, 'reg_alpha': 0.4579750363053669, 'reg_lambda': 1.603493152710845}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,288] Trial 64 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 45, 'learning_rate': 0.2146386195422275, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6389459969620774, 'colsample_bytree': 0.8136899840901767, 'gamma': 0.6152941501776429, 'reg_alpha': 0.4994030072759779, 'reg_lambda': 1.9991553684046317}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,478] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.2945826683562773, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6149919050209122, 'colsample_bytree': 0.8369443383508717, 'gamma': 0.7336994079236128, 'reg_alpha': 0.12659389285246034, 'reg_lambda': 1.6427498985979658}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,684] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 203, 'learning_rate': 0.06204572791210596, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6286775983276872, 'colsample_bytree': 0.8998307881764295, 'gamma': 4.7863875531041185, 'reg_alpha': 0.3943173771234414, 'reg_lambda': 1.7521372924722567}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,819] Trial 67 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 123, 'learning_rate': 0.15315498884967726, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6569332636794182, 'colsample_bytree': 0.7831401108824858, 'gamma': 4.758044219876672, 'reg_alpha': 0.4320025786634768, 'reg_lambda': 1.283412560032262}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:37,976] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.25474064570817373, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6735827795222563, 'colsample_bytree': 0.8528428545096607, 'gamma': 4.989877979833782, 'reg_alpha': 0.03379022756628135, 'reg_lambda': 1.4420777469004864}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,099] Trial 69 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 78, 'learning_rate': 0.1929712452990193, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6017502255984037, 'colsample_bytree': 0.8221151557182965, 'gamma': 4.008052881214754, 'reg_alpha': 0.5615291196169365, 'reg_lambda': 1.8433352847054703}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,289] Trial 70 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 242, 'learning_rate': 0.029571388239178382, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7005913904032111, 'colsample_bytree': 0.7680690696519354, 'gamma': 0.1460807582180574, 'reg_alpha': 0.2923806743653836, 'reg_lambda': 1.1239655927057408}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,419] Trial 71 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 122, 'learning_rate': 0.15875375972955477, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.652834375525797, 'colsample_bytree': 0.7845708078824459, 'gamma': 4.765326745624316, 'reg_alpha': 0.4321074923763206, 'reg_lambda': 1.239566319809379}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,688] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.231095624857624, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6392407599905798, 'colsample_bytree': 0.8056295021842074, 'gamma': 4.57838089807232, 'reg_alpha': 0.4710110079000512, 'reg_lambda': 1.2964765122938608}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:38,815] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.2314818082249348, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6375434807033054, 'colsample_bytree': 0.8094245946018345, 'gamma': 4.552171555328051, 'reg_alpha': 0.4758975944485449, 'reg_lambda': 1.5266085440082553}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,016] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.27033937937222857, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6145352039665601, 'colsample_bytree': 0.8030762141339511, 'gamma': 4.437228373500503, 'reg_alpha': 0.07692384839558888, 'reg_lambda': 1.3918999636427067}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,195] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 115, 'learning_rate': 0.02438039295038237, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6278324781226355, 'colsample_bytree': 0.8722092447458633, 'gamma': 2.412450451117816, 'reg_alpha': 0.5498042709584089, 'reg_lambda': 0.938140202727467}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,431] Trial 76 finished with value: 0.630952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.18005535332395625, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.834369465243525, 'colsample_bytree': 0.8468481965783603, 'gamma': 4.24632872961041, 'reg_alpha': 0.3790833313875416, 'reg_lambda': 0.5283980203871979}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,558] Trial 77 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 105, 'learning_rate': 0.20853023976092855, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9593187931192491, 'colsample_bytree': 0.833981894357488, 'gamma': 4.635327901822972, 'reg_alpha': 0.5967431757154025, 'reg_lambda': 1.915571099523267}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,672] Trial 78 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 81, 'learning_rate': 0.23705123137007145, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9007083392205076, 'colsample_bytree': 0.8612503385790582, 'gamma': 4.869278273429506, 'reg_alpha': 0.25320022949708343, 'reg_lambda': 1.6641458976298449}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,830] Trial 79 finished with value: 0.738095238095238 and parameters: {'n_estimators': 133, 'learning_rate': 0.033578678179631255, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6663422157814322, 'colsample_bytree': 0.8254276852013399, 'gamma': 0.8365611002630703, 'reg_alpha': 0.49431025648213994, 'reg_lambda': 1.5749351793293989}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:39,971] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.032192264762917464, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6483296496220957, 'colsample_bytree': 0.8268709031183843, 'gamma': 0.8485705781208492, 'reg_alpha': 0.49864825002713203, 'reg_lambda': 1.5587428696920405}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,390] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.0331062416725528, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6664170759413939, 'colsample_bytree': 0.7932754770742315, 'gamma': 0.4912702837205871, 'reg_alpha': 0.014988078152386675, 'reg_lambda': 1.4783441998415776}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,548] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.042369430836250783, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6609735587252185, 'colsample_bytree': 0.7902156840683823, 'gamma': 0.42808877801836454, 'reg_alpha': 0.011229585703994125, 'reg_lambda': 1.494728776148403}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,697] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.03921737328905592, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6607764617695077, 'colsample_bytree': 0.7924147290337206, 'gamma': 0.4128744314446983, 'reg_alpha': 0.015887346862780885, 'reg_lambda': 1.6888035674354391}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:40,883] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 151, 'learning_rate': 0.03617711397010114, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6677741470527062, 'colsample_bytree': 0.7734750936838526, 'gamma': 0.4304862943939831, 'reg_alpha': 0.006598478510354944, 'reg_lambda': 1.4888158408389942}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,189] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.040751925191258725, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6889213741418113, 'colsample_bytree': 0.7497462305686426, 'gamma': 0.6235245046815074, 'reg_alpha': 0.027900745832322604, 'reg_lambda': 1.7653516992464213}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,338] Trial 86 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.04909830938737785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6550680678835121, 'colsample_bytree': 0.7935468812377536, 'gamma': 0.28375606996111724, 'reg_alpha': 0.0417509672816407, 'reg_lambda': 1.3658234646795757}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,698] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.02517153020683043, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7122181095118741, 'colsample_bytree': 0.7647327284657758, 'gamma': 0.96243125103311, 'reg_alpha': 0.10369443761205882, 'reg_lambda': 1.6801279997947052}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:41,865] Trial 88 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.03500095706930492, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6635377271784351, 'colsample_bytree': 0.7874730353173436, 'gamma': 0.27045237819055623, 'reg_alpha': 0.13964437478127553, 'reg_lambda': 1.5797491558625825}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,053] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.038578232708658074, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6801607705959548, 'colsample_bytree': 0.8179030474786423, 'gamma': 0.010592607811854615, 'reg_alpha': 0.6130852434402763, 'reg_lambda': 1.8165114717864577}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,334] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.03085967872322974, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.679914531252576, 'colsample_bytree': 0.8189537475842537, 'gamma': 0.02163512197091705, 'reg_alpha': 0.6068270955825832, 'reg_lambda': 2.0591670891059564}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,489] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.038784619323069744, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6918148492425366, 'colsample_bytree': 0.8127890506352033, 'gamma': 0.4917803663135132, 'reg_alpha': 0.016501643085967615, 'reg_lambda': 1.77116249267906}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,670] Trial 92 finished with value: 0.744047619047619 and parameters: {'n_estimators': 179, 'learning_rate': 0.046588391411677636, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6751276499620937, 'colsample_bytree': 0.8126208813817584, 'gamma': 0.5361037408836287, 'reg_alpha': 0.06166100066677638, 'reg_lambda': 1.8391274574840355}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:42,866] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.04921543659894741, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.693019101568625, 'colsample_bytree': 0.8124980609221358, 'gamma': 0.1552895280588776, 'reg_alpha': 0.054317202513130054, 'reg_lambda': 1.8234384448320469}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,108] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.06013765496891363, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7224411210792826, 'colsample_bytree': 0.8304387706955632, 'gamma': 0.19267558345683702, 'reg_alpha': 0.05217804278338736, 'reg_lambda': 1.840349222652053}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,270] Trial 95 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.04316158637741768, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6901774676058624, 'colsample_bytree': 0.8146493757427943, 'gamma': 0.5918548357650888, 'reg_alpha': 0.6844643554394101, 'reg_lambda': 1.9795594010105846}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,438] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.050020943200130744, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6779682489884549, 'colsample_bytree': 0.8520617580254728, 'gamma': 0.7334964331892331, 'reg_alpha': 0.08025738655492604, 'reg_lambda': 1.7844186785412446}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,627] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.05238032562863774, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7063202528376133, 'colsample_bytree': 0.8501572664706385, 'gamma': 0.04920807330300753, 'reg_alpha': 0.09160557539523274, 'reg_lambda': 1.9542590190488807}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:43,863] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.048397970396515985, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6954097719504889, 'colsample_bytree': 0.8841318109052435, 'gamma': 0.7294091145393772, 'reg_alpha': 0.056819451123879164, 'reg_lambda': 1.772394633251333}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,068] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.056645295002969775, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6777512357327502, 'colsample_bytree': 0.8996028158073311, 'gamma': 1.24442851165611, 'reg_alpha': 0.11384987727182233, 'reg_lambda': 1.8905607107344513}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,238] Trial 100 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 189, 'learning_rate': 0.07130289976852426, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6097624761662196, 'colsample_bytree': 0.8677217506561993, 'gamma': 0.5055574090383248, 'reg_alpha': 0.07223287674015798, 'reg_lambda': 1.7940518700598478}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,402] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.04094035718406046, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7324163711586948, 'colsample_bytree': 0.8276401972965325, 'gamma': 1.1151707883035598, 'reg_alpha': 0.15193003840716457, 'reg_lambda': 1.7162393165164955}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,683] Trial 102 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 174, 'learning_rate': 0.04796011528391935, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6755241223646249, 'colsample_bytree': 0.8038284048357027, 'gamma': 1.4722058063047077, 'reg_alpha': 0.18072984779548182, 'reg_lambda': 1.6029630450167707}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:44,871] Trial 103 finished with value: 0.693452380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.06385272395162854, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8649517852705284, 'colsample_bytree': 0.8376244964886439, 'gamma': 0.823410704424941, 'reg_alpha': 0.00019346438307777172, 'reg_lambda': 1.8479261332284838}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,070] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.037847022951548716, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.770601754237065, 'colsample_bytree': 0.8577205926275006, 'gamma': 0.29728769155369883, 'reg_alpha': 0.03600381442631351, 'reg_lambda': 2.081670834334898}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,283] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 179, 'learning_rate': 0.04660924171074959, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7079832415469081, 'colsample_bytree': 0.8150748650384423, 'gamma': 0.13373069142135607, 'reg_alpha': 0.08565546190720832, 'reg_lambda': 1.7540926990992092}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,479] Trial 106 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.02781506722710478, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6905727091990733, 'colsample_bytree': 0.8784630775496637, 'gamma': 0.7187344907796035, 'reg_alpha': 0.06171773527035192, 'reg_lambda': 1.542196064124274}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,864] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.05215463205998622, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6232587900655163, 'colsample_bytree': 0.8473756014404813, 'gamma': 0.3712191664016897, 'reg_alpha': 0.02787042832685497, 'reg_lambda': 1.4274705944906763}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:45,999] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.08038439348051139, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6441716742277022, 'colsample_bytree': 0.7794563432482939, 'gamma': 1.96955639684866, 'reg_alpha': 0.05072869517127153, 'reg_lambda': 2.1322539907587936}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,171] Trial 109 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.04362611006190958, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6719186034116248, 'colsample_bytree': 0.9250599886730425, 'gamma': 1.3575853748078013, 'reg_alpha': 0.7099546215593762, 'reg_lambda': 1.6143020105381127}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,337] Trial 110 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.03633255204483411, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6548557006159849, 'colsample_bytree': 0.8228989622129838, 'gamma': 0.5571869826312578, 'reg_alpha': 0.6248313145676239, 'reg_lambda': 1.8259887915190112}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,492] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.06519130239526624, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6316842836929728, 'colsample_bytree': 0.8086124529390026, 'gamma': 0.18603909222034926, 'reg_alpha': 0.3363308046780013, 'reg_lambda': 1.8972208056624258}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,759] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 127, 'learning_rate': 0.06759974945244028, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6322300272731535, 'colsample_bytree': 0.8090771969413294, 'gamma': 0.08612369159114325, 'reg_alpha': 0.13337593977281745, 'reg_lambda': 1.9313863196047405}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:46,916] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.05533061651809975, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.87746133408078, 'colsample_bytree': 0.7984668608881133, 'gamma': 0.1865334868785395, 'reg_alpha': 0.40789102436855923, 'reg_lambda': 1.8816253480623792}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,116] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.021587376802157856, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6464852493017994, 'colsample_bytree': 0.8363493234596643, 'gamma': 0.3389269541734379, 'reg_alpha': 0.09883012077024725, 'reg_lambda': 2.0107474226062423}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,277] Trial 115 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 153, 'learning_rate': 0.03457431576713722, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.683209076003769, 'colsample_bytree': 0.8121920359966545, 'gamma': 0.22069081195659535, 'reg_alpha': 0.19484112303296297, 'reg_lambda': 1.7305066585658104}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,484] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.042086213624088285, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.61164856256579, 'colsample_bytree': 0.8241257301183309, 'gamma': 0.6472351077249298, 'reg_alpha': 0.33833487541894325, 'reg_lambda': 1.6517317587609612}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,659] Trial 117 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 121, 'learning_rate': 0.05138093399041936, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7197142047297619, 'colsample_bytree': 0.8423710335434683, 'gamma': 0.8963662707028446, 'reg_alpha': 0.01900133278991744, 'reg_lambda': 1.7914417179793556}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,814] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 172, 'learning_rate': 0.038071843375249236, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6246706197713279, 'colsample_bytree': 0.8567217100645999, 'gamma': 2.2967108728243377, 'reg_alpha': 0.2460710870751964, 'reg_lambda': 1.7081526845344674}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:47,961] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.08244804822435974, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.805242340576438, 'colsample_bytree': 0.7592840171661199, 'gamma': 0.45735408028049007, 'reg_alpha': 0.5219465363289431, 'reg_lambda': 1.5005581281256337}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,113] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 146, 'learning_rate': 0.13253273076944286, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6353265951694023, 'colsample_bytree': 0.8039884927346762, 'gamma': 0.007000554276952786, 'reg_alpha': 0.5565821257789428, 'reg_lambda': 2.2013825973460213}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,278] Trial 121 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.04505678122275189, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6576502232585955, 'colsample_bytree': 0.7734985770674692, 'gamma': 0.4217759599564963, 'reg_alpha': 0.31204593568470945, 'reg_lambda': 1.852502148049711}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,413] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.030933694324357677, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6667920736047481, 'colsample_bytree': 0.8314425030801709, 'gamma': 0.2548471281846075, 'reg_alpha': 0.04289884349534956, 'reg_lambda': 1.9715414679721817}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,558] Trial 123 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 131, 'learning_rate': 0.1099408232702732, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6404710956651267, 'colsample_bytree': 0.818384301739032, 'gamma': 3.3049466623653454, 'reg_alpha': 0.06956355757416367, 'reg_lambda': 1.6556386071993239}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,722] Trial 124 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 137, 'learning_rate': 0.038978768254655155, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.651420095358978, 'colsample_bytree': 0.7986389259826505, 'gamma': 0.6759930901731698, 'reg_alpha': 0.15795344517038562, 'reg_lambda': 1.5657530987742656}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:48,982] Trial 125 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 123, 'learning_rate': 0.014918522980969759, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.618254700662249, 'colsample_bytree': 0.8061390033602869, 'gamma': 0.525524059036053, 'reg_alpha': 0.12113746737629165, 'reg_lambda': 1.9151516546426273}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,133] Trial 126 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.03306756545686715, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6013234487535024, 'colsample_bytree': 0.8676565078926796, 'gamma': 0.3642732568820711, 'reg_alpha': 0.44687088837809696, 'reg_lambda': 1.776234639657773}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,250] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.044656381386450165, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.630580071397833, 'colsample_bytree': 0.8194435470032884, 'gamma': 0.17523283578422644, 'reg_alpha': 0.013201039157530375, 'reg_lambda': 1.4016812458663972}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,366] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 47, 'learning_rate': 0.04520089189958538, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7010963648599641, 'colsample_bytree': 0.953802560970934, 'gamma': 0.09577377893063285, 'reg_alpha': 0.02034171703957245, 'reg_lambda': 1.4384362997652185}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,648] Trial 129 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 50, 'learning_rate': 0.05866568959014444, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9368679539252858, 'colsample_bytree': 0.7859633170011322, 'gamma': 0.19687324832305347, 'reg_alpha': 0.001379183744226943, 'reg_lambda': 1.3916752641063577}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,796] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.041437399703688746, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7600137763446461, 'colsample_bytree': 0.8482243000699189, 'gamma': 2.918194159904808, 'reg_alpha': 0.050762120537736495, 'reg_lambda': 1.350727146939622}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:49,943] Trial 131 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.04821710145951438, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6293240994043278, 'colsample_bytree': 0.8256448231698846, 'gamma': 1.5989916831354591, 'reg_alpha': 0.08128117337701485, 'reg_lambda': 1.8192634430427053}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,090] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.038901439468524264, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6470032448653975, 'colsample_bytree': 0.8165424071508837, 'gamma': 0.3528593420534206, 'reg_alpha': 0.7801620359955193, 'reg_lambda': 1.6163193075062932}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,421] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.043000857963782314, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6620680866588243, 'colsample_bytree': 0.8312149836090688, 'gamma': 0.7822725835448144, 'reg_alpha': 0.6604098679699275, 'reg_lambda': 1.510026863991915}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,594] Trial 134 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.05119712911479165, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6727628268393088, 'colsample_bytree': 0.8322603350340138, 'gamma': 0.9112569813209577, 'reg_alpha': 0.6778737562245062, 'reg_lambda': 1.4963416656551647}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,695] Trial 135 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 29, 'learning_rate': 0.04381560304164754, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6598267061567176, 'colsample_bytree': 0.8395760229286697, 'gamma': 0.7605640265046174, 'reg_alpha': 0.7037482186230257, 'reg_lambda': 1.5412000775195824}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:50,855] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.036307102312849136, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6817445215248183, 'colsample_bytree': 0.811576175105983, 'gamma': 0.5812692411747742, 'reg_alpha': 0.6643289375519118, 'reg_lambda': 1.47299517587356}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,021] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.05517195030018439, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8511757193764468, 'colsample_bytree': 0.8215169603600604, 'gamma': 1.0604880907676568, 'reg_alpha': 0.6390876008710928, 'reg_lambda': 1.3359812352931537}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,191] Trial 138 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 197, 'learning_rate': 0.06452092087780281, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.694997178568439, 'colsample_bytree': 0.8642255867498234, 'gamma': 0.4800804298373655, 'reg_alpha': 0.033523943741950085, 'reg_lambda': 1.6879926051124305}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,454] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.09704070540177262, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6690786300678473, 'colsample_bytree': 0.7923494344690556, 'gamma': 0.006549430084023533, 'reg_alpha': 0.7459508598109578, 'reg_lambda': 1.2774641374934532}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,662] Trial 140 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.26316958183657857, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6675134971664095, 'colsample_bytree': 0.7802145121316603, 'gamma': 0.04855953246153695, 'reg_alpha': 0.7638859817328242, 'reg_lambda': 1.2450111542920819}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:51,833] Trial 141 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 180, 'learning_rate': 0.09600646184728727, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6873141101180212, 'colsample_bytree': 0.7904432445640748, 'gamma': 2.643779271733667, 'reg_alpha': 0.5744936748944365, 'reg_lambda': 1.3990205297323983}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,059] Trial 142 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 201, 'learning_rate': 0.21902578117308838, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.677811389572754, 'colsample_bytree': 0.8009405830384715, 'gamma': 0.19743360601190754, 'reg_alpha': 0.8795097433619777, 'reg_lambda': 1.4512772949851303}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,362] Trial 143 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 175, 'learning_rate': 0.18321915219926033, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6364728580583667, 'colsample_bytree': 0.8308073541328853, 'gamma': 0.1282264764880034, 'reg_alpha': 0.8132992188540877, 'reg_lambda': 1.2801234959532553}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,537] Trial 144 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 162, 'learning_rate': 0.04814759570320696, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6497030083171221, 'colsample_bytree': 0.8535967847639802, 'gamma': 0.32021445578909097, 'reg_alpha': 0.7338856566432503, 'reg_lambda': 2.7613838388923133}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,706] Trial 145 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 194, 'learning_rate': 0.04090808435331982, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.61069001203001, 'colsample_bytree': 0.7972109172021651, 'gamma': 0.009283661461373632, 'reg_alpha': 0.01333625928066597, 'reg_lambda': 1.5552714937293366}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:52,869] Trial 146 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 186, 'learning_rate': 0.20460977409464493, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6252914753313915, 'colsample_bytree': 0.8093403980587144, 'gamma': 0.2292626233331979, 'reg_alpha': 0.05016679983870648, 'reg_lambda': 1.7421811504620708}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,220] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.03421790430087239, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6640694771717649, 'colsample_bytree': 0.8435833311552807, 'gamma': 0.5379582676397394, 'reg_alpha': 0.6125226596945903, 'reg_lambda': 1.6392615256251304}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,377] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.27828754062565475, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143950958203636, 'colsample_bytree': 0.8948973910091822, 'gamma': 0.43225058415451745, 'reg_alpha': 0.7470219685609665, 'reg_lambda': 1.1919006011314361}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,549] Trial 149 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.05077596977247036, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6581125945100468, 'colsample_bytree': 0.8189780459106007, 'gamma': 0.7585729910217549, 'reg_alpha': 0.09324424150434463, 'reg_lambda': 1.579014030869911}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:53,776] Trial 150 finished with value: 0.755952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.0456949727113413, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6726620968694155, 'colsample_bytree': 0.8361624101386091, 'gamma': 0.12912658674123761, 'reg_alpha': 0.029655312384003416, 'reg_lambda': 1.8643236649795611}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,112] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.044794729268626994, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6918719857435913, 'colsample_bytree': 0.8375216516206767, 'gamma': 0.11948610886099748, 'reg_alpha': 0.02702939410476886, 'reg_lambda': 1.8670355839668356}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,341] Trial 152 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.055362893884161504, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6867467988361364, 'colsample_bytree': 0.835236197493033, 'gamma': 0.09325559088958549, 'reg_alpha': 0.07065803047563558, 'reg_lambda': 1.8752856800966242}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,535] Trial 153 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.041948954651002, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7138623110979158, 'colsample_bytree': 0.8490473418851423, 'gamma': 0.30842564345415996, 'reg_alpha': 0.0329319901457823, 'reg_lambda': 1.800841360082827}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:54,729] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.0461051651947227, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6964491691528262, 'colsample_bytree': 0.8275429012052425, 'gamma': 0.11663839992110112, 'reg_alpha': 0.00117843760317911, 'reg_lambda': 1.9396214387644977}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,009] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.037478817615553044, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7819337504035473, 'colsample_bytree': 0.8391058472489119, 'gamma': 0.28059144336199077, 'reg_alpha': 0.059438664019718444, 'reg_lambda': 1.8835770522879338}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,196] Trial 156 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.2485473676287508, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6746211844708984, 'colsample_bytree': 0.8064386866390211, 'gamma': 0.018249030564607097, 'reg_alpha': 0.033703064338857364, 'reg_lambda': 1.7389663876474024}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,379] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.05978151141409527, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6812359851682094, 'colsample_bytree': 0.8585392671102912, 'gamma': 0.6251280151362705, 'reg_alpha': 0.6597129149107757, 'reg_lambda': 1.9982744703643704}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,590] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.03012277701004425, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7046228120337951, 'colsample_bytree': 0.8838140689453297, 'gamma': 0.4021571908515996, 'reg_alpha': 0.08574222993720496, 'reg_lambda': 1.8357891680651883}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:55,887] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.02829710204907647, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7039928383105745, 'colsample_bytree': 0.9099097256160277, 'gamma': 0.4248958958305195, 'reg_alpha': 0.11455471336839095, 'reg_lambda': 1.825868621756073}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,062] Trial 160 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.02990531053959928, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6727739244290107, 'colsample_bytree': 0.8877475674600496, 'gamma': 3.6312125789188916, 'reg_alpha': 0.07904074932945872, 'reg_lambda': 1.6939730488707554}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,284] Trial 161 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.03438340532950429, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6847895800188208, 'colsample_bytree': 0.8795306822312572, 'gamma': 0.22677425131106027, 'reg_alpha': 0.04899567252783175, 'reg_lambda': 1.9415065906904279}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,508] Trial 162 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 246, 'learning_rate': 0.031249281176969363, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6922532333873423, 'colsample_bytree': 0.8736522382453416, 'gamma': 0.35197091970460587, 'reg_alpha': 0.5360916705410455, 'reg_lambda': 1.8622221337353007}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:56,816] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.02615834244193663, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6693750299392793, 'colsample_bytree': 0.8625210701862951, 'gamma': 0.48285048827364774, 'reg_alpha': 0.023309775779466725, 'reg_lambda': 1.7677165773324433}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,024] Trial 164 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.025676324249442956, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6651615884728358, 'colsample_bytree': 0.8600437849755246, 'gamma': 0.6751991519132376, 'reg_alpha': 0.034437391457468915, 'reg_lambda': 1.7277269580910426}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,293] Trial 165 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 223, 'learning_rate': 0.04061022829276977, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6712559736282714, 'colsample_bytree': 0.891590550070237, 'gamma': 0.8209758628054447, 'reg_alpha': 0.024166096271973653, 'reg_lambda': 1.780031093971536}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,499] Trial 166 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 209, 'learning_rate': 0.026203644544782797, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6949408325338274, 'colsample_bytree': 0.8673987126698692, 'gamma': 0.5108500841210546, 'reg_alpha': 0.0976577274920052, 'reg_lambda': 1.6513387859408204}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,677] Trial 167 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 213, 'learning_rate': 0.023862252144764118, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9734172185640326, 'colsample_bytree': 0.8824824624898968, 'gamma': 1.0184425733480555, 'reg_alpha': 0.9627887136778348, 'reg_lambda': 1.8205961689633632}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:57,981] Trial 168 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 198, 'learning_rate': 0.02716686317019061, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7083962990229333, 'colsample_bytree': 0.9228899503864009, 'gamma': 0.44490791242265715, 'reg_alpha': 0.06568203279870208, 'reg_lambda': 1.7774884654852448}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,266] Trial 169 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 185, 'learning_rate': 0.03221871222603608, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6787012989361211, 'colsample_bytree': 0.8475777439798124, 'gamma': 0.5998993165577811, 'reg_alpha': 0.8484665841355197, 'reg_lambda': 1.6042293672027632}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,457] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 172, 'learning_rate': 0.04834864344128164, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7267505219651955, 'colsample_bytree': 0.8537830682097616, 'gamma': 0.2910959840373264, 'reg_alpha': 0.022038936760343242, 'reg_lambda': 1.5223513098640418}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,757] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.021549611251068083, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6574710869845961, 'colsample_bytree': 0.8284642522056632, 'gamma': 0.131244108257088, 'reg_alpha': 0.050758812559801324, 'reg_lambda': 1.9013095167801748}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:58,906] Trial 172 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 141, 'learning_rate': 0.03852587513409479, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6451301577678268, 'colsample_bytree': 0.9033599361833637, 'gamma': 2.094362813010905, 'reg_alpha': 0.4962686964394353, 'reg_lambda': 1.8403784732313877}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,070] Trial 173 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 135, 'learning_rate': 0.04329660004398714, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6658884353519399, 'colsample_bytree': 0.8168073418878434, 'gamma': 0.3829340782482669, 'reg_alpha': 0.7099422574092095, 'reg_lambda': 2.0313042852837846}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,315] Trial 174 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 235, 'learning_rate': 0.04629350848773091, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6866086706327317, 'colsample_bytree': 0.8408290006186008, 'gamma': 4.2880808377630615, 'reg_alpha': 0.004801701722679283, 'reg_lambda': 1.9091967784285013}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,485] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.035856910647349916, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6526289037179337, 'colsample_bytree': 0.8111605310265175, 'gamma': 0.1871071896916679, 'reg_alpha': 0.0002518656268304942, 'reg_lambda': 1.681906330891323}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,646] Trial 176 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 203, 'learning_rate': 0.042910859325152, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.677392967406815, 'colsample_bytree': 0.7899867547066682, 'gamma': 4.090476090211982, 'reg_alpha': 0.06532044596273678, 'reg_lambda': 1.721011354642609}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:31:59,913] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.1216262901532582, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6995349435244399, 'colsample_bytree': 0.8239058206028574, 'gamma': 0.09913886834059216, 'reg_alpha': 0.04384629004760469, 'reg_lambda': 1.8526967253935747}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,156] Trial 178 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.1676132359831586, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7015434194933103, 'colsample_bytree': 0.8338399800368803, 'gamma': 0.0024126055090529066, 'reg_alpha': 0.08620493426960145, 'reg_lambda': 1.7785389999228511}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,380] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.1918542135209928, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6940734139383096, 'colsample_bytree': 0.8237838762171058, 'gamma': 0.5284298209127041, 'reg_alpha': 0.030739667263266178, 'reg_lambda': 1.9665914741251793}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,568] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 165, 'learning_rate': 0.05206561887776646, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6860252717395845, 'colsample_bytree': 0.8738680414900705, 'gamma': 0.10016316366358617, 'reg_alpha': 0.04561171891155195, 'reg_lambda': 1.8369556558283053}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,788] Trial 181 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.08814519586901219, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6697106105187265, 'colsample_bytree': 0.8124304492427673, 'gamma': 0.27313311661938566, 'reg_alpha': 0.02218258497458745, 'reg_lambda': 1.891688470833548}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:00,970] Trial 182 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 177, 'learning_rate': 0.14664298814229346, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7157347544025972, 'colsample_bytree': 0.8421555468539608, 'gamma': 0.16667105246091068, 'reg_alpha': 0.07150731207389396, 'reg_lambda': 1.8665516896701473}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,213] Trial 183 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.22292042317644076, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6789611724377318, 'colsample_bytree': 0.802491415241006, 'gamma': 0.3623996192808079, 'reg_alpha': 0.23897550324816555, 'reg_lambda': 1.8012019307540135}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,375] Trial 184 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 210, 'learning_rate': 0.10135880677281071, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6399686189879236, 'colsample_bytree': 0.8247170231101988, 'gamma': 4.416405626175577, 'reg_alpha': 0.043745047278343524, 'reg_lambda': 1.7473466362157217}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,602] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.12965788763569386, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6633228645985363, 'colsample_bytree': 0.7975070782342064, 'gamma': 0.23426583024794662, 'reg_alpha': 0.0985172084428381, 'reg_lambda': 1.485505233980318}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:01,796] Trial 186 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 127, 'learning_rate': 0.03905495079598223, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7043643517341812, 'colsample_bytree': 0.833723556248258, 'gamma': 0.1168472607494869, 'reg_alpha': 0.020098449201713532, 'reg_lambda': 1.58711536450585}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,024] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 168, 'learning_rate': 0.11657913715892722, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6907770259255237, 'colsample_bytree': 0.8525891362682245, 'gamma': 0.49072862064467704, 'reg_alpha': 0.3703446067514653, 'reg_lambda': 1.6730387557752868}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,189] Trial 188 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 118, 'learning_rate': 0.04742297304030394, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6172086620109586, 'colsample_bytree': 0.8169714790283324, 'gamma': 0.6511334575854049, 'reg_alpha': 0.2761063086667473, 'reg_lambda': 1.940468948850102}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,378] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 157, 'learning_rate': 0.24422224736402642, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.65615167614212, 'colsample_bytree': 0.864005970976044, 'gamma': 0.0006716382463923254, 'reg_alpha': 0.3317255537185774, 'reg_lambda': 1.8055214863867748}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,560] Trial 190 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.0733443374002839, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6811608594986661, 'colsample_bytree': 0.8062472867772009, 'gamma': 0.8469038944892814, 'reg_alpha': 0.1255147214436253, 'reg_lambda': 1.8629791492783394}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:02,876] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.043133761373935986, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6310404447199628, 'colsample_bytree': 0.8176529059152363, 'gamma': 0.20460559639318882, 'reg_alpha': 0.01391655840719475, 'reg_lambda': 1.381349462413215}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,047] Trial 192 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.04367462140853849, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.637447745884201, 'colsample_bytree': 0.8244716432925576, 'gamma': 1.7857287862514175, 'reg_alpha': 0.054421224721429684, 'reg_lambda': 1.3283967020976037}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,238] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.05039247633467717, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6245244599119559, 'colsample_bytree': 0.8304790624062823, 'gamma': 0.3087266758850215, 'reg_alpha': 0.01696270254848724, 'reg_lambda': 1.4230131800258647}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,429] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.04937353939876741, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7372070825679569, 'colsample_bytree': 0.8420293805657645, 'gamma': 0.3364519893932132, 'reg_alpha': 0.0036495147127654504, 'reg_lambda': 1.4424943841711466}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,652] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.05292305412043327, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6682165471531722, 'colsample_bytree': 0.8320112762534719, 'gamma': 0.4469640113439006, 'reg_alpha': 0.031467840913701625, 'reg_lambda': 1.3717865331241488}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:03,903] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.045591001591846224, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6223121660648734, 'colsample_bytree': 0.817089049726596, 'gamma': 0.2526170312579566, 'reg_alpha': 0.019979216675102683, 'reg_lambda': 1.295400710111919}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,069] Trial 197 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.056920349879506296, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6453142692236095, 'colsample_bytree': 0.829177371378176, 'gamma': 0.12625138092045315, 'reg_alpha': 0.06175782911025719, 'reg_lambda': 1.4293397146561024}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,333] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.04141026984847835, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6748508040419416, 'colsample_bytree': 0.8456245936265278, 'gamma': 0.3671710433149121, 'reg_alpha': 0.03569353577698994, 'reg_lambda': 1.4941550735251692}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,511] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.037425166432214635, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6065836549501948, 'colsample_bytree': 0.8347423970022262, 'gamma': 0.5617780642389103, 'reg_alpha': 0.07602234802310621, 'reg_lambda': 1.5461620637521931}. Best is trial 61 with value: 0.7619047619047619.
[I 2025-11-03 19:32:04,515] A new study created in memory with name: no-name-1136e41a-12de-472e-bd9a-a727834b9bbc
[I 2025-11-03 19:32:04,639] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.015082395209641003, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.991742297564884, 'colsample_bytree': 0.9003934158446627, 'gamma': 2.343491119767933, 'reg_alpha': 0.16163741503718265, 'reg_lambda': 2.580699876980525}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:04,682] Trial 1 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 35, 'learning_rate': 0.07045859964407578, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6115926896570699, 'colsample_bytree': 0.8487963292190258, 'gamma': 3.667022834496423, 'reg_alpha': 0.23705305141332755, 'reg_lambda': 2.9395073282278052}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:04,832] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.01558529503797904, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8218752109566291, 'colsample_bytree': 0.8781276175207839, 'gamma': 4.214375434776173, 'reg_alpha': 0.9381749164244343, 'reg_lambda': 2.8021508264320865}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:04,939] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.010123470356727142, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7605311716402312, 'colsample_bytree': 0.630887656790075, 'gamma': 1.7198638520037235, 'reg_alpha': 0.742356397329549, 'reg_lambda': 1.0105506834479465}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,239] Trial 4 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 247, 'learning_rate': 0.24342048904166572, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8708825368280075, 'colsample_bytree': 0.6528083781049986, 'gamma': 2.3962513658346145, 'reg_alpha': 0.5272772711596769, 'reg_lambda': 2.7901587432644464}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,362] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.01202470518448332, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8495076227542258, 'colsample_bytree': 0.7373478383840804, 'gamma': 2.9354278594207983, 'reg_alpha': 0.3600340261066528, 'reg_lambda': 2.457974385810865}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,481] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.27033843431607335, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.607858533398794, 'colsample_bytree': 0.9389467084986247, 'gamma': 0.47600956874996825, 'reg_alpha': 0.7628819682199172, 'reg_lambda': 1.25691394482183}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,626] Trial 7 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 85, 'learning_rate': 0.060252037160950685, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8751626478168337, 'colsample_bytree': 0.691825462018669, 'gamma': 2.6523891807410176, 'reg_alpha': 0.896533649272626, 'reg_lambda': 2.2358038711231827}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,795] Trial 8 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.21253769079123092, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6389885644077802, 'colsample_bytree': 0.7908980159440879, 'gamma': 2.4989476543402, 'reg_alpha': 0.9329452523177891, 'reg_lambda': 0.5911908570346714}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:05,961] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 231, 'learning_rate': 0.11474181940614987, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7879007346990035, 'colsample_bytree': 0.6132486910183557, 'gamma': 4.500213047579689, 'reg_alpha': 0.8040137848125347, 'reg_lambda': 2.505419110422572}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,260] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.0243334593882339, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9989638097055353, 'colsample_bytree': 0.9913880479962021, 'gamma': 0.8046066022514147, 'reg_alpha': 0.006813335677681276, 'reg_lambda': 1.967471201917174}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,418] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.03701561834133733, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9882288488871063, 'colsample_bytree': 0.7236181215961877, 'gamma': 1.5620979073679777, 'reg_alpha': 0.11078368235467029, 'reg_lambda': 2.0067002944659973}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,691] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 148, 'learning_rate': 0.05098752575070934, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9172263723610582, 'colsample_bytree': 0.8996580899814214, 'gamma': 3.287985300765057, 'reg_alpha': 0.5179071115899792, 'reg_lambda': 2.2782932117503556}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:06,976] Trial 13 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 160, 'learning_rate': 0.027155866433543323, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9350233880083676, 'colsample_bytree': 0.8787224304745194, 'gamma': 3.4772273786308987, 'reg_alpha': 0.567380831180503, 'reg_lambda': 1.5584495853357037}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,131] Trial 14 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.10834172299202974, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9249909994836937, 'colsample_bytree': 0.9335040051665409, 'gamma': 4.895409776935396, 'reg_alpha': 0.3649071805786354, 'reg_lambda': 2.3204313974051645}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,301] Trial 15 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 195, 'learning_rate': 0.018369798678543686, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9355790498464486, 'colsample_bytree': 0.812474102030218, 'gamma': 1.8164055825582588, 'reg_alpha': 0.32184040843529427, 'reg_lambda': 1.7764117196246163}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,414] Trial 16 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 52, 'learning_rate': 0.042047460383401035, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6843893313444938, 'colsample_bytree': 0.9386007157966685, 'gamma': 3.3044823379547514, 'reg_alpha': 0.6648415031690037, 'reg_lambda': 2.5905640898494395}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,541] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.09030111535120612, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9655967744221956, 'colsample_bytree': 0.8982878725986687, 'gamma': 1.20967801025949, 'reg_alpha': 0.15253220882749247, 'reg_lambda': 2.0868058527617133}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 19:32:07,718] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.15103469424237606, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.907964397297737, 'colsample_bytree': 0.9979799333963815, 'gamma': 0.04373620882149787, 'reg_alpha': 0.44135049648714053, 'reg_lambda': 1.526950220299316}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:07,847] Trial 19 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 60, 'learning_rate': 0.16199365197720705, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7497222132557149, 'colsample_bytree': 0.9924628313108583, 'gamma': 0.19936143953232793, 'reg_alpha': 0.4265069254982289, 'reg_lambda': 1.531896851396772}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,014] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.1398348149558013, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.6972830809830401, 'colsample_bytree': 0.9839116618877429, 'gamma': 0.10864024344727012, 'reg_alpha': 0.4381847211245177, 'reg_lambda': 1.4249693846663034}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,137] Trial 21 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.17658362656504065, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7515997763567447, 'colsample_bytree': 0.9997949042455151, 'gamma': 0.10578705474259555, 'reg_alpha': 0.23766980254995718, 'reg_lambda': 0.9736729196810697}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,265] Trial 22 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.1776383424624191, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7277218958869996, 'colsample_bytree': 0.9642766430513822, 'gamma': 0.8944151162791006, 'reg_alpha': 0.4344318335699329, 'reg_lambda': 1.709668523019556}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,381] Trial 23 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 35, 'learning_rate': 0.08124088976044672, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8132801977155598, 'colsample_bytree': 0.9503086451857513, 'gamma': 0.48686276842036025, 'reg_alpha': 0.6540253686420098, 'reg_lambda': 1.201737643453705}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,435] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.08006832101820324, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8072488622102453, 'colsample_bytree': 0.9598584957945907, 'gamma': 0.49317236447032065, 'reg_alpha': 0.6533580797222899, 'reg_lambda': 1.131199948113864}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,640] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.1382626609144151, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7878715927257316, 'colsample_bytree': 0.9691350846319808, 'gamma': 0.0011245644184426917, 'reg_alpha': 0.5995279170038313, 'reg_lambda': 0.6876991761444762}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,707] Trial 26 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 35, 'learning_rate': 0.1605017691171166, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.709840076495858, 'colsample_bytree': 0.8227975307300051, 'gamma': 0.5743011849499465, 'reg_alpha': 0.44691432586528357, 'reg_lambda': 0.8806459265261509}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,834] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.10357322523612335, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8360535934255164, 'colsample_bytree': 0.9232176261206795, 'gamma': 1.2299979729110269, 'reg_alpha': 0.634993522343713, 'reg_lambda': 1.3867485876407009}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:08,951] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.10328013920510841, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8896968926283205, 'colsample_bytree': 0.9178006150296081, 'gamma': 1.2059794448006076, 'reg_alpha': 0.66440277565937, 'reg_lambda': 1.2630745368763203}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,106] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.07039412414487445, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9037075934431948, 'colsample_bytree': 0.8532089102420297, 'gamma': 1.309830420732597, 'reg_alpha': 0.700481529314215, 'reg_lambda': 1.1797829857421118}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,215] Trial 30 finished with value: 0.726190476190476 and parameters: {'n_estimators': 43, 'learning_rate': 0.06501909666465433, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8991491738944964, 'colsample_bytree': 0.7716388402296723, 'gamma': 1.9765425199242743, 'reg_alpha': 0.7170087579696853, 'reg_lambda': 0.7799288595205096}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,328] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.06026018598899941, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8985473386530413, 'colsample_bytree': 0.7900505865980708, 'gamma': 2.1149541375799457, 'reg_alpha': 0.8448494236168327, 'reg_lambda': 0.8077126512165851}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:09,614] Trial 32 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 20, 'learning_rate': 0.044054625730479795, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9612077025643131, 'colsample_bytree': 0.8414468753514635, 'gamma': 2.1525677407136747, 'reg_alpha': 0.8433769164848345, 'reg_lambda': 1.0514071629705717}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 19:32:10,141] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.07931901639264875, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8638423522051186, 'colsample_bytree': 0.761103463111499, 'gamma': 1.4900331064517314, 'reg_alpha': 0.8131481394244271, 'reg_lambda': 1.1396237321843896}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,353] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.07843005815417216, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8554312158440709, 'colsample_bytree': 0.8492736762125832, 'gamma': 0.8974683711533697, 'reg_alpha': 0.9771408035738204, 'reg_lambda': 1.254510179338373}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,440] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.07354286010951128, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8285887802130644, 'colsample_bytree': 0.7490095646741429, 'gamma': 1.4213100590190642, 'reg_alpha': 0.721819317049547, 'reg_lambda': 1.037190461318004}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,674] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.04949508894671018, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8035104570890649, 'colsample_bytree': 0.7016188938967997, 'gamma': 0.6954819074047802, 'reg_alpha': 0.5553693385964915, 'reg_lambda': 1.7096635498966728}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,783] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.03409399432956912, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.859917651696908, 'colsample_bytree': 0.868763876653259, 'gamma': 0.3040278837125698, 'reg_alpha': 0.7777748494069748, 'reg_lambda': 1.1626506902991383}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:10,905] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.12703651095764967, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8803702415095436, 'colsample_bytree': 0.6734367473908813, 'gamma': 0.9377926861793914, 'reg_alpha': 0.7096653347461588, 'reg_lambda': 0.5158227033148182}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,050] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 89, 'learning_rate': 0.29096863280721386, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8835172075061989, 'colsample_bytree': 0.6461961100127683, 'gamma': 1.5746013058349617, 'reg_alpha': 0.8462401499473887, 'reg_lambda': 0.5494685668269}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,172] Trial 40 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 76, 'learning_rate': 0.11563292250055993, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9567510467342014, 'colsample_bytree': 0.6703117651745785, 'gamma': 0.9972309595397033, 'reg_alpha': 0.9149150004864394, 'reg_lambda': 1.3803286262258028}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,285] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.2197844563221966, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8395891080288789, 'colsample_bytree': 0.7479769732797362, 'gamma': 0.36606836695530576, 'reg_alpha': 0.6989813695326487, 'reg_lambda': 1.5573891384061693}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,521] Trial 42 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 31, 'learning_rate': 0.09182777384333606, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9100714716769318, 'colsample_bytree': 0.769385426004394, 'gamma': 1.0951198072764916, 'reg_alpha': 0.6039840354802661, 'reg_lambda': 0.9219779700212833}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,675] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 42, 'learning_rate': 0.12293045752204883, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8703906538988183, 'colsample_bytree': 0.715546563438528, 'gamma': 0.5864669168066706, 'reg_alpha': 0.7839625577851836, 'reg_lambda': 1.126941301168801}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,779] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.08593256844929135, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7910985864362281, 'colsample_bytree': 0.6851566116842788, 'gamma': 1.3487331196957768, 'reg_alpha': 0.4895549555938708, 'reg_lambda': 0.6717227140216571}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:11,978] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.1368489175749374, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7865925281116056, 'colsample_bytree': 0.6765359801929126, 'gamma': 1.515465749407112, 'reg_alpha': 0.5033286453219787, 'reg_lambda': 0.5285358728436462}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,089] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.09235455201867017, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9414418374075068, 'colsample_bytree': 0.6166627695123253, 'gamma': 1.8910535897339031, 'reg_alpha': 0.32427542317073077, 'reg_lambda': 0.745903920334553}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,325] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.06675996151609488, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9393837806065555, 'colsample_bytree': 0.6046569873977584, 'gamma': 2.6674827148429507, 'reg_alpha': 0.2860268522621434, 'reg_lambda': 0.7680390799627663}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,449] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.21643639876022544, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9781260599068887, 'colsample_bytree': 0.6302788997142161, 'gamma': 1.7596377342872302, 'reg_alpha': 0.3592637203464823, 'reg_lambda': 0.6502433916993804}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,573] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.05498594317007721, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9123972690911316, 'colsample_bytree': 0.6474998538223651, 'gamma': 2.3823966590277266, 'reg_alpha': 0.24895501372490614, 'reg_lambda': 1.3137242913150544}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:12,904] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.09712274374453983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.945270338196644, 'colsample_bytree': 0.6250050849155511, 'gamma': 1.9663478327634467, 'reg_alpha': 0.8170370144070555, 'reg_lambda': 1.8232231697535155}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,012] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.08949006805507807, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8755189192780323, 'colsample_bytree': 0.666045410306429, 'gamma': 1.3889488200824078, 'reg_alpha': 0.4722554152376938, 'reg_lambda': 0.6802992981406781}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,135] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.12447794168558052, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8803702425943382, 'colsample_bytree': 0.6493770782395508, 'gamma': 1.7943621633676303, 'reg_alpha': 0.3994626329090747, 'reg_lambda': 0.8937523137716719}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,319] Trial 53 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 51, 'learning_rate': 0.07115712667314053, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.923543529782109, 'colsample_bytree': 0.6655360790843232, 'gamma': 1.6035934106700165, 'reg_alpha': 0.3274305254682215, 'reg_lambda': 0.7177729582307744}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,415] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.18936200136439685, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8653459487876913, 'colsample_bytree': 0.701568538838252, 'gamma': 4.0404580261680065, 'reg_alpha': 0.46784811805321685, 'reg_lambda': 0.5954334515552969}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,524] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.14429807349024779, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9021647573748086, 'colsample_bytree': 0.6183911447443573, 'gamma': 2.7092220795048614, 'reg_alpha': 0.5471209046162037, 'reg_lambda': 0.8446697103776484}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,641] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.05727344577395296, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9772553121199085, 'colsample_bytree': 0.7086292162852537, 'gamma': 0.792219360003811, 'reg_alpha': 0.3799353559665776, 'reg_lambda': 0.9871481734556493}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,847] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 30, 'learning_rate': 0.0920481086150852, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9280671403678569, 'colsample_bytree': 0.7302533850019941, 'gamma': 2.1955733006760982, 'reg_alpha': 0.8765081359834637, 'reg_lambda': 0.510095823331424}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:13,962] Trial 58 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 49, 'learning_rate': 0.11188774788486608, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.948120882826682, 'colsample_bytree': 0.6359091281548511, 'gamma': 1.3395773425303885, 'reg_alpha': 0.7542605983612064, 'reg_lambda': 1.8738255932093515}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:14,247] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.15730770862561444, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8523727120570841, 'colsample_bytree': 0.6056808117080085, 'gamma': 1.0093464455644967, 'reg_alpha': 0.5837601467705371, 'reg_lambda': 1.502167614707235}. Best is trial 33 with value: 0.75.
[I 2025-11-03 19:32:14,438] Trial 60 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.12448732106886438, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8816550505187413, 'colsample_bytree': 0.6596305556505108, 'gamma': 1.9995123592380635, 'reg_alpha': 0.18351478520015257, 'reg_lambda': 0.604297930311869}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:14,837] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.1254519748608817, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8908716210732359, 'colsample_bytree': 0.6794426783750837, 'gamma': 1.9675993890727368, 'reg_alpha': 0.06536563345100951, 'reg_lambda': 0.6170511792004363}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:14,994] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.10127110049457311, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8787562006165378, 'colsample_bytree': 0.6591931952250196, 'gamma': 1.1439055180625308, 'reg_alpha': 0.21454777530347968, 'reg_lambda': 0.7412407377835276}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,172] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 242, 'learning_rate': 0.08269403601341781, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9144298355586927, 'colsample_bytree': 0.6880039328521359, 'gamma': 1.6700745218155113, 'reg_alpha': 0.17439999398322334, 'reg_lambda': 1.6387270542864627}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,445] Trial 64 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 217, 'learning_rate': 0.24448129849942776, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8423478339038872, 'colsample_bytree': 0.804260297738057, 'gamma': 2.293095561981789, 'reg_alpha': 0.3155265405412659, 'reg_lambda': 1.062679184338386}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,590] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.06475773635893864, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8260458313072973, 'colsample_bytree': 0.6360286477756047, 'gamma': 2.830632874723906, 'reg_alpha': 0.12943841751487684, 'reg_lambda': 0.821878945193735}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,673] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.07411884605792265, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6238364452641882, 'colsample_bytree': 0.7719776065428879, 'gamma': 1.861070005505228, 'reg_alpha': 0.06416901962190948, 'reg_lambda': 0.9399593960319805}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:15,959] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.1851597325098884, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8988457323411932, 'colsample_bytree': 0.8713392770416345, 'gamma': 1.3551919735682345, 'reg_alpha': 0.5252526191595625, 'reg_lambda': 2.835997286418995}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,116] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.15459392328187502, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8768605452198267, 'colsample_bytree': 0.8354997410971554, 'gamma': 2.4916999309061394, 'reg_alpha': 0.6859273995044668, 'reg_lambda': 0.5005555505679213}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,237] Trial 69 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.1096954402380802, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9275820423591824, 'colsample_bytree': 0.6588148424361897, 'gamma': 2.0454167018010048, 'reg_alpha': 0.274041023006627, 'reg_lambda': 0.6255588684493814}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,356] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 54, 'learning_rate': 0.13226679317030343, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8615366948269166, 'colsample_bytree': 0.7391589996343289, 'gamma': 1.431971515783108, 'reg_alpha': 0.18351803806101913, 'reg_lambda': 1.4664169041445405}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,560] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 56, 'learning_rate': 0.1271157831425901, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8634511224975265, 'colsample_bytree': 0.7428332922898799, 'gamma': 1.4746549153071853, 'reg_alpha': 0.4056231665189583, 'reg_lambda': 1.488708756852838}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,716] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.09479986748135438, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8462578712869192, 'colsample_bytree': 0.7322353618307041, 'gamma': 1.670644188399059, 'reg_alpha': 0.18801814512877793, 'reg_lambda': 1.324499623576123}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:16,842] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.1420375113339626, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8147417535083415, 'colsample_bytree': 0.7631293849250829, 'gamma': 1.695863091928382, 'reg_alpha': 0.2012513609667683, 'reg_lambda': 1.3074432175842323}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,021] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.09535029585253033, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8456200980832302, 'colsample_bytree': 0.7217320127053124, 'gamma': 1.817982749772649, 'reg_alpha': 0.10906655344421319, 'reg_lambda': 1.613310409168308}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,186] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 47, 'learning_rate': 0.01388386654096464, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8909986423507792, 'colsample_bytree': 0.7940396041203, 'gamma': 1.5103457001929907, 'reg_alpha': 0.17610344730202282, 'reg_lambda': 0.7148791312415796}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,342] Trial 76 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 68, 'learning_rate': 0.11006468933657271, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8704109289868746, 'colsample_bytree': 0.7329079803751941, 'gamma': 2.2319916870171927, 'reg_alpha': 0.005751190466111056, 'reg_lambda': 1.3518577281556994}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,530] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 57, 'learning_rate': 0.08985101761088411, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8550105833987065, 'colsample_bytree': 0.7853663260792949, 'gamma': 3.0444833717958484, 'reg_alpha': 0.07915953320718327, 'reg_lambda': 1.4265631739582063}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,594] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.16762368243944292, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8339557954194984, 'colsample_bytree': 0.7540302422521497, 'gamma': 1.0813313363220325, 'reg_alpha': 0.20364107242469753, 'reg_lambda': 1.6396244626071328}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,790] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 195, 'learning_rate': 0.11710973324648363, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8880182311341575, 'colsample_bytree': 0.7811359408024564, 'gamma': 1.2498883619229684, 'reg_alpha': 0.14603141893891874, 'reg_lambda': 1.4648556525175778}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:17,920] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.1961312960847999, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8477430041617258, 'colsample_bytree': 0.6929257100205594, 'gamma': 0.6658107090770582, 'reg_alpha': 0.25609722409640784, 'reg_lambda': 1.2355732045791756}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,154] Trial 81 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.07990633267382542, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9086383647279282, 'colsample_bytree': 0.7598452442111416, 'gamma': 0.9095595684270796, 'reg_alpha': 0.3356066745909218, 'reg_lambda': 1.117265674904191}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,305] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.08095878001203931, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9194094083827743, 'colsample_bytree': 0.7140791772564339, 'gamma': 0.7829343668063506, 'reg_alpha': 0.3494960317065564, 'reg_lambda': 1.110923515331148}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,410] Trial 83 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.0768609691651838, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9093947301806234, 'colsample_bytree': 0.759293700096945, 'gamma': 0.9010273718847839, 'reg_alpha': 0.30036052330511326, 'reg_lambda': 0.5655301015680283}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,636] Trial 84 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 32, 'learning_rate': 0.10069099594600649, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8710417047261502, 'colsample_bytree': 0.7378533140947401, 'gamma': 0.23615465628327015, 'reg_alpha': 0.45903028197429174, 'reg_lambda': 0.8594151796236973}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,756] Trial 85 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.13073251053373414, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7703934241207067, 'colsample_bytree': 0.8173107912315329, 'gamma': 1.9108946644292713, 'reg_alpha': 0.22994361678680364, 'reg_lambda': 1.288688486732141}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,859] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 36, 'learning_rate': 0.08715135503353068, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6705354381548598, 'colsample_bytree': 0.6960545040516674, 'gamma': 1.646679302592692, 'reg_alpha': 0.4803986533334831, 'reg_lambda': 0.6722708801557509}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:18,992] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 81, 'learning_rate': 0.14518075853163884, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9375166233975636, 'colsample_bytree': 0.6166968111207127, 'gamma': 0.4118451713943917, 'reg_alpha': 0.3899812278461731, 'reg_lambda': 1.0884377300052268}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,186] Trial 88 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.11823349343282054, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8192878061528535, 'colsample_bytree': 0.6684714553323151, 'gamma': 1.449246136386263, 'reg_alpha': 0.3374152982464079, 'reg_lambda': 1.190303880575219}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,310] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.05038886621656005, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8900941088109219, 'colsample_bytree': 0.7212862946282061, 'gamma': 1.1964203583889372, 'reg_alpha': 0.42333102792754523, 'reg_lambda': 0.9955464532337557}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,491] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.06187872423677272, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8622232655464049, 'colsample_bytree': 0.7770276997472734, 'gamma': 0.9886676225433673, 'reg_alpha': 0.27749787060642317, 'reg_lambda': 1.4325245633222592}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,688] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.0624391368211621, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8609431715663988, 'colsample_bytree': 0.7764535443935353, 'gamma': 0.8630141950624165, 'reg_alpha': 0.27669712635194754, 'reg_lambda': 1.4100284489650459}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,808] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.05912770983176781, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8818530020688452, 'colsample_bytree': 0.8079487900688236, 'gamma': 0.5870559313801182, 'reg_alpha': 0.267273984816095, 'reg_lambda': 1.3644181423927455}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:19,938] Trial 93 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 45, 'learning_rate': 0.060729808768446344, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8761029927623382, 'colsample_bytree': 0.808092030221246, 'gamma': 0.5788506362067068, 'reg_alpha': 0.2796597840763135, 'reg_lambda': 1.5833366812015954}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,058] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.046892273711536654, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8362048390149988, 'colsample_bytree': 0.7756969110870936, 'gamma': 0.05828342040077006, 'reg_alpha': 0.3031298944027603, 'reg_lambda': 1.3683697874341467}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,286] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.04480097529186495, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8361265101759237, 'colsample_bytree': 0.8275396478022159, 'gamma': 0.7179980374395373, 'reg_alpha': 0.30284526095614317, 'reg_lambda': 1.3452604144253275}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,408] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03773097397933654, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8296223907489729, 'colsample_bytree': 0.7956151954085555, 'gamma': 0.9877733744453826, 'reg_alpha': 0.22762290271849717, 'reg_lambda': 1.3879615780494938}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,517] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.047651893322358786, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8505165947786487, 'colsample_bytree': 0.7783181815225453, 'gamma': 0.0310036466639122, 'reg_alpha': 0.2553296310853345, 'reg_lambda': 1.2337348014490783}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,642] Trial 98 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 42, 'learning_rate': 0.06777793281111977, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8533601011817485, 'colsample_bytree': 0.8133702640197782, 'gamma': 0.23713131791054884, 'reg_alpha': 0.2515273241066645, 'reg_lambda': 1.2313080054338545}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,839] Trial 99 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 31, 'learning_rate': 0.052813918233649976, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8660899269059178, 'colsample_bytree': 0.7805785914475587, 'gamma': 1.0979930097734745, 'reg_alpha': 0.26324806137505585, 'reg_lambda': 0.7706578603234647}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:20,999] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.028903195769959363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8850684153907395, 'colsample_bytree': 0.795646262235635, 'gamma': 0.4731309344910526, 'reg_alpha': 0.9883797057760185, 'reg_lambda': 1.688754780893674}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:21,118] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.04082279040144328, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7973413548481533, 'colsample_bytree': 0.7732429601755131, 'gamma': 0.2034884148306197, 'reg_alpha': 0.29915999509832314, 'reg_lambda': 1.4117479798263795}. Best is trial 60 with value: 0.7559523809523809.
[I 2025-11-03 19:32:21,229] Trial 102 finished with value: 0.755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.06164057851904632, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8575139852762966, 'colsample_bytree': 0.7787441778440937, 'gamma': 0.09715916957275494, 'reg_alpha': 0.1943766386119328, 'reg_lambda': 1.1638929844744879}. Best is trial 102 with value: 0.755952380952381.
[I 2025-11-03 19:32:21,409] Trial 103 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.058002115059893174, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8603285549768707, 'colsample_bytree': 0.8023542110675216, 'gamma': 0.3590978158035143, 'reg_alpha': 0.15885636895915278, 'reg_lambda': 1.1648557538131212}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,520] Trial 104 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.05641591045638931, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.844500162570147, 'colsample_bytree': 0.8054219585662417, 'gamma': 0.39849849823335337, 'reg_alpha': 0.14963830101204786, 'reg_lambda': 0.9411882211074731}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,709] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.05535057288352484, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8474680258215133, 'colsample_bytree': 0.8262554124407496, 'gamma': 0.13256079264424311, 'reg_alpha': 0.1480056626742859, 'reg_lambda': 0.9592286130676163}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,864] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.05731201196266288, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8181222984440657, 'colsample_bytree': 0.799936268541948, 'gamma': 0.35654687783886563, 'reg_alpha': 0.10151183958858803, 'reg_lambda': 1.0288412579517598}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:21,978] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.0729383862193761, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8068200586325709, 'colsample_bytree': 0.641790832457964, 'gamma': 0.3134167515859506, 'reg_alpha': 0.19731010234709878, 'reg_lambda': 0.90363390621946}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,266] Trial 108 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.04848688421328483, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8961971261694245, 'colsample_bytree': 0.7873108127021463, 'gamma': 0.5008184362250376, 'reg_alpha': 0.15820408125031063, 'reg_lambda': 1.1694763376189223}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,385] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.06751767306680463, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8267307023003704, 'colsample_bytree': 0.8064422507600912, 'gamma': 0.14791166020926108, 'reg_alpha': 0.12313675119276937, 'reg_lambda': 0.8142402648059692}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,497] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.03995279182385622, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8794352463355014, 'colsample_bytree': 0.6563748933083304, 'gamma': 0.00973923038427156, 'reg_alpha': 0.21695390561717698, 'reg_lambda': 0.6315093416997047}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,670] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.058561794797056234, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8557445061367985, 'colsample_bytree': 0.7679659028918594, 'gamma': 0.6220876590902032, 'reg_alpha': 0.1753724346517352, 'reg_lambda': 0.5680030048160788}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,806] Trial 112 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 131, 'learning_rate': 0.05635433548703271, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.84379870926998, 'colsample_bytree': 0.7667295164268186, 'gamma': 0.594156407783071, 'reg_alpha': 0.18007048017806868, 'reg_lambda': 0.5660731382720473}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:22,919] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.052809033971753294, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.872039637874083, 'colsample_bytree': 0.7506224323966832, 'gamma': 2.081217244228284, 'reg_alpha': 0.23539264072668167, 'reg_lambda': 0.7332718231524981}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,230] Trial 114 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 209, 'learning_rate': 0.03394974412690583, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8559863267985243, 'colsample_bytree': 0.673832002601105, 'gamma': 0.4210329451311318, 'reg_alpha': 0.13540599771649423, 'reg_lambda': 0.6789806752603731}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,356] Trial 115 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.045662060435559045, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8511752418407524, 'colsample_bytree': 0.6246909402334687, 'gamma': 0.6759147164023283, 'reg_alpha': 0.16123805462314791, 'reg_lambda': 1.055059508259418}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,418] Trial 116 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 27, 'learning_rate': 0.06930630083916606, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8820080643202909, 'colsample_bytree': 0.81590850787094, 'gamma': 0.27438439685108956, 'reg_alpha': 0.05027892424794761, 'reg_lambda': 0.5506396340356763}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,595] Trial 117 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.09567536193084887, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8414250325488039, 'colsample_bytree': 0.684178844778631, 'gamma': 4.98551507917674, 'reg_alpha': 0.9591320077289935, 'reg_lambda': 0.5882019106835372}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,720] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.08453270365398383, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8711280252989589, 'colsample_bytree': 0.8025693764576018, 'gamma': 0.49934046174928254, 'reg_alpha': 0.09342274795448469, 'reg_lambda': 1.1536819355559242}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,833] Trial 119 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 39, 'learning_rate': 0.05858577853291251, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8579135539972249, 'colsample_bytree': 0.7855886868840797, 'gamma': 1.5889313675047616, 'reg_alpha': 0.030739969334257655, 'reg_lambda': 1.276354052272472}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:23,936] Trial 120 finished with value: 0.693452380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.05856123584114445, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8941189550410298, 'colsample_bytree': 0.8367418556768583, 'gamma': 1.5800109891191534, 'reg_alpha': 0.18798312201665204, 'reg_lambda': 1.2465951085507674}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,128] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.0641777768841596, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.859044546977146, 'colsample_bytree': 0.7864252803652515, 'gamma': 1.7211997019608034, 'reg_alpha': 0.036137976066002636, 'reg_lambda': 1.3020417247344087}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,269] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 39, 'learning_rate': 0.06476912738088722, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8644746772116206, 'colsample_bytree': 0.7862921306362676, 'gamma': 1.76969334199697, 'reg_alpha': 0.028530287628821982, 'reg_lambda': 1.2827836691216359}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,463] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 183, 'learning_rate': 0.06311825705507448, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8654680662880203, 'colsample_bytree': 0.7877609981804045, 'gamma': 1.744196911702847, 'reg_alpha': 0.024750821568756756, 'reg_lambda': 1.304121304593639}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,605] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 32, 'learning_rate': 0.07389385556799691, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8804383088664025, 'colsample_bytree': 0.7882873131047279, 'gamma': 1.3002766481362906, 'reg_alpha': 0.009427163829589913, 'reg_lambda': 1.2036847747336281}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,874] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.052405558683662395, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.847675814478526, 'colsample_bytree': 0.7978521867071564, 'gamma': 1.556889129787839, 'reg_alpha': 0.04155789806556174, 'reg_lambda': 1.2868774123446591}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:24,983] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.06536434134367981, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8595550280380199, 'colsample_bytree': 0.8078798200030755, 'gamma': 1.6719590337794306, 'reg_alpha': 0.038153918578852, 'reg_lambda': 1.3329564661944546}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,087] Trial 127 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 29, 'learning_rate': 0.049329588020566625, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8732495494031695, 'colsample_bytree': 0.8242263620224908, 'gamma': 1.8110465790892576, 'reg_alpha': 0.12092770990962948, 'reg_lambda': 1.2100131633141926}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,348] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 248, 'learning_rate': 0.019120453113689692, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8328844473938346, 'colsample_bytree': 0.8564213908940019, 'gamma': 1.395848110110243, 'reg_alpha': 0.09786957462155957, 'reg_lambda': 1.1049395278584517}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,465] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.0768315134754552, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8857461782429277, 'colsample_bytree': 0.7541478550772966, 'gamma': 0.15955999250671124, 'reg_alpha': 0.07244394695895694, 'reg_lambda': 1.2633261003898626}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,558] Trial 130 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 23, 'learning_rate': 0.10444624874581918, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9030266543921625, 'colsample_bytree': 0.7626384082107782, 'gamma': 1.9475540424688897, 'reg_alpha': 0.797875022467924, 'reg_lambda': 1.1562625665526316}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,750] Trial 131 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 47, 'learning_rate': 0.0573783636957156, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8593382794157439, 'colsample_bytree': 0.7681859255947154, 'gamma': 4.602721343879273, 'reg_alpha': 0.023663186931235654, 'reg_lambda': 2.390167062106512}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,863] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.06124998321579724, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8681674521453019, 'colsample_bytree': 0.7853068757608446, 'gamma': 0.5968949999374833, 'reg_alpha': 0.7379736900177988, 'reg_lambda': 0.5052356365834345}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:25,984] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.04262473607715315, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8540094670101767, 'colsample_bytree': 0.7433656229108713, 'gamma': 0.32865737326110245, 'reg_alpha': 0.6174383935019222, 'reg_lambda': 0.9955667015241055}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,154] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.06976045754187325, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8436532951543851, 'colsample_bytree': 0.7583012994871596, 'gamma': 1.6942413208101663, 'reg_alpha': 0.8789051346196054, 'reg_lambda': 1.069094874660962}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,269] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.054316277676028916, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8219758789580902, 'colsample_bytree': 0.7799767154573685, 'gamma': 0.7842629466158458, 'reg_alpha': 0.21097221546278985, 'reg_lambda': 2.031458276350171}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,378] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.05319354838994708, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8231620985676622, 'colsample_bytree': 0.7807914296905326, 'gamma': 2.019045914139543, 'reg_alpha': 0.209372387864163, 'reg_lambda': 2.5583789535016965}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,479] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 39, 'learning_rate': 0.06474520468452578, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8107200452134348, 'colsample_bytree': 0.7954496609461189, 'gamma': 0.7320326123013098, 'reg_alpha': 0.05408039378677704, 'reg_lambda': 1.2602552638519489}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,533] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.049573749564191937, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8366393679801031, 'colsample_bytree': 0.8187658466546462, 'gamma': 1.51381726259143, 'reg_alpha': 0.07707084957909358, 'reg_lambda': 1.929269203073709}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,679] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 34, 'learning_rate': 0.08682244646701542, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8773812259158295, 'colsample_bytree': 0.8116440888413939, 'gamma': 0.0270581399907992, 'reg_alpha': 0.21961837637496578, 'reg_lambda': 2.155584529064773}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:26,902] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.07825626621182268, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8633439604388777, 'colsample_bytree': 0.7915925599406315, 'gamma': 1.8809658143971881, 'reg_alpha': 0.12088348605563837, 'reg_lambda': 1.3400483076979404}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,049] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.056731091395816446, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8511552834598082, 'colsample_bytree': 0.7662034664079412, 'gamma': 0.818972520395032, 'reg_alpha': 0.17271734001931907, 'reg_lambda': 0.6215451690775771}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,165] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.058636307270183985, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8426482416660986, 'colsample_bytree': 0.7738945290433598, 'gamma': 0.3687968379179788, 'reg_alpha': 0.14281291836138799, 'reg_lambda': 1.2162645303761626}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,436] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.047789565650662724, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8597088190562887, 'colsample_bytree': 0.7834005338406618, 'gamma': 0.5233912878415876, 'reg_alpha': 0.1604486975135225, 'reg_lambda': 1.776241680639915}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,549] Trial 144 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.07039823592527653, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8282418494594177, 'colsample_bytree': 0.8023132248084536, 'gamma': 1.2237962382381813, 'reg_alpha': 0.24356380713079623, 'reg_lambda': 1.1371796789277049}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,701] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.060829388812566366, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8694199210787984, 'colsample_bytree': 0.7306281667100829, 'gamma': 1.6244832669915783, 'reg_alpha': 0.0010591349992595187, 'reg_lambda': 2.070313564446303}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:27,804] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.06612559010164464, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8530926526158727, 'colsample_bytree': 0.6620932312787802, 'gamma': 1.7621040223572146, 'reg_alpha': 0.19076438298674425, 'reg_lambda': 1.3059892666770945}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,110] Trial 147 finished with value: 0.744047619047619 and parameters: {'n_estimators': 49, 'learning_rate': 0.054495594361238964, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8884719035087935, 'colsample_bytree': 0.7469148369379802, 'gamma': 0.6538659629560072, 'reg_alpha': 0.19468875714191278, 'reg_lambda': 2.249083653542907}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,180] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.0515419269081353, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.840170413744354, 'colsample_bytree': 0.7715605048961516, 'gamma': 0.11739267212465232, 'reg_alpha': 0.08768598151342247, 'reg_lambda': 2.9959450161684527}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,375] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.07187261035173942, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8203547516905302, 'colsample_bytree': 0.7924679964865403, 'gamma': 0.24144937459596086, 'reg_alpha': 0.17234425473022766, 'reg_lambda': 0.6693183048338327}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,500] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.06237937100303731, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8741875362369309, 'colsample_bytree': 0.7806336602981868, 'gamma': 0.420183247551727, 'reg_alpha': 0.8359414929284462, 'reg_lambda': 1.5375731644446269}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,713] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 43, 'learning_rate': 0.0749698951677259, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8850130949855132, 'colsample_bytree': 0.7569303071321511, 'gamma': 0.11479470713779255, 'reg_alpha': 0.10877345789884094, 'reg_lambda': 1.2588219786071497}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,827] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.07748855262511113, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.897329580694855, 'colsample_bytree': 0.7555441274390525, 'gamma': 0.2309378118140512, 'reg_alpha': 0.02464656581946431, 'reg_lambda': 1.174877188154773}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:28,949] Trial 153 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 38, 'learning_rate': 0.08382829673685625, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8823010170447873, 'colsample_bytree': 0.7517945855562859, 'gamma': 0.19297291358282076, 'reg_alpha': 0.06100540713911928, 'reg_lambda': 1.2586951069931864}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,145] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.01014510771186605, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8659317899036447, 'colsample_bytree': 0.6493220527272838, 'gamma': 0.40332103856739215, 'reg_alpha': 0.06700076316717898, 'reg_lambda': 1.4561159736619405}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,240] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.011034829102030184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8638983318189697, 'colsample_bytree': 0.6425218307205233, 'gamma': 0.7523639854205635, 'reg_alpha': 0.14417889288676433, 'reg_lambda': 1.3757047094466341}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,361] Trial 156 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.05868817130481612, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8520025711834867, 'colsample_bytree': 0.6540167660731521, 'gamma': 0.43513526083705656, 'reg_alpha': 0.23951524075586078, 'reg_lambda': 1.4834012875228357}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,467] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.06562220157927123, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8584672970945662, 'colsample_bytree': 0.6504438485499728, 'gamma': 1.4083005980203613, 'reg_alpha': 0.03290655145772081, 'reg_lambda': 0.5512186081513422}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,696] Trial 158 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.021333643634940298, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8683154722431318, 'colsample_bytree': 0.6645348539332632, 'gamma': 2.160214833805721, 'reg_alpha': 0.21026669076514287, 'reg_lambda': 1.3445395866422374}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,831] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.10730828442217169, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.834922051107648, 'colsample_bytree': 0.6755015154245694, 'gamma': 0.643969811332722, 'reg_alpha': 0.9198025524137846, 'reg_lambda': 1.4091618521985756}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:29,929] Trial 160 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.11870775158487824, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8499913527138987, 'colsample_bytree': 0.7987010588884864, 'gamma': 0.9339721517349271, 'reg_alpha': 0.12799351525186692, 'reg_lambda': 1.1038277377565513}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,130] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.0895621715498223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.875223149973106, 'colsample_bytree': 0.7641215144631271, 'gamma': 0.3606049855671314, 'reg_alpha': 0.08116835928812963, 'reg_lambda': 1.3019596943778795}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,242] Trial 162 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.09963479786566175, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8876921942754115, 'colsample_bytree': 0.7769063165634158, 'gamma': 0.3013014177450662, 'reg_alpha': 0.07028025166526697, 'reg_lambda': 1.238203215108845}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,357] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 50, 'learning_rate': 0.07810428180870967, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8669148733213574, 'colsample_bytree': 0.7878624614534796, 'gamma': 0.00788256619310387, 'reg_alpha': 0.04706130262006665, 'reg_lambda': 1.444995573241202}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,466] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.017283796498656065, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8807029950547118, 'colsample_bytree': 0.6345406053927762, 'gamma': 0.5429135978522992, 'reg_alpha': 0.16644034015718331, 'reg_lambda': 1.1864531627496702}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,555] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.013854390837048926, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8773029577670166, 'colsample_bytree': 0.6314491860664835, 'gamma': 3.9205110948530972, 'reg_alpha': 0.15388734043748212, 'reg_lambda': 1.2047023838303064}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,707] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 59, 'learning_rate': 0.01212895860288302, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8587716825074634, 'colsample_bytree': 0.6372709516350237, 'gamma': 0.5489615218645457, 'reg_alpha': 0.17392171951388732, 'reg_lambda': 0.5895526270976786}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:30,846] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.010938585119026019, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9017596300475489, 'colsample_bytree': 0.637878856285231, 'gamma': 0.5032125953394913, 'reg_alpha': 0.2569118323189716, 'reg_lambda': 1.1321006134239795}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,010] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.01194435493421223, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8592419522234624, 'colsample_bytree': 0.6081434997978542, 'gamma': 0.541129112926666, 'reg_alpha': 0.22637864565221877, 'reg_lambda': 1.0269856253616585}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,207] Trial 169 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.013872762934489335, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8433774273860458, 'colsample_bytree': 0.6252204510833346, 'gamma': 1.5443445502324487, 'reg_alpha': 0.20166611275491556, 'reg_lambda': 1.1947874375054253}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,404] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 70, 'learning_rate': 0.013710176887668922, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.842952729013305, 'colsample_bytree': 0.6226547902663837, 'gamma': 1.4885448268798762, 'reg_alpha': 0.16819330295722296, 'reg_lambda': 1.176593048438002}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,528] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.015142198223135119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8439157795623513, 'colsample_bytree': 0.6246554087692224, 'gamma': 1.5664812971821203, 'reg_alpha': 0.18247050259455705, 'reg_lambda': 1.1788828995753466}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,654] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.013629460505188838, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8351298162665372, 'colsample_bytree': 0.6280395555026085, 'gamma': 1.5069917756856992, 'reg_alpha': 0.20209422952318723, 'reg_lambda': 1.3074780986048107}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,851] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.01016504668829238, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8677865405895439, 'colsample_bytree': 0.6120762385883686, 'gamma': 1.7298466811865894, 'reg_alpha': 0.16028587090731006, 'reg_lambda': 1.107241758715197}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:31,974] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.017252889056957026, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.84436557391006, 'colsample_bytree': 0.6463980683665502, 'gamma': 1.6188758149096696, 'reg_alpha': 0.13837706968346727, 'reg_lambda': 0.9488952256997915}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,097] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.0166289371284873, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8269810212638726, 'colsample_bytree': 0.6484004751655835, 'gamma': 1.3587066979677658, 'reg_alpha': 0.13367417228897308, 'reg_lambda': 0.8822339443554732}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,297] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.01669428385692857, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8459259467295496, 'colsample_bytree': 0.6316205054355627, 'gamma': 1.628805228208573, 'reg_alpha': 0.11951919744879363, 'reg_lambda': 0.9657064806763953}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,432] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.012938722335473095, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8389300462173054, 'colsample_bytree': 0.601535682532795, 'gamma': 1.8293492337035648, 'reg_alpha': 0.16266360816027145, 'reg_lambda': 1.0428220888088267}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,614] Trial 178 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.011801401393116162, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8569421203142507, 'colsample_bytree': 0.644351076999437, 'gamma': 1.405063342451389, 'reg_alpha': 0.14281404809217832, 'reg_lambda': 0.7044862974161938}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,826] Trial 179 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.01261907780577707, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8473133714031267, 'colsample_bytree': 0.6204644984906151, 'gamma': 1.2804897160269402, 'reg_alpha': 0.09824923588725461, 'reg_lambda': 0.7707574367055688}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:32,980] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.011334919442759066, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8575713070478926, 'colsample_bytree': 0.6388316792473172, 'gamma': 1.4654879513118453, 'reg_alpha': 0.13796974480975466, 'reg_lambda': 1.1612471913803195}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,090] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.010016344521887528, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.866445047259995, 'colsample_bytree': 0.6452712981404519, 'gamma': 1.6189855543058114, 'reg_alpha': 0.18769272467183626, 'reg_lambda': 0.7180369708525417}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,321] Trial 182 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 30, 'learning_rate': 0.012018009441588338, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8552602990839326, 'colsample_bytree': 0.6565090477314783, 'gamma': 1.139662914495771, 'reg_alpha': 0.15097715452325478, 'reg_lambda': 0.6520310910344456}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,447] Trial 183 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 39, 'learning_rate': 0.011889383244045397, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8304288948038463, 'colsample_bytree': 0.6547031537263556, 'gamma': 1.0760271829826284, 'reg_alpha': 0.14908385808092448, 'reg_lambda': 0.6065641508514191}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,562] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.012822689168682753, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8555004556281733, 'colsample_bytree': 0.6343909480507725, 'gamma': 1.2049484420937842, 'reg_alpha': 0.1713937852168327, 'reg_lambda': 0.66446670340462}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,663] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.014445480327273661, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8427239035120806, 'colsample_bytree': 0.6439143325521326, 'gamma': 1.5197148288841762, 'reg_alpha': 0.11156755866940227, 'reg_lambda': 0.9262661185346351}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,842] Trial 186 finished with value: 0.738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.010899055180946988, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8625612977549105, 'colsample_bytree': 0.6576313352847931, 'gamma': 1.701433460505672, 'reg_alpha': 0.19831081716497884, 'reg_lambda': 0.5046774726215347}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:33,960] Trial 187 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 35, 'learning_rate': 0.021078920145349334, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8491530252582979, 'colsample_bytree': 0.6703316326020422, 'gamma': 1.111836946567439, 'reg_alpha': 0.1430144959826985, 'reg_lambda': 0.8321226564917941}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,135] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.016895480634466015, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8156296106180486, 'colsample_bytree': 0.6394587480314149, 'gamma': 1.3205579667313678, 'reg_alpha': 0.22006101574700718, 'reg_lambda': 0.6125087801115257}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,227] Trial 189 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.012469725048898506, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.799241931269688, 'colsample_bytree': 0.6191929182825543, 'gamma': 1.403616913821025, 'reg_alpha': 0.020519764490368998, 'reg_lambda': 1.0737036746538595}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,443] Trial 190 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.01449421533684505, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8739369921685648, 'colsample_bytree': 0.6260639766616, 'gamma': 0.8277443880325349, 'reg_alpha': 0.16900715975332042, 'reg_lambda': 1.2005942780683185}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,632] Trial 191 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.01308616054990236, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606766103689021, 'colsample_bytree': 0.6619059033836756, 'gamma': 1.4574107921789172, 'reg_alpha': 0.769591940028861, 'reg_lambda': 0.6732405693489178}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,736] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.010513228376069906, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8543002520620459, 'colsample_bytree': 0.6499519745348857, 'gamma': 1.6058664558762616, 'reg_alpha': 0.1812825585119022, 'reg_lambda': 0.5514803307846627}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:34,952] Trial 193 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.011400727897840366, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8677290506046195, 'colsample_bytree': 0.6813248942887258, 'gamma': 1.292598163325993, 'reg_alpha': 0.0018392564919178511, 'reg_lambda': 0.7034834349580459}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,064] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.015442260568489224, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8722652290348334, 'colsample_bytree': 0.6537914385400673, 'gamma': 1.8159368211657148, 'reg_alpha': 0.20059944246311787, 'reg_lambda': 0.613153405884312}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,151] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.011784069348855406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.837683792570291, 'colsample_bytree': 0.6665576355932494, 'gamma': 1.1715480952873425, 'reg_alpha': 0.1270618141446124, 'reg_lambda': 1.1468747434175908}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,347] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.02866694332332646, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8492405886768025, 'colsample_bytree': 0.6157031683817968, 'gamma': 1.030031980832383, 'reg_alpha': 0.5561357230058388, 'reg_lambda': 2.7275439135505075}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,465] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 46, 'learning_rate': 0.018190236083858946, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8803889823123514, 'colsample_bytree': 0.6345327489432089, 'gamma': 1.526043911404962, 'reg_alpha': 0.10020163041437004, 'reg_lambda': 0.7900353859450675}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,614] Trial 198 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 142, 'learning_rate': 0.01770144341020115, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8924688319541846, 'colsample_bytree': 0.6328736985193966, 'gamma': 1.7659649659118315, 'reg_alpha': 0.09179074147971295, 'reg_lambda': 0.7582175210976051}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,789] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.018600459897377457, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8942040804400204, 'colsample_bytree': 0.6319167300949349, 'gamma': 1.906465039515797, 'reg_alpha': 0.057916852930313095, 'reg_lambda': 0.7903262621948993}. Best is trial 103 with value: 0.7678571428571429.
[I 2025-11-03 19:32:35,793] A new study created in memory with name: no-name-a6e846d5-562f-41d5-90fc-091610ff1d9c
[I 2025-11-03 19:32:35,909] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.011442057796925576, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9752045403514238, 'colsample_bytree': 0.6420267759347692, 'gamma': 1.0518837830572858, 'reg_alpha': 0.7004638902668813, 'reg_lambda': 1.4390115741392047}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:32:36,087] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.0710025787776968, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6497617026693038, 'colsample_bytree': 0.8562774416004206, 'gamma': 3.0722983747118016, 'reg_alpha': 0.5683786052126772, 'reg_lambda': 1.973773716841377}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:32:36,368] Trial 2 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 214, 'learning_rate': 0.011833109763818014, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6749221965318873, 'colsample_bytree': 0.7423531065794864, 'gamma': 2.39970601534643, 'reg_alpha': 0.9108221554525077, 'reg_lambda': 1.4882613905412923}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 19:32:36,540] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.05815849260255743, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8779792791993606, 'colsample_bytree': 0.8541244199705322, 'gamma': 1.464321109946195, 'reg_alpha': 0.09938089776843506, 'reg_lambda': 2.500511390965855}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:32:36,709] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 188, 'learning_rate': 0.013275174680514288, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8559131354886756, 'colsample_bytree': 0.9945521093251306, 'gamma': 3.5885128441105705, 'reg_alpha': 0.4627990458383461, 'reg_lambda': 2.0353630330635872}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:32:36,940] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 166, 'learning_rate': 0.010016526672322761, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6815292478094427, 'colsample_bytree': 0.9950798051142816, 'gamma': 4.360058997930116, 'reg_alpha': 0.40758202297922463, 'reg_lambda': 2.1136145800888197}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:32:37,082] Trial 6 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.010980257349323452, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9317500701130839, 'colsample_bytree': 0.8815229510886544, 'gamma': 1.654483719603625, 'reg_alpha': 0.496385275041918, 'reg_lambda': 1.2273175677528019}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,258] Trial 7 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.27563484507517133, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9589181461958368, 'colsample_bytree': 0.9391856073760954, 'gamma': 2.5630100759899017, 'reg_alpha': 0.9730779914357233, 'reg_lambda': 1.0255079935987297}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,383] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 107, 'learning_rate': 0.010606310820389667, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8799159111488525, 'colsample_bytree': 0.6903335709497256, 'gamma': 0.38228102933149766, 'reg_alpha': 0.27931717322517147, 'reg_lambda': 2.693344097490039}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,605] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 247, 'learning_rate': 0.058437074340819524, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7927207902782325, 'colsample_bytree': 0.8796287318306706, 'gamma': 2.2904265051180723, 'reg_alpha': 0.5826110894481208, 'reg_lambda': 1.8704459581328}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,773] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.026061275036441813, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7576986491461054, 'colsample_bytree': 0.7568810158070431, 'gamma': 0.04312025181288792, 'reg_alpha': 0.08516824864290123, 'reg_lambda': 0.5265565079776462}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:37,924] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.09359457176920503, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8956566546845717, 'colsample_bytree': 0.8290893938865678, 'gamma': 1.5975635704316478, 'reg_alpha': 0.018413217483725916, 'reg_lambda': 2.5606369465732213}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:38,142] Trial 12 finished with value: 0.699404761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.033327107408612874, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9998833450026988, 'colsample_bytree': 0.8971003329827267, 'gamma': 1.4899368216310533, 'reg_alpha': 0.22398368109060096, 'reg_lambda': 1.0579951115014994}. Best is trial 6 with value: 0.7202380952380952.
[I 2025-11-03 19:32:38,320] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.12863240002798676, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9153232333181114, 'colsample_bytree': 0.7902244635326233, 'gamma': 0.9780147838030857, 'reg_alpha': 0.75054917143489, 'reg_lambda': 2.9515814346938987}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,443] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.13873048453197648, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9303091490774097, 'colsample_bytree': 0.7957017555535032, 'gamma': 0.7658090412265955, 'reg_alpha': 0.7714669688212487, 'reg_lambda': 2.9429296756872727}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,626] Trial 15 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 72, 'learning_rate': 0.18156548677470621, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8240631459524097, 'colsample_bytree': 0.7907565640781945, 'gamma': 4.936670517464478, 'reg_alpha': 0.7682873721697567, 'reg_lambda': 1.0019416671944017}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,791] Trial 16 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 130, 'learning_rate': 0.02771629055458988, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9321260269124506, 'colsample_bytree': 0.9271765206062829, 'gamma': 1.8806135487351299, 'reg_alpha': 0.6448516832161356, 'reg_lambda': 1.5209643105246933}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:38,934] Trial 17 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.10137494137148396, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7783155369813767, 'colsample_bytree': 0.7301829975068022, 'gamma': 0.8156086152240376, 'reg_alpha': 0.33794542300204206, 'reg_lambda': 0.6538696840619567}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,070] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.04021627049658928, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7319557544325693, 'colsample_bytree': 0.6295013978690931, 'gamma': 3.309428677447084, 'reg_alpha': 0.8651546824744286, 'reg_lambda': 1.259166522924632}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,336] Trial 19 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 150, 'learning_rate': 0.019779481963790126, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8283632862945931, 'colsample_bytree': 0.8249264031075284, 'gamma': 2.0689452774757573, 'reg_alpha': 0.532108540014269, 'reg_lambda': 1.6648484339876093}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,462] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.2581618351099747, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9204373619214935, 'colsample_bytree': 0.9436712654306771, 'gamma': 1.0229641217464536, 'reg_alpha': 0.8221809841697413, 'reg_lambda': 2.2317967663576312}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,600] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.051863837207045585, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8735091554968359, 'colsample_bytree': 0.8514356377958139, 'gamma': 1.794748173638767, 'reg_alpha': 0.19363519594732326, 'reg_lambda': 2.9877088918768373}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,820] Trial 22 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 80, 'learning_rate': 0.0177023332844879, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8589948975596101, 'colsample_bytree': 0.8998594448386783, 'gamma': 2.801410859440695, 'reg_alpha': 0.21291762926115626, 'reg_lambda': 2.9161914871349834}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:39,954] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.17981552843054455, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.907880475408022, 'colsample_bytree': 0.7806591377531096, 'gamma': 1.710411497206883, 'reg_alpha': 0.4302498639728055, 'reg_lambda': 2.337820969540722}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,118] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 62, 'learning_rate': 0.044606661880744795, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9591201080219677, 'colsample_bytree': 0.8251905136111002, 'gamma': 1.208445349262144, 'reg_alpha': 0.6385126184279322, 'reg_lambda': 2.733078726672486}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,254] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 88, 'learning_rate': 0.08421193943648099, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8421905692709261, 'colsample_bytree': 0.7059803210618915, 'gamma': 0.48624203853505477, 'reg_alpha': 0.37825001016223353, 'reg_lambda': 2.9576085780884593}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,401] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 117, 'learning_rate': 0.16080017620095266, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9511529592756597, 'colsample_bytree': 0.8466091064546442, 'gamma': 2.04603856040814, 'reg_alpha': 0.16923655949590766, 'reg_lambda': 0.7957666412949478}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,647] Trial 27 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 139, 'learning_rate': 0.0165919776916296, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8872396305416849, 'colsample_bytree': 0.881101357966336, 'gamma': 1.2870934266588667, 'reg_alpha': 0.3128694775347284, 'reg_lambda': 2.402156823267846}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,773] Trial 28 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 47, 'learning_rate': 0.043123025485668556, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9949444719099321, 'colsample_bytree': 0.7664140272921248, 'gamma': 0.4665805832570551, 'reg_alpha': 0.5031562220988677, 'reg_lambda': 2.7597590183021183}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:40,907] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.12083462423307888, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8152388737582937, 'colsample_bytree': 0.6651976538669038, 'gamma': 1.0811184300720764, 'reg_alpha': 0.7168546484905984, 'reg_lambda': 1.2845150303626391}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,071] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.21102082915410117, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6014903822501723, 'colsample_bytree': 0.8102186007893677, 'gamma': 0.0356945325013841, 'reg_alpha': 0.6805854566413094, 'reg_lambda': 1.7249182435093635}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,226] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.06249548368213709, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8699377356465555, 'colsample_bytree': 0.8646826461155827, 'gamma': 1.5281651957937794, 'reg_alpha': 0.13040612737160573, 'reg_lambda': 2.52141125210301}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,638] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 164, 'learning_rate': 0.07906807907995204, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8709139341437129, 'colsample_bytree': 0.868232325263519, 'gamma': 1.9050959100430909, 'reg_alpha': 0.0007975753763508897, 'reg_lambda': 2.7851627369036027}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:41,886] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 95, 'learning_rate': 0.12271265876589628, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9364717222754435, 'colsample_bytree': 0.9163516996799681, 'gamma': 0.7802879124136508, 'reg_alpha': 0.08165464038272581, 'reg_lambda': 2.590081235302397}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,054] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.061915407839083184, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8922880736376444, 'colsample_bytree': 0.9571396863857461, 'gamma': 2.2655185372206685, 'reg_alpha': 0.1416884191864914, 'reg_lambda': 2.9902546537345827}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,230] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 183, 'learning_rate': 0.022825639004188714, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9722580664027685, 'colsample_bytree': 0.8508447894663176, 'gamma': 1.401039643084296, 'reg_alpha': 0.24398993500012256, 'reg_lambda': 2.4186583329916145}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,382] Trial 36 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 126, 'learning_rate': 0.014103513596545925, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8572740982202692, 'colsample_bytree': 0.9015586468894946, 'gamma': 2.6582171963882946, 'reg_alpha': 0.5807489333092297, 'reg_lambda': 2.8145537939860867}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,646] Trial 37 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 202, 'learning_rate': 0.033834589560154296, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9122349067778253, 'colsample_bytree': 0.9703855258780725, 'gamma': 3.001547015788665, 'reg_alpha': 0.9173840514387603, 'reg_lambda': 2.195164082879731}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,821] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 79, 'learning_rate': 0.06937780294551063, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8423108613795557, 'colsample_bytree': 0.8421812214725996, 'gamma': 1.7339019732158052, 'reg_alpha': 0.16107997186054707, 'reg_lambda': 2.626620133068648}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:42,975] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.050011214679657086, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.905412504818515, 'colsample_bytree': 0.7298995645243607, 'gamma': 1.0081722712639123, 'reg_alpha': 0.4577362323587421, 'reg_lambda': 1.9025325814839444}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,229] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 155, 'learning_rate': 0.10108222224082986, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9485471755849437, 'colsample_bytree': 0.8699490468877472, 'gamma': 2.2932205395591034, 'reg_alpha': 0.38313612491996035, 'reg_lambda': 1.3560992019127787}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,380] Trial 41 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 170, 'learning_rate': 0.06440158988144014, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8814422028776574, 'colsample_bytree': 0.9623877864080909, 'gamma': 2.1957178948885225, 'reg_alpha': 0.15723463622914444, 'reg_lambda': 2.867198849832883}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,526] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.05874175142232545, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8973672342326655, 'colsample_bytree': 0.9735034264559128, 'gamma': 1.5671689690276036, 'reg_alpha': 0.11579513402750567, 'reg_lambda': 2.952317394132587}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,680] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.05114432594395993, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9749867938557477, 'colsample_bytree': 0.8161981351397436, 'gamma': 2.480692074760511, 'reg_alpha': 0.3000466508939881, 'reg_lambda': 2.4690595926631307}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:43,946] Trial 44 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 219, 'learning_rate': 0.033677885345184205, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9755190367470544, 'colsample_bytree': 0.8132971468594552, 'gamma': 3.5652557869119557, 'reg_alpha': 0.2805472608924555, 'reg_lambda': 2.001836156763825}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,127] Trial 45 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 182, 'learning_rate': 0.05107329081040717, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9737935753352105, 'colsample_bytree': 0.7771385461728015, 'gamma': 2.4929288805455414, 'reg_alpha': 0.04031716906188898, 'reg_lambda': 2.6722725069063946}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,289] Trial 46 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 194, 'learning_rate': 0.012452597939847586, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.92516804556945, 'colsample_bytree': 0.7526108893353116, 'gamma': 1.878591926496878, 'reg_alpha': 0.19634357858409096, 'reg_lambda': 2.5103770896112847}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,492] Trial 47 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 99, 'learning_rate': 0.026098905431396736, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8029497763940083, 'colsample_bytree': 0.8074537165288911, 'gamma': 1.361066180799642, 'reg_alpha': 0.2862816554509776, 'reg_lambda': 1.5979140178136328}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,668] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 231, 'learning_rate': 0.08189944013255854, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9863170400231984, 'colsample_bytree': 0.8613827402384856, 'gamma': 2.8180745733075248, 'reg_alpha': 0.36155628134841045, 'reg_lambda': 2.2868884391314075}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:44,827] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.03696802907551242, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.937545134054697, 'colsample_bytree': 0.8848627580882257, 'gamma': 1.6807864868067386, 'reg_alpha': 0.09235739817525224, 'reg_lambda': 2.0993129063744944}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,065] Trial 50 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 142, 'learning_rate': 0.12313409618539806, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7246890935041547, 'colsample_bytree': 0.8321733446592726, 'gamma': 4.450313160903097, 'reg_alpha': 0.2372391974551975, 'reg_lambda': 2.481688652197677}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,206] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 154, 'learning_rate': 0.06413779553555746, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8712355740174318, 'colsample_bytree': 0.9203614811459679, 'gamma': 2.38040023402305, 'reg_alpha': 0.047346232372676655, 'reg_lambda': 2.9738291680051816}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,367] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.04856710556705597, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8987050322216205, 'colsample_bytree': 0.6022676027098597, 'gamma': 2.0268134510565226, 'reg_alpha': 0.1309568091507754, 'reg_lambda': 2.8341510548826108}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,743] Trial 53 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 197, 'learning_rate': 0.05272740672245803, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9184597769170109, 'colsample_bytree': 0.654160973577548, 'gamma': 1.9955262773581026, 'reg_alpha': 0.5350980619860256, 'reg_lambda': 2.6638768114840548}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:45,959] Trial 54 finished with value: 0.630952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.2965111838576481, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9585583306881077, 'colsample_bytree': 0.6048030677750009, 'gamma': 1.5092572796524388, 'reg_alpha': 0.9882999497300322, 'reg_lambda': 2.8487591582407763}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,134] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 208, 'learning_rate': 0.030477712439122197, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8379414400853518, 'colsample_bytree': 0.7940688551967893, 'gamma': 1.7819038774137461, 'reg_alpha': 0.18754767498774977, 'reg_lambda': 1.1617864591393632}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,265] Trial 56 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 116, 'learning_rate': 0.022757972791546822, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8586895445993334, 'colsample_bytree': 0.6931693874603838, 'gamma': 2.1368438080564136, 'reg_alpha': 0.25543006585159717, 'reg_lambda': 0.8479823400797994}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,465] Trial 57 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.04619738720105955, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9435323818594109, 'colsample_bytree': 0.8895152696286214, 'gamma': 2.687047244610124, 'reg_alpha': 0.1286985353048601, 'reg_lambda': 2.728286674594003}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,617] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.040355542502619045, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9047155681863462, 'colsample_bytree': 0.9041951482467642, 'gamma': 1.1938516333044127, 'reg_alpha': 0.3214241630148837, 'reg_lambda': 2.5929826233160473}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,785] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 178, 'learning_rate': 0.07518497527018851, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8731875551187525, 'colsample_bytree': 0.8443337207006022, 'gamma': 0.5682449666452853, 'reg_alpha': 0.05771593892860377, 'reg_lambda': 2.8366754870799875}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:46,912] Trial 60 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.0947347066889319, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7798897146905388, 'colsample_bytree': 0.8705242002630976, 'gamma': 0.9554392400682876, 'reg_alpha': 0.4118059980651406, 'reg_lambda': 2.8810851513566003}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,026] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 51, 'learning_rate': 0.1095845187190285, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7719130309875787, 'colsample_bytree': 0.8651995197379097, 'gamma': 0.2998703441766539, 'reg_alpha': 0.4649579719334306, 'reg_lambda': 2.846315586352495}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,134] Trial 62 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 36, 'learning_rate': 0.15197721786750096, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7673903770336855, 'colsample_bytree': 0.8660741003083781, 'gamma': 0.634691196080655, 'reg_alpha': 0.4338106217272454, 'reg_lambda': 2.486433591418419}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,348] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 56, 'learning_rate': 0.092336506283461, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.737249524826481, 'colsample_bytree': 0.8784109254697072, 'gamma': 0.3572260306877701, 'reg_alpha': 0.5010687345512438, 'reg_lambda': 2.859270337384954}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,472] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.10231072537303454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7821846902778021, 'colsample_bytree': 0.8358711637224183, 'gamma': 0.3148163895232976, 'reg_alpha': 0.6195583015639787, 'reg_lambda': 2.742243560870595}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,599] Trial 65 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 69, 'learning_rate': 0.11225379235998029, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7515702399306831, 'colsample_bytree': 0.8174884831568358, 'gamma': 0.19952001316703927, 'reg_alpha': 0.46743066913466624, 'reg_lambda': 2.392614956402562}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,688] Trial 66 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 36, 'learning_rate': 0.13526499146552456, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7094614778502641, 'colsample_bytree': 0.9357391505567637, 'gamma': 0.9332762535009632, 'reg_alpha': 0.5459933813360681, 'reg_lambda': 2.5318045311979427}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:47,868] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.09325630721853694, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7968891756943529, 'colsample_bytree': 0.6015368704715705, 'gamma': 0.8571012986404342, 'reg_alpha': 0.40251722670035256, 'reg_lambda': 1.8400442401682229}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,017] Trial 68 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 148, 'learning_rate': 0.13174977965127752, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7704984088867084, 'colsample_bytree': 0.9133300052869565, 'gamma': 0.1890526335479824, 'reg_alpha': 0.35188790854272245, 'reg_lambda': 2.887155059859368}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,134] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.18493631017970447, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6861896036693571, 'colsample_bytree': 0.8565613412050086, 'gamma': 1.1876229888511718, 'reg_alpha': 0.45765192227845114, 'reg_lambda': 2.7002461190627782}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,358] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.07102532501072825, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.804936924047293, 'colsample_bytree': 0.6234102780697559, 'gamma': 0.7534378890724643, 'reg_alpha': 0.6158373473181148, 'reg_lambda': 2.7804762686707365}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,485] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 104, 'learning_rate': 0.08616128266653983, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7842597903861149, 'colsample_bytree': 0.8735887752296326, 'gamma': 1.4454638589722906, 'reg_alpha': 0.20888231890472178, 'reg_lambda': 2.907047031388939}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,611] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.1075407007685978, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7892071292924615, 'colsample_bytree': 0.8937073815415477, 'gamma': 1.4381996376069042, 'reg_alpha': 0.40943341193237587, 'reg_lambda': 2.9070340589844643}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:48,930] Trial 73 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 95, 'learning_rate': 0.10951721657022911, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7468914552971853, 'colsample_bytree': 0.8923595950347943, 'gamma': 1.3826289094018571, 'reg_alpha': 0.3169181462389605, 'reg_lambda': 2.91791881582243}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,066] Trial 74 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 103, 'learning_rate': 0.08887313122077076, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7890518853974617, 'colsample_bytree': 0.8721039108106137, 'gamma': 1.0809924491902125, 'reg_alpha': 0.41068521545433256, 'reg_lambda': 2.799803529902396}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,283] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.07593572968802272, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7644280373898789, 'colsample_bytree': 0.7243507313187109, 'gamma': 1.5411024857160316, 'reg_alpha': 0.26449536602887336, 'reg_lambda': 2.9972301125203438}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,417] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.10380453652768828, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8167182674832925, 'colsample_bytree': 0.85759405436157, 'gamma': 1.2588910485469011, 'reg_alpha': 0.21324558493812523, 'reg_lambda': 2.617149003103134}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,665] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.15291700376650144, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7793832602742522, 'colsample_bytree': 0.9106293538677305, 'gamma': 0.69871505991972, 'reg_alpha': 0.7697117297272366, 'reg_lambda': 2.6772748728550853}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,807] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.056438856242921456, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8131939795014405, 'colsample_bytree': 0.7820916311811922, 'gamma': 0.8979560085811376, 'reg_alpha': 0.3747493237757213, 'reg_lambda': 2.8090334742190617}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:49,970] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.11270352605432653, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8308794137972422, 'colsample_bytree': 0.671339825117765, 'gamma': 1.950624826039144, 'reg_alpha': 0.4766706942542115, 'reg_lambda': 2.9395309368593847}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,205] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.08359219882297918, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.788548252022123, 'colsample_bytree': 0.8236732046536286, 'gamma': 1.6320020059195448, 'reg_alpha': 0.9373215921829499, 'reg_lambda': 2.8903951091773927}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,346] Trial 81 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 108, 'learning_rate': 0.07363786166307651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.772020619791889, 'colsample_bytree': 0.7245128073347286, 'gamma': 1.474194298878705, 'reg_alpha': 0.2893297111011348, 'reg_lambda': 2.9184172415629233}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,519] Trial 82 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 114, 'learning_rate': 0.047015469321713306, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7563844146778143, 'colsample_bytree': 0.7181612017051403, 'gamma': 1.1054487686872885, 'reg_alpha': 0.8363238848525124, 'reg_lambda': 2.993351986739497}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,761] Trial 83 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 134, 'learning_rate': 0.06677744113829864, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7386190375036614, 'colsample_bytree': 0.7500297393437426, 'gamma': 1.3132697627246905, 'reg_alpha': 0.18184697110223508, 'reg_lambda': 2.7527643183719888}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:50,900] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.07938932404193624, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7634320758357183, 'colsample_bytree': 0.762035252233763, 'gamma': 1.601430070235198, 'reg_alpha': 0.26060917130569605, 'reg_lambda': 2.9934468558773855}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,044] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.06029381285546094, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7204851485396034, 'colsample_bytree': 0.8007729781331968, 'gamma': 1.8480526088559972, 'reg_alpha': 0.10951381388851135, 'reg_lambda': 2.885580377309809}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,175] Trial 86 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.08737034210716288, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8052618541145478, 'colsample_bytree': 0.8745093337473917, 'gamma': 1.4375659555925362, 'reg_alpha': 0.1432770090644833, 'reg_lambda': 2.63830239733009}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,373] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.09933338860211019, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7938196781297879, 'colsample_bytree': 0.92824777840052, 'gamma': 3.058313685645521, 'reg_alpha': 0.346351457898943, 'reg_lambda': 2.835029309347255}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,526] Trial 88 finished with value: 0.726190476190476 and parameters: {'n_estimators': 125, 'learning_rate': 0.12467160190952088, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8502532655585978, 'colsample_bytree': 0.8406987048135794, 'gamma': 2.11406006062256, 'reg_alpha': 0.40110839761154654, 'reg_lambda': 2.5455247459124544}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,698] Trial 89 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 164, 'learning_rate': 0.05644626126338921, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8243937851089258, 'colsample_bytree': 0.7721885891274354, 'gamma': 2.4623495025761293, 'reg_alpha': 0.2247455010787948, 'reg_lambda': 2.171472167529539}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:51,818] Trial 90 finished with value: 0.693452380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.0733805427281821, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7826946924752602, 'colsample_bytree': 0.8945859715135168, 'gamma': 1.7042165509440554, 'reg_alpha': 0.7289595714457427, 'reg_lambda': 2.703877506385411}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,045] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.08519750169555779, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7906081628411176, 'colsample_bytree': 0.8192162189949173, 'gamma': 1.586086897621239, 'reg_alpha': 0.9012271770844555, 'reg_lambda': 2.9060382669288325}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,250] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.07878148368730123, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7475914565801903, 'colsample_bytree': 0.7424732345798861, 'gamma': 0.9732597525631907, 'reg_alpha': 0.9185419971712301, 'reg_lambda': 2.7811785572108843}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,448] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 178, 'learning_rate': 0.09591918535771855, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7722679046865026, 'colsample_bytree': 0.8325884891567863, 'gamma': 1.7862419781943453, 'reg_alpha': 0.8087103270911455, 'reg_lambda': 2.9328474216733644}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,798] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.11453243140024247, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7574356561265074, 'colsample_bytree': 0.8511438434271453, 'gamma': 2.3198629722317197, 'reg_alpha': 0.8015657838180951, 'reg_lambda': 2.940614582039015}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:52,966] Trial 95 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.14382454926688856, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7637384900084986, 'colsample_bytree': 0.8843496610582363, 'gamma': 1.7927377633263077, 'reg_alpha': 0.4281923988919521, 'reg_lambda': 2.8320608226707815}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,179] Trial 96 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 67, 'learning_rate': 0.17146676958640297, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7747195618748179, 'colsample_bytree': 0.8320317558562098, 'gamma': 1.999787332360091, 'reg_alpha': 0.7430353662090723, 'reg_lambda': 2.978468434236495}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,424] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.09789703871077252, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8842525878168908, 'colsample_bytree': 0.8659828584984703, 'gamma': 1.5084809456694575, 'reg_alpha': 0.6880543991765744, 'reg_lambda': 2.2988338676380438}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,638] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.0977298022413015, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8642777513005716, 'colsample_bytree': 0.8599334144183469, 'gamma': 0.5290723333208182, 'reg_alpha': 0.6921862570476789, 'reg_lambda': 2.4337986909132736}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,821] Trial 99 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 199, 'learning_rate': 0.04278666741440868, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8935835073906511, 'colsample_bytree': 0.8662228533726457, 'gamma': 1.1340210981549639, 'reg_alpha': 0.8326850367553315, 'reg_lambda': 2.3178874229528947}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:53,954] Trial 100 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 80, 'learning_rate': 0.10894984325426461, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8814772945538614, 'colsample_bytree': 0.9060660524793334, 'gamma': 2.2036108990891328, 'reg_alpha': 0.7888974263192604, 'reg_lambda': 2.5835408321353737}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,100] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.06503433829345905, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9046067122047422, 'colsample_bytree': 0.8043371697483459, 'gamma': 1.5059566591214992, 'reg_alpha': 0.674087405459878, 'reg_lambda': 2.7281662948573815}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,355] Trial 102 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 93, 'learning_rate': 0.049015641033287226, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9145748054690941, 'colsample_bytree': 0.8458693595375005, 'gamma': 1.354288971484582, 'reg_alpha': 0.8581624100222286, 'reg_lambda': 2.867362870560841}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,529] Trial 103 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 102, 'learning_rate': 0.09415771524925558, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8150873623710997, 'colsample_bytree': 0.8814957380689951, 'gamma': 1.267896443755746, 'reg_alpha': 0.7561622043780327, 'reg_lambda': 2.779893154802575}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,672] Trial 104 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 135, 'learning_rate': 0.12595329276929745, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.88603408365464, 'colsample_bytree': 0.7910106247143788, 'gamma': 3.2390953449063415, 'reg_alpha': 0.2937645173750645, 'reg_lambda': 2.3784591332288705}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:54,804] Trial 105 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 73, 'learning_rate': 0.1046453421229563, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9666283569118919, 'colsample_bytree': 0.8983233481299377, 'gamma': 1.9101260589530602, 'reg_alpha': 0.06503558479948755, 'reg_lambda': 2.9995359452660004}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,092] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.11898823821811638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7827273709829953, 'colsample_bytree': 0.6889651948413582, 'gamma': 1.7047540634380192, 'reg_alpha': 0.5558540944850983, 'reg_lambda': 2.251261114773376}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,237] Trial 107 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.09006230022872784, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7972559527190788, 'colsample_bytree': 0.8402706522204196, 'gamma': 1.5294033961251519, 'reg_alpha': 0.5183718743231205, 'reg_lambda': 2.9126996246769306}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,394] Trial 108 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 154, 'learning_rate': 0.06901524388878279, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9859430106086141, 'colsample_bytree': 0.8648333011040534, 'gamma': 2.05482985411877, 'reg_alpha': 0.49018358350308666, 'reg_lambda': 2.649296887783721}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,527] Trial 109 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 96, 'learning_rate': 0.053302406272482665, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9264613376372074, 'colsample_bytree': 0.6337238493512115, 'gamma': 2.601483332223565, 'reg_alpha': 0.3301870280372089, 'reg_lambda': 2.454097653023227}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,798] Trial 110 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 189, 'learning_rate': 0.0772812453468583, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7648242200588314, 'colsample_bytree': 0.8517828236483114, 'gamma': 1.0188187097086396, 'reg_alpha': 0.44781872722466476, 'reg_lambda': 2.8589971737773707}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:55,957] Trial 111 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.08380001779275473, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7884278178862595, 'colsample_bytree': 0.8912283677428358, 'gamma': 1.62951514557989, 'reg_alpha': 0.9440252967480365, 'reg_lambda': 2.9336919250932647}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,113] Trial 112 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 178, 'learning_rate': 0.09613209344720665, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8036213420846453, 'colsample_bytree': 0.876507524321192, 'gamma': 1.6497962236980936, 'reg_alpha': 0.9999994037069678, 'reg_lambda': 2.073972869308327}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,314] Trial 113 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.14169648253789727, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.740930640587409, 'colsample_bytree': 0.8261063771480327, 'gamma': 1.8069933900281403, 'reg_alpha': 0.8832513122042507, 'reg_lambda': 2.8722494084330426}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,470] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 174, 'learning_rate': 0.08323712572503013, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7794103305424607, 'colsample_bytree': 0.8206580474425522, 'gamma': 1.331086754607798, 'reg_alpha': 0.9552331726529387, 'reg_lambda': 2.7965847501709464}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,636] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.06303531147083628, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8999643740300748, 'colsample_bytree': 0.8292731381360365, 'gamma': 1.2057185420711358, 'reg_alpha': 0.809682623365841, 'reg_lambda': 2.7153776504789464}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:56,798] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.05988642328800164, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.938679074981483, 'colsample_bytree': 0.835761566836722, 'gamma': 1.1898827554457463, 'reg_alpha': 0.810263916197518, 'reg_lambda': 2.684229748246642}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,111] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.03749603154996914, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9402933103440382, 'colsample_bytree': 0.8102469774259768, 'gamma': 1.1810870299957688, 'reg_alpha': 0.8201978783009772, 'reg_lambda': 2.57602974229052}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,284] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.037091617012595786, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9421438593833741, 'colsample_bytree': 0.8138581803693318, 'gamma': 0.8562594913735644, 'reg_alpha': 0.796107761062977, 'reg_lambda': 2.552468539708242}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,459] Trial 119 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.030335122706038546, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9423243083708144, 'colsample_bytree': 0.8105469989616813, 'gamma': 0.8497788470496875, 'reg_alpha': 0.8025621970843355, 'reg_lambda': 2.572434613077138}. Best is trial 13 with value: 0.7440476190476191.
[I 2025-11-03 19:32:57,756] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.03815897680647132, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9338844714028459, 'colsample_bytree': 0.7842502004830786, 'gamma': 0.668571985500114, 'reg_alpha': 0.8146198266897561, 'reg_lambda': 2.7063179564021884}. Best is trial 120 with value: 0.75.
[I 2025-11-03 19:32:57,954] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.03719313819912281, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.950055582889339, 'colsample_bytree': 0.7858967553346449, 'gamma': 0.6882372420057793, 'reg_alpha': 0.8160956352563129, 'reg_lambda': 2.624721124674771}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,152] Trial 122 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.03555516429717413, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9343285435890103, 'colsample_bytree': 0.7892586834044393, 'gamma': 0.6327125118164598, 'reg_alpha': 0.8572182079289956, 'reg_lambda': 2.481802667552961}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,355] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.03884725924853342, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9597376196277415, 'colsample_bytree': 0.7831120483551711, 'gamma': 0.666381152259355, 'reg_alpha': 0.8570863186434935, 'reg_lambda': 2.495426262980231}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,551] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.03472710308052342, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9501290824214004, 'colsample_bytree': 0.7861031738400761, 'gamma': 0.6913062750593096, 'reg_alpha': 0.8561866590431622, 'reg_lambda': 2.5023694167332384}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:58,826] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 241, 'learning_rate': 0.036996406479591355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9242635479984632, 'colsample_bytree': 0.7731594933031785, 'gamma': 0.42158860143728816, 'reg_alpha': 0.8089017297844231, 'reg_lambda': 2.6206118246532064}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,025] Trial 126 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.03649454289740878, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9304485971993031, 'colsample_bytree': 0.7742891051257004, 'gamma': 0.45323706085773086, 'reg_alpha': 0.7878944813415645, 'reg_lambda': 2.602498978480819}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,215] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.04076221718718359, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9576881614894363, 'colsample_bytree': 0.7987902345465663, 'gamma': 0.6142920040457638, 'reg_alpha': 0.8797482963956678, 'reg_lambda': 2.337207435373964}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,565] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.030853730830280666, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9216839384614153, 'colsample_bytree': 0.7693236040447667, 'gamma': 0.8069722904611565, 'reg_alpha': 0.8425204466026046, 'reg_lambda': 2.52839027185649}. Best is trial 121 with value: 0.755952380952381.
[I 2025-11-03 19:32:59,767] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.037520577920660776, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9380669347539199, 'colsample_bytree': 0.7874554956313569, 'gamma': 0.4642422373636374, 'reg_alpha': 0.8241830020210379, 'reg_lambda': 2.654679892990509}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:32:59,973] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.03781576178592014, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9376907751249669, 'colsample_bytree': 0.7612086458041003, 'gamma': 0.20027020563196918, 'reg_alpha': 0.8168019054194672, 'reg_lambda': 2.6555399582345243}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:33:00,184] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.03779267717251447, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9388473846793258, 'colsample_bytree': 0.7615777794791218, 'gamma': 0.16173078767604332, 'reg_alpha': 0.7849176775183806, 'reg_lambda': 2.647239587247247}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:33:00,465] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.02735761299572258, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9335110794799342, 'colsample_bytree': 0.7850847163006849, 'gamma': 0.3795683210675235, 'reg_alpha': 0.8188693751282994, 'reg_lambda': 2.7121193912506216}. Best is trial 129 with value: 0.7619047619047619.
[I 2025-11-03 19:33:00,657] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.027195026325831435, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9646791899440104, 'colsample_bytree': 0.7875430464831403, 'gamma': 0.42489238568601695, 'reg_alpha': 0.7144848022506313, 'reg_lambda': 2.7000142791225485}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:00,847] Trial 134 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 235, 'learning_rate': 0.024744068074423097, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9649919396330219, 'colsample_bytree': 0.7878144392640275, 'gamma': 0.5842816207239824, 'reg_alpha': 0.7436124987884111, 'reg_lambda': 2.72159460765285}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,110] Trial 135 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.021917094993676427, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9507634350824756, 'colsample_bytree': 0.7937959577335241, 'gamma': 0.7439307355204692, 'reg_alpha': 0.7214706239750788, 'reg_lambda': 2.5625618276547613}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,318] Trial 136 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.02810015974759865, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.945399261280232, 'colsample_bytree': 0.7975935246711734, 'gamma': 0.6879018431389254, 'reg_alpha': 0.7175088983645648, 'reg_lambda': 2.5553011495523816}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,548] Trial 137 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.02147727753307968, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9486001163739295, 'colsample_bytree': 0.7992296808685754, 'gamma': 0.752533105233213, 'reg_alpha': 0.7202092809618272, 'reg_lambda': 2.5524983615493966}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:01,863] Trial 138 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.027474993623800598, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9114616669318105, 'colsample_bytree': 0.8073314031821993, 'gamma': 0.4845254268355188, 'reg_alpha': 0.7670036974718911, 'reg_lambda': 2.4127803605117304}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,067] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.027635903649632792, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9163229159038562, 'colsample_bytree': 0.8077550656030985, 'gamma': 0.3295327139150641, 'reg_alpha': 0.6669941676451213, 'reg_lambda': 2.386178330374232}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,259] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.018880842823862657, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9853158588634625, 'colsample_bytree': 0.7932436676057699, 'gamma': 0.4515035949808509, 'reg_alpha': 0.763633264502583, 'reg_lambda': 2.4107601367755653}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,457] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.031618068025529064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.932487955796044, 'colsample_bytree': 0.7802356860997582, 'gamma': 0.06765536260069444, 'reg_alpha': 0.7058515914863793, 'reg_lambda': 2.6838882386816976}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,760] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.03149767465305432, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9327442471043177, 'colsample_bytree': 0.7938021172093385, 'gamma': 0.01065610927626004, 'reg_alpha': 0.709845534104181, 'reg_lambda': 2.565829868639019}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:02,953] Trial 143 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 212, 'learning_rate': 0.031238945970208175, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9295954050497979, 'colsample_bytree': 0.7803552988423079, 'gamma': 0.013742566290745682, 'reg_alpha': 0.7067177359504664, 'reg_lambda': 2.4631044583009176}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,153] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.028655047288054115, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9522851840255615, 'colsample_bytree': 0.7948757298213045, 'gamma': 0.12976048164656967, 'reg_alpha': 0.6538512740215113, 'reg_lambda': 2.5797555654376176}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,365] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.028594157517503417, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9502729515996896, 'colsample_bytree': 0.793600845082543, 'gamma': 0.07200543045809979, 'reg_alpha': 0.6501634513322537, 'reg_lambda': 2.5648370934636486}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,672] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.024186447302389422, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9533994415893567, 'colsample_bytree': 0.7942895617006028, 'gamma': 0.13221823118821632, 'reg_alpha': 0.6521467666254808, 'reg_lambda': 2.5704359688877365}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:03,854] Trial 147 finished with value: 0.761904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.029843079023879726, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9676692303109785, 'colsample_bytree': 0.7790187417258941, 'gamma': 0.0946382876382154, 'reg_alpha': 0.7357094051971736, 'reg_lambda': 2.5393254102235185}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,045] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.03322876554679899, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9696943407043136, 'colsample_bytree': 0.7772662418505628, 'gamma': 0.09681047155605527, 'reg_alpha': 0.6261073137339017, 'reg_lambda': 2.5998598288610233}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,347] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.029474452044202064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9770817303476573, 'colsample_bytree': 0.7500840143530694, 'gamma': 0.25184450561486127, 'reg_alpha': 0.7310457010763414, 'reg_lambda': 2.529287960155081}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,539] Trial 150 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.02948552427915338, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9959932660238677, 'colsample_bytree': 0.7492242191839775, 'gamma': 0.2646774316831282, 'reg_alpha': 0.7322008923270348, 'reg_lambda': 2.4860399344183826}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:04,731] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.032591988303286475, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9454751189220771, 'colsample_bytree': 0.7997050585667964, 'gamma': 0.006788892004604599, 'reg_alpha': 0.7038103402343424, 'reg_lambda': 2.54055673158242}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,029] Trial 152 finished with value: 0.755952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.03485173592887652, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9785436178502062, 'colsample_bytree': 0.7673849175742937, 'gamma': 0.2539610385805044, 'reg_alpha': 0.5932699208366577, 'reg_lambda': 2.628005358952612}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,219] Trial 153 finished with value: 0.761904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.029006836654512532, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9775592707556878, 'colsample_bytree': 0.7660567801614254, 'gamma': 0.2305544482191933, 'reg_alpha': 0.5896326706034324, 'reg_lambda': 2.6390618454571233}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,416] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.025437012148732247, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9819348263589129, 'colsample_bytree': 0.767263849693515, 'gamma': 0.23234326515765416, 'reg_alpha': 0.5998207153181494, 'reg_lambda': 2.620359265204546}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,679] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 228, 'learning_rate': 0.028821716339813914, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9791137740895176, 'colsample_bytree': 0.7552585895006473, 'gamma': 0.09331989026399483, 'reg_alpha': 0.6599529238792309, 'reg_lambda': 2.672191371502808}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:05,883] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.02174997304945402, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9632867329151883, 'colsample_bytree': 0.7408493195266638, 'gamma': 0.3230114194261556, 'reg_alpha': 0.638151641168156, 'reg_lambda': 2.459870571616135}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,070] Trial 157 finished with value: 0.755952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.022562800181923068, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9623947406182974, 'colsample_bytree': 0.7461060137347947, 'gamma': 0.29722445605106446, 'reg_alpha': 0.6419759198003403, 'reg_lambda': 2.511647164514038}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,246] Trial 158 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.021677748919647046, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9605184173912169, 'colsample_bytree': 0.7423976128984556, 'gamma': 0.36864349400454755, 'reg_alpha': 0.5738417252862604, 'reg_lambda': 2.4684283120463504}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,534] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.01656510063212251, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9682658202483375, 'colsample_bytree': 0.7313182349292648, 'gamma': 0.09380504816813381, 'reg_alpha': 0.5983600214153789, 'reg_lambda': 2.627378017759752}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:06,881] Trial 160 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 245, 'learning_rate': 0.0237932789189764, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9539856597267362, 'colsample_bytree': 0.7660723948904004, 'gamma': 0.5383456904002968, 'reg_alpha': 0.6807538045769979, 'reg_lambda': 2.6760168635314567}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,072] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.02004284179605458, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9921419501911705, 'colsample_bytree': 0.7362727461913553, 'gamma': 0.309651781383172, 'reg_alpha': 0.6452159890275485, 'reg_lambda': 2.505967367085765}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,307] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.026000233443153636, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9773077444483924, 'colsample_bytree': 0.7798954009085651, 'gamma': 0.27863272335923284, 'reg_alpha': 0.6363461858527002, 'reg_lambda': 2.5407680038406824}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,500] Trial 163 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.026739025927993265, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9638249812982728, 'colsample_bytree': 0.7793657441039633, 'gamma': 0.13267186905582176, 'reg_alpha': 0.6417062115776458, 'reg_lambda': 2.587456063747623}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:07,850] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 245, 'learning_rate': 0.03453671609848564, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9735690530165517, 'colsample_bytree': 0.789248792739512, 'gamma': 0.23330581595814964, 'reg_alpha': 0.603179328033594, 'reg_lambda': 2.4420269644896386}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,054] Trial 165 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 216, 'learning_rate': 0.0344280331792465, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9717995880774637, 'colsample_bytree': 0.7890472443905575, 'gamma': 0.25172024004514065, 'reg_alpha': 0.5965312104858121, 'reg_lambda': 2.4452552300343826}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,259] Trial 166 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.03191555504007305, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9916628353732265, 'colsample_bytree': 0.7718996636929389, 'gamma': 0.3973665887357741, 'reg_alpha': 0.6158987954848769, 'reg_lambda': 2.755901311276418}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,552] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.02164893211570823, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9758772036067528, 'colsample_bytree': 0.7559213846125352, 'gamma': 0.47005890092840824, 'reg_alpha': 0.6951797257131042, 'reg_lambda': 2.3641396904335785}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,748] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.02322732051933942, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9593653623782616, 'colsample_bytree': 0.7802820775224951, 'gamma': 0.007114044216312176, 'reg_alpha': 0.6294546876043645, 'reg_lambda': 2.510927315969945}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:08,938] Trial 169 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 244, 'learning_rate': 0.04225343556508088, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.624963860560427, 'colsample_bytree': 0.7873174439898011, 'gamma': 0.5732472298802106, 'reg_alpha': 0.7137306590485168, 'reg_lambda': 2.4256927145257374}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:09,209] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.02574691559561174, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9484162246964856, 'colsample_bytree': 0.7644458357163285, 'gamma': 0.3153967511993681, 'reg_alpha': 0.6765251846590188, 'reg_lambda': 2.632050402944543}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:09,391] Trial 171 finished with value: 0.755952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.02638642963062465, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9466095783924272, 'colsample_bytree': 0.759611832985301, 'gamma': 0.3238616588765566, 'reg_alpha': 0.6761786919485444, 'reg_lambda': 2.641153218840586}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:09,574] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.025252761026510907, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9670668364429582, 'colsample_bytree': 0.7619124274862031, 'gamma': 0.32307548676124775, 'reg_alpha': 0.6755947889624798, 'reg_lambda': 2.665764388060188}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:10,574] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.02476748987783267, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9667132761587535, 'colsample_bytree': 0.7624394976995952, 'gamma': 0.30018293670803825, 'reg_alpha': 0.6739624230328859, 'reg_lambda': 2.636055191600073}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:10,759] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.022533148431044925, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9504169925431919, 'colsample_bytree': 0.770277442851834, 'gamma': 0.2106460609135292, 'reg_alpha': 0.5661583854410973, 'reg_lambda': 2.6640397097274984}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:10,961] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.026065762336808726, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9831687572661069, 'colsample_bytree': 0.7386742800444733, 'gamma': 0.39310167013101205, 'reg_alpha': 0.6857110153648137, 'reg_lambda': 2.6229566579523933}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:11,365] Trial 176 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.018895993897907484, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.999619930565699, 'colsample_bytree': 0.7480298206686062, 'gamma': 0.31466533610189346, 'reg_alpha': 0.5873098165124959, 'reg_lambda': 2.738956021210237}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:11,573] Trial 177 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.026095899177632127, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.973344733511833, 'colsample_bytree': 0.7580223240376348, 'gamma': 0.49249437338637814, 'reg_alpha': 0.636400202597354, 'reg_lambda': 1.4915358501974791}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:11,833] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.020802718919472222, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9596900356505637, 'colsample_bytree': 0.7155713338264769, 'gamma': 0.19798689891756233, 'reg_alpha': 0.6652832723650152, 'reg_lambda': 2.509288577748141}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,174] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.034062581686457954, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9465779756650876, 'colsample_bytree': 0.7728694452696093, 'gamma': 0.37829334175007295, 'reg_alpha': 0.6129390759302085, 'reg_lambda': 2.4640427871634984}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,406] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.028426407279412886, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9658639815256702, 'colsample_bytree': 0.7660576311476183, 'gamma': 0.262311114458797, 'reg_alpha': 0.6504140378534488, 'reg_lambda': 2.6632575854291836}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,595] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.022325159605100495, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9513959541062039, 'colsample_bytree': 0.7748742972289715, 'gamma': 0.1676679222336654, 'reg_alpha': 0.5535113824114075, 'reg_lambda': 2.65727289637596}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:12,899] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.02399291782610404, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9500294298416171, 'colsample_bytree': 0.7688164269038763, 'gamma': 0.22324644913158137, 'reg_alpha': 0.5252084978120467, 'reg_lambda': 2.594468715032325}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,081] Trial 183 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.026459903386454257, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9573287481319468, 'colsample_bytree': 0.7573876220117124, 'gamma': 3.9934190406846546, 'reg_alpha': 0.573952830795099, 'reg_lambda': 2.5470419393117827}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,267] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.022840259809511227, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9709804291236591, 'colsample_bytree': 0.778908511890134, 'gamma': 0.5579571817929848, 'reg_alpha': 0.6199203167144021, 'reg_lambda': 2.686852038229507}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,581] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.030112129432573645, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9889088523828378, 'colsample_bytree': 0.8033604215842316, 'gamma': 0.42840684986671995, 'reg_alpha': 0.6969621479071314, 'reg_lambda': 0.5411314604395265}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:13,780] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.01692105757964185, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9441776630448115, 'colsample_bytree': 0.7892233022826284, 'gamma': 0.12416284772886739, 'reg_alpha': 0.6695806297756646, 'reg_lambda': 2.757310151251081}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:14,023] Trial 187 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 246, 'learning_rate': 0.02508338707676825, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9787603324244911, 'colsample_bytree': 0.7471771192018287, 'gamma': 0.3332215675821101, 'reg_alpha': 0.6051650879937716, 'reg_lambda': 2.613271485445928}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:14,363] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.020355758755796892, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9626798320067095, 'colsample_bytree': 0.7632871715674299, 'gamma': 0.6260417374152857, 'reg_alpha': 0.7494409748395896, 'reg_lambda': 2.547281413016289}. Best is trial 133 with value: 0.761904761904762.
[I 2025-11-03 19:33:14,604] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.03439386107065618, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9543776662633082, 'colsample_bytree': 0.7806474832613368, 'gamma': 0.4957921975742755, 'reg_alpha': 0.6339241994516125, 'reg_lambda': 2.693365187017971}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:14,796] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.03251656192054525, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9550985944591538, 'colsample_bytree': 0.7820442764173622, 'gamma': 0.5222169352950091, 'reg_alpha': 0.6382286412447413, 'reg_lambda': 2.7043801617358527}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:14,988] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.03508754696455338, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9562763823989034, 'colsample_bytree': 0.8013511245125495, 'gamma': 0.7304710750044039, 'reg_alpha': 0.6367538925239723, 'reg_lambda': 2.714194496895277}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,347] Trial 192 finished with value: 0.761904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.028259431726785147, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9736387706730176, 'colsample_bytree': 0.7842988747846589, 'gamma': 0.5060797520505892, 'reg_alpha': 0.6889236907428251, 'reg_lambda': 2.5989136906104857}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,545] Trial 193 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.032521609194464195, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9444490344393003, 'colsample_bytree': 0.78345815123007, 'gamma': 0.5273447476658943, 'reg_alpha': 0.7313567420054402, 'reg_lambda': 2.593819202237336}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,743] Trial 194 finished with value: 0.755952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.029627387195364546, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9742100340285961, 'colsample_bytree': 0.7940067989955581, 'gamma': 0.46568818165186, 'reg_alpha': 0.698724030494556, 'reg_lambda': 2.490848544644388}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:15,945] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.02780818973961201, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.981869858142883, 'colsample_bytree': 0.7756069168174753, 'gamma': 0.6451270735264645, 'reg_alpha': 0.649430228169628, 'reg_lambda': 1.4093487480856424}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,219] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.033184134971429795, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.955581586681157, 'colsample_bytree': 0.7830201683618351, 'gamma': 0.5514981607786592, 'reg_alpha': 0.7161890959428636, 'reg_lambda': 2.766924834576727}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,405] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.03553825703799952, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9368966344418408, 'colsample_bytree': 0.7929224292221716, 'gamma': 0.39468492284995565, 'reg_alpha': 0.6639572513198823, 'reg_lambda': 2.5593344458828398}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,641] Trial 198 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 235, 'learning_rate': 0.034644069940036736, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9258205457940875, 'colsample_bytree': 0.7966829720519669, 'gamma': 0.7519455724514907, 'reg_alpha': 0.6334971556427498, 'reg_lambda': 1.9419831894555029}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,822] Trial 199 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.04016785729160176, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9378721024754919, 'colsample_bytree': 0.7885811097140247, 'gamma': 0.4810266675773772, 'reg_alpha': 0.6574738860736102, 'reg_lambda': 2.521810061832419}. Best is trial 189 with value: 0.7678571428571429.
[I 2025-11-03 19:33:16,825] A new study created in memory with name: no-name-b784a987-d31e-455f-a8a4-9f372ceeafb3
[I 2025-11-03 19:33:17,128] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.12656770537939202, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7821511714114633, 'colsample_bytree': 0.8543869545934397, 'gamma': 2.887347107495205, 'reg_alpha': 0.4748123825215056, 'reg_lambda': 0.615664524632034}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:33:17,244] Trial 1 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 44, 'learning_rate': 0.09870666367772742, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8295232095960934, 'colsample_bytree': 0.7075842824508558, 'gamma': 0.08173089621025531, 'reg_alpha': 0.8434798223108138, 'reg_lambda': 2.2486815585537725}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,398] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.17406014945308476, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9859089877943874, 'colsample_bytree': 0.7213614481219235, 'gamma': 4.056002578194792, 'reg_alpha': 0.8697836024269042, 'reg_lambda': 1.6733099871096764}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,641] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.29739214403457376, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.8005393129406264, 'colsample_bytree': 0.8428113663431265, 'gamma': 4.895516598757145, 'reg_alpha': 0.2896614645412413, 'reg_lambda': 1.916599197679865}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,826] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.021523035582208153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9476544201006317, 'colsample_bytree': 0.673222841656286, 'gamma': 1.5424090084351116, 'reg_alpha': 0.475055362494446, 'reg_lambda': 2.935078151531101}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:17,967] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 111, 'learning_rate': 0.13520493567180872, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.931038238287844, 'colsample_bytree': 0.9488494552144484, 'gamma': 1.2557882135424832, 'reg_alpha': 0.9035710125106654, 'reg_lambda': 2.4900235527909973}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,302] Trial 6 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 188, 'learning_rate': 0.10511878506200945, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6808965084416535, 'colsample_bytree': 0.6476400230706167, 'gamma': 3.4277254757346185, 'reg_alpha': 0.42189389579293124, 'reg_lambda': 1.7831141713923369}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,463] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.03300512173221556, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8322454785187442, 'colsample_bytree': 0.9153531595282393, 'gamma': 3.1294788419013377, 'reg_alpha': 0.8390403085677929, 'reg_lambda': 0.5609101439891491}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,626] Trial 8 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 179, 'learning_rate': 0.19775314520828954, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7162566626250422, 'colsample_bytree': 0.7244666985331145, 'gamma': 3.5141084215444613, 'reg_alpha': 0.15888742810497247, 'reg_lambda': 0.9461029850356113}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,780] Trial 9 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 173, 'learning_rate': 0.011198151198056666, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6329037705574423, 'colsample_bytree': 0.9559518533308945, 'gamma': 1.548565251557073, 'reg_alpha': 0.7550678345495893, 'reg_lambda': 1.129675769436258}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:18,913] Trial 10 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 28, 'learning_rate': 0.04884220611800014, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.885825610498543, 'colsample_bytree': 0.6074154658305905, 'gamma': 0.11725380410574397, 'reg_alpha': 0.6922047259862556, 'reg_lambda': 2.368281982980292}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:19,053] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.019937743687275935, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8943175163455209, 'colsample_bytree': 0.7215923645216007, 'gamma': 0.055961743792248164, 'reg_alpha': 0.6159559195922552, 'reg_lambda': 2.977318318018906}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:33:19,115] Trial 12 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.06572556050933007, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9907191024353198, 'colsample_bytree': 0.6729127600907998, 'gamma': 1.4969615377916061, 'reg_alpha': 0.9895122436435156, 'reg_lambda': 2.8867867437346875}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,278] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.06399942536378218, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.741425381980869, 'colsample_bytree': 0.7704891305042543, 'gamma': 0.8024441304268269, 'reg_alpha': 0.9374912937407682, 'reg_lambda': 2.4670081453463677}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,426] Trial 14 finished with value: 0.636904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.06985945019113585, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9959514818902818, 'colsample_bytree': 0.7842634416424299, 'gamma': 2.2810940070772037, 'reg_alpha': 0.9827371467197998, 'reg_lambda': 2.1799581477513894}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,592] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.07906900565860898, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8534932722581646, 'colsample_bytree': 0.6714899181062052, 'gamma': 2.152430005523738, 'reg_alpha': 0.6356470687577983, 'reg_lambda': 2.711313138466753}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:19,815] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 47, 'learning_rate': 0.04235194769135064, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9287689157646963, 'colsample_bytree': 0.6085294919728619, 'gamma': 0.7242500292495733, 'reg_alpha': 0.7840085815277259, 'reg_lambda': 2.053759121092235}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,022] Trial 17 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 99, 'learning_rate': 0.08523678255449416, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6071113206288787, 'colsample_bytree': 0.7441681750838595, 'gamma': 0.7943779934113709, 'reg_alpha': 0.0030671072445477288, 'reg_lambda': 1.3799707697743935}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,158] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.02527106770044268, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.767776456388938, 'colsample_bytree': 0.8215978022241879, 'gamma': 1.9291032472412957, 'reg_alpha': 0.5836464585992135, 'reg_lambda': 2.6968679044776946}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,270] Trial 19 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.04466902985881331, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8318309062910262, 'colsample_bytree': 0.6860444749382302, 'gamma': 0.5344592747374122, 'reg_alpha': 0.9768657146233846, 'reg_lambda': 1.5536386055627547}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,436] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 91, 'learning_rate': 0.2276040877942786, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8797052252483182, 'colsample_bytree': 0.6435356222800782, 'gamma': 1.2330304254959126, 'reg_alpha': 0.7600842551109752, 'reg_lambda': 2.2810933158790796}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,548] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.09362662930878593, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8355035747688243, 'colsample_bytree': 0.6735431911366104, 'gamma': 2.192962572222626, 'reg_alpha': 0.6489830955004782, 'reg_lambda': 2.740307352412874}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,670] Trial 22 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.11249303200232022, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8106824386565726, 'colsample_bytree': 0.6992729344652694, 'gamma': 2.593991999376131, 'reg_alpha': 0.8348090670028734, 'reg_lambda': 2.701457351987135}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,836] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.09377243741100791, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9580556656220378, 'colsample_bytree': 0.6379824261627403, 'gamma': 1.8634267736720085, 'reg_alpha': 0.6993280791111853, 'reg_lambda': 2.6038121165814703}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:20,959] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 64, 'learning_rate': 0.054747355528976346, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6974593244938696, 'colsample_bytree': 0.7601316176789125, 'gamma': 2.494656942704667, 'reg_alpha': 0.9944068269554515, 'reg_lambda': 2.998662096454038}. Best is trial 12 with value: 0.7529761904761905.
[I 2025-11-03 19:33:21,097] Trial 25 finished with value: 0.755952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.15180498192319614, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9005475233726163, 'colsample_bytree': 0.7016584560107458, 'gamma': 1.1944345284568878, 'reg_alpha': 0.5445016740105437, 'reg_lambda': 2.1065327969302925}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:21,405] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.16049781642977268, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9099492746181291, 'colsample_bytree': 0.8017215859771848, 'gamma': 1.214945832157365, 'reg_alpha': 0.36095746235290926, 'reg_lambda': 2.824720451299879}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:21,549] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.2785221807021224, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9651279248851514, 'colsample_bytree': 0.9973330814530408, 'gamma': 1.7046230457056175, 'reg_alpha': 0.5625001294253205, 'reg_lambda': 2.4064301818058818}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:21,771] Trial 28 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 156, 'learning_rate': 0.1479168363303813, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8617658465842466, 'colsample_bytree': 0.6634539514931652, 'gamma': 1.1064903932146037, 'reg_alpha': 0.28173197763237046, 'reg_lambda': 1.915698752795897}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,040] Trial 29 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 223, 'learning_rate': 0.1289990920071163, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7719167339309996, 'colsample_bytree': 0.8892738303817331, 'gamma': 2.951929830863507, 'reg_alpha': 0.5210057682381373, 'reg_lambda': 2.1092744625629027}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,177] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.06330456646538193, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9064676585378869, 'colsample_bytree': 0.6207847503857853, 'gamma': 2.5384375345704333, 'reg_alpha': 0.4471001031332318, 'reg_lambda': 2.550598007238913}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,282] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.10103828202139464, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8334522735501756, 'colsample_bytree': 0.6978414083821304, 'gamma': 0.43860047022441573, 'reg_alpha': 0.6889727877343561, 'reg_lambda': 2.2617999652110656}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,392] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.20241816391767828, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8592508683639904, 'colsample_bytree': 0.7369821235859965, 'gamma': 0.4235520053788846, 'reg_alpha': 0.8834460823239249, 'reg_lambda': 2.793937277451602}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,630] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.1196248323178428, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7865765444528287, 'colsample_bytree': 0.7038212951430797, 'gamma': 2.1846305564365474, 'reg_alpha': 0.7914513377319606, 'reg_lambda': 1.9757607306495566}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,751] Trial 34 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.07755201926376304, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9786885395582469, 'colsample_bytree': 0.6565420804574003, 'gamma': 4.821441677634408, 'reg_alpha': 0.5270201833462005, 'reg_lambda': 1.6325026765065622}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:22,864] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.0364600044844998, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.928342858961923, 'colsample_bytree': 0.7517111424603834, 'gamma': 1.4722434429906053, 'reg_alpha': 0.9287088088460437, 'reg_lambda': 2.816214052937632}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,047] Trial 36 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 65, 'learning_rate': 0.16171881239392624, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8116527781586557, 'colsample_bytree': 0.685714331586641, 'gamma': 1.034370115908349, 'reg_alpha': 0.6417353398940765, 'reg_lambda': 1.7598928160711675}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,152] Trial 37 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.09932120100879753, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7553704001507119, 'colsample_bytree': 0.6298193961543331, 'gamma': 1.8565607074991228, 'reg_alpha': 0.8340360572398366, 'reg_lambda': 2.285148092615349}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,330] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.056534141145084385, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9415359987941888, 'colsample_bytree': 0.7081466164911142, 'gamma': 1.423942801761767, 'reg_alpha': 0.3916642744751503, 'reg_lambda': 2.581126589961797}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,549] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.13294855784316825, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8342596707357552, 'colsample_bytree': 0.8589556035261272, 'gamma': 3.367505218306499, 'reg_alpha': 0.8774973615233692, 'reg_lambda': 2.888018074423625}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,696] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 157, 'learning_rate': 0.08706635018889518, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7981209917592587, 'colsample_bytree': 0.7284927286570402, 'gamma': 3.874746105087552, 'reg_alpha': 0.4832886038507138, 'reg_lambda': 1.8633879863128004}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:23,826] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.07489994408558084, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8617519502836735, 'colsample_bytree': 0.6727956255338086, 'gamma': 2.1269933890130788, 'reg_alpha': 0.6362379382096587, 'reg_lambda': 2.699703710223523}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,008] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.11411311563817272, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8507929720948348, 'colsample_bytree': 0.6754113083290574, 'gamma': 2.822659744000801, 'reg_alpha': 0.7221600328291262, 'reg_lambda': 0.7630570116238591}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,134] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.187845553130782, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.877313384555322, 'colsample_bytree': 0.6543206133059808, 'gamma': 2.759008307397144, 'reg_alpha': 0.7176592692555874, 'reg_lambda': 0.6847075260454835}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,235] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.11126830576919083, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9074847655032084, 'colsample_bytree': 0.6834380115396056, 'gamma': 2.967992615144752, 'reg_alpha': 0.8219684254567281, 'reg_lambda': 1.2299015510180455}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,381] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.1352524551390891, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8435475173410791, 'colsample_bytree': 0.7159293301395695, 'gamma': 0.24543844277457552, 'reg_alpha': 0.7427684411814459, 'reg_lambda': 2.1236901511751385}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,591] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.2618659464925495, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8451225511970734, 'colsample_bytree': 0.7169257855929227, 'gamma': 0.9367348684193575, 'reg_alpha': 0.5719523168035892, 'reg_lambda': 0.8571296925704058}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,747] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.22336948225166453, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8175066331362298, 'colsample_bytree': 0.7820655101923834, 'gamma': 0.22807452012291035, 'reg_alpha': 0.7384273625941378, 'reg_lambda': 1.524703247295698}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:24,889] Trial 48 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.14116318872452854, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8890784099203216, 'colsample_bytree': 0.6049194293760501, 'gamma': 1.5820525559116623, 'reg_alpha': 0.6776738279937972, 'reg_lambda': 2.0364868635959894}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,080] Trial 49 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 118, 'learning_rate': 0.16791907706876935, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9810212466442534, 'colsample_bytree': 0.6246393834392494, 'gamma': 2.361486401640978, 'reg_alpha': 0.5962047761483247, 'reg_lambda': 2.143384247732491}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,259] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.06364624550740869, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7291773096266152, 'colsample_bytree': 0.678503320334356, 'gamma': 3.727172160066515, 'reg_alpha': 0.5459401803676169, 'reg_lambda': 2.4094557476990217}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,401] Trial 51 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 102, 'learning_rate': 0.12086743537167897, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.870499875239536, 'colsample_bytree': 0.7178707328038478, 'gamma': 0.04556557006649849, 'reg_alpha': 0.9446464436684603, 'reg_lambda': 1.8346154463709172}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,644] Trial 52 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 179, 'learning_rate': 0.08950542009169651, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7934081526847496, 'colsample_bytree': 0.7360362127801512, 'gamma': 0.5679616652138253, 'reg_alpha': 0.7891395615283854, 'reg_lambda': 2.216247234326447}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:25,785] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.10378748358619673, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8458778590329779, 'colsample_bytree': 0.6944275000305972, 'gamma': 0.24480391813115387, 'reg_alpha': 0.6624274824411059, 'reg_lambda': 2.504163298566903}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,086] Trial 54 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.10757249804622195, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8432929943474474, 'colsample_bytree': 0.6952256698605188, 'gamma': 0.2905983202330937, 'reg_alpha': 0.6359280180626918, 'reg_lambda': 2.487132813003132}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,251] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.012851661865255534, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8995196907305699, 'colsample_bytree': 0.6497913936047239, 'gamma': 0.7028725978720137, 'reg_alpha': 0.495083609637757, 'reg_lambda': 2.3498495388149157}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,387] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.15245290621474414, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9160013130926113, 'colsample_bytree': 0.6670149077417475, 'gamma': 1.9983452775008361, 'reg_alpha': 0.7385431118885756, 'reg_lambda': 2.6381531666425495}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,522] Trial 57 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 90, 'learning_rate': 0.18477925887479757, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.816192413423684, 'colsample_bytree': 0.6391804724222446, 'gamma': 2.72754419529865, 'reg_alpha': 0.5983507055194799, 'reg_lambda': 2.9231823023480805}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,633] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.05349073617962497, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8441808460293255, 'colsample_bytree': 0.7600723669834366, 'gamma': 1.3438095401935688, 'reg_alpha': 0.4521891216593597, 'reg_lambda': 0.502954956188602}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:26,876] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.0816875082653779, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.874713958125793, 'colsample_bytree': 0.6878729404845104, 'gamma': 3.136001368889393, 'reg_alpha': 0.6114041691627121, 'reg_lambda': 2.472220879736129}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,041] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.07053818962408405, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8263895399935606, 'colsample_bytree': 0.713491234919965, 'gamma': 1.7019232091607286, 'reg_alpha': 0.33437406985190576, 'reg_lambda': 1.2116645097022403}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,170] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 72, 'learning_rate': 0.09937906180146677, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8483578662884181, 'colsample_bytree': 0.6980931305794023, 'gamma': 0.2663784528222435, 'reg_alpha': 0.661924269680762, 'reg_lambda': 2.5521805276344094}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,301] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.1236831332311812, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8068056698081754, 'colsample_bytree': 0.6652278773287607, 'gamma': 0.28055188326918873, 'reg_alpha': 0.6599424423798742, 'reg_lambda': 2.7424046471792534}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,473] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.11001110449061274, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9943962649845934, 'colsample_bytree': 0.6929690612345666, 'gamma': 0.6388967644889285, 'reg_alpha': 0.7097869052682192, 'reg_lambda': 2.871334991889605}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,663] Trial 64 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.13643441938775253, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7800494597054538, 'colsample_bytree': 0.7301820289118659, 'gamma': 0.9484474761591115, 'reg_alpha': 0.7574322454442198, 'reg_lambda': 2.4982605234599213}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,816] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.09038115435166749, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8415938066033265, 'colsample_bytree': 0.6776096709630596, 'gamma': 0.44787520262532277, 'reg_alpha': 0.5453250097902632, 'reg_lambda': 2.327940104596738}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:27,967] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.10172389341735703, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.889971657574161, 'colsample_bytree': 0.6558542717027244, 'gamma': 0.20471141224188827, 'reg_alpha': 0.1901679115092743, 'reg_lambda': 2.659632295024384}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,120] Trial 67 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 110, 'learning_rate': 0.1462161152027452, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8227036355237943, 'colsample_bytree': 0.7081675457766552, 'gamma': 0.8151928912367945, 'reg_alpha': 0.6329076594251303, 'reg_lambda': 1.6976609330576171}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,242] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.07028448222416266, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.868253233806284, 'colsample_bytree': 0.7462141790553274, 'gamma': 1.1698329283304387, 'reg_alpha': 0.811495558760187, 'reg_lambda': 2.776355130264966}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,469] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 86, 'learning_rate': 0.11513269391208224, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6589380123242596, 'colsample_bytree': 0.632702876469875, 'gamma': 0.3401380154801996, 'reg_alpha': 0.5117136256139627, 'reg_lambda': 2.036761705364887}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,583] Trial 70 finished with value: 0.699404761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.21422222205160837, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9655259376023502, 'colsample_bytree': 0.8122032999297575, 'gamma': 0.013764560107966006, 'reg_alpha': 0.6806750072797207, 'reg_lambda': 2.9972982602666374}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,709] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.1538501381681372, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9216397549681546, 'colsample_bytree': 0.6656947329367295, 'gamma': 1.953586569468889, 'reg_alpha': 0.7309162894665204, 'reg_lambda': 2.6693800228169775}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,856] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 77, 'learning_rate': 0.1738770122958843, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8557672475663956, 'colsample_bytree': 0.6731222910761547, 'gamma': 2.0276372197927715, 'reg_alpha': 0.7577082063292213, 'reg_lambda': 2.593946511551084}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:28,990] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 97, 'learning_rate': 0.12817742255494277, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9402077827955284, 'colsample_bytree': 0.6179535098047465, 'gamma': 2.359432584159504, 'reg_alpha': 0.8665886230313394, 'reg_lambda': 2.4260021894699197}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,197] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.15320769740653295, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9223486835657021, 'colsample_bytree': 0.6463713841319623, 'gamma': 1.7030512835047498, 'reg_alpha': 0.705282120518089, 'reg_lambda': 2.8401874576554405}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,400] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 68, 'learning_rate': 0.10752978663121453, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9501873872949871, 'colsample_bytree': 0.6417837008699118, 'gamma': 1.6863797618115148, 'reg_alpha': 0.655692071199964, 'reg_lambda': 2.915414358372533}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,533] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.08425411139235564, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8993968922846067, 'colsample_bytree': 0.6963298947742557, 'gamma': 1.7714760286449183, 'reg_alpha': 0.6128298666592555, 'reg_lambda': 2.815973518461272}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,732] Trial 77 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 105, 'learning_rate': 0.24659144129870184, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8780656819648144, 'colsample_bytree': 0.6530696666709519, 'gamma': 1.2858941313685488, 'reg_alpha': 0.7074710765875902, 'reg_lambda': 2.73862116296271}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,844] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.09505101362422703, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8330661494924073, 'colsample_bytree': 0.723649782852653, 'gamma': 1.5554392845886724, 'reg_alpha': 0.562232338159084, 'reg_lambda': 2.51752854349624}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:33:29,922] Trial 79 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 40, 'learning_rate': 0.05973946633788206, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8663281520235605, 'colsample_bytree': 0.683301540783634, 'gamma': 0.970613018621434, 'reg_alpha': 0.7767593293466246, 'reg_lambda': 1.3976009724938554}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,132] Trial 80 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 42, 'learning_rate': 0.04421652235853724, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8641973671453247, 'colsample_bytree': 0.6847594735955891, 'gamma': 0.8692075353738448, 'reg_alpha': 0.9049799025272269, 'reg_lambda': 0.9957085777398206}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,234] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.04860129557116018, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8514130807032129, 'colsample_bytree': 0.7064911877807228, 'gamma': 1.132673745393058, 'reg_alpha': 0.7746653236515832, 'reg_lambda': 0.6991572522627031}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,326] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.056477858489140505, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8559953381559365, 'colsample_bytree': 0.7047077319936295, 'gamma': 1.0740574868213661, 'reg_alpha': 0.7715565009914318, 'reg_lambda': 0.7427040081632971}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,381] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 21, 'learning_rate': 0.033039073482544444, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8873777431615812, 'colsample_bytree': 0.6596574665924396, 'gamma': 0.9959673331635898, 'reg_alpha': 0.8037724300370995, 'reg_lambda': 0.7517472262356748}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,575] Trial 84 finished with value: 0.6875 and parameters: {'n_estimators': 21, 'learning_rate': 0.03438181183666285, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8863117284797318, 'colsample_bytree': 0.6166930222193161, 'gamma': 1.376350876028747, 'reg_alpha': 0.8207658079141213, 'reg_lambda': 0.9646496520210561}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,720] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.026956552128318472, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9311923588173046, 'colsample_bytree': 0.6605062460657526, 'gamma': 0.9926746364722089, 'reg_alpha': 0.8669500668412609, 'reg_lambda': 0.8832523122141885}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,833] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 28, 'learning_rate': 0.038589466040158976, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8955444454174022, 'colsample_bytree': 0.6420997975552516, 'gamma': 1.4848863833015389, 'reg_alpha': 0.8042973503415436, 'reg_lambda': 0.793214204789679}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,890] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 34, 'learning_rate': 0.05798695443766218, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.911884930686089, 'colsample_bytree': 0.6846623782207388, 'gamma': 1.0742078014856467, 'reg_alpha': 0.8558379601441712, 'reg_lambda': 1.4508996193680317}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:30,986] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.049019669009695524, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8779262967017627, 'colsample_bytree': 0.7121089307658239, 'gamma': 0.5778592021093296, 'reg_alpha': 0.7794233835752588, 'reg_lambda': 0.6417157264637068}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,100] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 52, 'learning_rate': 0.030282570321917005, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9687309328604832, 'colsample_bytree': 0.9398694668753311, 'gamma': 1.2630133336545921, 'reg_alpha': 0.9505654776393643, 'reg_lambda': 1.066943940740571}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,214] Trial 90 finished with value: 0.761904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.01890933720076466, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8619997286445346, 'colsample_bytree': 0.7778313517398312, 'gamma': 0.7175183342926235, 'reg_alpha': 0.9063126042678593, 'reg_lambda': 1.2957094552138768}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,407] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.022713048592830576, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8579073123231353, 'colsample_bytree': 0.7782112450735867, 'gamma': 0.7359330965500426, 'reg_alpha': 0.9659589505068544, 'reg_lambda': 1.2704096679168586}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,496] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.06101191528126354, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8390139773642409, 'colsample_bytree': 0.857410411774684, 'gamma': 0.8523023813567278, 'reg_alpha': 0.0023032185111795944, 'reg_lambda': 1.6112652233805111}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,606] Trial 93 finished with value: 0.744047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.018540238712486518, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8692951790067701, 'colsample_bytree': 0.7375617122317982, 'gamma': 0.44718873862247677, 'reg_alpha': 0.9210216119266001, 'reg_lambda': 1.9638714006146463}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,732] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.010128506462999409, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8805075586559046, 'colsample_bytree': 0.6474885317880444, 'gamma': 1.083377787353756, 'reg_alpha': 0.9947716999624089, 'reg_lambda': 1.1074424313405171}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:31,917] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.013502897913320726, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9004679480118651, 'colsample_bytree': 0.8314222320161541, 'gamma': 0.7543016713895198, 'reg_alpha': 0.8889973370615938, 'reg_lambda': 1.422113661637366}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,200] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.01539205657736471, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9079622583350817, 'colsample_bytree': 0.875600648314367, 'gamma': 0.754593972185269, 'reg_alpha': 0.8883103894683203, 'reg_lambda': 1.3879833646105957}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,312] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.013824861455826553, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9205110487395272, 'colsample_bytree': 0.84629895840307, 'gamma': 0.14412348785618356, 'reg_alpha': 0.9596531491508234, 'reg_lambda': 1.298274142967553}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,512] Trial 98 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.012791977819465025, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9289152622266826, 'colsample_bytree': 0.8468061292940674, 'gamma': 0.11010995234872412, 'reg_alpha': 0.8357638850276046, 'reg_lambda': 1.3227552352857428}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,621] Trial 99 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 33, 'learning_rate': 0.016274713805165496, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.934188734268115, 'colsample_bytree': 0.8243782843333737, 'gamma': 0.6380672212588163, 'reg_alpha': 0.845546197169111, 'reg_lambda': 1.4712278890351598}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,683] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.01226752516727386, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9026364618203936, 'colsample_bytree': 0.8318079114145049, 'gamma': 0.38310510048569346, 'reg_alpha': 0.8328958283391783, 'reg_lambda': 1.3878950469390368}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,784] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 40, 'learning_rate': 0.013042687149423854, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9241566007388138, 'colsample_bytree': 0.8408826033823821, 'gamma': 0.09668210268837135, 'reg_alpha': 0.8958847265908082, 'reg_lambda': 1.3114146070641808}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:32,919] Trial 102 finished with value: 0.693452380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.014670883217709986, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9177832642660353, 'colsample_bytree': 0.8696759392967223, 'gamma': 0.1471206711946833, 'reg_alpha': 0.9168250583559978, 'reg_lambda': 1.179284322858}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,063] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.018022384273777593, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9505338585331938, 'colsample_bytree': 0.8007739384896361, 'gamma': 0.5565425925289658, 'reg_alpha': 0.7705525979560263, 'reg_lambda': 1.3021451154044938}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,216] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.014023365497215178, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8916782975818529, 'colsample_bytree': 0.8113479894553217, 'gamma': 0.47909176779670204, 'reg_alpha': 0.8021286053130168, 'reg_lambda': 1.4947143771734486}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,330] Trial 105 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.01012236747463929, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.915527747720436, 'colsample_bytree': 0.8382331777349269, 'gamma': 0.33824931973882083, 'reg_alpha': 0.7421537786889237, 'reg_lambda': 1.7077772091331127}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,444] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 31, 'learning_rate': 0.017202907471222894, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9409786492694383, 'colsample_bytree': 0.8928522939966312, 'gamma': 0.915494982545908, 'reg_alpha': 0.9466448323631789, 'reg_lambda': 1.5608956372287965}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,625] Trial 107 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.011757094297003948, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8838215493945379, 'colsample_bytree': 0.8536026621221813, 'gamma': 0.17175214186520377, 'reg_alpha': 0.9719657212128239, 'reg_lambda': 1.166443032815591}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,739] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.021366646287498774, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8958735884816347, 'colsample_bytree': 0.8507092150292864, 'gamma': 0.677724468239417, 'reg_alpha': 0.699287745182098, 'reg_lambda': 1.4393759298920865}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:33,873] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.029391602861406504, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9262565816613874, 'colsample_bytree': 0.8275399814839414, 'gamma': 0.49792200371059114, 'reg_alpha': 0.8531133998259037, 'reg_lambda': 1.333932176265374}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,093] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.013915284572116299, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8709609600830337, 'colsample_bytree': 0.8662695223635131, 'gamma': 0.0008144341945445499, 'reg_alpha': 0.7917035578266027, 'reg_lambda': 1.0501953072376962}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,209] Trial 111 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 39, 'learning_rate': 0.01562640556989624, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9268051099681887, 'colsample_bytree': 0.882017470503946, 'gamma': 0.1535409837051594, 'reg_alpha': 0.9124577043507032, 'reg_lambda': 1.265359013938361}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,306] Trial 112 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 33, 'learning_rate': 0.013003244734199651, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9556564069293086, 'colsample_bytree': 0.8336924641830779, 'gamma': 0.3344232126043835, 'reg_alpha': 0.8955821146688187, 'reg_lambda': 1.3342983935395738}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,438] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.010730325699042191, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9110347805675216, 'colsample_bytree': 0.8141559482595094, 'gamma': 0.09545416611968112, 'reg_alpha': 0.887528768525568, 'reg_lambda': 1.8285828527671166}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,626] Trial 114 finished with value: 0.699404761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.012985157068145275, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9040273696631612, 'colsample_bytree': 0.8444633268856504, 'gamma': 0.10799247447336105, 'reg_alpha': 0.8421280375402492, 'reg_lambda': 0.5756499440755847}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,789] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.011632253261897487, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.861754583909458, 'colsample_bytree': 0.8447127950041591, 'gamma': 0.9944355387553562, 'reg_alpha': 0.8776187002579334, 'reg_lambda': 2.1178015623514557}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:34,925] Trial 116 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.020099633601802846, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9220566634168356, 'colsample_bytree': 0.8995778529743678, 'gamma': 4.351022812817672, 'reg_alpha': 0.8237642043509641, 'reg_lambda': 1.6251740402814443}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,213] Trial 117 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.040115649425811147, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.935857816714596, 'colsample_bytree': 0.7905444782477453, 'gamma': 0.2322645751406571, 'reg_alpha': 0.9273792100464666, 'reg_lambda': 1.5678044210442328}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,404] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.023395730051657734, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8909448505576271, 'colsample_bytree': 0.8187090850775236, 'gamma': 0.6188598605493358, 'reg_alpha': 0.7422500250031907, 'reg_lambda': 1.351553384298548}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,521] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.01454387161339913, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8242148793717367, 'colsample_bytree': 0.75441673210298, 'gamma': 0.8025842323371031, 'reg_alpha': 0.7211056496655154, 'reg_lambda': 0.8737710566135616}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,691] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 30, 'learning_rate': 0.1631465220066641, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9452503914153545, 'colsample_bytree': 0.7682343977385361, 'gamma': 1.1932440486240414, 'reg_alpha': 0.7570922533942549, 'reg_lambda': 1.2425662730086322}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,831] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.01060239350487026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9149114261971132, 'colsample_bytree': 0.8160940411628208, 'gamma': 0.12841720297433257, 'reg_alpha': 0.8969818255250296, 'reg_lambda': 1.7882932059554315}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:35,998] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.01110327296764748, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9204450384655787, 'colsample_bytree': 0.7950019172652304, 'gamma': 0.3035455428070507, 'reg_alpha': 0.9573970837629712, 'reg_lambda': 1.3962632510801969}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,129] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.012270010486306387, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9012225084419743, 'colsample_bytree': 0.8059033730753715, 'gamma': 0.005079334043737976, 'reg_alpha': 0.8622746411856409, 'reg_lambda': 1.7774678197999156}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,300] Trial 124 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.1866942001285116, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8518576933147148, 'colsample_bytree': 0.8632068946378327, 'gamma': 0.3955090378380835, 'reg_alpha': 0.9372017998152768, 'reg_lambda': 2.1861924088968543}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,481] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.013505120709559535, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8867050471507459, 'colsample_bytree': 0.8421342868782652, 'gamma': 0.10957517708303219, 'reg_alpha': 0.8076044584543234, 'reg_lambda': 0.8024275813194456}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,563] Trial 126 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.05282254711066995, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9121298626876527, 'colsample_bytree': 0.6908492335395334, 'gamma': 0.5127413370289051, 'reg_alpha': 0.6770557315522744, 'reg_lambda': 1.9021141656832248}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,682] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.14199607042721632, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9298316673239526, 'colsample_bytree': 0.8316663461935797, 'gamma': 0.2321418460032198, 'reg_alpha': 0.8946422867312014, 'reg_lambda': 2.0027604155291163}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:36,948] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.017492882384878807, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8784901104289701, 'colsample_bytree': 0.8204038597194114, 'gamma': 0.8866696738391843, 'reg_alpha': 0.783962229004553, 'reg_lambda': 1.1357963364751869}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,177] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 150, 'learning_rate': 0.010547965615450346, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8646486941700308, 'colsample_bytree': 0.7032332533441304, 'gamma': 1.0296338685698416, 'reg_alpha': 0.9831775333708591, 'reg_lambda': 1.4235545016706483}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,369] Trial 130 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.011980286630531174, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9005901202183539, 'colsample_bytree': 0.7189019314378631, 'gamma': 0.7265097234335012, 'reg_alpha': 0.8709039685978405, 'reg_lambda': 0.730097677743657}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,488] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.010479393796525606, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.909759964795493, 'colsample_bytree': 0.8065848982428662, 'gamma': 0.10440901959409811, 'reg_alpha': 0.8964911294035192, 'reg_lambda': 1.8681984578352668}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,598] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.011413672182378414, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.907554551950696, 'colsample_bytree': 0.8527988646887609, 'gamma': 0.0907649144286528, 'reg_alpha': 0.8296243606274917, 'reg_lambda': 1.8327238810901416}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,712] Trial 133 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 35, 'learning_rate': 0.010896301338227627, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9200018838243033, 'colsample_bytree': 0.8168814368776582, 'gamma': 0.38578853497346594, 'reg_alpha': 0.9298641892767934, 'reg_lambda': 1.7087963819187724}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,844] Trial 134 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.012837529319600758, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9383636785848853, 'colsample_bytree': 0.8362072318603706, 'gamma': 0.28468193963538724, 'reg_alpha': 0.8838439569043559, 'reg_lambda': 1.4951175834589945}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:37,927] Trial 135 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 30, 'learning_rate': 0.01627264622814785, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9356885383661058, 'colsample_bytree': 0.836132249324267, 'gamma': 0.25191545268106524, 'reg_alpha': 0.8490183328952461, 'reg_lambda': 1.195113820865261}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,049] Trial 136 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 38, 'learning_rate': 0.012585962207430796, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9586381947166521, 'colsample_bytree': 0.8480753184620798, 'gamma': 1.33845780293849, 'reg_alpha': 0.910305392837293, 'reg_lambda': 1.3004957218972688}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,246] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.015219748679760638, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9471064860789095, 'colsample_bytree': 0.6788553675842717, 'gamma': 0.5383823544258034, 'reg_alpha': 0.7665143574649405, 'reg_lambda': 2.081182506723417}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,471] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.013292321077082773, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8941953218009568, 'colsample_bytree': 0.6692266495518268, 'gamma': 0.31306538817998675, 'reg_alpha': 0.7989950788692252, 'reg_lambda': 1.507877128515526}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,583] Trial 139 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.13136211700196157, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8421675878986856, 'colsample_bytree': 0.6990915021085018, 'gamma': 1.132365731510524, 'reg_alpha': 0.8795473070263738, 'reg_lambda': 1.2953552512169613}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,696] Trial 140 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.01944089680774349, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.873535416606172, 'colsample_bytree': 0.8248976742575009, 'gamma': 0.4324581783371016, 'reg_alpha': 0.8265759724341798, 'reg_lambda': 1.6525482815632873}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,850] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.02005951875512057, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.858786121024974, 'colsample_bytree': 0.829860741282545, 'gamma': 0.6556274938077186, 'reg_alpha': 0.8218030748767123, 'reg_lambda': 1.5911987079562464}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:38,936] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 27, 'learning_rate': 0.02514984916105142, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8748566608976528, 'colsample_bytree': 0.8236181357718935, 'gamma': 0.4447237956989103, 'reg_alpha': 0.8440765395604293, 'reg_lambda': 1.517219340058646}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,084] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.014585173320472732, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8862207780170906, 'colsample_bytree': 0.840397078636433, 'gamma': 0.8429634585706067, 'reg_alpha': 0.8646058571814642, 'reg_lambda': 1.362140675177252}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,188] Trial 144 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 33, 'learning_rate': 0.15544880863350288, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8700873928816443, 'colsample_bytree': 0.8619526389863269, 'gamma': 0.193870075730089, 'reg_alpha': 0.7832520005301988, 'reg_lambda': 1.672776559325697}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,287] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.2031242513829317, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9294688382575984, 'colsample_bytree': 0.7925231846479709, 'gamma': 0.36650964883957987, 'reg_alpha': 0.7392931029651896, 'reg_lambda': 1.4617616024143127}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,470] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.016261260438199393, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8517711783855356, 'colsample_bytree': 0.6597984587875434, 'gamma': 0.6114416269381353, 'reg_alpha': 0.09641625541390658, 'reg_lambda': 1.422788927521856}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,543] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.17446464748236842, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9225967317126985, 'colsample_bytree': 0.8742986014981088, 'gamma': 0.20078685342062386, 'reg_alpha': 0.42334241762206337, 'reg_lambda': 1.7400715790955337}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,667] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.013436921861113796, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8342140641005278, 'colsample_bytree': 0.7262984187099001, 'gamma': 0.9418551923332723, 'reg_alpha': 0.8091997472376397, 'reg_lambda': 2.3095989335598017}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:39,993] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.046000385561727544, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9377916054603183, 'colsample_bytree': 0.6317373972784095, 'gamma': 0.4848528958992689, 'reg_alpha': 0.9123105171878019, 'reg_lambda': 2.2515652954634326}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,174] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.06682070937790936, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8981504510415701, 'colsample_bytree': 0.7072041276650238, 'gamma': 0.011503516335166011, 'reg_alpha': 0.9498777465677877, 'reg_lambda': 1.6436468681339154}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,274] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.011336178445110307, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9166068800236084, 'colsample_bytree': 0.8176217641409774, 'gamma': 0.11263739969644337, 'reg_alpha': 0.9033177676593105, 'reg_lambda': 1.930719488228774}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,420] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.011340381714309289, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8839067869027321, 'colsample_bytree': 0.8265113564578477, 'gamma': 0.27156659507674097, 'reg_alpha': 0.90029204762819, 'reg_lambda': 1.9385800176533778}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,597] Trial 153 finished with value: 0.699404761904762 and parameters: {'n_estimators': 26, 'learning_rate': 0.01255188535622493, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9048545675687265, 'colsample_bytree': 0.8084129402869865, 'gamma': 0.15349456647690907, 'reg_alpha': 0.9279803586210292, 'reg_lambda': 1.2269536939878347}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,706] Trial 154 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.013893926710262355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9173562971264948, 'colsample_bytree': 0.8368655276876266, 'gamma': 0.36871142455422645, 'reg_alpha': 0.8780825601658186, 'reg_lambda': 2.1497207443249287}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,857] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.0766459648719359, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.925223582413468, 'colsample_bytree': 0.7994306706147114, 'gamma': 0.7213138959960501, 'reg_alpha': 0.626034474562648, 'reg_lambda': 2.3841399208240306}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:40,971] Trial 156 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.01875764785740479, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9127023841599005, 'colsample_bytree': 0.8481732702831287, 'gamma': 0.1010907118570655, 'reg_alpha': 0.8444460008022707, 'reg_lambda': 2.013153691062367}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,101] Trial 157 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.012114022464626199, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8630924268518514, 'colsample_bytree': 0.8195533562529214, 'gamma': 0.25410141097761146, 'reg_alpha': 0.7565188779773069, 'reg_lambda': 1.78647957997536}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,220] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.03201405578531194, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8945979577905909, 'colsample_bytree': 0.7843662746570708, 'gamma': 1.247147284841486, 'reg_alpha': 0.9619247420858602, 'reg_lambda': 0.6343118875477954}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,461] Trial 159 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 31, 'learning_rate': 0.010000349574213347, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6206384419360772, 'colsample_bytree': 0.8551874393766856, 'gamma': 0.007894177292111573, 'reg_alpha': 0.7245473530815297, 'reg_lambda': 1.5417768297162346}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,647] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.02777961407258437, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9422448585106312, 'colsample_bytree': 0.6869764221146222, 'gamma': 0.5490129283503049, 'reg_alpha': 0.5921768453472722, 'reg_lambda': 1.3334372555557101}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:41,778] Trial 161 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 44, 'learning_rate': 0.011151089898102214, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9167765749504353, 'colsample_bytree': 0.8144182103851431, 'gamma': 0.13233785602241174, 'reg_alpha': 0.8797262388415964, 'reg_lambda': 1.903087340348356}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,039] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.011697058347761607, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9101105522302497, 'colsample_bytree': 0.8250597054196694, 'gamma': 0.09272145425466044, 'reg_alpha': 0.892351910698421, 'reg_lambda': 1.8084478530064112}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,157] Trial 163 finished with value: 0.761904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.015047887232104555, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9343248515805481, 'colsample_bytree': 0.8120650969344185, 'gamma': 0.3487544774517356, 'reg_alpha': 0.8583006036975006, 'reg_lambda': 1.7340883539927854}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,265] Trial 164 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.014582073133531928, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.954496859517343, 'colsample_bytree': 0.8380161614579854, 'gamma': 0.3940215729388944, 'reg_alpha': 0.8236095701364559, 'reg_lambda': 1.7379343575534467}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,434] Trial 165 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 28, 'learning_rate': 0.01675587409558184, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9304903227609401, 'colsample_bytree': 0.8302239076520412, 'gamma': 0.29963165180493156, 'reg_alpha': 0.854551077088753, 'reg_lambda': 1.3964995634294193}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,543] Trial 166 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 27, 'learning_rate': 0.016773742225666646, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9336071609378376, 'colsample_bytree': 0.8039082013351939, 'gamma': 0.7962611927048184, 'reg_alpha': 0.8004757194189518, 'reg_lambda': 1.4706146716906008}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,710] Trial 167 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.018548584566636748, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9728504698880809, 'colsample_bytree': 0.6946843170128515, 'gamma': 0.3031722770286794, 'reg_alpha': 0.8581060037425184, 'reg_lambda': 1.4166772686330225}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,818] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 34, 'learning_rate': 0.02206109749373642, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8735734495783053, 'colsample_bytree': 0.8126325412243312, 'gamma': 0.46623190125838665, 'reg_alpha': 0.8342918035505403, 'reg_lambda': 1.6761391256486105}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:42,952] Trial 169 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.015840613735215253, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9472051732849187, 'colsample_bytree': 0.7145328599388193, 'gamma': 0.6186760966870224, 'reg_alpha': 0.5372442846564347, 'reg_lambda': 1.6001603924783232}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,064] Trial 170 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.015150188192059225, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.932141519446871, 'colsample_bytree': 0.8290500810777859, 'gamma': 0.2134005162514774, 'reg_alpha': 0.7801827606398345, 'reg_lambda': 0.5157745002935176}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,174] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.013886149377527808, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.924869425089111, 'colsample_bytree': 0.8442442287408467, 'gamma': 1.033544064151493, 'reg_alpha': 0.8589989903967634, 'reg_lambda': 1.3733245372421252}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,285] Trial 172 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.017093351254290144, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9433416128599204, 'colsample_bytree': 0.8463594828603923, 'gamma': 1.0067815951863444, 'reg_alpha': 0.865686036764706, 'reg_lambda': 1.3978455720982312}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,382] Trial 173 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.06076021195834026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9267829771156137, 'colsample_bytree': 0.8325751863618046, 'gamma': 1.0121854838807687, 'reg_alpha': 0.8446915555905636, 'reg_lambda': 1.3554335103853357}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,574] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 28, 'learning_rate': 0.052282721531776696, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.929002423253818, 'colsample_bytree': 0.8319451180916421, 'gamma': 1.114636126314367, 'reg_alpha': 0.8215625459036571, 'reg_lambda': 1.492050161299072}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,709] Trial 175 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.058173912312194834, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8566779052024783, 'colsample_bytree': 0.8226022905207242, 'gamma': 0.91120489669911, 'reg_alpha': 0.8491571201998547, 'reg_lambda': 2.2112329901928964}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:43,813] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.1448289661395851, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9383155131229612, 'colsample_bytree': 0.8174055006639926, 'gamma': 1.1296403895646947, 'reg_alpha': 0.6994222791271237, 'reg_lambda': 1.9661602616360967}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,007] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.06023079476111217, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.90513948492249, 'colsample_bytree': 0.8003489934193212, 'gamma': 1.2325717923115593, 'reg_alpha': 0.470761667289009, 'reg_lambda': 1.35551906834027}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,170] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.04906024328231836, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9587344748260469, 'colsample_bytree': 0.7706395545451556, 'gamma': 1.0165064502246877, 'reg_alpha': 0.804300687856054, 'reg_lambda': 1.4419035580322601}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,273] Trial 179 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.06985326523061712, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8805914824756954, 'colsample_bytree': 0.979602344596165, 'gamma': 0.8467927958353247, 'reg_alpha': 0.8357889845344965, 'reg_lambda': 1.8795000119651597}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,489] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.12354766193979175, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8438352682765726, 'colsample_bytree': 0.6469594611056397, 'gamma': 0.7050029376001115, 'reg_alpha': 0.7665890777473454, 'reg_lambda': 1.5528544780800666}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,621] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.01311698891994016, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9205220561950662, 'colsample_bytree': 0.838367674568463, 'gamma': 1.367824958407627, 'reg_alpha': 0.91838559421476, 'reg_lambda': 1.376851188415946}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,743] Trial 182 finished with value: 0.675595238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.014096422179348546, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9167758001260714, 'colsample_bytree': 0.836051004661819, 'gamma': 1.458030802422651, 'reg_alpha': 0.9059020522011898, 'reg_lambda': 2.0762450487871127}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,869] Trial 183 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 37, 'learning_rate': 0.01251198743330026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9279188674503398, 'colsample_bytree': 0.8272256937350455, 'gamma': 1.0243989025741167, 'reg_alpha': 0.8694930356979277, 'reg_lambda': 1.3855881918031328}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:44,995] Trial 184 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.020994100072446478, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9239700330314853, 'colsample_bytree': 0.8526607062345276, 'gamma': 1.3240202957917324, 'reg_alpha': 0.9247764620856406, 'reg_lambda': 1.2768113213123562}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,105] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.16744852880168248, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9016249986921892, 'colsample_bytree': 0.8402087078226546, 'gamma': 1.6127367297301605, 'reg_alpha': 0.8561940259165977, 'reg_lambda': 1.370214390654583}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,251] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.056111006315650004, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9379064371813719, 'colsample_bytree': 0.6740793259756074, 'gamma': 1.1789269007890262, 'reg_alpha': 0.8799488993212247, 'reg_lambda': 1.4516384998807335}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,362] Trial 187 finished with value: 0.738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.03643868800636143, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9145892437326593, 'colsample_bytree': 0.8102031230652663, 'gamma': 1.0784467605900652, 'reg_alpha': 0.8158988046420151, 'reg_lambda': 1.6469506831233978}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,541] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 51, 'learning_rate': 0.013109290278729367, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8936976197114073, 'colsample_bytree': 0.6998659857329717, 'gamma': 0.9668860180101908, 'reg_alpha': 0.9089635620255677, 'reg_lambda': 0.7858653243928704}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,655] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.013120969852586867, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8890740808184772, 'colsample_bytree': 0.7026495897223543, 'gamma': 0.9339825561460289, 'reg_alpha': 0.9145622384078304, 'reg_lambda': 0.6879362492404933}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,775] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.013089286487649565, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8918338105774851, 'colsample_bytree': 0.6958563941631822, 'gamma': 0.907484364064075, 'reg_alpha': 0.9350558173899921, 'reg_lambda': 0.8056170854156388}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,878] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.015244134176234027, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8867345217706366, 'colsample_bytree': 0.7024029917868758, 'gamma': 0.9772004528930933, 'reg_alpha': 0.8964584278419504, 'reg_lambda': 0.8075525026621174}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:45,999] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.013719076133817579, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8983150796287311, 'colsample_bytree': 0.7157713110723359, 'gamma': 0.8043274840678916, 'reg_alpha': 0.9212104383722064, 'reg_lambda': 0.6939795632016195}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,111] Trial 193 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.012451136409205994, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8719647637159597, 'colsample_bytree': 0.7086239349074017, 'gamma': 0.9271527920107665, 'reg_alpha': 0.8842104482436798, 'reg_lambda': 0.596649793741532}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,239] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.011536421243056965, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.863382495824325, 'colsample_bytree': 0.7353029581877857, 'gamma': 1.0850021458489607, 'reg_alpha': 0.9092489558667335, 'reg_lambda': 0.747321171395507}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,400] Trial 195 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 27, 'learning_rate': 0.014402870014474108, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8804046905194269, 'colsample_bytree': 0.6897691121355746, 'gamma': 0.7645022492851116, 'reg_alpha': 0.8556207244163485, 'reg_lambda': 0.9136980312259202}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,585] Trial 196 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 39, 'learning_rate': 0.06482857962556848, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6886651085630766, 'colsample_bytree': 0.6991317877439487, 'gamma': 1.2392400433766222, 'reg_alpha': 0.9409813775551261, 'reg_lambda': 0.7660595958301697}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,702] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.01898837737700522, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8917618088067429, 'colsample_bytree': 0.6829271124947084, 'gamma': 0.33801104647351327, 'reg_alpha': 0.8429982524836578, 'reg_lambda': 0.6479780717344941}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,811] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.019596620062152306, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.891105000489155, 'colsample_bytree': 0.6785814717044213, 'gamma': 0.42469923650026464, 'reg_alpha': 0.2583538885573496, 'reg_lambda': 0.7286691080372074}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,914] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.018464895859773005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8903843096854546, 'colsample_bytree': 0.6838315483112571, 'gamma': 0.4625774950096993, 'reg_alpha': 0.8410207102317868, 'reg_lambda': 0.7319506287789447}. Best is trial 79 with value: 0.7857142857142858.
[I 2025-11-03 19:33:46,917] A new study created in memory with name: no-name-2a23959c-c439-4d46-8b67-3ae93dec7836
[I 2025-11-03 19:33:47,222] Trial 0 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.07960140018566919, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8618948511625506, 'colsample_bytree': 0.7167196347778237, 'gamma': 0.27655818057309267, 'reg_alpha': 0.8990149932783578, 'reg_lambda': 2.084877903133907}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,476] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.2012810856707454, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.6397592445692165, 'colsample_bytree': 0.9107905137963818, 'gamma': 3.2306731386484255, 'reg_alpha': 0.6033054448666049, 'reg_lambda': 2.111969971002396}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,664] Trial 2 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.016570125248725996, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7452968947595301, 'colsample_bytree': 0.8322117478511215, 'gamma': 2.685656033981311, 'reg_alpha': 0.5912363396770435, 'reg_lambda': 2.8634916855648056}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,801] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.030593421204822488, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7072660618341615, 'colsample_bytree': 0.6141805326750452, 'gamma': 2.9291923447962507, 'reg_alpha': 0.9785423896661962, 'reg_lambda': 2.4866210783034477}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:47,895] Trial 4 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.017374950561668524, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8117002570889947, 'colsample_bytree': 0.7202367708714634, 'gamma': 4.602014904988493, 'reg_alpha': 0.20529778837520452, 'reg_lambda': 1.1355916007464972}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,159] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.010418354850610838, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8289171642243147, 'colsample_bytree': 0.8582265670750986, 'gamma': 2.0342387764690395, 'reg_alpha': 0.6120041644806727, 'reg_lambda': 2.8393236729858744}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,244] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.28148727068004586, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.7893273802389988, 'colsample_bytree': 0.6536014225139494, 'gamma': 4.380734336071334, 'reg_alpha': 0.30805705177792975, 'reg_lambda': 1.8270021973053048}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,400] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.02055522072416316, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6317809930110891, 'colsample_bytree': 0.9529248202005136, 'gamma': 0.006877897092082974, 'reg_alpha': 0.7153745703184483, 'reg_lambda': 1.6919787336430987}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,675] Trial 8 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.02729718820066117, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9242556723657687, 'colsample_bytree': 0.8630341333820486, 'gamma': 2.366378562529463, 'reg_alpha': 0.5217796008963222, 'reg_lambda': 2.0215876125440193}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,802] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.0626101192371386, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.667598558514233, 'colsample_bytree': 0.7629781218495755, 'gamma': 3.220763381243106, 'reg_alpha': 0.26197867227858385, 'reg_lambda': 1.7534423856050867}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:48,864] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.08582035888854568, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9491461626199154, 'colsample_bytree': 0.7059081046845636, 'gamma': 0.31938774135784254, 'reg_alpha': 0.9739161690268526, 'reg_lambda': 0.8089411828028001}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:49,182] Trial 11 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 248, 'learning_rate': 0.11161139755524192, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7460543274859078, 'colsample_bytree': 0.8070826688821583, 'gamma': 1.5202477722419834, 'reg_alpha': 0.003650551072750363, 'reg_lambda': 2.962315488061067}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 19:33:49,337] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 96, 'learning_rate': 0.03997690512478133, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8791970279877906, 'colsample_bytree': 0.7928673298081352, 'gamma': 1.0694982679455594, 'reg_alpha': 0.7991853625282126, 'reg_lambda': 2.4889344119625307}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:49,482] Trial 13 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 99, 'learning_rate': 0.045533178012193636, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8848686228361939, 'colsample_bytree': 0.7559514712613437, 'gamma': 0.9636249018198088, 'reg_alpha': 0.8225370782326343, 'reg_lambda': 2.403314575102475}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:49,603] Trial 14 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 71, 'learning_rate': 0.1299680543310597, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9957336995267986, 'colsample_bytree': 0.6803654742882969, 'gamma': 0.8079736921829291, 'reg_alpha': 0.8400692235592038, 'reg_lambda': 1.3799004515989064}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:49,926] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 157, 'learning_rate': 0.04586329116808674, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8664872982368871, 'colsample_bytree': 0.7596086198660581, 'gamma': 1.3350608075752943, 'reg_alpha': 0.8200696663359738, 'reg_lambda': 2.3999841220506233}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:50,078] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.07367611562069545, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8859302243831154, 'colsample_bytree': 0.6313802876456877, 'gamma': 0.5774223841239408, 'reg_alpha': 0.7262165067441165, 'reg_lambda': 2.198033617039434}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:33:50,203] Trial 17 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.03677543737838862, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.940194984593414, 'colsample_bytree': 0.9976860135457493, 'gamma': 1.6837922337359574, 'reg_alpha': 0.422067190077318, 'reg_lambda': 2.5919507993566047}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,277] Trial 18 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.03470430914631171, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9948933509885155, 'colsample_bytree': 0.989802123030381, 'gamma': 1.735264498137075, 'reg_alpha': 0.3847663743953356, 'reg_lambda': 2.6367791148206567}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,403] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 23, 'learning_rate': 0.0121035529910916, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9498474403344652, 'colsample_bytree': 0.8942187829532637, 'gamma': 3.905215507703237, 'reg_alpha': 0.3959107283585023, 'reg_lambda': 0.5014384288113982}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,693] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 155, 'learning_rate': 0.04200398607163053, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9219871938132326, 'colsample_bytree': 0.9447610166492126, 'gamma': 1.2441225939121086, 'reg_alpha': 0.08563846027020633, 'reg_lambda': 2.6695944478622704}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:50,838] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.01031200512174483, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9496974990371211, 'colsample_bytree': 0.8894877156692448, 'gamma': 3.800129080034662, 'reg_alpha': 0.420555092430515, 'reg_lambda': 0.5774199149072738}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,008] Trial 22 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 59, 'learning_rate': 0.022768081090859815, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9589755711788474, 'colsample_bytree': 0.9901633821951191, 'gamma': 2.05349515009803, 'reg_alpha': 0.4578927568830244, 'reg_lambda': 1.363517137215501}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,132] Trial 23 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.014190881859270133, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.925864241018003, 'colsample_bytree': 0.9274076473192159, 'gamma': 3.5717886043766693, 'reg_alpha': 0.31738935479606856, 'reg_lambda': 0.5244158290964751}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,332] Trial 24 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.0544568840780997, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8973564600517155, 'colsample_bytree': 0.7952444896549913, 'gamma': 4.965694621119056, 'reg_alpha': 0.5197741814271867, 'reg_lambda': 0.8485333819549095}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,466] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 101, 'learning_rate': 0.026538752838811682, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8450720705815538, 'colsample_bytree': 0.8840890549331496, 'gamma': 1.9456151701851419, 'reg_alpha': 0.16814176230214284, 'reg_lambda': 1.4584159701554456}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,599] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.01386124850327346, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9760030066504154, 'colsample_bytree': 0.961261732086575, 'gamma': 4.104157981493248, 'reg_alpha': 0.3592534229815, 'reg_lambda': 2.324366959845529}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,716] Trial 27 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 53, 'learning_rate': 0.03634880877801222, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9102759014302183, 'colsample_bytree': 0.8222988304657659, 'gamma': 2.2771166193541084, 'reg_alpha': 0.6857831468925737, 'reg_lambda': 2.697952995566043}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:51,931] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 35, 'learning_rate': 0.10127101800006125, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9621169777740107, 'colsample_bytree': 0.8488078624336937, 'gamma': 1.05869147257719, 'reg_alpha': 0.49342826454305916, 'reg_lambda': 1.1500634870042474}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,068] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.16597062106131283, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8599435020545622, 'colsample_bytree': 0.9152594957706885, 'gamma': 1.65654086980516, 'reg_alpha': 0.2577770590916675, 'reg_lambda': 1.9230551724866003}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,214] Trial 30 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 113, 'learning_rate': 0.15605463901354824, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7849435277808269, 'colsample_bytree': 0.9749262760547, 'gamma': 1.6054758132863565, 'reg_alpha': 0.1824000149602757, 'reg_lambda': 1.9104816917778606}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,353] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.0571163470945826, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8605435983972614, 'colsample_bytree': 0.9174592574685267, 'gamma': 0.6252886983262483, 'reg_alpha': 0.42179968594323963, 'reg_lambda': 1.5901942006295626}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,548] Trial 32 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 83, 'learning_rate': 0.22362285446381677, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8643686285486695, 'colsample_bytree': 0.9116677224903293, 'gamma': 0.6674211675355343, 'reg_alpha': 0.24787442269344892, 'reg_lambda': 1.577037550688986}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,679] Trial 33 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 73, 'learning_rate': 0.05481131582166713, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.838432024471625, 'colsample_bytree': 0.9372291646580725, 'gamma': 1.224921495495039, 'reg_alpha': 0.5620138770662437, 'reg_lambda': 2.18877172903148}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,836] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.17207426692900107, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8161266065783662, 'colsample_bytree': 0.784127957687971, 'gamma': 0.486788407914323, 'reg_alpha': 0.3512690966626175, 'reg_lambda': 1.9744597847036331}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:52,989] Trial 35 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 138, 'learning_rate': 0.06688075255510761, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7617347732809072, 'colsample_bytree': 0.9127160707307381, 'gamma': 0.9105331089734736, 'reg_alpha': 0.6382040050258659, 'reg_lambda': 2.551279276815304}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:53,123] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.08919205007764319, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.855574738672164, 'colsample_bytree': 0.8388010799715957, 'gamma': 2.6438037613381513, 'reg_alpha': 0.4444864343779958, 'reg_lambda': 2.277286591528895}. Best is trial 17 with value: 0.738095238095238.
[I 2025-11-03 19:33:53,352] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.0374915516616586, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8797643141900571, 'colsample_bytree': 0.9977906938564342, 'gamma': 1.8147322610504872, 'reg_alpha': 0.1365050138796442, 'reg_lambda': 2.8073681023595682}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:33:53,480] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.03615837186281642, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8852474104105775, 'colsample_bytree': 0.9706519903717076, 'gamma': 0.12499571552980093, 'reg_alpha': 0.1292771692179513, 'reg_lambda': 2.7863910469172772}. Best is trial 37 with value: 0.7380952380952381.
[I 2025-11-03 19:33:53,643] Trial 39 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.02071640505068577, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8201706852030106, 'colsample_bytree': 0.9945625495182695, 'gamma': 1.8940425425029632, 'reg_alpha': 0.0684909315205946, 'reg_lambda': 2.941335235548851}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:53,878] Trial 40 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 61, 'learning_rate': 0.018933122420339704, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7115363175983251, 'colsample_bytree': 0.9956940378050845, 'gamma': 2.8811168054903034, 'reg_alpha': 0.04307529597545692, 'reg_lambda': 2.815115115031527}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,023] Trial 41 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 81, 'learning_rate': 0.02575261890574208, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8157844828479645, 'colsample_bytree': 0.9686564976386272, 'gamma': 1.8377065641210482, 'reg_alpha': 0.09756193829982568, 'reg_lambda': 2.9150026472062813}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,178] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.03241702099812088, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7809841685343522, 'colsample_bytree': 0.9983687984894936, 'gamma': 2.147707571959372, 'reg_alpha': 0.13270238393846392, 'reg_lambda': 2.5138538698265647}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,337] Trial 43 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 138, 'learning_rate': 0.057661970452486735, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8311804525762118, 'colsample_bytree': 0.9468435796924511, 'gamma': 1.4303153047607595, 'reg_alpha': 0.021424571683694958, 'reg_lambda': 2.983406476120367}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,491] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.04132456682122514, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.910477451660824, 'colsample_bytree': 0.875453710759835, 'gamma': 1.1116896916414956, 'reg_alpha': 0.31015727274755156, 'reg_lambda': 2.744754412101233}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,622] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.023036141411351827, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7994310604550364, 'colsample_bytree': 0.721641874836783, 'gamma': 2.547727084826569, 'reg_alpha': 0.22226707987858615, 'reg_lambda': 2.608384962120696}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,740] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.029475451615335393, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8739569326383597, 'colsample_bytree': 0.9706213377307584, 'gamma': 0.3670429168980682, 'reg_alpha': 0.8999750698250262, 'reg_lambda': 2.860794313858508}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:54,931] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 122, 'learning_rate': 0.047480946813259955, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9329430031579375, 'colsample_bytree': 0.9351266449482679, 'gamma': 1.4751397248693954, 'reg_alpha': 0.7689296827612183, 'reg_lambda': 2.0662804783884443}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,067] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 51, 'learning_rate': 0.016545248985207185, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8992510583075498, 'colsample_bytree': 0.9847135979053221, 'gamma': 0.7125867015192491, 'reg_alpha': 0.5893199792985944, 'reg_lambda': 2.4768509030585015}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,197] Trial 49 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 73, 'learning_rate': 0.07337660155084019, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8464464625814082, 'colsample_bytree': 0.7432882891394057, 'gamma': 2.261287214635203, 'reg_alpha': 0.05371827096313834, 'reg_lambda': 2.9939999448725265}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,371] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 196, 'learning_rate': 0.04049533983656997, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8237421919068144, 'colsample_bytree': 0.9511693162751131, 'gamma': 1.9387038891362585, 'reg_alpha': 0.9041258130852134, 'reg_lambda': 1.683437183694649}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,498] Trial 51 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 77, 'learning_rate': 0.28106993750946535, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8726216484916955, 'colsample_bytree': 0.9215907062555415, 'gamma': 1.6782947279796954, 'reg_alpha': 0.27556263011991333, 'reg_lambda': 1.8964911217384737}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,633] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.030826040378990557, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8548821655061705, 'colsample_bytree': 0.8094227277580246, 'gamma': 1.7258309145705375, 'reg_alpha': 0.20009280385073344, 'reg_lambda': 2.387428032061358}. Best is trial 39 with value: 0.7440476190476191.
[I 2025-11-03 19:33:55,809] Trial 53 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.050901776751694404, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8997162810022016, 'colsample_bytree': 0.897947073506357, 'gamma': 1.407088858003706, 'reg_alpha': 0.12881693587896642, 'reg_lambda': 1.59718763585468}. Best is trial 53 with value: 0.7619047619047619.
[I 2025-11-03 19:33:55,918] Trial 54 finished with value: 0.761904761904762 and parameters: {'n_estimators': 39, 'learning_rate': 0.06420351596437357, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8997741632706869, 'colsample_bytree': 0.864479460470776, 'gamma': 1.2881975193133965, 'reg_alpha': 0.14686048749186098, 'reg_lambda': 1.635425880141976}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:55,991] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.04886228552288773, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9048578721864908, 'colsample_bytree': 0.8733545848897143, 'gamma': 1.3224189590785578, 'reg_alpha': 0.146317908711616, 'reg_lambda': 1.5636379502953035}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,165] Trial 56 finished with value: 0.755952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.05117308323253753, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9350270878279786, 'colsample_bytree': 0.8654318223322445, 'gamma': 1.3583635136799472, 'reg_alpha': 0.13984278115134124, 'reg_lambda': 1.192761233165901}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,275] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.04920892530925454, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8987816932549937, 'colsample_bytree': 0.8612353055990042, 'gamma': 1.3413177300173569, 'reg_alpha': 0.13729880228668223, 'reg_lambda': 1.0785671584509764}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,352] Trial 58 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.04997538394396798, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.909589860853363, 'colsample_bytree': 0.858576308984988, 'gamma': 1.3556781204717008, 'reg_alpha': 0.0820481155063184, 'reg_lambda': 1.1890431777183261}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,464] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.0495110546263807, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.974234311187331, 'colsample_bytree': 0.8660428020710007, 'gamma': 1.3142327893487822, 'reg_alpha': 0.15789064685830898, 'reg_lambda': 1.158337575897902}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,641] Trial 60 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.06597349381263946, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9149604410380167, 'colsample_bytree': 0.8951217902288469, 'gamma': 0.852538359576988, 'reg_alpha': 0.10364833972362865, 'reg_lambda': 1.0441386422361265}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,751] Trial 61 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.07699634469350039, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8977738916460993, 'colsample_bytree': 0.8462137964008666, 'gamma': 1.415705653569404, 'reg_alpha': 0.05673185823185739, 'reg_lambda': 1.288544698809844}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:56,896] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 26, 'learning_rate': 0.05074112711943768, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9340114206894776, 'colsample_bytree': 0.8247895014889881, 'gamma': 1.1445641304333218, 'reg_alpha': 0.0038414551767690097, 'reg_lambda': 0.9987520019531737}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,053] Trial 63 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.06318990999385721, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.905898243191852, 'colsample_bytree': 0.8578136377696188, 'gamma': 0.9877827258434821, 'reg_alpha': 0.07618392092282059, 'reg_lambda': 1.2642834852834577}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,215] Trial 64 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 31, 'learning_rate': 0.044922334285663466, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9444571629482146, 'colsample_bytree': 0.8691475001680881, 'gamma': 1.3165477897614488, 'reg_alpha': 0.21377070922564423, 'reg_lambda': 1.514954352340615}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,315] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.09222942642150281, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8911538913407915, 'colsample_bytree': 0.8945617456043978, 'gamma': 1.563659534702238, 'reg_alpha': 0.11556172581518398, 'reg_lambda': 1.7866551203598333}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,432] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 55, 'learning_rate': 0.12057220377676307, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9299038227216001, 'colsample_bytree': 0.8563716629185569, 'gamma': 2.11521606475218, 'reg_alpha': 0.1627601378482253, 'reg_lambda': 0.8964588388207356}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,598] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.07266431013147714, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9195434411340442, 'colsample_bytree': 0.829369859547008, 'gamma': 1.4911470687597252, 'reg_alpha': 0.07445353162160764, 'reg_lambda': 0.6909641025751616}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,752] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.08363395482430772, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9641905624921966, 'colsample_bytree': 0.8798657697308838, 'gamma': 2.394663679512406, 'reg_alpha': 0.23487268686294505, 'reg_lambda': 1.6721220905724268}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:57,883] Trial 69 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 30, 'learning_rate': 0.06136882439377264, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7139495273604369, 'colsample_bytree': 0.9028558548797256, 'gamma': 1.9158132508527703, 'reg_alpha': 0.18728994223101703, 'reg_lambda': 1.3716824949463247}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,091] Trial 70 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.04501485047951465, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6451298562769645, 'colsample_bytree': 0.8084975309636024, 'gamma': 1.17934298827517, 'reg_alpha': 0.15268241444949687, 'reg_lambda': 1.2356863844054635}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,200] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.052445535278641334, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8816287439672963, 'colsample_bytree': 0.8410230119863571, 'gamma': 1.8127573789195655, 'reg_alpha': 0.13391603838188623, 'reg_lambda': 1.455948025129501}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,422] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.052187883089593434, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9068094424551058, 'colsample_bytree': 0.8414290050276736, 'gamma': 1.333484215504377, 'reg_alpha': 0.041507261826293135, 'reg_lambda': 1.4477588372831303}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,540] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.06826751151648873, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9036974212938934, 'colsample_bytree': 0.7803186699071589, 'gamma': 1.0482643442785116, 'reg_alpha': 0.03523464929648734, 'reg_lambda': 1.599187575191025}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,764] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 46, 'learning_rate': 0.05754647761525658, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9809278479571285, 'colsample_bytree': 0.8753705233418585, 'gamma': 1.3546915151988523, 'reg_alpha': 0.0881622487299549, 'reg_lambda': 1.0752073924287473}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:58,889] Trial 75 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.04481914525413375, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9217143408118359, 'colsample_bytree': 0.85405660598986, 'gamma': 0.7878740688134993, 'reg_alpha': 0.016327189733239267, 'reg_lambda': 1.4762361290370087}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,076] Trial 76 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 32, 'learning_rate': 0.049604870493022965, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9421084991798957, 'colsample_bytree': 0.8524734848822392, 'gamma': 0.8860943862781867, 'reg_alpha': 0.005615764482705676, 'reg_lambda': 1.3239428172516308}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,140] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.044159203796015414, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6062946960267364, 'colsample_bytree': 0.8138559390644238, 'gamma': 0.7898583680816539, 'reg_alpha': 0.27994181500359383, 'reg_lambda': 1.4683741125025571}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,351] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 57, 'learning_rate': 0.03922123592109439, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.918220206619255, 'colsample_bytree': 0.8364283790726008, 'gamma': 0.5400504543216997, 'reg_alpha': 0.027926336073701957, 'reg_lambda': 1.2266336873184176}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,477] Trial 79 finished with value: 0.744047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.05379068561454405, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8931698663808658, 'colsample_bytree': 0.8870235447751696, 'gamma': 0.18275914014922656, 'reg_alpha': 0.10299390480119511, 'reg_lambda': 1.5444262980183514}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,578] Trial 80 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.033960894095917404, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9521923785330181, 'colsample_bytree': 0.8663948813398742, 'gamma': 1.2297734676263592, 'reg_alpha': 0.185285216818343, 'reg_lambda': 1.4098478075471148}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,780] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 32, 'learning_rate': 0.04814485508860228, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9411736506753174, 'colsample_bytree': 0.8490487258976072, 'gamma': 0.9549553051795938, 'reg_alpha': 0.002496664011132059, 'reg_lambda': 1.3090788315869821}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:33:59,914] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 29, 'learning_rate': 0.05843985862052262, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9248081407820267, 'colsample_bytree': 0.8559097747742795, 'gamma': 1.5832397350049048, 'reg_alpha': 0.05103129000267197, 'reg_lambda': 0.9382345735038742}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,023] Trial 83 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.04980584960533487, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9573822461629855, 'colsample_bytree': 0.8791703357712276, 'gamma': 0.7797719908236289, 'reg_alpha': 0.019489693845299236, 'reg_lambda': 1.6424118095463431}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,121] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.04184002541608423, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9360201115827904, 'colsample_bytree': 0.849258921666396, 'gamma': 0.9537315767277952, 'reg_alpha': 0.11070071235169049, 'reg_lambda': 1.7455795611249112}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,259] Trial 85 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.06396188251608008, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.987412158561349, 'colsample_bytree': 0.8998716497855999, 'gamma': 0.39323043772812866, 'reg_alpha': 0.09123053664679208, 'reg_lambda': 1.321676080424301}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,387] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.05326381152122666, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9685989913850563, 'colsample_bytree': 0.8301288338384998, 'gamma': 1.069023317148844, 'reg_alpha': 0.14456436587931618, 'reg_lambda': 1.134879527393167}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,524] Trial 87 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 64, 'learning_rate': 0.06026162373093246, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9656103256862174, 'colsample_bytree': 0.8183772839114482, 'gamma': 1.0932381559032955, 'reg_alpha': 0.141422988625079, 'reg_lambda': 1.2003288596984618}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,767] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.0957054649907746, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9066361754896022, 'colsample_bytree': 0.8232517345308419, 'gamma': 1.2141654968746733, 'reg_alpha': 0.21028866163353466, 'reg_lambda': 1.208649976384269}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:00,904] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.07092132275755308, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9137219823706609, 'colsample_bytree': 0.7984270559768677, 'gamma': 1.4005707779997307, 'reg_alpha': 0.16858224412597897, 'reg_lambda': 1.4217193060483284}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,025] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.07833876779385907, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8723647755462498, 'colsample_bytree': 0.9054925728864711, 'gamma': 0.6573074299113281, 'reg_alpha': 0.06141705082774507, 'reg_lambda': 1.51735157640101}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,248] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.05433365194047499, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9718169899194772, 'colsample_bytree': 0.8176985870016651, 'gamma': 1.1144208637423438, 'reg_alpha': 0.12553612179699122, 'reg_lambda': 1.0817362626377627}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,361] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.060639842095816895, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.996750116460385, 'colsample_bytree': 0.8170482803572419, 'gamma': 1.3403900664117452, 'reg_alpha': 0.1271152442462404, 'reg_lambda': 1.0809243931806363}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,506] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.03770572133183149, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9549534823641549, 'colsample_bytree': 0.870117036495568, 'gamma': 1.1268206788907003, 'reg_alpha': 0.1829337925500057, 'reg_lambda': 1.0075149122047886}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,650] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.05643851364891924, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9870636588576233, 'colsample_bytree': 0.7801646011485683, 'gamma': 1.5117599283845546, 'reg_alpha': 0.23731259724002876, 'reg_lambda': 1.1687599615675335}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:01,807] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.042500112783415575, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9269110395440165, 'colsample_bytree': 0.8384616800922791, 'gamma': 1.2517214047141252, 'reg_alpha': 0.1181331173442565, 'reg_lambda': 0.9489251649293171}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,028] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.047890496809234795, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8907602436401472, 'colsample_bytree': 0.8628060340920095, 'gamma': 1.6596943634422727, 'reg_alpha': 0.07454624159929335, 'reg_lambda': 0.8265844734304177}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,141] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.03422787788699556, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9678894388120574, 'colsample_bytree': 0.8866700638498171, 'gamma': 1.0525224474565409, 'reg_alpha': 0.14946536675302063, 'reg_lambda': 1.839412066707997}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,287] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 36, 'learning_rate': 0.08141519827163708, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9004777773220377, 'colsample_bytree': 0.8009284751947299, 'gamma': 1.7666314183994192, 'reg_alpha': 0.035141753854523186, 'reg_lambda': 1.5817270880775163}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,409] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.06429668643822352, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9461976146357391, 'colsample_bytree': 0.84275475846696, 'gamma': 0.7401757733807186, 'reg_alpha': 0.088779243835909, 'reg_lambda': 1.7275124274917577}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,599] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.04520252536218902, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9209782620043987, 'colsample_bytree': 0.7899102862313631, 'gamma': 1.4424047443753518, 'reg_alpha': 0.202425685822428, 'reg_lambda': 1.1090570478886277}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,724] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.052836811950345855, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9761270716466974, 'colsample_bytree': 0.8336916134038944, 'gamma': 1.0860256313068468, 'reg_alpha': 0.14084977886179065, 'reg_lambda': 0.7607575418044936}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:02,898] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.053538009478091224, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9635192930911565, 'colsample_bytree': 0.8237729517108078, 'gamma': 0.8559853415288244, 'reg_alpha': 0.16212293735290836, 'reg_lambda': 1.1734040254880787}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,001] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.06085064795876526, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9709922256578802, 'colsample_bytree': 0.8588831345834976, 'gamma': 1.0180660784715891, 'reg_alpha': 0.1214261607165885, 'reg_lambda': 1.0193584321645517}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,133] Trial 104 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.06807691526449718, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9352993476343662, 'colsample_bytree': 0.868860243808713, 'gamma': 0.45413046910627664, 'reg_alpha': 0.051146230134561904, 'reg_lambda': 1.3612320072169946}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,390] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.03937146047446162, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9862010574958557, 'colsample_bytree': 0.7702324822581561, 'gamma': 3.1996348110756907, 'reg_alpha': 0.17297124341166853, 'reg_lambda': 1.6343344737290655}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,561] Trial 106 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 216, 'learning_rate': 0.03906766020844112, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9843331108503822, 'colsample_bytree': 0.6042378850895543, 'gamma': 4.0436484144580795, 'reg_alpha': 0.10243967964017432, 'reg_lambda': 1.6334343009228895}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,722] Trial 107 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 145, 'learning_rate': 0.029825507121012482, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8860179457831266, 'colsample_bytree': 0.7583696880200836, 'gamma': 3.2820003745908486, 'reg_alpha': 0.1692501573301135, 'reg_lambda': 1.5100195599767787}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:03,905] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.04687131289828386, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9109546232281241, 'colsample_bytree': 0.7648712372558327, 'gamma': 3.0853376204606953, 'reg_alpha': 0.2823405937425594, 'reg_lambda': 1.8409185111834159}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,173] Trial 109 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.04310750325623168, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9514130503905942, 'colsample_bytree': 0.771244156129552, 'gamma': 2.8446388944024927, 'reg_alpha': 0.06924305139261867, 'reg_lambda': 1.4699834664797065}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,356] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.04003803637048496, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.990715665348089, 'colsample_bytree': 0.8728477904654219, 'gamma': 3.412305562332444, 'reg_alpha': 0.21847003113647356, 'reg_lambda': 1.6272408658134827}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,478] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.050790404653172284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9612627013362576, 'colsample_bytree': 0.8322088643712036, 'gamma': 1.2080377826053528, 'reg_alpha': 0.1421039163233026, 'reg_lambda': 1.1176047765642616}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,725] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.05608011278899655, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.93116404493788, 'colsample_bytree': 0.7437924086061347, 'gamma': 1.5461656851928964, 'reg_alpha': 0.11445398966821803, 'reg_lambda': 1.2553481564671618}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,905] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.05945400140427573, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.978046000291773, 'colsample_bytree': 0.8467423314250709, 'gamma': 1.3078112281183547, 'reg_alpha': 0.1877194472861571, 'reg_lambda': 0.9488378924808047}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:04,976] Trial 114 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 41, 'learning_rate': 0.05264939800955121, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.998213226414587, 'colsample_bytree': 0.8171014430301181, 'gamma': 1.1335073134100577, 'reg_alpha': 0.15043151461707216, 'reg_lambda': 1.1929802435248338}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,235] Trial 115 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 77, 'learning_rate': 0.04672130101709395, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9002079112411661, 'colsample_bytree': 0.8831514868412733, 'gamma': 4.413809634493199, 'reg_alpha': 0.09059016031361478, 'reg_lambda': 1.42014885493905}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,430] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 55, 'learning_rate': 0.035727859322777146, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9153870605967686, 'colsample_bytree': 0.8064539159620471, 'gamma': 0.9412827631894862, 'reg_alpha': 0.025138347593684014, 'reg_lambda': 1.6943877217542733}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,555] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 101, 'learning_rate': 0.055426952828139996, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9686424313075379, 'colsample_bytree': 0.861271205344503, 'gamma': 3.726976079408682, 'reg_alpha': 0.25918621075755405, 'reg_lambda': 1.796754247681487}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,763] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.07049334930547911, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8679381005252519, 'colsample_bytree': 0.8332526214735092, 'gamma': 0.5867872074447475, 'reg_alpha': 0.17400835432338463, 'reg_lambda': 1.0574789548890984}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:05,943] Trial 119 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 198, 'learning_rate': 0.03196479951776569, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.940859172529353, 'colsample_bytree': 0.8282702827567489, 'gamma': 1.419262950258432, 'reg_alpha': 0.12854385423247705, 'reg_lambda': 1.3620142905372175}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,056] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.04443768740020765, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9252984474980078, 'colsample_bytree': 0.8901981439685103, 'gamma': 1.290561866319394, 'reg_alpha': 0.06798426622116303, 'reg_lambda': 1.5676061935577472}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,170] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.059187144788875455, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9988306539724315, 'colsample_bytree': 0.6761821163511221, 'gamma': 1.3633825039453105, 'reg_alpha': 0.13227079496296906, 'reg_lambda': 1.1266843244026166}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,306] Trial 122 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 35, 'learning_rate': 0.061787550091915645, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9918082578468244, 'colsample_bytree': 0.816028802998785, 'gamma': 1.6138756688452027, 'reg_alpha': 0.1947439441471554, 'reg_lambda': 1.0767443163593364}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,440] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 29, 'learning_rate': 0.0505200095836534, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9824353068559781, 'colsample_bytree': 0.7881668495946405, 'gamma': 1.2049288653139407, 'reg_alpha': 0.10055053379024136, 'reg_lambda': 1.2645407717734742}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,505] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.041888798942939696, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8921332285030881, 'colsample_bytree': 0.8531154696445847, 'gamma': 1.3381676461207417, 'reg_alpha': 0.04812946555612474, 'reg_lambda': 0.904542976492128}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,609] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.06640777551589794, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9571579913231404, 'colsample_bytree': 0.818707764786037, 'gamma': 1.5081578208150546, 'reg_alpha': 0.11683241151743982, 'reg_lambda': 1.5116076699232448}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,857] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.07623855783520114, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9068689816183609, 'colsample_bytree': 0.8442139117212764, 'gamma': 1.0301746346425598, 'reg_alpha': 0.15093308851363865, 'reg_lambda': 1.0987485514769137}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:06,972] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.04826517836751735, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.880254045798343, 'colsample_bytree': 0.8062048218827558, 'gamma': 0.8680547801430981, 'reg_alpha': 0.08245754524126528, 'reg_lambda': 1.1999765138225247}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,083] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.05548717246557715, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9748006906644828, 'colsample_bytree': 0.8789691364967108, 'gamma': 1.1346840834486498, 'reg_alpha': 0.12785900627261354, 'reg_lambda': 1.0110493997123937}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,229] Trial 129 finished with value: 0.738095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.06249020370201234, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.917728828084065, 'colsample_bytree': 0.8612759516685642, 'gamma': 1.697400181388607, 'reg_alpha': 0.21932865115836347, 'reg_lambda': 1.3092852486390691}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,397] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.03802011972322773, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9473496030648776, 'colsample_bytree': 0.7979355793916222, 'gamma': 2.0110568667740227, 'reg_alpha': 0.17429977936232993, 'reg_lambda': 1.7242090417135625}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,532] Trial 131 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 59, 'learning_rate': 0.056900472314117836, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9881147936491185, 'colsample_bytree': 0.7715066808104367, 'gamma': 1.505795957182764, 'reg_alpha': 0.1536464383014347, 'reg_lambda': 1.1750899018855532}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,693] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.050870444583442205, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9819238529343126, 'colsample_bytree': 0.8398361237662554, 'gamma': 1.2748519992941227, 'reg_alpha': 0.10725125642124295, 'reg_lambda': 0.971310800780546}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,805] Trial 133 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 61, 'learning_rate': 0.05308437896701332, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9931834776148244, 'colsample_bytree': 0.7487319077028293, 'gamma': 1.4162709603557426, 'reg_alpha': 0.20418230254158876, 'reg_lambda': 1.2422032402774472}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:07,949] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 83, 'learning_rate': 0.04711339141530198, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9680701954886476, 'colsample_bytree': 0.7781821738182703, 'gamma': 1.5882334839005834, 'reg_alpha': 0.9989168100379817, 'reg_lambda': 1.1332704656246155}. Best is trial 54 with value: 0.761904761904762.
[I 2025-11-03 19:34:08,098] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.05844293286032319, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9993183140070901, 'colsample_bytree': 0.8251366539745328, 'gamma': 1.1306696723370666, 'reg_alpha': 0.23088101507342743, 'reg_lambda': 0.8750551087657283}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,182] Trial 136 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 20, 'learning_rate': 0.06654608658577048, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9964340227011069, 'colsample_bytree': 0.7317455164784027, 'gamma': 1.0150776641588515, 'reg_alpha': 0.23214107253695992, 'reg_lambda': 0.6356862747124421}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,289] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.06106558986601942, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8998469648834233, 'colsample_bytree': 0.825776610112549, 'gamma': 1.152985803347872, 'reg_alpha': 0.13674225048554653, 'reg_lambda': 0.775958682327983}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,498] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.04418761310393255, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9750301547673049, 'colsample_bytree': 0.8145767069630698, 'gamma': 0.733916785251042, 'reg_alpha': 0.0754820992427147, 'reg_lambda': 0.8936547623164387}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,607] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.051072766286913665, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7439644717116998, 'colsample_bytree': 0.8507142505602033, 'gamma': 0.9271876123031162, 'reg_alpha': 0.03958972565919064, 'reg_lambda': 0.8614404133021653}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,709] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.07286703326450734, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.960053482179905, 'colsample_bytree': 0.8344058458801833, 'gamma': 1.2915477638625865, 'reg_alpha': 0.1726800825942484, 'reg_lambda': 1.049807877390673}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:08,916] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.05748276102430247, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9859985706559892, 'colsample_bytree': 0.7949145646192046, 'gamma': 1.4258326556437353, 'reg_alpha': 0.1557214354264631, 'reg_lambda': 1.1496356786275566}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,026] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.05479762319268287, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9886245770093154, 'colsample_bytree': 0.7822322447924547, 'gamma': 1.0689475176402916, 'reg_alpha': 0.19240687133213816, 'reg_lambda': 1.4674480540114976}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,128] Trial 143 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.04857442437645117, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990066224360366, 'colsample_bytree': 0.8706701439798, 'gamma': 1.1990865415024687, 'reg_alpha': 0.23571518331045768, 'reg_lambda': 1.6738679443038555}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,307] Trial 144 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.04194611671697736, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9960725582517531, 'colsample_bytree': 0.8742128612221485, 'gamma': 1.1976417736216418, 'reg_alpha': 0.24024767095599026, 'reg_lambda': 1.6376317223275956}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,406] Trial 145 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.04701443100161422, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8876530988653556, 'colsample_bytree': 0.8639624966901323, 'gamma': 0.800945201235184, 'reg_alpha': 0.4918561681255478, 'reg_lambda': 1.5848707126072172}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,510] Trial 146 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 42, 'learning_rate': 0.04884259447780598, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9996652453243692, 'colsample_bytree': 0.8413223384751898, 'gamma': 4.897452871041448, 'reg_alpha': 0.09294172497084058, 'reg_lambda': 1.6872583569411703}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,688] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 34, 'learning_rate': 0.06413721925420367, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.978374208684286, 'colsample_bytree': 0.9050992344712305, 'gamma': 1.318697834908474, 'reg_alpha': 0.11990236640139648, 'reg_lambda': 1.4111563884251446}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,804] Trial 148 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.05275535570719015, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9094565809042048, 'colsample_bytree': 0.8905635736640682, 'gamma': 1.1304213337320599, 'reg_alpha': 0.13880110722343053, 'reg_lambda': 1.781377880882011}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:09,925] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.04527143395165051, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9688124601742202, 'colsample_bytree': 0.8552840476013428, 'gamma': 0.9758636425239778, 'reg_alpha': 0.059777635610519395, 'reg_lambda': 1.543037400251095}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,132] Trial 150 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.040334060532567224, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9265174729853075, 'colsample_bytree': 0.8691516492373337, 'gamma': 1.2421565541234254, 'reg_alpha': 0.10312856192236984, 'reg_lambda': 1.350094196057981}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,249] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.0586965978835041, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9836628446393293, 'colsample_bytree': 0.8059078160229953, 'gamma': 1.379863395632727, 'reg_alpha': 0.250091702145032, 'reg_lambda': 1.1906385493490377}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,363] Trial 152 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.05508840742361654, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9897581906934833, 'colsample_bytree': 0.8292526618481955, 'gamma': 1.4726704033180975, 'reg_alpha': 0.2908983808710719, 'reg_lambda': 1.0621035447411304}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,547] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.05887375273004532, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9771230802667723, 'colsample_bytree': 0.8205120890392384, 'gamma': 1.5086979887323104, 'reg_alpha': 0.3684200983519349, 'reg_lambda': 1.6177303648482182}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,664] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.049993384002896823, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9625780446669201, 'colsample_bytree': 0.8462825033391717, 'gamma': 1.0793497192990447, 'reg_alpha': 0.23040535363449693, 'reg_lambda': 0.985880128862519}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:10,761] Trial 155 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.044067693605096485, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9528002587798751, 'colsample_bytree': 0.8827361557173083, 'gamma': 1.626935036547974, 'reg_alpha': 0.3439862124699198, 'reg_lambda': 1.2775731184014554}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,017] Trial 156 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.06685881837703513, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9363872873977134, 'colsample_bytree': 0.8623602912353575, 'gamma': 1.2238227100180536, 'reg_alpha': 0.31792948531900794, 'reg_lambda': 1.1005321876437155}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,136] Trial 157 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.052327464664573976, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9993548834210644, 'colsample_bytree': 0.9216018482609396, 'gamma': 2.782994846884475, 'reg_alpha': 0.20294079257246234, 'reg_lambda': 1.5075319819747903}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,345] Trial 158 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 42, 'learning_rate': 0.04808592029559319, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9992535101020903, 'colsample_bytree': 0.9006976434206413, 'gamma': 2.7839322900641954, 'reg_alpha': 0.20288916502989054, 'reg_lambda': 1.533480551616575}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:11,468] Trial 159 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.05232865143048968, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9038907668228792, 'colsample_bytree': 0.9286993994048685, 'gamma': 3.347198297441923, 'reg_alpha': 0.16785913480762754, 'reg_lambda': 1.4958652312968577}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,165] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.03791878236569859, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8931118616227588, 'colsample_bytree': 0.939283737521169, 'gamma': 2.590440572902782, 'reg_alpha': 0.019123094061539808, 'reg_lambda': 1.6674338282009349}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,281] Trial 161 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.05575631803337205, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9844915269544751, 'colsample_bytree': 0.8528283893059658, 'gamma': 3.509572514408531, 'reg_alpha': 0.2667111367795614, 'reg_lambda': 1.4198457215074312}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,398] Trial 162 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 56, 'learning_rate': 0.058845084432041714, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9908074071982245, 'colsample_bytree': 0.873414572970281, 'gamma': 2.938881561864589, 'reg_alpha': 0.18429802599640294, 'reg_lambda': 1.7361774417416798}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,630] Trial 163 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 208, 'learning_rate': 0.06302650040011579, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9735746322155238, 'colsample_bytree': 0.915665129776041, 'gamma': 3.0361724666643353, 'reg_alpha': 0.14776458961404462, 'reg_lambda': 1.5632961274894146}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,745] Trial 164 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 64, 'learning_rate': 0.05329568204320858, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9119077098210735, 'colsample_bytree': 0.8113584266026459, 'gamma': 3.1996308371395954, 'reg_alpha': 0.21391734169683846, 'reg_lambda': 1.2370090088292693}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,862] Trial 165 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 48, 'learning_rate': 0.04909346014966095, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6766702764023506, 'colsample_bytree': 0.8267452725987774, 'gamma': 1.3187719067927375, 'reg_alpha': 0.6508574347461775, 'reg_lambda': 1.6089284025030866}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:12,982] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.045104653796648436, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9991006405308914, 'colsample_bytree': 0.8377343208905198, 'gamma': 1.408211227403643, 'reg_alpha': 0.11993553082154684, 'reg_lambda': 1.151988175021927}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,122] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.07041669995167875, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9211571352206481, 'colsample_bytree': 0.8549906720233599, 'gamma': 2.7044011905283702, 'reg_alpha': 0.16850379555769282, 'reg_lambda': 1.4458835361634221}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,318] Trial 168 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.06134683123966724, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9705197003937384, 'colsample_bytree': 0.8943685309951694, 'gamma': 2.3893392368270527, 'reg_alpha': 0.18779772181697324, 'reg_lambda': 1.0360696148113777}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,462] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.04159953909654492, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9807652332474586, 'colsample_bytree': 0.7724703821363348, 'gamma': 0.8858348790113464, 'reg_alpha': 0.13536599099518215, 'reg_lambda': 1.38354107887271}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,563] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.0556739000803794, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9880842672635846, 'colsample_bytree': 0.7904826531740057, 'gamma': 1.1392524317641928, 'reg_alpha': 0.24621084975904972, 'reg_lambda': 1.3079335080682353}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,812] Trial 171 finished with value: 0.738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.05134063959881959, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9781388259977754, 'colsample_bytree': 0.8356595842690397, 'gamma': 1.055873585641746, 'reg_alpha': 0.14644162150798418, 'reg_lambda': 0.6537968422859821}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:13,966] Trial 172 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 79, 'learning_rate': 0.05266825257123024, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9663887454233259, 'colsample_bytree': 0.8198490579268924, 'gamma': 1.1974586279912065, 'reg_alpha': 0.09605280079164791, 'reg_lambda': 0.7701692203010265}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,097] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.04825992656112074, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.993966386520045, 'colsample_bytree': 0.8475649949103644, 'gamma': 1.3380111848298253, 'reg_alpha': 0.12437964344123215, 'reg_lambda': 0.7699503129543189}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,282] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.04680266411281039, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9996157716929214, 'colsample_bytree': 0.8465863903396946, 'gamma': 1.5470288551363496, 'reg_alpha': 0.11736844723980011, 'reg_lambda': 0.6884693036452454}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,533] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.04892836149696859, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9919051907079485, 'colsample_bytree': 0.8639480298153877, 'gamma': 1.334097926652321, 'reg_alpha': 0.15917084253780756, 'reg_lambda': 1.206134343973223}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,689] Trial 176 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 65, 'learning_rate': 0.04308088558572157, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9846028795677507, 'colsample_bytree': 0.9268839909139726, 'gamma': 1.755956629448561, 'reg_alpha': 0.0823965729566178, 'reg_lambda': 0.8183485053189146}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:14,799] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.05813651563525419, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8978404505496406, 'colsample_bytree': 0.629968928939904, 'gamma': 1.414566028801076, 'reg_alpha': 0.2022971130010336, 'reg_lambda': 1.685637810025289}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,119] Trial 178 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.04631098167747449, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.879437136462437, 'colsample_bytree': 0.8799756284853112, 'gamma': 2.4949926634936275, 'reg_alpha': 0.062135013917184234, 'reg_lambda': 1.1304017113003306}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,232] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.06573789988532533, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9925885259218427, 'colsample_bytree': 0.8032709331977117, 'gamma': 1.2439114680827903, 'reg_alpha': 0.00039572429077011986, 'reg_lambda': 0.7194317928843723}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,414] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 30, 'learning_rate': 0.055490986432242845, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9167901533130647, 'colsample_bytree': 0.8727303389867783, 'gamma': 1.016652213038502, 'reg_alpha': 0.13269521521109107, 'reg_lambda': 0.9244694225753929}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,562] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.052209740111751196, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9764588501461235, 'colsample_bytree': 0.8319924123900292, 'gamma': 1.1367393317491348, 'reg_alpha': 0.14291619729203003, 'reg_lambda': 0.7152622538825639}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,688] Trial 182 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 62, 'learning_rate': 0.06118526750719168, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9825936891011894, 'colsample_bytree': 0.8414793961239089, 'gamma': 1.2931815338691819, 'reg_alpha': 0.17802989762310617, 'reg_lambda': 0.564326743637147}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,858] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.049839274846960775, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9576149240368796, 'colsample_bytree': 0.8549859775029666, 'gamma': 1.5005234635480755, 'reg_alpha': 0.10922964672056223, 'reg_lambda': 0.7723590097937849}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:15,968] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.054505693101150894, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9708041120348642, 'colsample_bytree': 0.8274045229978526, 'gamma': 0.9457255205312398, 'reg_alpha': 0.16253082955073678, 'reg_lambda': 1.085038509577387}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,109] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.04586834413657563, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9902803502263612, 'colsample_bytree': 0.8137441792898097, 'gamma': 1.0993410039961935, 'reg_alpha': 0.12544818225524468, 'reg_lambda': 0.9920540288644049}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,232] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 75, 'learning_rate': 0.03947510536627381, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.908750409637095, 'colsample_bytree': 0.8451058947672342, 'gamma': 1.372367351825055, 'reg_alpha': 0.21993805081840415, 'reg_lambda': 0.8637115291598817}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,408] Trial 187 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 72, 'learning_rate': 0.033035356570837685, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8987830319517947, 'colsample_bytree': 0.846297258775214, 'gamma': 1.3669080409211414, 'reg_alpha': 0.23445612877191235, 'reg_lambda': 0.8572680816484715}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,514] Trial 188 finished with value: 0.744047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.03914953169207389, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9100302101957105, 'colsample_bytree': 0.8597988143287372, 'gamma': 1.5798369811452742, 'reg_alpha': 0.22347676652953774, 'reg_lambda': 1.544040642328234}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,620] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.035377217862941554, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8067947254330241, 'colsample_bytree': 0.8670192610221733, 'gamma': 1.2478029359974883, 'reg_alpha': 0.2661394190077954, 'reg_lambda': 1.4869227954009585}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,726] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.04205659833675125, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9252307527124106, 'colsample_bytree': 0.848839739557536, 'gamma': 1.4569550555800936, 'reg_alpha': 0.033757152051795025, 'reg_lambda': 1.603182222100442}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:16,928] Trial 191 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 66, 'learning_rate': 0.0489663524662905, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8884815438621456, 'colsample_bytree': 0.8365869302693166, 'gamma': 1.1985403549534015, 'reg_alpha': 0.19568904225981162, 'reg_lambda': 0.790950682355905}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,054] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.058411288753331445, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9104504343068168, 'colsample_bytree': 0.8230686786254724, 'gamma': 2.234649727748547, 'reg_alpha': 0.1474109679381347, 'reg_lambda': 0.8394655724847829}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,175] Trial 193 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 64, 'learning_rate': 0.05236565222496105, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9444148399307634, 'colsample_bytree': 0.7626751647720674, 'gamma': 1.3321762446470593, 'reg_alpha': 0.10276131256183434, 'reg_lambda': 1.1655683532984045}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,394] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.04473773085531722, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9921577363995546, 'colsample_bytree': 0.8322148340716723, 'gamma': 1.0824621876601477, 'reg_alpha': 0.17086569203652555, 'reg_lambda': 1.645474042413438}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,504] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.056380100622733194, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9042600454434501, 'colsample_bytree': 0.8582667940118325, 'gamma': 1.3822102430774248, 'reg_alpha': 0.07834701609624413, 'reg_lambda': 0.8851261867372142}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,608] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.06284842764376537, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9036543949622159, 'colsample_bytree': 0.8640953885631548, 'gamma': 1.460092547571941, 'reg_alpha': 0.08045757033434253, 'reg_lambda': 0.8815226107147417}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,713] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 43, 'learning_rate': 0.056646550580030375, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8929503431968973, 'colsample_bytree': 0.8563448698609176, 'gamma': 1.3959187537956308, 'reg_alpha': 0.05119355482297688, 'reg_lambda': 1.0164210790740698}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:17,955] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.04879462064452102, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9042672977055923, 'colsample_bytree': 0.877359558213454, 'gamma': 1.6680243996730428, 'reg_alpha': 0.09233723190099838, 'reg_lambda': 1.0897441296653176}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:18,062] Trial 199 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 28, 'learning_rate': 0.041036833754526277, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9210802646147567, 'colsample_bytree': 0.8420164651016946, 'gamma': 1.2943213745806883, 'reg_alpha': 0.2181231836292413, 'reg_lambda': 0.9556171559414969}. Best is trial 135 with value: 0.7678571428571428.
[I 2025-11-03 19:34:18,065] A new study created in memory with name: no-name-f9490632-8401-4b55-a762-310785b0329c
[I 2025-11-03 19:34:18,195] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.10592333581569571, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6592920595749904, 'colsample_bytree': 0.6168508463275582, 'gamma': 1.674573505963478, 'reg_alpha': 0.9223871283620517, 'reg_lambda': 2.209159876146452}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:18,462] Trial 1 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.017542571087460018, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6797680276943999, 'colsample_bytree': 0.7683027999195868, 'gamma': 2.5426673327068983, 'reg_alpha': 0.23750955902272075, 'reg_lambda': 2.416507352236037}. Best is trial 1 with value: 0.6071428571428572.
[I 2025-11-03 19:34:18,660] Trial 2 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.06381909824161772, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.790271739995756, 'colsample_bytree': 0.9889364305756132, 'gamma': 3.3125633368631116, 'reg_alpha': 0.3386031396602128, 'reg_lambda': 2.6543267267714907}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 19:34:18,763] Trial 3 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.17901458744706195, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8270377184084052, 'colsample_bytree': 0.8373549801246681, 'gamma': 3.37462399070127, 'reg_alpha': 0.6275837535890522, 'reg_lambda': 1.6897946111496678}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:18,902] Trial 4 finished with value: 0.6875 and parameters: {'n_estimators': 129, 'learning_rate': 0.11825232544761301, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6101149139369222, 'colsample_bytree': 0.8957073818917786, 'gamma': 4.854776586735277, 'reg_alpha': 0.38331850001981305, 'reg_lambda': 2.63007519078588}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:18,962] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.08172478246044208, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7554969772067655, 'colsample_bytree': 0.7060987294027594, 'gamma': 0.5572393997613079, 'reg_alpha': 0.016717971711611046, 'reg_lambda': 2.519271651118987}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,229] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.13420777182333934, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6667206332848147, 'colsample_bytree': 0.6368892288192157, 'gamma': 1.4565411379883153, 'reg_alpha': 0.3530637890739733, 'reg_lambda': 1.592545646657984}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,366] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.0902492160058983, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7463555177453354, 'colsample_bytree': 0.7520768707574386, 'gamma': 2.493173545357183, 'reg_alpha': 0.008149957503930993, 'reg_lambda': 0.8412970561337891}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,595] Trial 8 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 195, 'learning_rate': 0.03841245584436804, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7919094238989629, 'colsample_bytree': 0.6924302558802075, 'gamma': 0.36484009004893125, 'reg_alpha': 0.1885001773975793, 'reg_lambda': 2.009721382596455}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,691] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.1034382384783443, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.846002517212545, 'colsample_bytree': 0.8230564227104243, 'gamma': 1.1878607661856315, 'reg_alpha': 0.09901940531890596, 'reg_lambda': 2.3281012971196438}. Best is trial 3 with value: 0.7023809523809524.
[I 2025-11-03 19:34:19,853] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.27282506252373045, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9543239172736863, 'colsample_bytree': 0.8859477423065778, 'gamma': 4.376806775377801, 'reg_alpha': 0.6737104529618596, 'reg_lambda': 1.3564227326931273}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,154] Trial 11 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.28981736117912804, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9940078532458733, 'colsample_bytree': 0.8742446114212961, 'gamma': 4.524417180140392, 'reg_alpha': 0.6717355479437148, 'reg_lambda': 1.3644613292892187}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,330] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.23909827607535, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9189922481508146, 'colsample_bytree': 0.9329270025713453, 'gamma': 3.870562913391954, 'reg_alpha': 0.6531135986224206, 'reg_lambda': 1.1074071794819316}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,501] Trial 13 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.2947508755684185, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9604965814590369, 'colsample_bytree': 0.9666378836041658, 'gamma': 4.055223646262457, 'reg_alpha': 0.8323309351295343, 'reg_lambda': 0.9682170830909802}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 19:34:20,678] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.03711809958015621, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9095502608493667, 'colsample_bytree': 0.9312852752160637, 'gamma': 3.860630775641132, 'reg_alpha': 0.5910992548807045, 'reg_lambda': 0.5220154146441552}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:20,831] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.034924867064887316, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8978509550672059, 'colsample_bytree': 0.9132570590127287, 'gamma': 4.197871863534133, 'reg_alpha': 0.5085903322697094, 'reg_lambda': 0.6541304462176619}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,013] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.03323984127734393, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.884492307496056, 'colsample_bytree': 0.9379229918823049, 'gamma': 3.0871413315114955, 'reg_alpha': 0.502410080064132, 'reg_lambda': 0.5962627841671633}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,200] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.011203123051506014, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8799295581224463, 'colsample_bytree': 0.9993145691191049, 'gamma': 3.7728259860951083, 'reg_alpha': 0.527780522508634, 'reg_lambda': 0.5385969144206846}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,373] Trial 18 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 183, 'learning_rate': 0.026750218204928875, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8987656694693585, 'colsample_bytree': 0.9329374782920887, 'gamma': 4.8813066970634695, 'reg_alpha': 0.7777274652112581, 'reg_lambda': 0.7785803354187484}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,510] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.04881932753126096, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9345901040975009, 'colsample_bytree': 0.8516591450344756, 'gamma': 2.6190578437818397, 'reg_alpha': 0.44204507402995735, 'reg_lambda': 1.1728202594507406}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:21,813] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.022725370091580807, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8525155651886395, 'colsample_bytree': 0.7893047664022195, 'gamma': 4.2877549468458875, 'reg_alpha': 0.5828580086730235, 'reg_lambda': 2.9993680127961633}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,026] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 244, 'learning_rate': 0.05570985983633647, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9909359960861749, 'colsample_bytree': 0.8908480765218558, 'gamma': 4.481099622560075, 'reg_alpha': 0.723237459029622, 'reg_lambda': 1.414466457470958}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,383] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 209, 'learning_rate': 0.018734089820778257, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.947529427621481, 'colsample_bytree': 0.9172098715181163, 'gamma': 3.6500598483905824, 'reg_alpha': 0.8498783024528302, 'reg_lambda': 0.7188135902957462}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,576] Trial 23 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 231, 'learning_rate': 0.03986408021286197, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9663888778362394, 'colsample_bytree': 0.8728859508866328, 'gamma': 2.979642895479686, 'reg_alpha': 0.5630662227819606, 'reg_lambda': 0.5216393989783243}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:22,921] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.03795927158059662, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9163737563546012, 'colsample_bytree': 0.9535578292310697, 'gamma': 2.8442552835677777, 'reg_alpha': 0.5331582431996882, 'reg_lambda': 0.5104484424374225}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,124] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.027518297221789043, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9762936316046057, 'colsample_bytree': 0.8568436285389202, 'gamma': 2.183253692656506, 'reg_alpha': 0.4275207335017491, 'reg_lambda': 0.9758300181305486}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,326] Trial 26 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.01411700470030708, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9846722975562758, 'colsample_bytree': 0.8092261895723136, 'gamma': 2.1026152729573626, 'reg_alpha': 0.4315104986184459, 'reg_lambda': 0.9662412459254096}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,497] Trial 27 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.02513408837899186, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.956681667354071, 'colsample_bytree': 0.8519312852794313, 'gamma': 1.9587619166116508, 'reg_alpha': 0.30599274999493886, 'reg_lambda': 0.9233731380354118}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,686] Trial 28 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.04465837254725299, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.970248947157857, 'colsample_bytree': 0.8674426983817342, 'gamma': 2.299079113325674, 'reg_alpha': 0.5917339658212563, 'reg_lambda': 1.0814909973745386}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,823] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.06803336022427302, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9308793697323773, 'colsample_bytree': 0.7902305602644623, 'gamma': 2.1559912158559835, 'reg_alpha': 0.8869278408576067, 'reg_lambda': 2.0241398155830477}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:23,952] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.04710472585965574, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9991548945578569, 'colsample_bytree': 0.732329804535123, 'gamma': 1.5012274875944347, 'reg_alpha': 0.4291835672477897, 'reg_lambda': 1.1428377707687323}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:34:24,123] Trial 31 finished with value: 0.755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.02913693521840533, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9704364565930019, 'colsample_bytree': 0.8696214595870075, 'gamma': 1.012775664215856, 'reg_alpha': 0.5815122523706786, 'reg_lambda': 0.7580177665513307}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,339] Trial 32 finished with value: 0.744047619047619 and parameters: {'n_estimators': 138, 'learning_rate': 0.028885399818297318, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9702108390604802, 'colsample_bytree': 0.8576518663555804, 'gamma': 0.7895804646101625, 'reg_alpha': 0.7564046441514186, 'reg_lambda': 0.7494781629350108}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,517] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.02856965421841272, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8708539848285497, 'colsample_bytree': 0.8138791282435437, 'gamma': 0.9106883917689081, 'reg_alpha': 0.7450390008363903, 'reg_lambda': 0.6970379387617753}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,685] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 178, 'learning_rate': 0.018794681718940172, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.916438414648973, 'colsample_bytree': 0.8341104047337982, 'gamma': 0.18712808558320493, 'reg_alpha': 0.9638986038717117, 'reg_lambda': 0.8240463089712046}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:24,823] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.015800087132255343, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.705745838042038, 'colsample_bytree': 0.9750151339990779, 'gamma': 0.9498797703200386, 'reg_alpha': 0.26324671591008364, 'reg_lambda': 1.2880079095015424}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,114] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 190, 'learning_rate': 0.02968462965315717, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9743194257063285, 'colsample_bytree': 0.9061873190796028, 'gamma': 0.5955219218083625, 'reg_alpha': 0.8039660411552297, 'reg_lambda': 1.5341490359352354}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,275] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 138, 'learning_rate': 0.021868339718462703, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.831006347422327, 'colsample_bytree': 0.8520056854409367, 'gamma': 1.833209572596309, 'reg_alpha': 0.7111944150414273, 'reg_lambda': 1.8574746129076822}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,474] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.06429149093685774, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9461328502194245, 'colsample_bytree': 0.8390613126020847, 'gamma': 0.032030301181744214, 'reg_alpha': 0.6217513916977935, 'reg_lambda': 0.8904137152708749}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,701] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.02183840085421342, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6147075022702335, 'colsample_bytree': 0.7538106490594818, 'gamma': 1.2254044742162438, 'reg_alpha': 0.45605794192586824, 'reg_lambda': 0.6919392054058933}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:25,980] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.012239354513599428, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8079191005149302, 'colsample_bytree': 0.6205297033587148, 'gamma': 0.6898378408722778, 'reg_alpha': 0.3774739708005434, 'reg_lambda': 1.234538248688171}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,122] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.03162633309109464, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9730106533789918, 'colsample_bytree': 0.8813536783473787, 'gamma': 3.4316579460569767, 'reg_alpha': 0.5733005571339881, 'reg_lambda': 1.0901928385529747}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,323] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.04175981849112814, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9362975760406294, 'colsample_bytree': 0.8633440586137474, 'gamma': 2.1957252266588556, 'reg_alpha': 0.6068710046809077, 'reg_lambda': 1.0260652201951466}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,459] Trial 43 finished with value: 0.755952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.04223030715522479, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9288845832257397, 'colsample_bytree': 0.8979631576812003, 'gamma': 1.603273110933572, 'reg_alpha': 0.6214203976540236, 'reg_lambda': 1.025229566819519}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,589] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.07914724569171684, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9347356951091844, 'colsample_bytree': 0.9069096965613479, 'gamma': 1.667003778489622, 'reg_alpha': 0.6307771780648337, 'reg_lambda': 0.8428102326461308}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:26,888] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.05481395554727535, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9031479493059312, 'colsample_bytree': 0.9541897652991386, 'gamma': 1.1930782161487667, 'reg_alpha': 0.6904737561111975, 'reg_lambda': 0.6419098079407988}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:27,004] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.04666033234818589, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8696998864455973, 'colsample_bytree': 0.8937315935059931, 'gamma': 1.4361976526850646, 'reg_alpha': 0.7651248401347435, 'reg_lambda': 1.0291059009618182}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:27,201] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.04161080818274662, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9255330941266466, 'colsample_bytree': 0.9276039733532168, 'gamma': 0.8756620097413954, 'reg_alpha': 0.6253660103858918, 'reg_lambda': 0.770755425781894}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 19:34:27,258] Trial 48 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.03655683262598232, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9457790656110694, 'colsample_bytree': 0.824221681266172, 'gamma': 1.7662707996924176, 'reg_alpha': 0.4828348196707807, 'reg_lambda': 1.4779065891277205}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,365] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.03461012166807957, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7372223938673597, 'colsample_bytree': 0.8318759843868877, 'gamma': 2.4941651482364264, 'reg_alpha': 0.46771037172265717, 'reg_lambda': 1.713939402474131}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,543] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.05507266215382566, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.89020704357324, 'colsample_bytree': 0.7797378151387944, 'gamma': 1.6455983615648135, 'reg_alpha': 0.542775615929005, 'reg_lambda': 1.523500387388368}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,606] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 22, 'learning_rate': 0.056458073756743436, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9004917636564259, 'colsample_bytree': 0.7679856143642924, 'gamma': 1.7141384471254095, 'reg_alpha': 0.48265920848745364, 'reg_lambda': 1.4909229344375856}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,720] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.07392607242066788, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.908187759719692, 'colsample_bytree': 0.7633181627453111, 'gamma': 1.869050012600016, 'reg_alpha': 0.4999425827103513, 'reg_lambda': 1.8590456783649523}. Best is trial 48 with value: 0.7797619047619048.
[I 2025-11-03 19:34:27,780] Trial 53 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 22, 'learning_rate': 0.1096212537884809, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9425394656286811, 'colsample_bytree': 0.7384393085994982, 'gamma': 1.3580503633806162, 'reg_alpha': 0.48034248736150065, 'reg_lambda': 1.4393554293178834}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:27,921] Trial 54 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 20, 'learning_rate': 0.14660522410095125, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8568830210369749, 'colsample_bytree': 0.6937520711498661, 'gamma': 1.3687531809519553, 'reg_alpha': 0.3870494375903799, 'reg_lambda': 1.4581947582617008}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,053] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 70, 'learning_rate': 0.11836483728294785, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7750403391444186, 'colsample_bytree': 0.7280220163476958, 'gamma': 1.1137903071157127, 'reg_alpha': 0.4885070967996488, 'reg_lambda': 1.6174555468045928}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,127] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.18499751823128557, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9482882352223276, 'colsample_bytree': 0.6627112203468064, 'gamma': 1.5847860953946706, 'reg_alpha': 0.14991973279896342, 'reg_lambda': 1.3160081806907087}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,289] Trial 57 finished with value: 0.755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.10219406198048092, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.910021769134725, 'colsample_bytree': 0.7297053940520165, 'gamma': 1.820153264197574, 'reg_alpha': 0.33594622741723756, 'reg_lambda': 1.831225496061986}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,386] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.1721229299328206, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8828886329619329, 'colsample_bytree': 0.737623791866175, 'gamma': 0.44870709803096687, 'reg_alpha': 0.28865732989342335, 'reg_lambda': 2.2485085740678197}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,450] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 22, 'learning_rate': 0.09484087949089538, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9565212937457739, 'colsample_bytree': 0.7118176205175843, 'gamma': 1.91169262463266, 'reg_alpha': 0.35053861741103487, 'reg_lambda': 1.8081699017926898}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,655] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.11971413884640661, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9204647830943204, 'colsample_bytree': 0.6724124568270734, 'gamma': 1.357492104446844, 'reg_alpha': 0.3976043627296425, 'reg_lambda': 1.6827147513397893}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,743] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.09110107113176565, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9024867485363444, 'colsample_bytree': 0.7734761780496613, 'gamma': 1.0441039776637182, 'reg_alpha': 0.20851578035685697, 'reg_lambda': 2.0325540984362083}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:28,853] Trial 62 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 48, 'learning_rate': 0.03715534129488167, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9421771319254857, 'colsample_bytree': 0.7468259467721171, 'gamma': 4.677065659215168, 'reg_alpha': 0.5494340116907069, 'reg_lambda': 1.9550238354694596}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,065] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.10349063747275342, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8363019168067967, 'colsample_bytree': 0.7159616117605021, 'gamma': 2.689519124982585, 'reg_alpha': 0.6606420181296604, 'reg_lambda': 1.4528668454444906}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,191] Trial 64 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 102, 'learning_rate': 0.062017737113353275, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9883881297811948, 'colsample_bytree': 0.8003928690673846, 'gamma': 1.7552773036951237, 'reg_alpha': 0.523741524582681, 'reg_lambda': 1.2206433842857274}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,302] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.02455735281972466, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9116702208829851, 'colsample_bytree': 0.8182068694591141, 'gamma': 2.3606573276159635, 'reg_alpha': 0.4690425343708976, 'reg_lambda': 1.5382794054694309}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,483] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.14506912724995946, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8632589780325775, 'colsample_bytree': 0.6961931063506066, 'gamma': 1.5397324524064504, 'reg_alpha': 0.30980965377684355, 'reg_lambda': 0.5695849428080615}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,660] Trial 67 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 198, 'learning_rate': 0.04957443567386995, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8923195390366393, 'colsample_bytree': 0.9481092345802765, 'gamma': 1.3017461643123684, 'reg_alpha': 0.0537356879070256, 'reg_lambda': 1.359077722293919}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,766] Trial 68 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.03254200839887616, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9589276331653661, 'colsample_bytree': 0.9217318783858528, 'gamma': 1.9779191347512457, 'reg_alpha': 0.5810522894055982, 'reg_lambda': 2.1350760801582527}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:29,881] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 72, 'learning_rate': 0.07171667018434098, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8138009576509495, 'colsample_bytree': 0.7842314078963144, 'gamma': 2.016444991344424, 'reg_alpha': 0.4041040753630095, 'reg_lambda': 2.46578867347654}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,010] Trial 70 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.08317073975048586, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9320606267851929, 'colsample_bytree': 0.7645932249611945, 'gamma': 2.3680927308367927, 'reg_alpha': 0.49687598223343094, 'reg_lambda': 1.6586155216941487}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,205] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.08245155459580233, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9282732023284931, 'colsample_bytree': 0.7591510918802247, 'gamma': 2.358589623707572, 'reg_alpha': 0.4890794901930496, 'reg_lambda': 1.6336826428483475}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,316] Trial 72 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 31, 'learning_rate': 0.10647626170419718, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.94397880843775, 'colsample_bytree': 0.7706652194310933, 'gamma': 1.7370968698554436, 'reg_alpha': 0.5548878893497302, 'reg_lambda': 1.7959000084592298}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,481] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.13451410085450025, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9848920756593009, 'colsample_bytree': 0.801663104417694, 'gamma': 1.7413457093655222, 'reg_alpha': 0.6459795312968585, 'reg_lambda': 1.778761137646646}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,692] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.21421651438980222, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9199670430664532, 'colsample_bytree': 0.7413689370196256, 'gamma': 1.0710291789057682, 'reg_alpha': 0.550961566461376, 'reg_lambda': 1.9144060857838308}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,792] Trial 75 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.10547728940128136, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9485777446370489, 'colsample_bytree': 0.880624994947723, 'gamma': 1.7711858486918077, 'reg_alpha': 0.5222267628063602, 'reg_lambda': 1.7463045940598785}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:30,898] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 26, 'learning_rate': 0.10794076372873898, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.963999834854812, 'colsample_bytree': 0.7215161132068667, 'gamma': 1.5533903953654606, 'reg_alpha': 0.6038937345752597, 'reg_lambda': 2.1071445321292455}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,035] Trial 77 finished with value: 0.738095238095238 and parameters: {'n_estimators': 57, 'learning_rate': 0.16104668191375088, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9454875372770931, 'colsample_bytree': 0.8813257026194179, 'gamma': 1.7637064647438467, 'reg_alpha': 0.5192442148164739, 'reg_lambda': 1.7776640688038674}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,225] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.12696610383135268, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9821587065303199, 'colsample_bytree': 0.8454733368022771, 'gamma': 1.253145072590714, 'reg_alpha': 0.4398567019771258, 'reg_lambda': 1.5843520005042988}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,334] Trial 79 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 44, 'learning_rate': 0.0993437904381743, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9403945883187667, 'colsample_bytree': 0.9011390244691795, 'gamma': 1.4340549855210505, 'reg_alpha': 0.6838221815233335, 'reg_lambda': 1.7314804082149065}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,546] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.1103992368403577, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.999078991558664, 'colsample_bytree': 0.8262822856847449, 'gamma': 2.0801063787498397, 'reg_alpha': 0.5667150344557053, 'reg_lambda': 1.8474709018385855}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:31,827] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.03648132346735402, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9560172232036981, 'colsample_bytree': 0.7738326719565729, 'gamma': 1.8729766589214676, 'reg_alpha': 0.5972835127868515, 'reg_lambda': 1.4526631698377601}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,000] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 216, 'learning_rate': 0.06199760431679633, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9069328292163982, 'colsample_bytree': 0.938099600266915, 'gamma': 1.6623753738013642, 'reg_alpha': 0.4167066923246773, 'reg_lambda': 0.604788678470475}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,115] Trial 83 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 29, 'learning_rate': 0.031195569090013753, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8805227601679941, 'colsample_bytree': 0.7938613757082809, 'gamma': 1.5203562012700655, 'reg_alpha': 0.4620157281740597, 'reg_lambda': 1.9438775307125606}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,269] Trial 84 finished with value: 0.7529761904761904 and parameters: {'n_estimators': 26, 'learning_rate': 0.043228065411058454, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9239789483105303, 'colsample_bytree': 0.8893936386145487, 'gamma': 0.7612764230278198, 'reg_alpha': 0.5276475278573173, 'reg_lambda': 2.8118757510626198}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,434] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.04819240843421005, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9676926224161557, 'colsample_bytree': 0.8682409619016762, 'gamma': 1.011855031353085, 'reg_alpha': 0.5187204217877611, 'reg_lambda': 2.9094687344941135}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,550] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.05041779179601454, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9658225029229939, 'colsample_bytree': 0.8731271550840995, 'gamma': 0.9865251011557806, 'reg_alpha': 0.3263049952028506, 'reg_lambda': 2.368609372227367}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,657] Trial 87 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 35, 'learning_rate': 0.08766779847884924, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9521770439472249, 'colsample_bytree': 0.8698246024987649, 'gamma': 1.2051806068351234, 'reg_alpha': 0.36469350207987117, 'reg_lambda': 1.2403204649021997}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,860] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.03940861499077439, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9774997872093186, 'colsample_bytree': 0.8434352814889519, 'gamma': 0.5413174349702536, 'reg_alpha': 0.5600356028195657, 'reg_lambda': 2.6079091500681053}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:32,967] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 48, 'learning_rate': 0.11371842539972735, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9375036770140558, 'colsample_bytree': 0.749254182562879, 'gamma': 1.3961370364734569, 'reg_alpha': 0.6399424156535789, 'reg_lambda': 2.800932065993327}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,081] Trial 90 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.06745599287639137, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9685329216232744, 'colsample_bytree': 0.8116187609138814, 'gamma': 2.228312683926221, 'reg_alpha': 0.46683436627565744, 'reg_lambda': 1.4058360634779472}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,235] Trial 91 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.042132751111435156, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9168950679665762, 'colsample_bytree': 0.8861018818166783, 'gamma': 0.7067293091418969, 'reg_alpha': 0.5078176888691339, 'reg_lambda': 2.8920453395458074}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,379] Trial 92 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.026518392273087957, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.950419563482484, 'colsample_bytree': 0.9110886399007148, 'gamma': 0.8792554971755859, 'reg_alpha': 0.5080994683663, 'reg_lambda': 2.9586379909316047}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,486] Trial 93 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.05258291851689333, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9134079118267444, 'colsample_bytree': 0.8813339656117926, 'gamma': 0.3234701976365466, 'reg_alpha': 0.48516007047386084, 'reg_lambda': 2.7669669268061865}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,698] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.059109998075498583, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8940002890238916, 'colsample_bytree': 0.8620081495742682, 'gamma': 0.7413111397991148, 'reg_alpha': 0.5372107060390406, 'reg_lambda': 2.968174639707967}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,815] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.04516054669199224, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9291337194831008, 'colsample_bytree': 0.7366500231906842, 'gamma': 0.6444823303896562, 'reg_alpha': 0.7102229470149836, 'reg_lambda': 2.7042009640652234}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:33,969] Trial 96 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.035248238078564455, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9401621547562192, 'colsample_bytree': 0.8970582495601765, 'gamma': 1.1281111348809914, 'reg_alpha': 0.6188547458508784, 'reg_lambda': 2.881850712308079}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,234] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.0757003856038436, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.974441910305096, 'colsample_bytree': 0.722976248128871, 'gamma': 1.613463747404525, 'reg_alpha': 0.45155870050483804, 'reg_lambda': 1.1546989909398384}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,343] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.09865911901243672, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.960045330366894, 'colsample_bytree': 0.9174018960892804, 'gamma': 1.7904984155058725, 'reg_alpha': 0.5857575779208571, 'reg_lambda': 2.552026767064988}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,460] Trial 99 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 25, 'learning_rate': 0.04111656341036448, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9189778854774796, 'colsample_bytree': 0.8551923636809184, 'gamma': 2.035807308221384, 'reg_alpha': 0.42660607478355816, 'reg_lambda': 1.5593983619841252}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,666] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 24, 'learning_rate': 0.1290342580295792, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8741384849521542, 'colsample_bytree': 0.8239516927052457, 'gamma': 2.050305393802562, 'reg_alpha': 0.42159753673226963, 'reg_lambda': 1.5652226136008365}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,775] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.040239831225181474, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9205376481280989, 'colsample_bytree': 0.8497347883889408, 'gamma': 1.9283451524156554, 'reg_alpha': 0.4802016204375077, 'reg_lambda': 1.4096194809639147}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:34,923] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.03366185282129294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9462318685861346, 'colsample_bytree': 0.8629254436263416, 'gamma': 1.291379739474217, 'reg_alpha': 0.5129063857241448, 'reg_lambda': 1.295014999162677}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,035] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.046527225419277396, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8976904420936053, 'colsample_bytree': 0.8843595523059973, 'gamma': 1.7052903870935405, 'reg_alpha': 0.5454715341890882, 'reg_lambda': 1.4867009031636078}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,166] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.03001496725863211, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9324508622930195, 'colsample_bytree': 0.8336965354056866, 'gamma': 1.4552715107788785, 'reg_alpha': 0.43709051084021183, 'reg_lambda': 1.6592441861067155}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,327] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.0381124888761971, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9918574464097748, 'colsample_bytree': 0.7565274777594491, 'gamma': 1.82853098157682, 'reg_alpha': 0.25083792163312857, 'reg_lambda': 2.8866149531810508}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,429] Trial 106 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.0426067634128113, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9147192168231676, 'colsample_bytree': 0.8746405274982237, 'gamma': 2.1377841878277115, 'reg_alpha': 0.38101593508707804, 'reg_lambda': 1.5035755561847093}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,621] Trial 107 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.025232592904480777, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8882114318563172, 'colsample_bytree': 0.8562417765503872, 'gamma': 2.2357772900938992, 'reg_alpha': 0.333500788030653, 'reg_lambda': 1.5096779953282593}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,726] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 31, 'learning_rate': 0.020162590527921152, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8880401569516835, 'colsample_bytree': 0.8762993343959379, 'gamma': 2.4603686779956706, 'reg_alpha': 0.33581435436297835, 'reg_lambda': 1.6022054634569036}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,807] Trial 109 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.023883928728917755, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.915331646637743, 'colsample_bytree': 0.8956105181049562, 'gamma': 2.128844384735056, 'reg_alpha': 0.39870198448167393, 'reg_lambda': 1.6932723145893043}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:35,982] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 45, 'learning_rate': 0.028374592252254367, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9097732753541431, 'colsample_bytree': 0.8414108357481797, 'gamma': 2.2424045338841156, 'reg_alpha': 0.2902709415621079, 'reg_lambda': 1.3340417964255604}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,115] Trial 111 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.02643924599729347, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9020141985782776, 'colsample_bytree': 0.852144385123549, 'gamma': 2.741787351832323, 'reg_alpha': 0.31648851275947565, 'reg_lambda': 1.530778738707557}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,226] Trial 112 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.026022102051311363, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.923627153509186, 'colsample_bytree': 0.8564882809081419, 'gamma': 2.796130756391408, 'reg_alpha': 0.35989361495288724, 'reg_lambda': 1.536877136928366}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,384] Trial 113 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.02608734123102632, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.924959940416213, 'colsample_bytree': 0.8536830276533014, 'gamma': 3.0994633236843154, 'reg_alpha': 0.36111001473751814, 'reg_lambda': 1.5201648258297886}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,450] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.023926137138189054, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9015030298986607, 'colsample_bytree': 0.8555463015774917, 'gamma': 2.762996444133867, 'reg_alpha': 0.3811432954064104, 'reg_lambda': 1.3970445053852456}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,555] Trial 115 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.020493417160003163, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9358339464008156, 'colsample_bytree': 0.9038396968008796, 'gamma': 2.9600138934361833, 'reg_alpha': 0.26367520915993, 'reg_lambda': 1.4930237881681185}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,659] Trial 116 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 34, 'learning_rate': 0.030906854165461406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9538683243295102, 'colsample_bytree': 0.8294999645428028, 'gamma': 2.661714786918949, 'reg_alpha': 0.29501762202964055, 'reg_lambda': 0.9115679007004447}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,796] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.042584142453383794, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9427126047358049, 'colsample_bytree': 0.8747675889727694, 'gamma': 2.5476271837602678, 'reg_alpha': 0.3144000064739913, 'reg_lambda': 1.5649022937244041}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:36,910] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.032769887025008944, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6216782833102108, 'colsample_bytree': 0.8620681610748596, 'gamma': 2.573452013237006, 'reg_alpha': 0.3150386250131684, 'reg_lambda': 1.5987367457364259}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,008] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.02675022286740661, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9407139378771503, 'colsample_bytree': 0.8780175728368363, 'gamma': 2.8742486063965975, 'reg_alpha': 0.27240779667768955, 'reg_lambda': 1.566235893825788}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,381] Trial 120 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 242, 'learning_rate': 0.022406011180503498, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8481019658054605, 'colsample_bytree': 0.8461120452086891, 'gamma': 3.129923846566931, 'reg_alpha': 0.345296976494903, 'reg_lambda': 1.7528047597021281}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,481] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.04156810710465605, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9249041843744046, 'colsample_bytree': 0.8692432780499607, 'gamma': 2.5002197421561867, 'reg_alpha': 0.41218916932625793, 'reg_lambda': 1.4527523341282789}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,579] Trial 122 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.017535924373669933, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9196794950828242, 'colsample_bytree': 0.8706370895785526, 'gamma': 2.468757005162364, 'reg_alpha': 0.20890645471430971, 'reg_lambda': 1.4549866357333627}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,780] Trial 123 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.018510191497223487, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.917622807449251, 'colsample_bytree': 0.8869038227307485, 'gamma': 2.7349350486473125, 'reg_alpha': 0.14949671979360352, 'reg_lambda': 1.4405455667480112}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:37,889] Trial 124 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.014118474365708638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9246448860753507, 'colsample_bytree': 0.8717506443703692, 'gamma': 2.4868368059205572, 'reg_alpha': 0.21355241959927498, 'reg_lambda': 1.5424135341665428}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,008] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 33, 'learning_rate': 0.04439884806611574, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9012186604161428, 'colsample_bytree': 0.8362504566290951, 'gamma': 2.2936739952741165, 'reg_alpha': 0.23066704939731653, 'reg_lambda': 1.3470841906923623}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,209] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.04334741709321075, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9054041860010904, 'colsample_bytree': 0.8353200524170397, 'gamma': 2.3454548424927406, 'reg_alpha': 0.3652676787509437, 'reg_lambda': 1.345727260361672}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,301] Trial 127 finished with value: 0.699404761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.05204041776072866, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8753457291779664, 'colsample_bytree': 0.8567119141428047, 'gamma': 3.213899665815297, 'reg_alpha': 0.4110163622552553, 'reg_lambda': 1.2878354029859531}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,419] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.040482479989259065, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8839662393255873, 'colsample_bytree': 0.8166739196094068, 'gamma': 2.552620006749837, 'reg_alpha': 0.37688410035560266, 'reg_lambda': 1.6418879501727315}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,538] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.035231026772983565, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.93270539555628, 'colsample_bytree': 0.8050865393385875, 'gamma': 2.813968023371864, 'reg_alpha': 0.24399368445424346, 'reg_lambda': 1.3887749036467145}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,758] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.044776493534206874, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8608689412535362, 'colsample_bytree': 0.8491281147305786, 'gamma': 2.167863447742618, 'reg_alpha': 0.32456793884028645, 'reg_lambda': 1.493752943735617}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,852] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.037760523215870055, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9152937992036269, 'colsample_bytree': 0.8650265249481377, 'gamma': 2.4540282360240817, 'reg_alpha': 0.21533404748984047, 'reg_lambda': 1.4500273579233154}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:38,946] Trial 132 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 32, 'learning_rate': 0.04196163485252007, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8948485572531721, 'colsample_bytree': 0.8886952432304083, 'gamma': 2.297957793059435, 'reg_alpha': 0.1524937574465956, 'reg_lambda': 1.2007482219756285}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,130] Trial 133 finished with value: 0.744047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.04269626360806002, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9031241731322859, 'colsample_bytree': 0.8904740674708094, 'gamma': 2.3104998475226743, 'reg_alpha': 0.13635978293926823, 'reg_lambda': 1.2078976449872427}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,235] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.049585006701965924, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8970392290281661, 'colsample_bytree': 0.8386195494078515, 'gamma': 2.647140172344088, 'reg_alpha': 0.43366098825770255, 'reg_lambda': 1.2776831527777375}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,360] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.05793531384804239, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8945160406910714, 'colsample_bytree': 0.8375195927464079, 'gamma': 2.056488651475902, 'reg_alpha': 0.45478821849208584, 'reg_lambda': 1.2534327442835504}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,562] Trial 136 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.0577607063023207, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7245244352783996, 'colsample_bytree': 0.8352046773312626, 'gamma': 2.004256775084735, 'reg_alpha': 0.175477201531067, 'reg_lambda': 1.2651263927033107}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,679] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.04941110383066903, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.890585809908067, 'colsample_bytree': 0.8223698489739915, 'gamma': 2.2588506624014935, 'reg_alpha': 0.11036157812259978, 'reg_lambda': 1.1298933749287032}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,824] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.04708023158259921, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9465744139578891, 'colsample_bytree': 0.8393712019063697, 'gamma': 2.0959206059496616, 'reg_alpha': 0.4353518891010357, 'reg_lambda': 1.204856095263843}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:39,965] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.05158401506356387, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8885922743893131, 'colsample_bytree': 0.7924631150170757, 'gamma': 1.9300774451685285, 'reg_alpha': 0.44857128963828785, 'reg_lambda': 1.357132738294647}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,164] Trial 140 finished with value: 0.630952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.03941629452537588, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8662257701166395, 'colsample_bytree': 0.8252248072046121, 'gamma': 2.5845370917409776, 'reg_alpha': 0.413144720890982, 'reg_lambda': 1.6939218753173435}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,251] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.041885148106358606, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8961342788464232, 'colsample_bytree': 0.8790075457631195, 'gamma': 2.3810749507090345, 'reg_alpha': 0.3907618414152408, 'reg_lambda': 1.384794269084295}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,317] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 20, 'learning_rate': 0.036811503053738016, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8784765286222272, 'colsample_bytree': 0.8610006754872146, 'gamma': 2.17043357068651, 'reg_alpha': 0.46712030711339975, 'reg_lambda': 1.0577893950610822}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,449] Trial 143 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.03513244226284046, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9281644708472679, 'colsample_bytree': 0.8593602206799525, 'gamma': 2.1640515026906537, 'reg_alpha': 0.4314749672914526, 'reg_lambda': 1.040916525814467}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,587] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.03504867897219077, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9270509631214207, 'colsample_bytree': 0.8424290973294782, 'gamma': 2.640742519934574, 'reg_alpha': 0.4289359920709867, 'reg_lambda': 1.1761311515246833}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,851] Trial 145 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.0456209928530281, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9100712800938825, 'colsample_bytree': 0.845996899428211, 'gamma': 2.0253451572086334, 'reg_alpha': 0.3931884773513051, 'reg_lambda': 1.3143205692202506}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:40,964] Trial 146 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 41, 'learning_rate': 0.04558522699484108, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9401906346410647, 'colsample_bytree': 0.8540433988617697, 'gamma': 2.0265772750595525, 'reg_alpha': 0.352359644559782, 'reg_lambda': 1.6235019409078777}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,095] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.038398305446223045, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9116491135476854, 'colsample_bytree': 0.8674397611735721, 'gamma': 2.247936261856748, 'reg_alpha': 0.3972161757314958, 'reg_lambda': 1.9017812124853444}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,321] Trial 148 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.03287820627684424, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9526159374597626, 'colsample_bytree': 0.8168887228499723, 'gamma': 2.113164114576603, 'reg_alpha': 0.37863063086548987, 'reg_lambda': 1.3650846167769992}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,597] Trial 149 finished with value: 0.755952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.0402317793051004, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9314420535130052, 'colsample_bytree': 0.875341480773309, 'gamma': 2.020897992467029, 'reg_alpha': 0.08477064816345095, 'reg_lambda': 1.3170557634563371}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,701] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.1433291057936517, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9080853476112637, 'colsample_bytree': 0.8485581206045242, 'gamma': 1.8910756281008265, 'reg_alpha': 0.4558091777014342, 'reg_lambda': 1.0978134775578914}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,888] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.04891374275310041, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7830487317352695, 'colsample_bytree': 0.8328029798799226, 'gamma': 2.4102061616547825, 'reg_alpha': 0.4154184706338699, 'reg_lambda': 0.9709949519960182}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:41,971] Trial 152 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 29, 'learning_rate': 0.05380017907631917, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8968228487998565, 'colsample_bytree': 0.860544081708478, 'gamma': 2.950998176686061, 'reg_alpha': 0.4416791445821619, 'reg_lambda': 1.4274702794169642}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,076] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.05280991381737744, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9245491123745109, 'colsample_bytree': 0.8611402161318751, 'gamma': 2.870816642719352, 'reg_alpha': 0.367098170601773, 'reg_lambda': 1.4934211426398272}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,161] Trial 154 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.05657076046287725, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9431022496359991, 'colsample_bytree': 0.8698400213138487, 'gamma': 2.990593804810232, 'reg_alpha': 0.49295801669144385, 'reg_lambda': 1.5752906464730114}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,236] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.065239070778915, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9610965078160486, 'colsample_bytree': 0.8567921498039063, 'gamma': 3.0013197321545713, 'reg_alpha': 0.4859253819740491, 'reg_lambda': 1.5767472475675006}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,387] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 44, 'learning_rate': 0.05869940290300851, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9442878810980789, 'colsample_bytree': 0.8459995595254269, 'gamma': 1.9380124381987485, 'reg_alpha': 0.4666691888404575, 'reg_lambda': 1.7699834802693812}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,490] Trial 157 finished with value: 0.738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.08783432259772973, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9381367584362253, 'colsample_bytree': 0.8798562019605879, 'gamma': 2.9354606284220788, 'reg_alpha': 0.49713308289384706, 'reg_lambda': 1.425170443170236}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,676] Trial 158 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.06930653144921174, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9528033338223104, 'colsample_bytree': 0.8935309023686934, 'gamma': 3.2577183991971115, 'reg_alpha': 0.037570222898230254, 'reg_lambda': 1.5419569494940393}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:42,898] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.12451983004352503, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8837254780260405, 'colsample_bytree': 0.8597143565208724, 'gamma': 2.1706845761874423, 'reg_alpha': 0.5305473295816541, 'reg_lambda': 1.7102238750716254}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,159] Trial 160 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 24, 'learning_rate': 0.055593047068653034, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9328761376620633, 'colsample_bytree': 0.8745530338973704, 'gamma': 2.2891269537128376, 'reg_alpha': 0.18534060617224357, 'reg_lambda': 1.6010324032677894}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,240] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.05576051576141332, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.935511732494144, 'colsample_bytree': 0.8857834287881332, 'gamma': 2.2821443164500197, 'reg_alpha': 0.1667026358779709, 'reg_lambda': 1.6338955250255283}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,426] Trial 162 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.05476222535845502, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9458306137116291, 'colsample_bytree': 0.8736167929041379, 'gamma': 1.8004837706094468, 'reg_alpha': 0.34511182493756853, 'reg_lambda': 1.5795272097995061}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,509] Trial 163 finished with value: 0.732142857142857 and parameters: {'n_estimators': 28, 'learning_rate': 0.061983115075181006, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9096168945166571, 'colsample_bytree': 0.8683540610774361, 'gamma': 3.4492572355258697, 'reg_alpha': 0.10859355242952715, 'reg_lambda': 1.5027686120703077}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,588] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.055526150105533155, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.918197659261289, 'colsample_bytree': 0.8501935812276767, 'gamma': 1.8077958018069615, 'reg_alpha': 0.19277115553678387, 'reg_lambda': 1.3138209000840806}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,761] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.058910250772506674, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9626144829225484, 'colsample_bytree': 0.842740545350184, 'gamma': 1.8062920035279408, 'reg_alpha': 0.19839796106229002, 'reg_lambda': 1.2453912334844826}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,858] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 24, 'learning_rate': 0.05387562764076058, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9614215576171695, 'colsample_bytree': 0.8484884982325909, 'gamma': 1.7447415598761902, 'reg_alpha': 0.18785070066257406, 'reg_lambda': 1.3144817983935257}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:43,985] Trial 167 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.053112838317221425, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9594597481280567, 'colsample_bytree': 0.8471303707260528, 'gamma': 1.7135240151937525, 'reg_alpha': 0.2232127704575425, 'reg_lambda': 1.3167056363186092}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,043] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.06176239324720094, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.981456048623295, 'colsample_bytree': 0.8284868193765915, 'gamma': 1.814508813958608, 'reg_alpha': 0.13981320965214278, 'reg_lambda': 1.2122769060443257}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,245] Trial 169 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.11473283048864305, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9648492375482121, 'colsample_bytree': 0.8090567716250864, 'gamma': 1.5890112381423784, 'reg_alpha': 0.1891416387513925, 'reg_lambda': 1.4113070182488527}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,337] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.09431963247575588, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9495443705991244, 'colsample_bytree': 0.853201210488048, 'gamma': 1.8086004759114198, 'reg_alpha': 0.23456073083867177, 'reg_lambda': 1.3321332519098148}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,427] Trial 171 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.05339641215066403, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9318950660227282, 'colsample_bytree': 0.8593818646074558, 'gamma': 1.6601407710707239, 'reg_alpha': 0.19270007264633324, 'reg_lambda': 1.1651533852830538}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,607] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.045985277839595225, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9474896975939764, 'colsample_bytree': 0.8434305539709855, 'gamma': 1.6375135892942934, 'reg_alpha': 0.16693219426085457, 'reg_lambda': 1.146651630997151}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,726] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.05427441677899634, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9576340983440539, 'colsample_bytree': 0.8603132500615172, 'gamma': 1.723775273135641, 'reg_alpha': 0.17958588816934112, 'reg_lambda': 1.1729694789632426}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:44,823] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.07732342059732754, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9700341980288354, 'colsample_bytree': 0.8514369912537233, 'gamma': 1.468303308455952, 'reg_alpha': 0.1936964039551278, 'reg_lambda': 1.028318896071222}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,019] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.06551922035917654, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9205778970134262, 'colsample_bytree': 0.8318824864441006, 'gamma': 1.8526594949482025, 'reg_alpha': 0.2022533068572972, 'reg_lambda': 1.2459783978954484}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,088] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 23, 'learning_rate': 0.04825997450801894, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9442497918960896, 'colsample_bytree': 0.8608963704507263, 'gamma': 1.9812892763941305, 'reg_alpha': 0.13608974688429032, 'reg_lambda': 1.097472453258007}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,194] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.04880427367488713, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.956004476194311, 'colsample_bytree': 0.7058349680208811, 'gamma': 1.965019669354295, 'reg_alpha': 0.16980901080569485, 'reg_lambda': 1.0881804417345198}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,258] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 33, 'learning_rate': 0.24962816210096314, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9302604756873402, 'colsample_bytree': 0.8424783415984376, 'gamma': 1.6419544507804515, 'reg_alpha': 0.077752282747378, 'reg_lambda': 1.290889124926461}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,352] Trial 179 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.1055069851332545, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9390917689700765, 'colsample_bytree': 0.8642213626187377, 'gamma': 1.9086374171009, 'reg_alpha': 0.127080924006408, 'reg_lambda': 1.108951415903246}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,616] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.09895498823705566, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9385500076223979, 'colsample_bytree': 0.8654857266418059, 'gamma': 1.9063593610719543, 'reg_alpha': 0.11908137702582554, 'reg_lambda': 1.0448854641668626}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,680] Trial 181 finished with value: 0.744047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.10516512740866771, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9264081736114423, 'colsample_bytree': 0.8564686307020594, 'gamma': 1.5330496904689555, 'reg_alpha': 0.12550493584973474, 'reg_lambda': 1.173371837957087}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,808] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.045600085666428446, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9370711614240692, 'colsample_bytree': 0.848934174240817, 'gamma': 1.7290581905454563, 'reg_alpha': 0.16481925086187252, 'reg_lambda': 0.9805053202363088}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:45,942] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.05145949006771106, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9186419916738885, 'colsample_bytree': 0.8643864567747369, 'gamma': 1.9637974785870902, 'reg_alpha': 0.1490965074812475, 'reg_lambda': 1.1258218397577395}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,031] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.059704862465670826, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9453648632643671, 'colsample_bytree': 0.8561264699760665, 'gamma': 1.8713996229216145, 'reg_alpha': 0.09126889931364165, 'reg_lambda': 1.2257093173597005}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,220] Trial 185 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.04796080825231248, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6789757774709331, 'colsample_bytree': 0.8396831266878905, 'gamma': 2.0875993341988273, 'reg_alpha': 0.22928189894328313, 'reg_lambda': 1.3739767285829587}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,300] Trial 186 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.11343409724428942, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9642714344847136, 'colsample_bytree': 0.8225122418052119, 'gamma': 3.0357074226342142, 'reg_alpha': 0.12437929125131439, 'reg_lambda': 1.1033034437744575}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,425] Trial 187 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.13629707984581751, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9039792803169865, 'colsample_bytree': 0.7796577824333583, 'gamma': 2.015138366919467, 'reg_alpha': 0.1563247745982252, 'reg_lambda': 1.2756491964854064}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,680] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.04493489952825105, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.951604850692623, 'colsample_bytree': 0.8634434956383827, 'gamma': 1.7403451864561592, 'reg_alpha': 0.2723119896626678, 'reg_lambda': 1.1913363353532442}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,800] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.05248217521307729, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9316936642665391, 'colsample_bytree': 0.850391373490284, 'gamma': 1.5420617115368458, 'reg_alpha': 0.5091844355437606, 'reg_lambda': 1.3358145482552015}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:46,871] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 31, 'learning_rate': 0.10776624115386425, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9751160572843205, 'colsample_bytree': 0.8311779539541884, 'gamma': 2.1875795671422513, 'reg_alpha': 0.14319560395753989, 'reg_lambda': 1.4132700318488634}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,103] Trial 191 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 26, 'learning_rate': 0.05529574414168645, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9401778939265953, 'colsample_bytree': 0.8829714286449944, 'gamma': 1.822669870306836, 'reg_alpha': 0.1960528232823733, 'reg_lambda': 1.4552827347492088}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,215] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.05788399109226864, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9464550952242838, 'colsample_bytree': 0.8684898664677603, 'gamma': 1.659523885876062, 'reg_alpha': 0.061742249550351236, 'reg_lambda': 1.8068313269498268}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,324] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.11967365884863043, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9209817077221053, 'colsample_bytree': 0.8573452284297625, 'gamma': 1.8863952320803867, 'reg_alpha': 0.24191034792026916, 'reg_lambda': 1.2551651847664664}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,530] Trial 194 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.16076417367980195, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9130463938077269, 'colsample_bytree': 0.8575613950524873, 'gamma': 2.0099440599482405, 'reg_alpha': 0.2411116496587147, 'reg_lambda': 1.244010032274952}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,605] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 23, 'learning_rate': 0.10620008554158875, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9259272971216991, 'colsample_bytree': 0.8476979159991657, 'gamma': 1.9107468033072432, 'reg_alpha': 0.258857932997721, 'reg_lambda': 1.1359581010017439}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,684] Trial 196 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 20, 'learning_rate': 0.11800328872915386, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9238797998930584, 'colsample_bytree': 0.8423379127449401, 'gamma': 2.1299929888985982, 'reg_alpha': 0.21789672299846946, 'reg_lambda': 1.302005448390583}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,870] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.12260321708395691, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.917380881503341, 'colsample_bytree': 0.8384957254285159, 'gamma': 2.0859947556941383, 'reg_alpha': 0.21703078336038806, 'reg_lambda': 1.2961532249544598}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:47,935] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.12039363086088001, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9319097431801723, 'colsample_bytree': 0.8429549785912248, 'gamma': 2.1397825366745007, 'reg_alpha': 0.19691507480871845, 'reg_lambda': 1.2073855634697555}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:48,054] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.10127677065892754, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9222833635394965, 'colsample_bytree': 0.6806209836521578, 'gamma': 1.9454083984347144, 'reg_alpha': 0.2262253569023865, 'reg_lambda': 0.9882983986658623}. Best is trial 53 with value: 0.7857142857142858.
[I 2025-11-03 19:34:48,058] A new study created in memory with name: no-name-e1c14c8d-b3ec-43cf-9ac0-cd7ccbb4883d
[I 2025-11-03 19:34:48,384] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.028875681885635506, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8811672873042348, 'colsample_bytree': 0.716515199764432, 'gamma': 4.87918212544542, 'reg_alpha': 0.8619668423898253, 'reg_lambda': 2.8374899236043993}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:48,537] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.13912748124265528, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.6400734827789901, 'colsample_bytree': 0.8809095513610603, 'gamma': 1.1925557452322022, 'reg_alpha': 0.8774386012982253, 'reg_lambda': 2.261470423295588}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:48,679] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.06380021197826523, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6077631659332918, 'colsample_bytree': 0.9799765592953056, 'gamma': 4.061580723766936, 'reg_alpha': 0.5000553583744114, 'reg_lambda': 1.9331538232534244}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:48,808] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.0473684489688131, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6952454136115691, 'colsample_bytree': 0.7140092980592505, 'gamma': 2.0849452351063413, 'reg_alpha': 0.939924783819158, 'reg_lambda': 2.2379493806991007}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:49,013] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.032330481784453524, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7842525386008667, 'colsample_bytree': 0.773474415646883, 'gamma': 2.640199932687838, 'reg_alpha': 0.5527738980686365, 'reg_lambda': 1.0993373622356144}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:49,160] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.028782254155403496, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9724074126201855, 'colsample_bytree': 0.9467284005004719, 'gamma': 4.113038622841215, 'reg_alpha': 0.9924119136962051, 'reg_lambda': 0.9493671828842918}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:34:49,317] Trial 6 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.27783119868910217, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7753192550126036, 'colsample_bytree': 0.9321989648416105, 'gamma': 4.142694963533461, 'reg_alpha': 0.016430262046547184, 'reg_lambda': 0.9199499964069695}. Best is trial 6 with value: 0.6815476190476191.
[I 2025-11-03 19:34:49,524] Trial 7 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.041593118593055374, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9942164192636478, 'colsample_bytree': 0.8178599299170075, 'gamma': 1.4171191922679627, 'reg_alpha': 0.7959560967047195, 'reg_lambda': 1.7823389298897945}. Best is trial 7 with value: 0.7202380952380952.
[I 2025-11-03 19:34:49,616] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.05741105736997979, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6189983800282645, 'colsample_bytree': 0.9687754861249847, 'gamma': 0.3477518845461286, 'reg_alpha': 0.9822327163054371, 'reg_lambda': 2.1486536754607837}. Best is trial 7 with value: 0.7202380952380952.
[I 2025-11-03 19:34:49,766] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.014333755985967346, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8269556303202645, 'colsample_bytree': 0.968841774489132, 'gamma': 0.21491062200257038, 'reg_alpha': 0.21861615096216913, 'reg_lambda': 2.698562317596926}. Best is trial 7 with value: 0.7202380952380952.
[I 2025-11-03 19:34:50,006] Trial 10 finished with value: 0.744047619047619 and parameters: {'n_estimators': 243, 'learning_rate': 0.013749296447372347, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9964885712102254, 'colsample_bytree': 0.6129267062088765, 'gamma': 2.1916870611895125, 'reg_alpha': 0.6926170341344267, 'reg_lambda': 1.481006420405533}. Best is trial 10 with value: 0.744047619047619.
[I 2025-11-03 19:34:50,253] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.010013437636900815, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9994059308280788, 'colsample_bytree': 0.6310720588532759, 'gamma': 2.2392747637388735, 'reg_alpha': 0.6941127916325195, 'reg_lambda': 1.4890223660644897}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:50,543] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.010202885971441278, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9141982998424922, 'colsample_bytree': 0.6040640304330146, 'gamma': 2.8568589241316253, 'reg_alpha': 0.6673940530892175, 'reg_lambda': 1.3417668337457351}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:50,744] Trial 13 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 212, 'learning_rate': 0.01659527347821771, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9348013588840466, 'colsample_bytree': 0.6048017902221559, 'gamma': 1.8433231951704632, 'reg_alpha': 0.6843657857455201, 'reg_lambda': 0.5472145874183415}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:50,876] Trial 14 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 104, 'learning_rate': 0.010183747597772025, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8658564264472572, 'colsample_bytree': 0.6682379221023312, 'gamma': 3.1984128380351495, 'reg_alpha': 0.38184868173219133, 'reg_lambda': 1.4368176998785498}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,150] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.020586494741817504, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.998177957991028, 'colsample_bytree': 0.6657433028759232, 'gamma': 1.0633387306680822, 'reg_alpha': 0.7059738774662894, 'reg_lambda': 1.5005868407052227}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,285] Trial 16 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 113, 'learning_rate': 0.09634185320427038, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.949258080020807, 'colsample_bytree': 0.6584470034427685, 'gamma': 3.2632020874143293, 'reg_alpha': 0.3604879922467707, 'reg_lambda': 1.6209911979833573}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,479] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.019275435134190964, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9018925187709937, 'colsample_bytree': 0.7889947974608501, 'gamma': 1.9349343992171186, 'reg_alpha': 0.587366300016134, 'reg_lambda': 1.1825443533856586}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,760] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.014209047400834531, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7184276716171462, 'colsample_bytree': 0.7305933771628854, 'gamma': 2.3873441330975274, 'reg_alpha': 0.37534328231986613, 'reg_lambda': 0.6003079733195071}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:51,810] Trial 19 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.010189426939146012, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8484641005381499, 'colsample_bytree': 0.6399484171701453, 'gamma': 0.8943757412320563, 'reg_alpha': 0.7737040969267328, 'reg_lambda': 1.8215210486473636}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:52,120] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 223, 'learning_rate': 0.023336929932510714, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.951777825009289, 'colsample_bytree': 0.8506029222316337, 'gamma': 3.553316080928763, 'reg_alpha': 0.5948706150816898, 'reg_lambda': 2.0038983567552573}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:52,410] Trial 21 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 201, 'learning_rate': 0.01988754860056447, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9925269749400452, 'colsample_bytree': 0.6851336302878354, 'gamma': 0.9010258094192924, 'reg_alpha': 0.7163166571791622, 'reg_lambda': 1.5576099827401626}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:34:52,726] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.013794209348083068, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9959404475249757, 'colsample_bytree': 0.6357529502149977, 'gamma': 1.5413483395099756, 'reg_alpha': 0.7624366746594876, 'reg_lambda': 1.3272394917749892}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:52,919] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.013730257357843452, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9573781627377366, 'colsample_bytree': 0.6280846591458673, 'gamma': 1.5704383047181136, 'reg_alpha': 0.8095839705905443, 'reg_lambda': 1.2707783073309438}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,200] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.013710108454271123, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9102129060029547, 'colsample_bytree': 0.6987849906847259, 'gamma': 2.2461211061258473, 'reg_alpha': 0.6227768861244561, 'reg_lambda': 0.8244409266841222}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,441] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.012401152268182496, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9351936454274821, 'colsample_bytree': 0.6308129846446029, 'gamma': 2.7316457674044607, 'reg_alpha': 0.44925888878507925, 'reg_lambda': 1.6182464176598468}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,646] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.08277388483541531, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9689742203078785, 'colsample_bytree': 0.7637629964588296, 'gamma': 1.630839979966857, 'reg_alpha': 0.7582723202154187, 'reg_lambda': 2.5334362343003978}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:53,788] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.0352610222380481, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8273306428061974, 'colsample_bytree': 0.7416736142070421, 'gamma': 2.185631810348926, 'reg_alpha': 0.8784737748633049, 'reg_lambda': 1.0561723497140747}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,068] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.024784491555597116, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8914368908962023, 'colsample_bytree': 0.6021157607568021, 'gamma': 0.5390573965999876, 'reg_alpha': 0.5046385359765025, 'reg_lambda': 1.340154217683502}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,242] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.016900955068407997, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7514081740884268, 'colsample_bytree': 0.6909983270124794, 'gamma': 3.0617368000406118, 'reg_alpha': 0.8312364809850807, 'reg_lambda': 1.7173891688576834}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,416] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.16750661794895833, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8702263581811025, 'colsample_bytree': 0.6532070858710557, 'gamma': 3.698196538583349, 'reg_alpha': 0.6445883761856314, 'reg_lambda': 0.7418303355715108}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,601] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.0212048615287293, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9933398826067805, 'colsample_bytree': 0.6668036744064176, 'gamma': 1.1604398742030084, 'reg_alpha': 0.7033146683217922, 'reg_lambda': 1.4889450912666584}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:54,900] Trial 32 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 239, 'learning_rate': 0.01697848232937573, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9755793610609331, 'colsample_bytree': 0.6291581173143664, 'gamma': 0.8388112613409741, 'reg_alpha': 0.7386760865752882, 'reg_lambda': 1.4316982146384394}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,079] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.011770182981930053, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9214594672352876, 'colsample_bytree': 0.6718198293036133, 'gamma': 1.195150331691597, 'reg_alpha': 0.8634478570418436, 'reg_lambda': 1.9639888898719742}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,234] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.027035342930670468, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9951399977695369, 'colsample_bytree': 0.7061038224780125, 'gamma': 1.7523116062018302, 'reg_alpha': 0.9118026694804824, 'reg_lambda': 1.1252772308579082}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,389] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 145, 'learning_rate': 0.016573621373037563, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9705683575460273, 'colsample_bytree': 0.6392244041414299, 'gamma': 2.4859154708163804, 'reg_alpha': 0.5303031204183202, 'reg_lambda': 1.2556661773998603}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,641] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 250, 'learning_rate': 0.01194365516468728, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.941719748954181, 'colsample_bytree': 0.7274165098954748, 'gamma': 1.3193601459752693, 'reg_alpha': 0.6490350257739377, 'reg_lambda': 1.6252211975640636}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,798] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.033808723403758185, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6604411566426897, 'colsample_bytree': 0.6149954883193336, 'gamma': 4.955875942503036, 'reg_alpha': 0.5583837779372223, 'reg_lambda': 1.4319056109497206}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:55,975] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.021128747401836876, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9762674814251036, 'colsample_bytree': 0.6527127473592148, 'gamma': 2.0354370683938985, 'reg_alpha': 0.4473471440983101, 'reg_lambda': 2.9561756458913746}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,279] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.04477949737933664, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9956275048748671, 'colsample_bytree': 0.8988633374603545, 'gamma': 0.7149673984409335, 'reg_alpha': 0.9257307887855925, 'reg_lambda': 1.8389437921884717}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,483] Trial 40 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 87, 'learning_rate': 0.030022360504063986, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9267077546136622, 'colsample_bytree': 0.7536194427653883, 'gamma': 4.472854514674287, 'reg_alpha': 0.821580397151947, 'reg_lambda': 2.0840881065948897}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,619] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 110, 'learning_rate': 0.03204736313442727, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8228927188265704, 'colsample_bytree': 0.8166350652409078, 'gamma': 2.204189957229227, 'reg_alpha': 0.8804792811140223, 'reg_lambda': 1.003985470984861}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:56,775] Trial 42 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 132, 'learning_rate': 0.04231173618089396, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7541208146348589, 'colsample_bytree': 0.7381674877581145, 'gamma': 1.4809999586082294, 'reg_alpha': 0.7377557199824962, 'reg_lambda': 1.0197941272164681}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,009] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 125, 'learning_rate': 0.018403020925727168, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6818594271370307, 'colsample_bytree': 0.6844262958236406, 'gamma': 2.5876929990857898, 'reg_alpha': 0.9730690221257131, 'reg_lambda': 1.1688137568642243}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,160] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.0363596755503292, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9798775748826958, 'colsample_bytree': 0.6193376855641217, 'gamma': 1.995879718103286, 'reg_alpha': 0.8882698202896787, 'reg_lambda': 1.7120374697053977}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,355] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.052719634715658714, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.95912903247694, 'colsample_bytree': 0.7141444961613164, 'gamma': 2.8200402950348344, 'reg_alpha': 0.783202541630262, 'reg_lambda': 0.866236229376938}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,500] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.015095268156780124, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8043121554337336, 'colsample_bytree': 0.6471127612958247, 'gamma': 2.306161847423794, 'reg_alpha': 0.05775226113535009, 'reg_lambda': 1.3126753710592691}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:57,816] Trial 47 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.02458422039241898, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8872478335901139, 'colsample_bytree': 0.6774570614899973, 'gamma': 1.6981232581675128, 'reg_alpha': 0.6874272231765449, 'reg_lambda': 1.0411591819560988}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,021] Trial 48 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.011722530049214003, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9988273212875107, 'colsample_bytree': 0.7828022087488491, 'gamma': 0.13177866259870052, 'reg_alpha': 0.8512801706983786, 'reg_lambda': 1.5271469479801052}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,218] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.011848642611714016, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9595339985644435, 'colsample_bytree': 0.6171233919811441, 'gamma': 0.020943786866578273, 'reg_alpha': 0.6200362664746928, 'reg_lambda': 1.5357748285254729}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,423] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.010048607588723502, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.980970808402368, 'colsample_bytree': 0.8503940342580334, 'gamma': 0.3475519055287186, 'reg_alpha': 0.823499611003575, 'reg_lambda': 1.8710932428039588}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,734] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.012145779180504346, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9952423731588386, 'colsample_bytree': 0.7879180749127958, 'gamma': 1.1065507872238265, 'reg_alpha': 0.9539483341582872, 'reg_lambda': 1.423111880707713}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:58,905] Trial 52 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.011924461940026661, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9443707780701267, 'colsample_bytree': 0.7912936489080009, 'gamma': 1.113274849863982, 'reg_alpha': 0.9734007727221422, 'reg_lambda': 1.3625714050235145}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,121] Trial 53 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.015090262993080243, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9954847208569542, 'colsample_bytree': 0.8108514115205853, 'gamma': 0.6024618497816346, 'reg_alpha': 0.9478633032956932, 'reg_lambda': 1.6823072835267545}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,367] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.01349492121960696, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9652596235241967, 'colsample_bytree': 0.8656563279064587, 'gamma': 1.0593268338102053, 'reg_alpha': 0.8427825749283337, 'reg_lambda': 1.5239001259825304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,593] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.011480306291333503, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9828738913646523, 'colsample_bytree': 0.8400561128651031, 'gamma': 1.376748708512609, 'reg_alpha': 0.782279600062308, 'reg_lambda': 1.2096577895634602}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:34:59,810] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 243, 'learning_rate': 0.010567134340368075, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9813703735802788, 'colsample_bytree': 0.8314170899412983, 'gamma': 1.3745889414068144, 'reg_alpha': 0.7760534030759312, 'reg_lambda': 1.2117121007636662}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,015] Trial 57 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.013225935384773058, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9496537969642734, 'colsample_bytree': 0.9312913698884154, 'gamma': 1.8990115690923153, 'reg_alpha': 0.7282278479228423, 'reg_lambda': 1.3873365214657263}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,316] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 207, 'learning_rate': 0.015485651791874073, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9044515376285153, 'colsample_bytree': 0.8903446590589166, 'gamma': 0.9740845118283128, 'reg_alpha': 0.6756795970577182, 'reg_lambda': 1.14604184219407}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,512] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.01824633243580018, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9275099789455726, 'colsample_bytree': 0.6038711416345734, 'gamma': 1.5272643729014401, 'reg_alpha': 0.5904015017761665, 'reg_lambda': 1.5960561860286209}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,742] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.010937675053904843, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9823202587805951, 'colsample_bytree': 0.916980540341428, 'gamma': 1.2699220615800768, 'reg_alpha': 0.26235712530031347, 'reg_lambda': 1.2856437821065223}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:00,931] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.013580829455222555, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9972758592246079, 'colsample_bytree': 0.8346520820724672, 'gamma': 0.2204580291366831, 'reg_alpha': 0.7932929983956942, 'reg_lambda': 1.4955869049807085}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:01,269] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.0117925153429496, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9995825101377657, 'colsample_bytree': 0.7667561941730915, 'gamma': 0.66492600363167, 'reg_alpha': 0.9973604017799788, 'reg_lambda': 1.460806029171878}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:01,535] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.011144990091654676, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9633625223380637, 'colsample_bytree': 0.8035111462374662, 'gamma': 0.4247537777261222, 'reg_alpha': 0.7619149778919215, 'reg_lambda': 1.7850035155317576}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:01,734] Trial 64 finished with value: 0.738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.015789417103992922, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9638443553077146, 'colsample_bytree': 0.7988238127822882, 'gamma': 0.7683292449884488, 'reg_alpha': 0.7135616371862198, 'reg_lambda': 1.766802711399168}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,031] Trial 65 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 250, 'learning_rate': 0.01310075597993723, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9834597502846459, 'colsample_bytree': 0.8695992586595626, 'gamma': 0.4565461395228442, 'reg_alpha': 0.7638637434251678, 'reg_lambda': 1.6483814719293832}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,214] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.010021395266055902, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9389443481795702, 'colsample_bytree': 0.6613627037058006, 'gamma': 1.780613921645951, 'reg_alpha': 0.6507675941830485, 'reg_lambda': 2.466713750571431}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,394] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.19391794536000248, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9532588295490363, 'colsample_bytree': 0.8329663485621254, 'gamma': 1.4015716032964725, 'reg_alpha': 0.752637304499529, 'reg_lambda': 1.9260555982230068}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,647] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.07071003533560657, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.970762933286698, 'colsample_bytree': 0.9890904402205286, 'gamma': 2.4333978892217147, 'reg_alpha': 0.7071085366491557, 'reg_lambda': 1.2445553544654961}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:02,851] Trial 69 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 227, 'learning_rate': 0.02170162022171333, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9882748091411487, 'colsample_bytree': 0.6394968822393232, 'gamma': 1.0331161910836897, 'reg_alpha': 0.6264288889883796, 'reg_lambda': 1.3754129079274953}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,044] Trial 70 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.017411146313610123, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9696458639497262, 'colsample_bytree': 0.847582639069838, 'gamma': 2.1089624644580027, 'reg_alpha': 0.5566543867566766, 'reg_lambda': 2.0621591807015984}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,248] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.011457899470251507, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9863257677536743, 'colsample_bytree': 0.8057333582538252, 'gamma': 0.07947562237796557, 'reg_alpha': 0.8553571299125469, 'reg_lambda': 1.5789437784129907}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,515] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.011268487812242524, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9868080599470483, 'colsample_bytree': 0.8058089350420928, 'gamma': 0.44169401308660294, 'reg_alpha': 0.9032142485455041, 'reg_lambda': 1.7498373801343492}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,710] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.014493674120367953, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9874662535354881, 'colsample_bytree': 0.8255790264780567, 'gamma': 0.2648745353125743, 'reg_alpha': 0.909016072906908, 'reg_lambda': 1.574905277581893}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:03,973] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 193, 'learning_rate': 0.01462978396618419, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9501633935666393, 'colsample_bytree': 0.7562264176833753, 'gamma': 0.22847788527669108, 'reg_alpha': 0.9021989447095209, 'reg_lambda': 1.672283807502336}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,157] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.01278957183722208, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9869630231231922, 'colsample_bytree': 0.8230692387123201, 'gamma': 0.3256402087176855, 'reg_alpha': 0.9425012838665673, 'reg_lambda': 1.5927103627467034}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,442] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.012821991752290558, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9165660781092847, 'colsample_bytree': 0.8645947342514596, 'gamma': 0.32420731228676974, 'reg_alpha': 0.9461009523955737, 'reg_lambda': 1.8795229618873395}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,747] Trial 77 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.014322631223568218, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9860817699209603, 'colsample_bytree': 0.7819619905794793, 'gamma': 0.08347264745139296, 'reg_alpha': 0.9300340377219759, 'reg_lambda': 1.5693888591563256}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:04,948] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 200, 'learning_rate': 0.016437044937189997, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6091303043977937, 'colsample_bytree': 0.8239469105384928, 'gamma': 0.43189098369722423, 'reg_alpha': 0.9607319071331383, 'reg_lambda': 1.434803032166443}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,204] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.01912444028056389, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9360479683047623, 'colsample_bytree': 0.8026727749972155, 'gamma': 0.001721507023043023, 'reg_alpha': 0.9104037137871943, 'reg_lambda': 2.2379228332993346}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,374] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 182, 'learning_rate': 0.28991706553775515, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9727599221627138, 'colsample_bytree': 0.8221573896675144, 'gamma': 0.16978242508446945, 'reg_alpha': 0.8633252067121762, 'reg_lambda': 1.7263112743739701}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,554] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.10669187490689773, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9990606507885668, 'colsample_bytree': 0.6271555256419082, 'gamma': 0.7709407951970444, 'reg_alpha': 0.8073893941798004, 'reg_lambda': 1.5981003146834796}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:05,864] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.012865846563767495, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9848691942524715, 'colsample_bytree': 0.6452789408488436, 'gamma': 0.6101385212218671, 'reg_alpha': 0.8841364243667003, 'reg_lambda': 1.4147303518375045}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,143] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.010605941671510325, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.98937429089613, 'colsample_bytree': 0.8096398802903264, 'gamma': 0.5398712929579323, 'reg_alpha': 0.9227671657085156, 'reg_lambda': 1.3355401394709805}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,349] Trial 84 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 212, 'learning_rate': 0.014470060578380038, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9752487275993864, 'colsample_bytree': 0.7768607595359368, 'gamma': 0.8374190853103092, 'reg_alpha': 0.8411637682200683, 'reg_lambda': 1.553569139068954}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,554] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.012359927451364997, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9547018274440345, 'colsample_bytree': 0.633102724542489, 'gamma': 2.9684423416948604, 'reg_alpha': 0.9637191828791902, 'reg_lambda': 1.4917317171967013}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:06,892] Trial 86 finished with value: 0.6875 and parameters: {'n_estimators': 220, 'learning_rate': 0.011184653322454267, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9694177994877019, 'colsample_bytree': 0.6150268801522321, 'gamma': 1.6466280014284904, 'reg_alpha': 0.9954481851585224, 'reg_lambda': 1.7954133067383102}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,056] Trial 87 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 65, 'learning_rate': 0.01621627178919039, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9892700858483993, 'colsample_bytree': 0.7921116756961027, 'gamma': 0.29627739540926523, 'reg_alpha': 0.8943937820306068, 'reg_lambda': 1.6413540585462312}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,171] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.016398375608814287, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7109589700437925, 'colsample_bytree': 0.7960417013113542, 'gamma': 0.264153088918439, 'reg_alpha': 0.86158953100412, 'reg_lambda': 1.656150117771904}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,464] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.01404788858295265, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9883422375034681, 'colsample_bytree': 0.7721036886886663, 'gamma': 0.5645190735467777, 'reg_alpha': 0.8950469793330703, 'reg_lambda': 1.6052491473153705}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,635] Trial 90 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.012432918051693102, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9590788085028774, 'colsample_bytree': 0.7250831955301273, 'gamma': 2.6040730114249215, 'reg_alpha': 0.9322211440682949, 'reg_lambda': 1.759426178231757}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,704] Trial 91 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 30, 'learning_rate': 0.014000190134215235, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9864109774088166, 'colsample_bytree': 0.7700747042822651, 'gamma': 0.43233565855603007, 'reg_alpha': 0.8951846131632145, 'reg_lambda': 1.6093680812328413}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:07,906] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.01567167878091557, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9999964457332574, 'colsample_bytree': 0.8150638237828947, 'gamma': 0.14036481413687613, 'reg_alpha': 0.8247715166588285, 'reg_lambda': 1.7051518451870726}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,123] Trial 93 finished with value: 0.738095238095238 and parameters: {'n_estimators': 167, 'learning_rate': 0.018073843448323072, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9736716905976931, 'colsample_bytree': 0.7876598202050041, 'gamma': 0.9221352916602414, 'reg_alpha': 0.9476261596016781, 'reg_lambda': 1.46916356294368}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,300] Trial 94 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 64, 'learning_rate': 0.010795847475085179, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9899309773654879, 'colsample_bytree': 0.8254129363366589, 'gamma': 0.550772657827771, 'reg_alpha': 0.8726174915045981, 'reg_lambda': 1.548349312698994}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,585] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.022507734098544008, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9757998719813832, 'colsample_bytree': 0.8050449375577263, 'gamma': 0.30815194819416847, 'reg_alpha': 0.8989063238449633, 'reg_lambda': 1.3375439775744857}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:08,853] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.010025049996457865, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9648611669572308, 'colsample_bytree': 0.7601546149660996, 'gamma': 0.7037821885186184, 'reg_alpha': 0.8062683697930648, 'reg_lambda': 1.8827589107931433}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,057] Trial 97 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.019694172222159762, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9927365939496965, 'colsample_bytree': 0.7449413346340628, 'gamma': 0.37843822501310925, 'reg_alpha': 0.8449187013328731, 'reg_lambda': 1.4044644350440683}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,253] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.0125571785734314, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8448637093912402, 'colsample_bytree': 0.7930871972532267, 'gamma': 2.3115802094837554, 'reg_alpha': 0.9791900502180368, 'reg_lambda': 1.6572072978648673}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,573] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.014826162954735222, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9786345447140704, 'colsample_bytree': 0.8406349306875274, 'gamma': 0.47887651847167545, 'reg_alpha': 0.9184758556801894, 'reg_lambda': 1.2946338837421034}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,761] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.011634206899694537, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9470350358989554, 'colsample_bytree': 0.748059541390538, 'gamma': 0.049869385226147644, 'reg_alpha': 0.9507085809190672, 'reg_lambda': 1.8142649635034784}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:09,952] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.013363185504971033, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9874651419374871, 'colsample_bytree': 0.610593944615837, 'gamma': 1.2091557995066093, 'reg_alpha': 0.6913193121298069, 'reg_lambda': 1.4911515469834113}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,194] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.01752413853340373, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.991778678969354, 'colsample_bytree': 0.6249620287942431, 'gamma': 0.8252874951223009, 'reg_alpha': 0.7439851361004455, 'reg_lambda': 1.6044803042272784}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,386] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.013382010674872692, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9606831263673652, 'colsample_bytree': 0.7744727983835983, 'gamma': 0.6364135157429367, 'reg_alpha': 0.6630946114145732, 'reg_lambda': 1.5198427898917597}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,560] Trial 104 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 188, 'learning_rate': 0.010934777709367134, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9810002495135, 'colsample_bytree': 0.784161232692515, 'gamma': 1.8418047133296263, 'reg_alpha': 0.8760350754968287, 'reg_lambda': 1.7199601729953171}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,772] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.020400223865605093, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.999060334462919, 'colsample_bytree': 0.6549520555877437, 'gamma': 0.9860249520300591, 'reg_alpha': 0.9109050654024905, 'reg_lambda': 1.4424794074725826}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:10,905] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.014832720265680678, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7711370997650515, 'colsample_bytree': 0.8573201445626685, 'gamma': 0.22915262082594887, 'reg_alpha': 0.4413726147877616, 'reg_lambda': 1.5672741328822266}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,087] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.016059020705979435, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9781286585595786, 'colsample_bytree': 0.8127780757118753, 'gamma': 2.079521063420979, 'reg_alpha': 0.7891462767921957, 'reg_lambda': 1.3828641370485328}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,301] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.015688078785235593, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9773965935316912, 'colsample_bytree': 0.814241740678719, 'gamma': 2.1973902711949527, 'reg_alpha': 0.7948307025072319, 'reg_lambda': 1.0854516295642265}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,572] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.012293518611351079, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9293986875348176, 'colsample_bytree': 0.8204880782664699, 'gamma': 2.5331915889514036, 'reg_alpha': 0.8562680900631713, 'reg_lambda': 1.3942153448784795}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:11,796] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.013999416296929783, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9657895730416303, 'colsample_bytree': 0.8763249132172464, 'gamma': 1.9509141547954563, 'reg_alpha': 0.8260666971268276, 'reg_lambda': 1.2249941861124642}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,000] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.01391962600621095, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9662353408725418, 'colsample_bytree': 0.9647174573161234, 'gamma': 2.0832141181097508, 'reg_alpha': 0.8150640867377328, 'reg_lambda': 1.2405962102113426}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,189] Trial 112 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.014022081234054915, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6379999353024318, 'colsample_bytree': 0.8564385051637484, 'gamma': 1.9616802211501907, 'reg_alpha': 0.7246093905163875, 'reg_lambda': 1.2351638954307944}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,541] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.011336740292380057, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9650521038172157, 'colsample_bytree': 0.9638573807398523, 'gamma': 2.300086776122821, 'reg_alpha': 0.8160659175591555, 'reg_lambda': 0.945789019132304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:12,726] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.012524612638182062, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9690129881141835, 'colsample_bytree': 0.877903436265302, 'gamma': 2.140797922940453, 'reg_alpha': 0.7718663214766684, 'reg_lambda': 1.179261559368133}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,026] Trial 115 finished with value: 0.744047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.010494317236336847, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9548539136462056, 'colsample_bytree': 0.9104729631039042, 'gamma': 2.0651423185229, 'reg_alpha': 0.8361471875923886, 'reg_lambda': 1.2849166118917466}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,245] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.011808440150952405, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9431729758760957, 'colsample_bytree': 0.9526474033349086, 'gamma': 2.4119866285769653, 'reg_alpha': 0.7895302486050133, 'reg_lambda': 1.3283860170584152}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,503] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.011931331467786558, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9400504064859471, 'colsample_bytree': 0.9568660566160774, 'gamma': 2.6711255937787564, 'reg_alpha': 0.8279075073586345, 'reg_lambda': 1.3059953106998803}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:35:13,726] Trial 118 finished with value: 0.761904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.01314005313806706, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9802313145197543, 'colsample_bytree': 0.9320220293038123, 'gamma': 2.363375921355755, 'reg_alpha': 0.8038993584792378, 'reg_lambda': 1.1701499401713102}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:13,913] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.01403031940356481, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9806468908449718, 'colsample_bytree': 0.9399939700840391, 'gamma': 1.7958092304336684, 'reg_alpha': 0.8599352530127858, 'reg_lambda': 1.1162814830125212}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,106] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.013113927585148236, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9558997962572389, 'colsample_bytree': 0.9294735191690924, 'gamma': 1.925741186289272, 'reg_alpha': 0.7507532602268341, 'reg_lambda': 1.1979430436405492}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,384] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.011295272673260305, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.944770553730914, 'colsample_bytree': 0.9773030431788211, 'gamma': 2.3839926697155183, 'reg_alpha': 0.7767728542787126, 'reg_lambda': 1.3761120643727782}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,588] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.015071633169080261, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9719836320151807, 'colsample_bytree': 0.9794773594971453, 'gamma': 2.7715057988445784, 'reg_alpha': 0.7929576553403749, 'reg_lambda': 1.2451496128255082}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:14,775] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.015138743235536649, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9728816325540388, 'colsample_bytree': 0.9883297049078205, 'gamma': 1.594723786149277, 'reg_alpha': 0.8077803991348581, 'reg_lambda': 1.258089351952292}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,074] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.01754118408174755, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.990725340384899, 'colsample_bytree': 0.9964548799276244, 'gamma': 2.752793960456224, 'reg_alpha': 0.8798685931352551, 'reg_lambda': 0.9798881897292323}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,264] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.014263609693001736, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9649014592677178, 'colsample_bytree': 0.9695796321527953, 'gamma': 3.309374811224269, 'reg_alpha': 0.8419569864189701, 'reg_lambda': 1.1225827687788832}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,463] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.01678021302490675, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9838621810706588, 'colsample_bytree': 0.9089184769128756, 'gamma': 2.021864086447564, 'reg_alpha': 0.9363346199415266, 'reg_lambda': 1.179088117008559}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,812] Trial 127 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 239, 'learning_rate': 0.012993797447402543, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9761538110249555, 'colsample_bytree': 0.8420287907073997, 'gamma': 2.950338381656597, 'reg_alpha': 0.7934536761715776, 'reg_lambda': 1.0381364633648076}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:15,999] Trial 128 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 231, 'learning_rate': 0.010006471941041449, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.992713247282584, 'colsample_bytree': 0.9776269388910512, 'gamma': 4.747861471567005, 'reg_alpha': 0.8225445930620214, 'reg_lambda': 1.4571347704318356}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,178] Trial 129 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 185, 'learning_rate': 0.015678803391715714, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9999657377671023, 'colsample_bytree': 0.8268723562114392, 'gamma': 1.7026953067460193, 'reg_alpha': 0.9004013762569902, 'reg_lambda': 1.2439309428303922}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,518] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.015182658960631683, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9996927530357921, 'colsample_bytree': 0.8889398391028934, 'gamma': 1.455611444803413, 'reg_alpha': 0.9624656922006108, 'reg_lambda': 1.3617271436069622}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,713] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.013836128231603044, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.983894349840498, 'colsample_bytree': 0.8296346569661703, 'gamma': 1.7038069118748616, 'reg_alpha': 0.9027065550857185, 'reg_lambda': 1.0886575593389256}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:16,889] Trial 132 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 179, 'learning_rate': 0.018672363892083037, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9690533396966861, 'colsample_bytree': 0.9410208341555641, 'gamma': 1.8840478326363403, 'reg_alpha': 0.870555506884002, 'reg_lambda': 1.2166597642244033}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,083] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.010751358316164184, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9911079485117585, 'colsample_bytree': 0.8031898764105249, 'gamma': 2.238257552305619, 'reg_alpha': 0.08955477224928876, 'reg_lambda': 1.258025519518585}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,517] Trial 134 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 199, 'learning_rate': 0.010590398529529244, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9913681021905226, 'colsample_bytree': 0.8174014202944253, 'gamma': 2.221810914073085, 'reg_alpha': 0.915515006450809, 'reg_lambda': 1.1628993052584544}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,762] Trial 135 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.010811534843557341, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9912254170810286, 'colsample_bytree': 0.8086259847994504, 'gamma': 2.265868273290723, 'reg_alpha': 0.9808003550598315, 'reg_lambda': 1.4137114487580527}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:17,980] Trial 136 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.01069229044376306, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.999925763331596, 'colsample_bytree': 0.817964164743442, 'gamma': 2.47200976648143, 'reg_alpha': 0.9243185276027718, 'reg_lambda': 1.2830498285816951}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,281] Trial 137 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 185, 'learning_rate': 0.011032270051780625, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9907665199261754, 'colsample_bytree': 0.803496113162936, 'gamma': 2.5455190261441154, 'reg_alpha': 0.2989036542430375, 'reg_lambda': 1.1321336486134213}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,464] Trial 138 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.012122081333738054, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9981670324049209, 'colsample_bytree': 0.8366188538495392, 'gamma': 2.725184718011027, 'reg_alpha': 0.9309681230089584, 'reg_lambda': 1.2909139083779213}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,650] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.010031827095765349, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9853216879939088, 'colsample_bytree': 0.7984448613925964, 'gamma': 2.867228939031894, 'reg_alpha': 0.913405793035778, 'reg_lambda': 1.533953634283867}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:18,939] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.010621463211160429, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9927084201865654, 'colsample_bytree': 0.7017859440648077, 'gamma': 2.493858312316398, 'reg_alpha': 0.13939484132016425, 'reg_lambda': 1.0717803326818798}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,127] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.010629011007172215, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9994009134085826, 'colsample_bytree': 0.8273133082950997, 'gamma': 2.3952540654134533, 'reg_alpha': 0.10805937546145332, 'reg_lambda': 1.1726051038777139}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,326] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.010653059006783495, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9952477469385468, 'colsample_bytree': 0.8260649720419366, 'gamma': 2.4979317055800028, 'reg_alpha': 0.11182328693145067, 'reg_lambda': 0.8339394982515109}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,505] Trial 143 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 203, 'learning_rate': 0.01136043378374082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9983987487303346, 'colsample_bytree': 0.8183902841761923, 'gamma': 2.473506261206777, 'reg_alpha': 0.23210004029705572, 'reg_lambda': 0.9916658436585896}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:19,821] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.012478182882283676, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.980522741392224, 'colsample_bytree': 0.6929224447568696, 'gamma': 2.3238832650861356, 'reg_alpha': 0.12153015756427168, 'reg_lambda': 1.0494506715770922}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,010] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.010564941589705707, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.985308851569889, 'colsample_bytree': 0.6749799102277695, 'gamma': 2.6502554128533578, 'reg_alpha': 0.0923380523325095, 'reg_lambda': 1.1388406365937385}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,192] Trial 146 finished with value: 0.738095238095238 and parameters: {'n_estimators': 192, 'learning_rate': 0.010502933646706368, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9774076726779004, 'colsample_bytree': 0.6705282829887944, 'gamma': 2.825748417470231, 'reg_alpha': 0.07352582360639108, 'reg_lambda': 1.0948458962293568}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,474] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.011409036483735153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9934092778759906, 'colsample_bytree': 0.7054704190791565, 'gamma': 2.2062012364614607, 'reg_alpha': 0.14709120751106558, 'reg_lambda': 1.1545004104091054}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,658] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.010529061726772683, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9997853059116603, 'colsample_bytree': 0.7344801337178261, 'gamma': 2.6455099599019998, 'reg_alpha': 0.04213001254211203, 'reg_lambda': 0.92495493169499}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:20,852] Trial 149 finished with value: 0.744047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.01002855236361711, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.99991213828651, 'colsample_bytree': 0.7237298565974267, 'gamma': 2.663868418260877, 'reg_alpha': 0.0037803556089848617, 'reg_lambda': 0.8628481078928891}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,112] Trial 150 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 205, 'learning_rate': 0.011072782342558827, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9746321115653196, 'colsample_bytree': 0.7084347942462628, 'gamma': 2.4012112929196223, 'reg_alpha': 0.07758278821850706, 'reg_lambda': 0.9076794866576994}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,336] Trial 151 finished with value: 0.738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.011826648945537145, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9863404755696724, 'colsample_bytree': 0.6764673077279214, 'gamma': 3.119154103609719, 'reg_alpha': 0.03021283063965969, 'reg_lambda': 0.7607967611933895}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,506] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.010572031131500416, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9996490347344998, 'colsample_bytree': 0.6860341327981422, 'gamma': 2.60537741016827, 'reg_alpha': 0.03981851916087607, 'reg_lambda': 1.158242116525118}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:21,827] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.010564619582721554, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9897028354517562, 'colsample_bytree': 0.7337546956778447, 'gamma': 2.5679158933370347, 'reg_alpha': 0.03870911402328417, 'reg_lambda': 1.163366977502822}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,078] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.010824203295617217, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9988830963008711, 'colsample_bytree': 0.7171908920598212, 'gamma': 2.6695417005941806, 'reg_alpha': 0.10193537371311771, 'reg_lambda': 1.0523570660872976}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,274] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.010466159575499031, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9985581986141371, 'colsample_bytree': 0.6905421358995895, 'gamma': 2.640860977830875, 'reg_alpha': 0.1564053206321121, 'reg_lambda': 1.062682601638983}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,447] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.01052679897431834, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9996283360694082, 'colsample_bytree': 0.6967532303639443, 'gamma': 2.93942886555454, 'reg_alpha': 0.15030152306290434, 'reg_lambda': 0.9207084410698242}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,699] Trial 157 finished with value: 0.744047619047619 and parameters: {'n_estimators': 180, 'learning_rate': 0.010713663818967916, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9994559901613106, 'colsample_bytree': 0.6982082540720386, 'gamma': 2.9952180308000234, 'reg_alpha': 0.1536100115712108, 'reg_lambda': 0.9347714919367078}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:22,893] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.01007588264003996, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9996888545940085, 'colsample_bytree': 0.6847302540426384, 'gamma': 2.7316239494370587, 'reg_alpha': 0.1067187969061995, 'reg_lambda': 0.9945896005555521}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,071] Trial 159 finished with value: 0.744047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.011418022228467259, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9841539177181944, 'colsample_bytree': 0.7177557163294211, 'gamma': 3.241449074459352, 'reg_alpha': 0.15957408213543128, 'reg_lambda': 1.0737842897972871}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,228] Trial 160 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 171, 'learning_rate': 0.012260592539495933, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.978025406493091, 'colsample_bytree': 0.6995151380404611, 'gamma': 2.63420172616856, 'reg_alpha': 0.20108822517381375, 'reg_lambda': 0.7843317034707716}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,503] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.010714744877706597, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9919003792681914, 'colsample_bytree': 0.6900190109998877, 'gamma': 2.8198868217434123, 'reg_alpha': 0.08410293865729414, 'reg_lambda': 1.034486929369264}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,700] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.010864731534008127, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9924257257840696, 'colsample_bytree': 0.6886188532677188, 'gamma': 2.891905302592081, 'reg_alpha': 0.07067260978289625, 'reg_lambda': 1.0390890876784946}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:23,886] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.010854905592583309, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9911688150138863, 'colsample_bytree': 0.6894538428805673, 'gamma': 2.8910791419802164, 'reg_alpha': 0.09052165212963736, 'reg_lambda': 0.6632940560325016}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,100] Trial 164 finished with value: 0.738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.010641865229796826, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9830930001852136, 'colsample_bytree': 0.6765483414847646, 'gamma': 2.787724165755928, 'reg_alpha': 0.04526331654481005, 'reg_lambda': 1.0537019131339858}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,388] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 190, 'learning_rate': 0.011836500279048319, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9724929857392626, 'colsample_bytree': 0.7164010423525908, 'gamma': 3.039146234845964, 'reg_alpha': 0.13253920134747482, 'reg_lambda': 0.890715888979049}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,575] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.01009236502621954, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9916065832108851, 'colsample_bytree': 0.6651718966714224, 'gamma': 3.4063333412704493, 'reg_alpha': 0.18032094300949242, 'reg_lambda': 0.9652887676258073}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,766] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 201, 'learning_rate': 0.011321213100384253, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9782091049808632, 'colsample_bytree': 0.6814722020705956, 'gamma': 2.6244234019755632, 'reg_alpha': 0.06374654939383619, 'reg_lambda': 1.0117804780892943}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:24,939] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.012796616663906852, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9918411919249568, 'colsample_bytree': 0.6949407947391132, 'gamma': 3.128605925725137, 'reg_alpha': 0.09421383084341597, 'reg_lambda': 1.124700818180058}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,192] Trial 169 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 194, 'learning_rate': 0.01076385620132815, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9849994195276568, 'colsample_bytree': 0.7070337907355871, 'gamma': 2.4632681777789167, 'reg_alpha': 0.05416669432075505, 'reg_lambda': 1.0386950101829782}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,360] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.010015001055614932, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8027743273166459, 'colsample_bytree': 0.6868024869877281, 'gamma': 2.889931559191551, 'reg_alpha': 0.023415925430895667, 'reg_lambda': 1.1718659267986802}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,547] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.011894409576820518, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9999731568196091, 'colsample_bytree': 0.6934293475016117, 'gamma': 2.6956959152930424, 'reg_alpha': 0.09411736249843516, 'reg_lambda': 1.1073571851315622}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:25,969] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.012562961595898274, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9998824609586924, 'colsample_bytree': 0.7042301748019031, 'gamma': 2.5829462373228806, 'reg_alpha': 0.13374840174990302, 'reg_lambda': 1.2087290764834102}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,181] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.012773726431749333, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9900836657392186, 'colsample_bytree': 0.7022771204432525, 'gamma': 2.553517733029473, 'reg_alpha': 0.13429621008896173, 'reg_lambda': 0.9236207313261839}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,368] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.23480346890329712, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9807492915616325, 'colsample_bytree': 0.7118350432669761, 'gamma': 2.7577449044663376, 'reg_alpha': 0.08246557837387286, 'reg_lambda': 1.1946904513634096}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,526] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.12092808383837503, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8770350138124353, 'colsample_bytree': 0.7090944921504075, 'gamma': 2.7666843434362605, 'reg_alpha': 0.07321784518989985, 'reg_lambda': 1.0782817309659183}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,764] Trial 176 finished with value: 0.738095238095238 and parameters: {'n_estimators': 194, 'learning_rate': 0.011385464883686892, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.972306919523066, 'colsample_bytree': 0.7186725401269256, 'gamma': 2.9193436671097737, 'reg_alpha': 0.17333972428017558, 'reg_lambda': 0.971647707399579}. Best is trial 118 with value: 0.761904761904762.
[I 2025-11-03 19:35:26,948] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 205, 'learning_rate': 0.2217423293657389, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9812467079006987, 'colsample_bytree': 0.731855231595285, 'gamma': 2.7924709540755224, 'reg_alpha': 0.11580859771059017, 'reg_lambda': 1.204459673521278}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,138] Trial 178 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.254312857948947, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9810836433697872, 'colsample_bytree': 0.7245707650517477, 'gamma': 2.7995609391907723, 'reg_alpha': 0.10605944799999438, 'reg_lambda': 1.0103464261713722}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,492] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.2098422782837143, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9707834410425951, 'colsample_bytree': 0.736620883651417, 'gamma': 3.9292254974541363, 'reg_alpha': 0.004919875736779461, 'reg_lambda': 2.6986534676091876}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,654] Trial 180 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 206, 'learning_rate': 0.2097793621864782, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9576127722081245, 'colsample_bytree': 0.6804012873082326, 'gamma': 3.0708793637683773, 'reg_alpha': 0.08506730883871522, 'reg_lambda': 1.1209238444170053}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:27,821] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.07189784377396931, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9999858227149864, 'colsample_bytree': 0.7118627199794535, 'gamma': 2.6282511228070655, 'reg_alpha': 0.1182204996043064, 'reg_lambda': 1.2047286121035237}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,044] Trial 182 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 202, 'learning_rate': 0.25990244452848554, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9827452865267281, 'colsample_bytree': 0.7003224054281756, 'gamma': 2.3911868659898805, 'reg_alpha': 0.05675826588530024, 'reg_lambda': 1.255965495295238}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,272] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 190, 'learning_rate': 0.1757919404677013, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9917476375994315, 'colsample_bytree': 0.7281519083239972, 'gamma': 2.492785993509448, 'reg_alpha': 0.13711745223052935, 'reg_lambda': 1.1978702304056947}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,458] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.24664401008419473, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9844492505347672, 'colsample_bytree': 0.6872398963370058, 'gamma': 2.832510374635358, 'reg_alpha': 0.12101775706278706, 'reg_lambda': 1.0635086764925996}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,648] Trial 185 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 208, 'learning_rate': 0.224653015817615, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9926172239910095, 'colsample_bytree': 0.6573347829219445, 'gamma': 2.661856109799057, 'reg_alpha': 0.09845359394650728, 'reg_lambda': 1.2850501380693709}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:28,964] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.012285511936361772, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9762430373760784, 'colsample_bytree': 0.6732377019122422, 'gamma': 2.958509105949988, 'reg_alpha': 0.17482596545998655, 'reg_lambda': 1.1410775862057378}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,207] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 188, 'learning_rate': 0.08508970226357289, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7376123518310482, 'colsample_bytree': 0.7189170923839783, 'gamma': 2.580301741123128, 'reg_alpha': 0.05233660543739584, 'reg_lambda': 1.195922364003349}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,379] Trial 188 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.037636788664157546, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.992530055872867, 'colsample_bytree': 0.6966146259442331, 'gamma': 2.727743265282769, 'reg_alpha': 0.06899696874978088, 'reg_lambda': 1.0118171116751047}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,709] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.011224060816704759, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8524095576518809, 'colsample_bytree': 0.7041456133929272, 'gamma': 2.3701863421907556, 'reg_alpha': 0.02526231617026918, 'reg_lambda': 1.0953813316786407}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:29,901] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 194, 'learning_rate': 0.013046301499950244, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9839190739163931, 'colsample_bytree': 0.7427106545563527, 'gamma': 2.5012049474683815, 'reg_alpha': 0.15178553681689907, 'reg_lambda': 1.24813493501178}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,096] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.010632276399413018, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9923797237923734, 'colsample_bytree': 0.6674152580813785, 'gamma': 2.845290913365803, 'reg_alpha': 0.0792683732595175, 'reg_lambda': 1.1696360152216883}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,395] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.010874190851022592, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9931653198981184, 'colsample_bytree': 0.6690500764176759, 'gamma': 2.84955111558406, 'reg_alpha': 0.08679165562500282, 'reg_lambda': 1.1505481661957573}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,557] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.05189052982191526, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9813360481035758, 'colsample_bytree': 0.6498000039122312, 'gamma': 2.702990125322289, 'reg_alpha': 0.11593567465017567, 'reg_lambda': 1.3079539872223398}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,722] Trial 194 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 191, 'learning_rate': 0.058557861818104476, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9997877349917984, 'colsample_bytree': 0.6382925306914757, 'gamma': 2.7112107551869324, 'reg_alpha': 0.11748470999003371, 'reg_lambda': 1.3316344037181531}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:30,985] Trial 195 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.05206180528924456, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9780233198997803, 'colsample_bytree': 0.6448913795915219, 'gamma': 2.694834484772135, 'reg_alpha': 0.11474859487060046, 'reg_lambda': 1.2837498158752365}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,145] Trial 196 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.04750079816514038, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9690022420369152, 'colsample_bytree': 0.6362856767846901, 'gamma': 2.9917555274755983, 'reg_alpha': 0.040729355415127386, 'reg_lambda': 0.9201250104191137}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,339] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.011394285636350553, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9843283110451382, 'colsample_bytree': 0.6527367405178504, 'gamma': 2.789651947097178, 'reg_alpha': 0.11386039055647057, 'reg_lambda': 1.3464958854807927}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,518] Trial 198 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.12544024130130838, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9622920061708018, 'colsample_bytree': 0.6914930610512385, 'gamma': 2.68574934349834, 'reg_alpha': 0.20877602456756722, 'reg_lambda': 0.8458258339826381}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,802] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.06304304327964505, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9857349150125366, 'colsample_bytree': 0.6483161410940678, 'gamma': 2.4563829733560336, 'reg_alpha': 0.4706839279727612, 'reg_lambda': 2.418448232483344}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 19:35:31,805] A new study created in memory with name: no-name-a61b2f78-ab7f-43d6-a005-509f8e026c81
[I 2025-11-03 19:35:31,978] Trial 0 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.06727477767048169, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9220495168673212, 'colsample_bytree': 0.7281855991716939, 'gamma': 0.6028775884129084, 'reg_alpha': 0.6755506122206621, 'reg_lambda': 2.253172248453354}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,033] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.1476294552156741, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8794394746475176, 'colsample_bytree': 0.9661262369595724, 'gamma': 2.234002998625359, 'reg_alpha': 0.9881600577879005, 'reg_lambda': 1.9756294956711509}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,399] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.08279533071949959, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7697624763587918, 'colsample_bytree': 0.8366363892459728, 'gamma': 3.7663042924667867, 'reg_alpha': 0.1893579626414975, 'reg_lambda': 2.345567470634092}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,497] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.02598975310015016, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.83616687247611, 'colsample_bytree': 0.6588230250943768, 'gamma': 1.4247316803084997, 'reg_alpha': 0.8527465601575892, 'reg_lambda': 1.6168673649366818}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:32,643] Trial 4 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 89, 'learning_rate': 0.022761489358712205, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8517643068464349, 'colsample_bytree': 0.8702361169283244, 'gamma': 4.466930548531293, 'reg_alpha': 0.81289772834004, 'reg_lambda': 2.345200193221898}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,030] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.14121353171418477, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.831230850820044, 'colsample_bytree': 0.9974188193531267, 'gamma': 4.631617588634175, 'reg_alpha': 0.559963839304593, 'reg_lambda': 2.3987432126947708}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,269] Trial 6 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 143, 'learning_rate': 0.01326945612274028, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7307161481075348, 'colsample_bytree': 0.8615771612539049, 'gamma': 1.4019064304679292, 'reg_alpha': 0.24572100625833404, 'reg_lambda': 0.5617792841783074}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,435] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.01088306755501229, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.621157422776702, 'colsample_bytree': 0.7106906345089362, 'gamma': 1.2560073224173802, 'reg_alpha': 0.5284264515550534, 'reg_lambda': 2.5644802011431698}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:35:33,731] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.01896276972305066, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7910308687034117, 'colsample_bytree': 0.7841292700352545, 'gamma': 1.1382357253633535, 'reg_alpha': 0.9766127493247041, 'reg_lambda': 2.8169289187333164}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:33,983] Trial 9 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 35, 'learning_rate': 0.043124063521958876, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9929147337726556, 'colsample_bytree': 0.6107055325618959, 'gamma': 0.028052217010577918, 'reg_alpha': 0.8284314677489647, 'reg_lambda': 0.7673671055985627}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:34,288] Trial 10 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 249, 'learning_rate': 0.27245348717669426, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6719299165369785, 'colsample_bytree': 0.7685458841444158, 'gamma': 2.916078753520978, 'reg_alpha': 0.35348470586807945, 'reg_lambda': 2.8866106625594945}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:34,485] Trial 11 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 155, 'learning_rate': 0.049170678145725406, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9386029535052909, 'colsample_bytree': 0.756589256703755, 'gamma': 0.06312583479107614, 'reg_alpha': 0.6451670254891473, 'reg_lambda': 2.8469225258435733}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:34,843] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 202, 'learning_rate': 0.024105043085453196, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9173260323016882, 'colsample_bytree': 0.7106568592925896, 'gamma': 0.6498119073445385, 'reg_alpha': 0.993830447403365, 'reg_lambda': 1.7163635581402321}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:35,032] Trial 13 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 191, 'learning_rate': 0.021659692060442413, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7575621202098197, 'colsample_bytree': 0.6790379307293813, 'gamma': 2.283833806382636, 'reg_alpha': 0.9949415977795247, 'reg_lambda': 1.4291702876699541}. Best is trial 8 with value: 0.7202380952380952.
[I 2025-11-03 19:35:35,238] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.03210771969747656, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7100773163618977, 'colsample_bytree': 0.807293734572685, 'gamma': 0.8847245451307842, 'reg_alpha': 0.766492374466217, 'reg_lambda': 1.1604586823044596}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 19:35:35,535] Trial 15 finished with value: 0.744047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.03291475965289591, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6846848395222461, 'colsample_bytree': 0.913383562780693, 'gamma': 1.9263998951167118, 'reg_alpha': 0.05410737605449545, 'reg_lambda': 1.126525707728082}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:35,798] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.036442365373751597, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6972430171865298, 'colsample_bytree': 0.9116701106397033, 'gamma': 2.978269820022231, 'reg_alpha': 0.015061756879335364, 'reg_lambda': 1.151086000384772}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:35,964] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.03441144544480096, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.600538915931499, 'colsample_bytree': 0.8971882166671871, 'gamma': 1.9337570153065005, 'reg_alpha': 0.013133648271302034, 'reg_lambda': 1.120727020477366}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,275] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 218, 'learning_rate': 0.11225040680678022, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6626163947378644, 'colsample_bytree': 0.8173495566276547, 'gamma': 3.356211201947375, 'reg_alpha': 0.3997592460489454, 'reg_lambda': 1.0614022959819889}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,527] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 167, 'learning_rate': 0.014945760342325805, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7268949102918454, 'colsample_bytree': 0.935198114707634, 'gamma': 1.8279556126974974, 'reg_alpha': 0.13980668845841887, 'reg_lambda': 1.361558496820944}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,696] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.0151237267968624, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6657993570976262, 'colsample_bytree': 0.9350277250756676, 'gamma': 1.9097509225465374, 'reg_alpha': 0.13374749898591187, 'reg_lambda': 1.4164678200571423}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:36,883] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.03336152837568866, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7238201216391648, 'colsample_bytree': 0.9497907118769515, 'gamma': 0.839063726179208, 'reg_alpha': 0.1084847596269605, 'reg_lambda': 0.8312174977522235}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,164] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 130, 'learning_rate': 0.016479200716412103, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.713699393539999, 'colsample_bytree': 0.9881324631670078, 'gamma': 1.7922289386060313, 'reg_alpha': 0.32054556261691314, 'reg_lambda': 1.340137915581915}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,399] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.010544067565998823, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6310157276826642, 'colsample_bytree': 0.8947638286536039, 'gamma': 2.7689054050563398, 'reg_alpha': 0.4318065610791768, 'reg_lambda': 1.9096083982893037}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,577] Trial 24 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 171, 'learning_rate': 0.061712304344199595, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7581261830270737, 'colsample_bytree': 0.8440006709408314, 'gamma': 1.6541110981589278, 'reg_alpha': 0.2624272456096636, 'reg_lambda': 0.9821066713361098}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:37,870] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 250, 'learning_rate': 0.026045863868467484, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6923700117974916, 'colsample_bytree': 0.9253192294430234, 'gamma': 2.509327639260809, 'reg_alpha': 0.11426399003227185, 'reg_lambda': 0.5022592827888877}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,083] Trial 26 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.029430045945348073, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.737999958163857, 'colsample_bytree': 0.8150260452565995, 'gamma': 0.9449442456702999, 'reg_alpha': 0.7167654492608434, 'reg_lambda': 1.2960778805668198}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,235] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 142, 'learning_rate': 0.046545634320373126, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7829456147117303, 'colsample_bytree': 0.9656075511622944, 'gamma': 2.117385538977258, 'reg_alpha': 0.4624159119275554, 'reg_lambda': 1.5738625143397977}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,507] Trial 28 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 179, 'learning_rate': 0.018240888490003875, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6364643227548229, 'colsample_bytree': 0.8659499203154675, 'gamma': 0.4739685578688064, 'reg_alpha': 0.05186520980911337, 'reg_lambda': 0.8743378275080655}. Best is trial 15 with value: 0.744047619047619.
[I 2025-11-03 19:35:38,705] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.08097674097121496, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8099242442390462, 'colsample_bytree': 0.8940038273340772, 'gamma': 0.30800733904928457, 'reg_alpha': 0.6439985760163033, 'reg_lambda': 1.2188863918735224}. Best is trial 29 with value: 0.7440476190476191.
[I 2025-11-03 19:35:38,904] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 232, 'learning_rate': 0.08014050210137157, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8127578350060582, 'colsample_bytree': 0.8906693703596357, 'gamma': 4.158471052121291, 'reg_alpha': 0.6277560704389746, 'reg_lambda': 1.9251065827869867}. Best is trial 29 with value: 0.7440476190476191.
[I 2025-11-03 19:35:39,203] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.07502709852608541, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6901145479738786, 'colsample_bytree': 0.9243281866965203, 'gamma': 0.3567947583268518, 'reg_alpha': 0.714812879450234, 'reg_lambda': 1.2274707433727035}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:39,477] Trial 32 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 237, 'learning_rate': 0.0756144430562812, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.676384967389822, 'colsample_bytree': 0.9465257524146932, 'gamma': 0.3877642339106888, 'reg_alpha': 0.5718057618875869, 'reg_lambda': 1.2469951644678372}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:39,715] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 239, 'learning_rate': 0.09525222957384084, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6811582445933503, 'colsample_bytree': 0.9696331972209434, 'gamma': 0.4213145832318872, 'reg_alpha': 0.5579319974858329, 'reg_lambda': 1.546759689566943}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,047] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.06440278596904601, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8973859713660356, 'colsample_bytree': 0.952961160690667, 'gamma': 0.2965963904436051, 'reg_alpha': 0.6147732069210555, 'reg_lambda': 0.6879025003099519}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,255] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 242, 'learning_rate': 0.20196614732337909, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6499646705060312, 'colsample_bytree': 0.9125515319468174, 'gamma': 0.1941002385656681, 'reg_alpha': 0.706881434639382, 'reg_lambda': 0.9560124257661559}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,511] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.08069942370724449, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8639793963453375, 'colsample_bytree': 0.8428755417053375, 'gamma': 0.6422531797503404, 'reg_alpha': 0.9119950916481612, 'reg_lambda': 1.265779265453869}. Best is trial 31 with value: 0.7559523809523809.
[I 2025-11-03 19:35:40,715] Trial 37 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 222, 'learning_rate': 0.1263629491292944, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8191858153409746, 'colsample_bytree': 0.8818094837989843, 'gamma': 1.148385377182811, 'reg_alpha': 0.7700491393285984, 'reg_lambda': 2.1110113715521415}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:40,987] Trial 38 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 206, 'learning_rate': 0.14758917652163442, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8284861604258834, 'colsample_bytree': 0.8821744596745292, 'gamma': 0.6721684409449964, 'reg_alpha': 0.7663000367680665, 'reg_lambda': 2.0259880812896114}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,160] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.15306875203191578, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8572500627876272, 'colsample_bytree': 0.8722711746548987, 'gamma': 1.072268320934904, 'reg_alpha': 0.7750266653809225, 'reg_lambda': 2.1731657996622737}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,391] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 188, 'learning_rate': 0.12241541449117176, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8340693373075486, 'colsample_bytree': 0.9940993247584503, 'gamma': 1.4840577700709368, 'reg_alpha': 0.9039261331729865, 'reg_lambda': 2.098400563514005}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,796] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 239, 'learning_rate': 0.18396512882459254, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8087916798218249, 'colsample_bytree': 0.8720087722718086, 'gamma': 0.6672619564052615, 'reg_alpha': 0.6773222422984698, 'reg_lambda': 1.7381798201121463}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:41,995] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.09969880128271932, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8189458257732789, 'colsample_bytree': 0.8891157134853253, 'gamma': 0.3172038991541777, 'reg_alpha': 0.7707147546682925, 'reg_lambda': 2.2725325270232744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,185] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.07211898818909973, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7784873609669256, 'colsample_bytree': 0.8374502077736593, 'gamma': 1.239540624921856, 'reg_alpha': 0.5746233077929493, 'reg_lambda': 2.5229546295444054}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,446] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.15443819952059934, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8736934951189231, 'colsample_bytree': 0.955912858584545, 'gamma': 4.991744318317771, 'reg_alpha': 0.8648873067583303, 'reg_lambda': 1.97317682857237}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,670] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.12599855118551262, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8449486293719779, 'colsample_bytree': 0.9758917898913978, 'gamma': 0.07713532227361142, 'reg_alpha': 0.4983814982061125, 'reg_lambda': 1.8356882884232368}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,793] Trial 46 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.24465360806918196, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8903958223235844, 'colsample_bytree': 0.9389852801740479, 'gamma': 0.1441199696636383, 'reg_alpha': 0.4892774871566351, 'reg_lambda': 2.103170039168607}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,912] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.2969938060205952, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8982428426525229, 'colsample_bytree': 0.979829571272282, 'gamma': 0.012102512501266594, 'reg_alpha': 0.5094630939582097, 'reg_lambda': 1.8222936948945772}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:42,970] Trial 48 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 22, 'learning_rate': 0.24710132134451082, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9585625961791299, 'colsample_bytree': 0.923976224253516, 'gamma': 0.6796530457854695, 'reg_alpha': 0.47205424429241216, 'reg_lambda': 2.1484329781466793}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,231] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.20488308887066078, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8481229298454577, 'colsample_bytree': 0.9743203124360565, 'gamma': 0.1455543197635134, 'reg_alpha': 0.7190671870994458, 'reg_lambda': 2.0484344741773977}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,391] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.13336617404664308, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8853543756526436, 'colsample_bytree': 0.9329190993639517, 'gamma': 0.8851260387131166, 'reg_alpha': 0.38768000864099816, 'reg_lambda': 2.467685803213919}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,527] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.10584306479507996, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8415767219746708, 'colsample_bytree': 0.9499368548292318, 'gamma': 0.585837122214953, 'reg_alpha': 0.585341807445611, 'reg_lambda': 2.263500548873753}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:43,741] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.23621206099768918, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9149275871911571, 'colsample_bytree': 0.9088628562658987, 'gamma': 0.4926224732596449, 'reg_alpha': 0.5293957578355443, 'reg_lambda': 2.690174286773221}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,016] Trial 53 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 77, 'learning_rate': 0.16421869941854061, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7955895272944314, 'colsample_bytree': 0.9422227636118301, 'gamma': 0.045680233741624, 'reg_alpha': 0.7928663154615502, 'reg_lambda': 1.6581421208219875}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,163] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 108, 'learning_rate': 0.05513278143111803, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9368784086235112, 'colsample_bytree': 0.7840092573028925, 'gamma': 1.0522716115436195, 'reg_alpha': 0.8415896448438928, 'reg_lambda': 1.8355940702070344}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,306] Trial 55 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 93, 'learning_rate': 0.12343681048274933, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8322818412244082, 'colsample_bytree': 0.8565773504269495, 'gamma': 1.3694680043385081, 'reg_alpha': 0.6701850462286076, 'reg_lambda': 2.3971756406824887}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,464] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.08896650912947061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.758536096588585, 'colsample_bytree': 0.960608148504178, 'gamma': 0.7260872317833396, 'reg_alpha': 0.7331058434240957, 'reg_lambda': 1.5039997333100334}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,704] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 75, 'learning_rate': 0.17974128715294654, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8785063822539928, 'colsample_bytree': 0.8808267317763903, 'gamma': 0.28166967812090854, 'reg_alpha': 0.5391709113844517, 'reg_lambda': 1.8617068213850088}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:44,876] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.13747553612446473, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6048668396426663, 'colsample_bytree': 0.9811302729972025, 'gamma': 0.8308607534257596, 'reg_alpha': 0.4622015841132163, 'reg_lambda': 2.060785491745139}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,020] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.1162704087959436, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8615340715878342, 'colsample_bytree': 0.998776357025904, 'gamma': 0.40410049945125925, 'reg_alpha': 0.6048081132977063, 'reg_lambda': 1.7560799439222838}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,288] Trial 60 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.06960901392864743, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9803521338135635, 'colsample_bytree': 0.9250041328385447, 'gamma': 0.20344275789008293, 'reg_alpha': 0.8120000321120415, 'reg_lambda': 2.189572455234877}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,592] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.056106660212389074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9792624331945031, 'colsample_bytree': 0.9207587827930528, 'gamma': 0.21998562898054339, 'reg_alpha': 0.9009149000158536, 'reg_lambda': 2.204736468691376}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:45,808] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.05573706765684384, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.997957316916115, 'colsample_bytree': 0.9071126085291917, 'gamma': 0.15877717095917115, 'reg_alpha': 0.9339791876331761, 'reg_lambda': 2.1993692678687418}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,103] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.042507228352142566, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9735775179004276, 'colsample_bytree': 0.9236828875387041, 'gamma': 0.5301223875783125, 'reg_alpha': 0.8210315902220385, 'reg_lambda': 2.341058771264621}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,270] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.06823183645443193, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9743866733990391, 'colsample_bytree': 0.8559937164434903, 'gamma': 0.0028713913557185944, 'reg_alpha': 0.869983149967586, 'reg_lambda': 2.0046470763630775}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,432] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.09147096753178913, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9474879382364638, 'colsample_bytree': 0.928488415254712, 'gamma': 0.1996948361143831, 'reg_alpha': 0.7524438093809029, 'reg_lambda': 2.3300895322304718}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,712] Trial 66 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 144, 'learning_rate': 0.059795162205909136, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9707382246426931, 'colsample_bytree': 0.9040173599573662, 'gamma': 0.8021421714440661, 'reg_alpha': 0.9341984775564842, 'reg_lambda': 2.119304234541052}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,838] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.049743088155532245, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9176802981889982, 'colsample_bytree': 0.822306978517736, 'gamma': 0.5018043253039061, 'reg_alpha': 0.6900506123184087, 'reg_lambda': 2.6158625374444475}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:46,960] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 86, 'learning_rate': 0.21702002335347031, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9876100593984135, 'colsample_bytree': 0.8812224603223839, 'gamma': 0.9830533570517103, 'reg_alpha': 0.8092085201605776, 'reg_lambda': 1.9549611041574995}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,192] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.039009908492854906, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8196887502787011, 'colsample_bytree': 0.7492322888837135, 'gamma': 0.1839473048607254, 'reg_alpha': 0.9631686249532321, 'reg_lambda': 2.2323170135246793}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,375] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2642223220617284, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9278201601955726, 'colsample_bytree': 0.9183463334036327, 'gamma': 1.1378041415492088, 'reg_alpha': 0.8809258317868885, 'reg_lambda': 1.6608733836034137}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,557] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.05721775266010883, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9980211909888254, 'colsample_bytree': 0.9409472830750549, 'gamma': 0.15934689136138427, 'reg_alpha': 0.9329600527932457, 'reg_lambda': 2.225187368449985}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:47,868] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.04898089618429258, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9619560603274222, 'colsample_bytree': 0.6500289215476764, 'gamma': 0.3529924973128047, 'reg_alpha': 0.9680386951496589, 'reg_lambda': 2.0203719954147377}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,043] Trial 73 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.0673302904784991, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9901594479636631, 'colsample_bytree': 0.9048690310036637, 'gamma': 0.1664478989816057, 'reg_alpha': 0.8353082862152671, 'reg_lambda': 2.1733634538504774}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,192] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.10045816388598587, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9859787823085279, 'colsample_bytree': 0.9651055660491634, 'gamma': 0.5898252598124653, 'reg_alpha': 0.8320203166868891, 'reg_lambda': 2.4326774046194517}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,469] Trial 75 finished with value: 0.761904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.06808625907917779, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8987593644785299, 'colsample_bytree': 0.8996664870092721, 'gamma': 0.006832879604175557, 'reg_alpha': 0.8000324245950092, 'reg_lambda': 2.1197567404185738}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,640] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.17274021223208197, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9005724994663912, 'colsample_bytree': 0.884614059007715, 'gamma': 0.34727942514091187, 'reg_alpha': 0.7509044050631559, 'reg_lambda': 1.8871438343577744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,726] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.0847808310506562, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8475807330324815, 'colsample_bytree': 0.8955117815388092, 'gamma': 0.05066503159965963, 'reg_alpha': 0.3261486115482055, 'reg_lambda': 2.964822043341993}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:48,908] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.0755816788082849, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8254538190445678, 'colsample_bytree': 0.9037036303417058, 'gamma': 3.2292697302673536, 'reg_alpha': 0.41156152646284255, 'reg_lambda': 2.0975421468185447}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,218] Trial 79 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 161, 'learning_rate': 0.06386852759655245, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8268118522942763, 'colsample_bytree': 0.9013477560634405, 'gamma': 0.4619109135696788, 'reg_alpha': 0.3959874023543501, 'reg_lambda': 1.7889792113039331}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,499] Trial 80 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.07426966405252072, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.805989902358356, 'colsample_bytree': 0.8673331881394603, 'gamma': 3.3467654911029143, 'reg_alpha': 0.429949389400646, 'reg_lambda': 2.281376546597558}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,676] Trial 81 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.10989954434124702, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7760543645680977, 'colsample_bytree': 0.8511091990888107, 'gamma': 3.563088176972209, 'reg_alpha': 0.348864284455607, 'reg_lambda': 2.1051857872869615}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:49,829] Trial 82 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.1277218737919215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8697380164514759, 'colsample_bytree': 0.9146707846391919, 'gamma': 4.03297881445471, 'reg_alpha': 0.4820639004358482, 'reg_lambda': 1.9396555602218744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,075] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.14468914387928603, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7911408052438906, 'colsample_bytree': 0.9365998634248174, 'gamma': 2.5549097142632666, 'reg_alpha': 0.7904346216349712, 'reg_lambda': 2.0604146132141072}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,233] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.07804348854537485, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8236088417345493, 'colsample_bytree': 0.8275885383607147, 'gamma': 2.6830941034784543, 'reg_alpha': 0.8950992361899521, 'reg_lambda': 2.143058133399436}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,410] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.049995006855883185, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8394255113997285, 'colsample_bytree': 0.8764335902116578, 'gamma': 3.1462267249744973, 'reg_alpha': 0.5046656304722547, 'reg_lambda': 2.0080760800074424}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,540] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.06560908636446804, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8894279500613181, 'colsample_bytree': 0.9012026841282188, 'gamma': 2.262849440903814, 'reg_alpha': 0.28083576338456506, 'reg_lambda': 2.2940222758225457}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,706] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.08963509688255326, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8543683104556092, 'colsample_bytree': 0.9477394574724319, 'gamma': 0.24520432621326588, 'reg_alpha': 0.4210352876459901, 'reg_lambda': 2.075346599080375}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:50,914] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.10084364514613745, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.804398081490763, 'colsample_bytree': 0.9866211697573708, 'gamma': 0.6931452114107619, 'reg_alpha': 0.8458117967027047, 'reg_lambda': 1.9014773239801992}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,067] Trial 89 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.20023223225216757, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9593037849256697, 'colsample_bytree': 0.9193752843985704, 'gamma': 0.09801771295126113, 'reg_alpha': 0.7436739832221533, 'reg_lambda': 2.3715596071081704}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,186] Trial 90 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 71, 'learning_rate': 0.16238213256529294, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9411289161414084, 'colsample_bytree': 0.8894420571550655, 'gamma': 2.097894678915652, 'reg_alpha': 0.4438630841670543, 'reg_lambda': 2.147552905754302}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,479] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.07022086130402985, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9809862195792889, 'colsample_bytree': 0.9290248505829123, 'gamma': 0.2457459376356484, 'reg_alpha': 0.7983296589786556, 'reg_lambda': 2.1918511754670744}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,641] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.07431544114850992, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8140751354360878, 'colsample_bytree': 0.9328828823679665, 'gamma': 0.3964181311208316, 'reg_alpha': 0.7755600873781994, 'reg_lambda': 1.9632601068193285}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,822] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.0601800663036732, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9532229983604417, 'colsample_bytree': 0.9574214315769529, 'gamma': 0.27161394708773634, 'reg_alpha': 0.7996425872799752, 'reg_lambda': 2.2102908395518233}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:51,955] Trial 94 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.08539352560025591, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9115321171151828, 'colsample_bytree': 0.911090595277177, 'gamma': 0.012545405401775456, 'reg_alpha': 0.853706758882488, 'reg_lambda': 2.3051413236545235}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,199] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.04540860271805052, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9066492979181741, 'colsample_bytree': 0.9740332226823845, 'gamma': 0.5468198318596799, 'reg_alpha': 0.6979778195950089, 'reg_lambda': 2.005048009224796}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,386] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.11786810637184451, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.933281223029114, 'colsample_bytree': 0.9412271345814514, 'gamma': 0.12306968233964216, 'reg_alpha': 0.5534154463490721, 'reg_lambda': 2.0930674165987915}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,540] Trial 97 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 148, 'learning_rate': 0.06766734025639617, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7979930454989687, 'colsample_bytree': 0.9024974381794926, 'gamma': 1.560135212418108, 'reg_alpha': 0.7228319301460353, 'reg_lambda': 2.4625548981802403}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:52,791] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.05379060483575948, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7470369562012077, 'colsample_bytree': 0.918029894474152, 'gamma': 0.7715069207440779, 'reg_alpha': 0.6476189159344508, 'reg_lambda': 1.689659550737506}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,177] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 205, 'learning_rate': 0.04092349953655379, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9664903767610696, 'colsample_bytree': 0.8663133008416112, 'gamma': 0.4007992923543351, 'reg_alpha': 0.36636402688595654, 'reg_lambda': 1.8025063216328596}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,411] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.05239048905879815, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8683407044939868, 'colsample_bytree': 0.9287541662658237, 'gamma': 0.28929496879535893, 'reg_alpha': 0.8857825647140666, 'reg_lambda': 2.1470949449031522}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,676] Trial 101 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.07138256334394152, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9863764915572135, 'colsample_bytree': 0.925169047389857, 'gamma': 0.21575291602961846, 'reg_alpha': 0.8163204122477811, 'reg_lambda': 2.1905073801133343}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:53,846] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.06898419647335799, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9740238260999644, 'colsample_bytree': 0.8874296563759184, 'gamma': 0.10335819632922173, 'reg_alpha': 0.7662824521519982, 'reg_lambda': 2.1938196935728818}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,100] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.08230239463501605, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9853464681985138, 'colsample_bytree': 0.9515926973748539, 'gamma': 0.588206287876769, 'reg_alpha': 0.7857129942245694, 'reg_lambda': 2.2386349522819415}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,255] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.06046490030646003, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9790931246941713, 'colsample_bytree': 0.9081426456597649, 'gamma': 0.49021731564720494, 'reg_alpha': 0.8190541757078422, 'reg_lambda': 0.6863378623603977}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,428] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.09396154513714383, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9458641313208527, 'colsample_bytree': 0.8939072321232923, 'gamma': 0.48202290570633755, 'reg_alpha': 0.918248639180518, 'reg_lambda': 0.8298723994001131}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,684] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.059525495061201625, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8369466500864824, 'colsample_bytree': 0.908575518866972, 'gamma': 0.34296280278284974, 'reg_alpha': 0.866853730564343, 'reg_lambda': 0.7227524510406123}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:54,909] Trial 107 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.2962832899339464, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9928700406363895, 'colsample_bytree': 0.9369536048975251, 'gamma': 0.6519437690786154, 'reg_alpha': 0.49005940120947467, 'reg_lambda': 1.8504101984545}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,058] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.06313087801928466, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9942106995444314, 'colsample_bytree': 0.9159643422160092, 'gamma': 0.9620954363023095, 'reg_alpha': 0.8314704980138083, 'reg_lambda': 1.5537556996181658}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,350] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.2901176052200542, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9799878347260734, 'colsample_bytree': 0.8777373842853713, 'gamma': 0.7451982754589167, 'reg_alpha': 0.7649221266350639, 'reg_lambda': 1.487399259686526}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,502] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.10567609435218842, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9525432752236339, 'colsample_bytree': 0.8000777225718909, 'gamma': 0.6306674681099456, 'reg_alpha': 0.18165909580024275, 'reg_lambda': 1.879386212926298}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,643] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.24046562025825954, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9997222372676944, 'colsample_bytree': 0.9394524766542615, 'gamma': 2.953636953074099, 'reg_alpha': 0.48951028461539753, 'reg_lambda': 0.6098241405924285}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:55,780] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.2652934501499047, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7852311391355962, 'colsample_bytree': 0.9658303833997482, 'gamma': 0.8863781768756698, 'reg_alpha': 0.5160656381516504, 'reg_lambda': 2.039357065926832}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:56,018] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.07659170188662512, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8490335168276563, 'colsample_bytree': 0.9296300698261606, 'gamma': 0.46728733362714425, 'reg_alpha': 0.8564066706136726, 'reg_lambda': 1.9414746994563425}. Best is trial 37 with value: 0.7678571428571428.
[I 2025-11-03 19:35:56,201] Trial 114 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 212, 'learning_rate': 0.2475487768683201, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9679370267786039, 'colsample_bytree': 0.8970791649381239, 'gamma': 0.005478711338821619, 'reg_alpha': 0.4494562365739854, 'reg_lambda': 1.100123407312324}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,378] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.12865636718197715, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.966595614833635, 'colsample_bytree': 0.8947542614322157, 'gamma': 0.009503274877856682, 'reg_alpha': 0.455935149888375, 'reg_lambda': 0.9102680384930742}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,617] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.2306631600256012, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9905883165992949, 'colsample_bytree': 0.905705902876637, 'gamma': 3.854905154370064, 'reg_alpha': 0.40610636507810305, 'reg_lambda': 1.1007734863796643}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,809] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.283123608704427, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.975179552987813, 'colsample_bytree': 0.883972705138568, 'gamma': 1.3109568277398511, 'reg_alpha': 0.3691331661167325, 'reg_lambda': 1.0117427014307803}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:56,985] Trial 118 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 199, 'learning_rate': 0.057368440321954164, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9273269804970738, 'colsample_bytree': 0.8721220013191795, 'gamma': 4.554033918616872, 'reg_alpha': 0.8072599736730977, 'reg_lambda': 1.3525217527988702}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,184] Trial 119 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 112, 'learning_rate': 0.18510923085715186, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9787700269744632, 'colsample_bytree': 0.8997910479719058, 'gamma': 0.27858319553371735, 'reg_alpha': 0.7343129649526533, 'reg_lambda': 0.6147194030976251}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,474] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.06371235069862907, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9649399796187601, 'colsample_bytree': 0.8629634390453139, 'gamma': 0.1456695756908859, 'reg_alpha': 0.8301438035336715, 'reg_lambda': 1.1645669654902517}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,618] Trial 121 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.21128142979366207, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8236741718055236, 'colsample_bytree': 0.9193709383719917, 'gamma': 0.10492628639408848, 'reg_alpha': 0.48859029122451214, 'reg_lambda': 1.7734053820873013}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,732] Trial 122 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 57, 'learning_rate': 0.2559761452979266, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8312486244171723, 'colsample_bytree': 0.9102335008480754, 'gamma': 0.385161572336374, 'reg_alpha': 0.45500991963249265, 'reg_lambda': 1.8471442329097145}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:57,894] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 105, 'learning_rate': 0.011913850734003457, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.887296130200151, 'colsample_bytree': 0.6027632537003697, 'gamma': 0.2545377348130944, 'reg_alpha': 0.5362680266078493, 'reg_lambda': 2.1163333470672976}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,051] Trial 124 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.22980074049872323, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9529118352804671, 'colsample_bytree': 0.9434893509232317, 'gamma': 0.006738843540617573, 'reg_alpha': 0.5862715718141568, 'reg_lambda': 1.9900201153967678}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,211] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.27698576934465, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.988888751701309, 'colsample_bytree': 0.9232754602139999, 'gamma': 0.5408616407982889, 'reg_alpha': 0.416663983254363, 'reg_lambda': 2.059337880411424}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,385] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 34, 'learning_rate': 0.2735525203638037, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9914280999062463, 'colsample_bytree': 0.8883278917716877, 'gamma': 0.5468212833528536, 'reg_alpha': 0.4160434568187878, 'reg_lambda': 2.062059982836432}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,454] Trial 127 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 26, 'learning_rate': 0.2989058707412475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9885894257047653, 'colsample_bytree': 0.8900396810771682, 'gamma': 0.6468175332819563, 'reg_alpha': 0.4094878448321409, 'reg_lambda': 2.061215896687043}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,643] Trial 128 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 43, 'learning_rate': 0.2957074061338323, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7115436284232408, 'colsample_bytree': 0.848790764329026, 'gamma': 1.197710105017472, 'reg_alpha': 0.38685226312381576, 'reg_lambda': 2.2671157907080586}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,709] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 24, 'learning_rate': 0.2539170322244633, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9915704306540565, 'colsample_bytree': 0.8989855037875721, 'gamma': 1.0604558734729148, 'reg_alpha': 0.44114431922739583, 'reg_lambda': 1.6119438792005742}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,879] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.19174723688271422, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9820371184122912, 'colsample_bytree': 0.9213283849933516, 'gamma': 0.6778164470294812, 'reg_alpha': 0.38992929241739605, 'reg_lambda': 1.4062653553175055}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:58,985] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.27046542255422396, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9945693358632177, 'colsample_bytree': 0.8892601616294507, 'gamma': 0.5360495649105064, 'reg_alpha': 0.3044161487820698, 'reg_lambda': 2.0697760776762206}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,101] Trial 132 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 34, 'learning_rate': 0.2964481755846714, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.971551702273254, 'colsample_bytree': 0.9118021995605996, 'gamma': 0.7653990124538258, 'reg_alpha': 0.34990399182149057, 'reg_lambda': 2.1682670348730864}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,202] Trial 133 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.2752627768797985, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9851503052851524, 'colsample_bytree': 0.8801056546844529, 'gamma': 0.8700942297012553, 'reg_alpha': 0.4178500574981929, 'reg_lambda': 0.503885947757517}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,394] Trial 134 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 40, 'learning_rate': 0.2279637221330922, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9608191755487052, 'colsample_bytree': 0.9336608879160018, 'gamma': 0.5210578133330643, 'reg_alpha': 0.41514788032353966, 'reg_lambda': 2.029840010062822}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,529] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 49, 'learning_rate': 0.22094425822310346, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9985351291628137, 'colsample_bytree': 0.9037908391339835, 'gamma': 0.4033930452429845, 'reg_alpha': 0.4349757024291817, 'reg_lambda': 2.1138839520114643}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,618] Trial 136 finished with value: 0.755952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.2489836181980654, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9775078524857989, 'colsample_bytree': 0.9038042048511393, 'gamma': 0.3971108303403642, 'reg_alpha': 0.4377158550954398, 'reg_lambda': 2.1357858437434647}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,809] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.2194862008696849, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9678655457581301, 'colsample_bytree': 0.8969695865011841, 'gamma': 0.40759009536998153, 'reg_alpha': 0.4633726924012193, 'reg_lambda': 2.116822058408366}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:35:59,950] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 28, 'learning_rate': 0.21017443333273628, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9661877862001118, 'colsample_bytree': 0.8749331813320608, 'gamma': 2.3765888751468944, 'reg_alpha': 0.46841701038137906, 'reg_lambda': 1.9745084328706874}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,063] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.21873446133493984, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9953980742788945, 'colsample_bytree': 0.8971461254069758, 'gamma': 0.38895743647318914, 'reg_alpha': 0.44663368754655314, 'reg_lambda': 2.112459164542084}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,245] Trial 140 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 20, 'learning_rate': 0.24651802390140704, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7662780233887347, 'colsample_bytree': 0.8613422727922576, 'gamma': 0.6695041046963699, 'reg_alpha': 0.4771913402486977, 'reg_lambda': 1.9106560196842777}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,434] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.25318207206956794, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9837569141632081, 'colsample_bytree': 0.9041283870616719, 'gamma': 0.20880592656259248, 'reg_alpha': 0.3730700269833429, 'reg_lambda': 2.238207889290685}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,548] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 32, 'learning_rate': 0.21844069277447153, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.998767798970566, 'colsample_bytree': 0.9250456456078253, 'gamma': 0.327289602793962, 'reg_alpha': 0.5112965268945983, 'reg_lambda': 2.3526013946783095}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,786] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.2699624974419902, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9753328975962431, 'colsample_bytree': 0.9150098469782277, 'gamma': 0.6099496795437935, 'reg_alpha': 0.4469361483344013, 'reg_lambda': 2.116953777875979}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:00,903] Trial 144 finished with value: 0.675595238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.19686943029229348, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9570957103919586, 'colsample_bytree': 0.8949499466756159, 'gamma': 0.43121784890343234, 'reg_alpha': 0.4282176038652394, 'reg_lambda': 2.191015945608982}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,190] Trial 145 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.15458498064158027, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6929266888569686, 'colsample_bytree': 0.709777646212379, 'gamma': 0.2275138263190622, 'reg_alpha': 0.3373351105572502, 'reg_lambda': 2.1662309514184286}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,255] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.2405234048647241, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9673102569642882, 'colsample_bytree': 0.8817361781526031, 'gamma': 0.3291782616489019, 'reg_alpha': 0.39248924558956577, 'reg_lambda': 2.3065734971880527}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,412] Trial 147 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 43, 'learning_rate': 0.29791509082829326, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9424946781135316, 'colsample_bytree': 0.9299671170923575, 'gamma': 4.283174115138352, 'reg_alpha': 0.4679105066698076, 'reg_lambda': 2.062490583694148}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,595] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 213, 'learning_rate': 0.17936339292784906, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9892573064296896, 'colsample_bytree': 0.9060462167557838, 'gamma': 0.16579561819887179, 'reg_alpha': 0.43478236497067024, 'reg_lambda': 2.1412456923703815}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:01,898] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.18454904006249373, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9999048997060643, 'colsample_bytree': 0.9011295975222707, 'gamma': 0.10187734298076462, 'reg_alpha': 0.4337468901336723, 'reg_lambda': 2.0026401357350756}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,206] Trial 150 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 213, 'learning_rate': 0.1685566177531783, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6573182996836743, 'colsample_bytree': 0.8916747637982213, 'gamma': 3.407520013522834, 'reg_alpha': 0.4077157077734569, 'reg_lambda': 1.2038030532699304}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,379] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.2258001518521383, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9869060715310615, 'colsample_bytree': 0.912401923469991, 'gamma': 0.2197590555282215, 'reg_alpha': 0.3699756525532426, 'reg_lambda': 2.1456317524358046}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,575] Trial 152 finished with value: 0.755952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.14505803510532078, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9760257646926127, 'colsample_bytree': 0.9215763718238213, 'gamma': 0.41926498369118137, 'reg_alpha': 0.7869162711121352, 'reg_lambda': 2.2450316182898793}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:02,987] Trial 153 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.14460927365606743, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9759693359827532, 'colsample_bytree': 0.9195276778974886, 'gamma': 0.39479736925208186, 'reg_alpha': 0.4969546689346, 'reg_lambda': 2.2594909473361295}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,174] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.13879232356560062, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9728685943539339, 'colsample_bytree': 0.9175329374752086, 'gamma': 0.43549216852720674, 'reg_alpha': 0.5136395685089148, 'reg_lambda': 2.250737383385851}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,354] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.1437413102912535, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.987860312843844, 'colsample_bytree': 0.9352795196374005, 'gamma': 0.5866582390465914, 'reg_alpha': 0.49256188755219776, 'reg_lambda': 2.4133056313350054}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,691] Trial 156 finished with value: 0.738095238095238 and parameters: {'n_estimators': 220, 'learning_rate': 0.16333376484881326, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9608844968089986, 'colsample_bytree': 0.9225592633266533, 'gamma': 0.35307567217079683, 'reg_alpha': 0.7644719705267051, 'reg_lambda': 2.3198745435986856}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:03,927] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 228, 'learning_rate': 0.15070133439285668, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9784719617500106, 'colsample_bytree': 0.9072049335870208, 'gamma': 0.7871483094761813, 'reg_alpha': 0.5464081532949022, 'reg_lambda': 1.0715005936601443}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,096] Trial 158 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 194, 'learning_rate': 0.17926650708785724, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9471293579901555, 'colsample_bytree': 0.8852427758573439, 'gamma': 0.44083904695475695, 'reg_alpha': 0.4667009044858781, 'reg_lambda': 2.249152436093919}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,286] Trial 159 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 208, 'learning_rate': 0.1613616778860487, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9714151951362969, 'colsample_bytree': 0.9172338267832646, 'gamma': 0.14773771558175933, 'reg_alpha': 0.7491870014922786, 'reg_lambda': 2.1500351097261925}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,474] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.20267141481793494, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9905287033309602, 'colsample_bytree': 0.9475477904362052, 'gamma': 0.31346712218319994, 'reg_alpha': 0.715614538243788, 'reg_lambda': 2.3747907027309942}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:04,844] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.1732200476626145, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9794946422150344, 'colsample_bytree': 0.8986822756127563, 'gamma': 0.6320690589163744, 'reg_alpha': 0.4310810419185383, 'reg_lambda': 2.112311601300057}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,069] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.13343747389427513, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9998777214384321, 'colsample_bytree': 0.8923426996196319, 'gamma': 0.0009389157532436465, 'reg_alpha': 0.7891988512249541, 'reg_lambda': 2.0281106560634647}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,174] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.2583435937385992, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8121959426067842, 'colsample_bytree': 0.9064958743294805, 'gamma': 0.4850975045308527, 'reg_alpha': 0.4539792926716749, 'reg_lambda': 2.2150425869564185}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,312] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.2387656044908264, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.990023337031033, 'colsample_bytree': 0.9053592692460944, 'gamma': 0.10448157355537957, 'reg_alpha': 0.40283397874661375, 'reg_lambda': 2.058931245231397}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,587] Trial 165 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 235, 'learning_rate': 0.14788896032863066, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9694808875099107, 'colsample_bytree': 0.8724528713619888, 'gamma': 3.1484704792916696, 'reg_alpha': 0.5260354269546281, 'reg_lambda': 2.094465804861906}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:05,868] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.2732088178147371, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.955496460266862, 'colsample_bytree': 0.9227981380850154, 'gamma': 0.7200964728921231, 'reg_alpha': 0.5007453411789555, 'reg_lambda': 1.9635107140035395}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,050] Trial 167 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 222, 'learning_rate': 0.1165416203336161, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7234649013649807, 'colsample_bytree': 0.9116518195288883, 'gamma': 0.28208639922101797, 'reg_alpha': 0.47136381179992437, 'reg_lambda': 2.285970266725508}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,223] Trial 168 finished with value: 0.625 and parameters: {'n_estimators': 37, 'learning_rate': 0.2819913334976631, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9788303523830518, 'colsample_bytree': 0.9356284625030997, 'gamma': 2.759990241638027, 'reg_alpha': 0.43686059833423996, 'reg_lambda': 2.186583785112109}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,588] Trial 169 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 212, 'learning_rate': 0.1957031325577142, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6193460024407884, 'colsample_bytree': 0.9003290025129528, 'gamma': 4.862004044041702, 'reg_alpha': 0.38002611364509487, 'reg_lambda': 2.125254215082167}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,787] Trial 170 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 230, 'learning_rate': 0.2117540846183549, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9837220695554555, 'colsample_bytree': 0.8886299567196342, 'gamma': 0.17753688004898366, 'reg_alpha': 0.41685836515314173, 'reg_lambda': 2.2283612963883597}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:06,965] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.08087092989500362, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9880482136828942, 'colsample_bytree': 0.9283213901673082, 'gamma': 0.23636765360350026, 'reg_alpha': 0.7978903700331417, 'reg_lambda': 2.17722053784227}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,218] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.07254682344487468, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9661139024507218, 'colsample_bytree': 0.9157687092609281, 'gamma': 0.3473933968879951, 'reg_alpha': 0.7767686478897333, 'reg_lambda': 2.090512449631992}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,512] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.07429057315763354, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.963601384860256, 'colsample_bytree': 0.9152429683211429, 'gamma': 0.4255056485601222, 'reg_alpha': 0.7633102682976854, 'reg_lambda': 2.080443335102292}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,690] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 131, 'learning_rate': 0.06641076254321296, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.971072310224964, 'colsample_bytree': 0.9224503475387192, 'gamma': 0.5686908833158731, 'reg_alpha': 0.9535068028505739, 'reg_lambda': 2.0097548938555954}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:07,878] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.2541410098108736, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9351956809418086, 'colsample_bytree': 0.9043635878168665, 'gamma': 0.3533978190576966, 'reg_alpha': 0.7819249506734149, 'reg_lambda': 2.042472431877137}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,065] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.07281502251601557, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9522245455577509, 'colsample_bytree': 0.8942619553723182, 'gamma': 0.09949503673421661, 'reg_alpha': 0.7275824834922365, 'reg_lambda': 2.1438576934163063}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,306] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 114, 'learning_rate': 0.05366378658014493, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.992029413571749, 'colsample_bytree': 0.8810045833351373, 'gamma': 0.5146525531579212, 'reg_alpha': 0.48161506927791364, 'reg_lambda': 1.941772251566975}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,398] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.12308479357374592, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9800381263996643, 'colsample_bytree': 0.91258364420541, 'gamma': 0.9627800881929058, 'reg_alpha': 0.8401888946357038, 'reg_lambda': 2.093803828564267}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,610] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.12183349425880077, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9755239925895076, 'colsample_bytree': 0.912361485959238, 'gamma': 0.9491567492492866, 'reg_alpha': 0.8389659242321013, 'reg_lambda': 2.27344935101277}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,681] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 23, 'learning_rate': 0.12759066575787403, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9767874813938794, 'colsample_bytree': 0.9121094805390587, 'gamma': 1.0259566878800397, 'reg_alpha': 0.8433185131372076, 'reg_lambda': 2.2627730105915393}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,772] Trial 181 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.10773556285390941, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9632996796178264, 'colsample_bytree': 0.9194073208550204, 'gamma': 0.8276318585259852, 'reg_alpha': 0.910298096350127, 'reg_lambda': 2.213305684208233}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:08,971] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.12149396083315914, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.982172554319604, 'colsample_bytree': 0.9397714219466772, 'gamma': 0.9022755136979624, 'reg_alpha': 0.8864908565870241, 'reg_lambda': 2.3369302342244493}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,105] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.13970280949634997, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9721116978196014, 'colsample_bytree': 0.9299184200232139, 'gamma': 0.9646392076835123, 'reg_alpha': 0.828397014664551, 'reg_lambda': 2.1523754551216596}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,242] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 24, 'learning_rate': 0.15672593865717108, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9957334737748785, 'colsample_bytree': 0.9108606470727099, 'gamma': 1.1471704027108436, 'reg_alpha': 0.8105587012746641, 'reg_lambda': 2.0899187748234476}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,373] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 23, 'learning_rate': 0.1584510790907826, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9933696811251898, 'colsample_bytree': 0.8976029739091711, 'gamma': 1.1644279898391598, 'reg_alpha': 0.8618438679358141, 'reg_lambda': 2.0862972001940254}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,560] Trial 186 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 33, 'learning_rate': 0.13938781878061204, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.999777767358755, 'colsample_bytree': 0.9105801474736736, 'gamma': 1.1529633730837374, 'reg_alpha': 0.8432309674161784, 'reg_lambda': 2.0232447359445005}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,764] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.15523558993033212, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9841187490234645, 'colsample_bytree': 0.9034138499255135, 'gamma': 1.4103551548907607, 'reg_alpha': 0.8293598280590462, 'reg_lambda': 2.128801883673207}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,887] Trial 188 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 40, 'learning_rate': 0.15149354801569564, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9833244933597117, 'colsample_bytree': 0.88561443918988, 'gamma': 1.4710559425174567, 'reg_alpha': 0.8145399600500385, 'reg_lambda': 2.119357464990335}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:09,998] Trial 189 finished with value: 0.744047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.17648198406195945, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9889781483017277, 'colsample_bytree': 0.8979963123089539, 'gamma': 1.2381419824654794, 'reg_alpha': 0.7999342465163096, 'reg_lambda': 2.062990951866489}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,237] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.14493809014360917, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9664554681430456, 'colsample_bytree': 0.6288438507252361, 'gamma': 1.1140764421458142, 'reg_alpha': 0.8731351330451542, 'reg_lambda': 1.9086389725880766}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,359] Trial 191 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.13078544374421372, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9788952004586827, 'colsample_bytree': 0.9068596600362253, 'gamma': 1.278857220006398, 'reg_alpha': 0.8278390030177815, 'reg_lambda': 2.1813152075409565}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,446] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.16491681550904777, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9923178715329922, 'colsample_bytree': 0.915664961777354, 'gamma': 1.338133081195245, 'reg_alpha': 0.8148565853446761, 'reg_lambda': 2.22601629757321}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,626] Trial 193 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.1362021345290269, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9770343400429211, 'colsample_bytree': 0.9238924001359251, 'gamma': 0.9953287880410331, 'reg_alpha': 0.7811099580036557, 'reg_lambda': 2.1398777343914386}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,825] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.12342696431839001, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9838020788425864, 'colsample_bytree': 0.8908243166316855, 'gamma': 0.6901265571403461, 'reg_alpha': 0.8405673042792678, 'reg_lambda': 2.2839736977801572}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:10,941] Trial 195 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 46, 'learning_rate': 0.29966246096713606, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9595149494467343, 'colsample_bytree': 0.9044258436473572, 'gamma': 0.8399975007429845, 'reg_alpha': 0.850596159876012, 'reg_lambda': 1.9828777634841335}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,003] Trial 196 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 23, 'learning_rate': 0.11618539650736191, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.971589094778477, 'colsample_bytree': 0.9152362156529203, 'gamma': 0.6385968450784409, 'reg_alpha': 0.747556707103199, 'reg_lambda': 2.0955130256564924}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,134] Trial 197 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.15335328558342703, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9995208973515376, 'colsample_bytree': 0.899410934556233, 'gamma': 1.6759635480646513, 'reg_alpha': 0.8959975368100936, 'reg_lambda': 2.180799531970302}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,336] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 27, 'learning_rate': 0.2395622490808147, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9883362189365539, 'colsample_bytree': 0.9100738795246837, 'gamma': 0.9208989878019631, 'reg_alpha': 0.8043115428091155, 'reg_lambda': 2.034372223968507}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,454] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.1892172874409073, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9757807497220816, 'colsample_bytree': 0.9314198202702152, 'gamma': 1.0911820612410164, 'reg_alpha': 0.7748564789722626, 'reg_lambda': 2.2151771148295647}. Best is trial 114 with value: 0.7857142857142857.
[I 2025-11-03 19:36:11,458] A new study created in memory with name: no-name-5a177086-bb56-4c23-b4f8-724cbdbf0116
[I 2025-11-03 19:36:11,700] Trial 0 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 153, 'learning_rate': 0.04563968834203266, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6770180374214985, 'colsample_bytree': 0.7077750984055164, 'gamma': 3.123446095277005, 'reg_alpha': 0.7770117090607989, 'reg_lambda': 0.8191679137747244}. Best is trial 0 with value: 0.7083333333333334.
[I 2025-11-03 19:36:11,777] Trial 1 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.06346029954562536, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9474971165792921, 'colsample_bytree': 0.7579596706358829, 'gamma': 1.6554761840403909, 'reg_alpha': 0.06434686487346164, 'reg_lambda': 2.8205927204050485}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:11,937] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.1669736247008855, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9386202267581327, 'colsample_bytree': 0.8805810825806355, 'gamma': 3.9367101607493673, 'reg_alpha': 0.454269441162913, 'reg_lambda': 1.3875536922786134}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:12,174] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.13086236875428908, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9881997443054988, 'colsample_bytree': 0.6166274199965677, 'gamma': 2.5376982311823344, 'reg_alpha': 0.5999394310526673, 'reg_lambda': 2.9325978666276766}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:12,350] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.13475275594558614, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9294859611719151, 'colsample_bytree': 0.6236662665905636, 'gamma': 0.5699304667471439, 'reg_alpha': 0.3191520205050443, 'reg_lambda': 2.669389588681057}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:36:12,466] Trial 5 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 50, 'learning_rate': 0.07315658191361436, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8586161395683323, 'colsample_bytree': 0.7695309980587541, 'gamma': 0.3946570745708772, 'reg_alpha': 0.6952661754279572, 'reg_lambda': 1.1712269222841851}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:12,523] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.013222563243241607, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9132247475112986, 'colsample_bytree': 0.9130448283085045, 'gamma': 0.11897483664832342, 'reg_alpha': 0.5579654149687294, 'reg_lambda': 2.1761729562415004}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:12,679] Trial 7 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 161, 'learning_rate': 0.010492271323881567, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7029227363334867, 'colsample_bytree': 0.9426002772260278, 'gamma': 3.742498487674981, 'reg_alpha': 0.9653548659368952, 'reg_lambda': 1.166122571740967}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:12,854] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.07014767578838123, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9176977414463385, 'colsample_bytree': 0.7107133674037479, 'gamma': 2.315410571192898, 'reg_alpha': 0.3897076843240791, 'reg_lambda': 2.2734101638677067}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:13,121] Trial 9 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.025255535430121514, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6451823324562794, 'colsample_bytree': 0.9844512788852231, 'gamma': 3.0580873400519963, 'reg_alpha': 0.5292594390548765, 'reg_lambda': 1.9144819902190982}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:13,239] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.27281961015482836, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8050824821360093, 'colsample_bytree': 0.8226029543029871, 'gamma': 1.3483830315979142, 'reg_alpha': 0.9895881735339019, 'reg_lambda': 0.52484802905505}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:14,040] Trial 11 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.05956897066200182, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8178701086338781, 'colsample_bytree': 0.7585461953847367, 'gamma': 1.446970741436279, 'reg_alpha': 0.07429118017411483, 'reg_lambda': 1.4989214063709915}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:14,285] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.029099459421606393, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8656781604617654, 'colsample_bytree': 0.8152268821624151, 'gamma': 1.2364730506675388, 'reg_alpha': 0.001178679787900247, 'reg_lambda': 1.0268289972565772}. Best is trial 5 with value: 0.7410714285714286.
[I 2025-11-03 19:36:14,415] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.08146380918008746, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9889830927331549, 'colsample_bytree': 0.7389159172819117, 'gamma': 0.7205995327247005, 'reg_alpha': 0.21348994022492399, 'reg_lambda': 1.67820510797579}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:14,546] Trial 14 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 80, 'learning_rate': 0.09429693756452301, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7305069206856721, 'colsample_bytree': 0.6815721189434886, 'gamma': 0.09482855862473033, 'reg_alpha': 0.2358859964292689, 'reg_lambda': 1.7054279935507668}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:14,705] Trial 15 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.037202415889491094, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7565091943089363, 'colsample_bytree': 0.8597653141237436, 'gamma': 0.6558549100947055, 'reg_alpha': 0.7173107420046436, 'reg_lambda': 1.9095328760732626}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,053] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.20985715894133647, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8655917324319902, 'colsample_bytree': 0.7632076699529541, 'gamma': 4.528844844357868, 'reg_alpha': 0.21537843372350407, 'reg_lambda': 1.3541692052240262}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,185] Trial 17 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 69, 'learning_rate': 0.0945963859487629, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8516735158739782, 'colsample_bytree': 0.6646385092714323, 'gamma': 0.9577000280341104, 'reg_alpha': 0.8037927043933244, 'reg_lambda': 0.8142294492630927}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,333] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 138, 'learning_rate': 0.08641336254334452, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9952293704201656, 'colsample_bytree': 0.7866917908912912, 'gamma': 1.9906581864509354, 'reg_alpha': 0.6493450058584399, 'reg_lambda': 1.6873481268508776}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,468] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.019280095924217023, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7529647920470824, 'colsample_bytree': 0.7228498141468696, 'gamma': 0.531197302828166, 'reg_alpha': 0.8936123581417392, 'reg_lambda': 2.3586195611323193}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,652] Trial 20 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.04245110868699294, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8876990948427768, 'colsample_bytree': 0.8498370106121935, 'gamma': 0.9328308155345686, 'reg_alpha': 0.20662237652320206, 'reg_lambda': 1.0908849990077254}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,769] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.06228541908453409, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9624729162512037, 'colsample_bytree': 0.7536685148330087, 'gamma': 1.7783367905534229, 'reg_alpha': 0.11503952404673506, 'reg_lambda': 2.501552662846298}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:15,955] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 28, 'learning_rate': 0.11374925273531657, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9542096146383731, 'colsample_bytree': 0.8008214490578747, 'gamma': 1.7532225392862966, 'reg_alpha': 0.14239253281917993, 'reg_lambda': 2.067661304476825}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:36:16,086] Trial 23 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 62, 'learning_rate': 0.07437686878982233, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9685675567416537, 'colsample_bytree': 0.7336723022702301, 'gamma': 0.023445461733684225, 'reg_alpha': 0.005747809580148817, 'reg_lambda': 2.9367048711154142}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,235] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.07384748572785438, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9920619299008845, 'colsample_bytree': 0.6578780066736117, 'gamma': 0.04624331729344861, 'reg_alpha': 0.3300950841108986, 'reg_lambda': 1.548137129557196}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,434] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.05030303308209229, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8330375345784312, 'colsample_bytree': 0.7313700015121559, 'gamma': 0.44326986949735825, 'reg_alpha': 0.448012981798081, 'reg_lambda': 1.957093036696526}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,632] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.16069594316901728, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8994116886826947, 'colsample_bytree': 0.6899894141454203, 'gamma': 1.0463620722702873, 'reg_alpha': 0.03194624195466992, 'reg_lambda': 0.886505912322836}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,773] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 117, 'learning_rate': 0.029689438897027944, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.788159908535533, 'colsample_bytree': 0.780771637340766, 'gamma': 0.38499198719687777, 'reg_alpha': 0.14886754427723298, 'reg_lambda': 1.2324629620379857}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:16,897] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.10532141113522862, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.960378276459544, 'colsample_bytree': 0.8307699237270818, 'gamma': 0.7402296346269003, 'reg_alpha': 0.2782515742797733, 'reg_lambda': 2.5369163819273086}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,049] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.0367769354894793, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6169747768048752, 'colsample_bytree': 0.7328299300497251, 'gamma': 2.8524340964719532, 'reg_alpha': 0.7844874704717442, 'reg_lambda': 0.7603926214457889}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,350] Trial 30 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 187, 'learning_rate': 0.049717366198208476, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.893261092695785, 'colsample_bytree': 0.6854610009419253, 'gamma': 0.28894705382195657, 'reg_alpha': 0.8683680751287438, 'reg_lambda': 1.5960424760297471}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,460] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.07597824933827854, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9598942718571662, 'colsample_bytree': 0.7512156555309591, 'gamma': 1.5090756727242942, 'reg_alpha': 0.06925969580424102, 'reg_lambda': 2.9118624473355394}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,580] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.05845113284444459, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9422349857399349, 'colsample_bytree': 0.7766670910016814, 'gamma': 0.7946851658680232, 'reg_alpha': 0.10040113033913423, 'reg_lambda': 2.7504389164249576}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,641] Trial 33 finished with value: 0.6874999999999999 and parameters: {'n_estimators': 23, 'learning_rate': 0.12495708182069948, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9961753214013206, 'colsample_bytree': 0.7380338924120915, 'gamma': 2.183218100897406, 'reg_alpha': 0.003358580106429865, 'reg_lambda': 2.7714818086187405}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:17,757] Trial 34 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 51, 'learning_rate': 0.08087078410715737, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9308506181526203, 'colsample_bytree': 0.6403189497952615, 'gamma': 1.0738563670477337, 'reg_alpha': 0.20410157317419064, 'reg_lambda': 2.9880533855218365}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,002] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.15941212482972508, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9720155662715713, 'colsample_bytree': 0.7025729346242786, 'gamma': 0.023462570800203086, 'reg_alpha': 0.6992273943440896, 'reg_lambda': 2.481365894669218}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,214] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.16473138398769727, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9759946319256959, 'colsample_bytree': 0.6016347599219896, 'gamma': 0.008287010187649374, 'reg_alpha': 0.6633096560850568, 'reg_lambda': 2.6126541867577595}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,385] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.29039451705503483, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9792325915914835, 'colsample_bytree': 0.7031006350627929, 'gamma': 0.3097053578485674, 'reg_alpha': 0.6050636656235089, 'reg_lambda': 1.3977631315420873}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,599] Trial 38 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 170, 'learning_rate': 0.21995228822526655, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.919674053450498, 'colsample_bytree': 0.6581266949770254, 'gamma': 3.643748736715077, 'reg_alpha': 0.7175659324153844, 'reg_lambda': 2.3149069112053446}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,812] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.14283315264865243, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9408185786225213, 'colsample_bytree': 0.7078507220022855, 'gamma': 0.592816676055491, 'reg_alpha': 0.4687096771684962, 'reg_lambda': 1.797717874198367}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:18,946] Trial 40 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 109, 'learning_rate': 0.21326737583178276, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.903680617993025, 'colsample_bytree': 0.7953853546665988, 'gamma': 0.2728461599844707, 'reg_alpha': 0.5522982713684403, 'reg_lambda': 2.441974263258091}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,151] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.06762092571433759, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9740938766066884, 'colsample_bytree': 0.7213920622230893, 'gamma': 2.628604413385096, 'reg_alpha': 0.15751319842190353, 'reg_lambda': 2.8667182744307853}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,256] Trial 42 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 39, 'learning_rate': 0.10566427463663634, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9357876995323283, 'colsample_bytree': 0.7740407034997692, 'gamma': 1.2656244532792353, 'reg_alpha': 0.34930218476981606, 'reg_lambda': 2.682704622871135}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,450] Trial 43 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.04239943464190207, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.8836562660270909, 'colsample_bytree': 0.7459980638066323, 'gamma': 0.7706013326708889, 'reg_alpha': 0.051286152072265744, 'reg_lambda': 2.2032142377033415}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,799] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.05304290081136461, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9142078043570221, 'colsample_bytree': 0.8108651407101635, 'gamma': 0.015797732968642286, 'reg_alpha': 0.7271727847561276, 'reg_lambda': 2.812939525074858}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:19,917] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 62, 'learning_rate': 0.09046851558575644, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.973643083327383, 'colsample_bytree': 0.7000232909981018, 'gamma': 1.6326506588004976, 'reg_alpha': 0.6285685919569545, 'reg_lambda': 2.997353319773608}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,031] Trial 46 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.14008938523893458, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9994749718353574, 'colsample_bytree': 0.8422182189721699, 'gamma': 0.24533182095079087, 'reg_alpha': 0.39012640501094215, 'reg_lambda': 2.660847357603763}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,248] Trial 47 finished with value: 0.75 and parameters: {'n_estimators': 127, 'learning_rate': 0.06404552571287082, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9446113710377366, 'colsample_bytree': 0.9442382384813008, 'gamma': 0.45610604697127316, 'reg_alpha': 0.25358968449475405, 'reg_lambda': 0.6324004891116504}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,514] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.06614529670019167, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8626889506832676, 'colsample_bytree': 0.9091507200531576, 'gamma': 0.5250718167111827, 'reg_alpha': 0.40627277701039943, 'reg_lambda': 0.6329712108555565}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,671] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.11768173309837993, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9238140997851875, 'colsample_bytree': 0.9782542065957226, 'gamma': 1.1620580288698061, 'reg_alpha': 0.49954811578096014, 'reg_lambda': 0.950403643905085}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:20,847] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.07958668469260839, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.9574298153359208, 'colsample_bytree': 0.9991736447750279, 'gamma': 4.937208292410519, 'reg_alpha': 0.2722127450803752, 'reg_lambda': 1.2777326154282624}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,032] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.057837271506773306, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9524720285883501, 'colsample_bytree': 0.8784171004123487, 'gamma': 0.8597050448958063, 'reg_alpha': 0.17041507957223057, 'reg_lambda': 0.6769801921703893}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,228] Trial 52 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 132, 'learning_rate': 0.04659830045066662, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6899809079996146, 'colsample_bytree': 0.7629962663935498, 'gamma': 0.2182926439547841, 'reg_alpha': 0.10167720667981948, 'reg_lambda': 1.0914111181425292}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,459] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.09514481137639023, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8411187585247656, 'colsample_bytree': 0.9572976511910988, 'gamma': 0.514933801930249, 'reg_alpha': 0.2719731397049494, 'reg_lambda': 2.0388282804657902}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,677] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.09893264093075786, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7954734002244671, 'colsample_bytree': 0.9373541414966488, 'gamma': 0.602456957581239, 'reg_alpha': 0.839309873814937, 'reg_lambda': 2.0854400936453987}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:21,896] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 94, 'learning_rate': 0.08717710875938196, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8378610061562334, 'colsample_bytree': 0.9537952174754603, 'gamma': 0.4621598144588645, 'reg_alpha': 0.2545738065740578, 'reg_lambda': 1.4221976279794242}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,154] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.18301837865226825, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.779050778995622, 'colsample_bytree': 0.8964430397671934, 'gamma': 0.1593537740303346, 'reg_alpha': 0.293784987862607, 'reg_lambda': 1.835891976284039}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,286] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.07035753426324258, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8203092403825589, 'colsample_bytree': 0.9591159796268092, 'gamma': 3.4497781610255425, 'reg_alpha': 0.34253604888049516, 'reg_lambda': 0.5079814207350877}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,438] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.1273788572790423, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8744909245743715, 'colsample_bytree': 0.9217346040302764, 'gamma': 0.69000011355678, 'reg_alpha': 0.9586293552897459, 'reg_lambda': 2.0236444973526355}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,719] Trial 59 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 118, 'learning_rate': 0.11000113098365481, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8487903168803506, 'colsample_bytree': 0.7212445463390821, 'gamma': 0.399326520269435, 'reg_alpha': 0.6940741174275414, 'reg_lambda': 2.4174846451728422}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:22,909] Trial 60 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 93, 'learning_rate': 0.18466117904140028, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.979564588793346, 'colsample_bytree': 0.6762603191898621, 'gamma': 0.9435930390847262, 'reg_alpha': 0.574459523934408, 'reg_lambda': 1.5004290640316098}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,031] Trial 61 finished with value: 0.744047619047619 and parameters: {'n_estimators': 44, 'learning_rate': 0.06281258862886385, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.944786749727238, 'colsample_bytree': 0.7673255898374839, 'gamma': 0.16184525142382156, 'reg_alpha': 0.18948665192954325, 'reg_lambda': 1.70391755116812}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,152] Trial 62 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.06398258210055167, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8138751741361405, 'colsample_bytree': 0.7432024451513799, 'gamma': 0.14386996015629616, 'reg_alpha': 0.188755383571664, 'reg_lambda': 1.6980330888397892}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,535] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 76, 'learning_rate': 0.07946620409586655, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9032427357200895, 'colsample_bytree': 0.7933060850419339, 'gamma': 0.41978036710279854, 'reg_alpha': 0.2403138715319292, 'reg_lambda': 1.623960590456508}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,659] Trial 64 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.039176886632275365, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7239643430012325, 'colsample_bytree': 0.7657518335043645, 'gamma': 0.015701046279445227, 'reg_alpha': 0.29691812062090495, 'reg_lambda': 2.1472474247353253}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,776] Trial 65 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 50, 'learning_rate': 0.05534451608622981, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9686693570417887, 'colsample_bytree': 0.972183744722805, 'gamma': 0.621783772879825, 'reg_alpha': 0.11422342779248347, 'reg_lambda': 1.9754135749968293}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:23,909] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.09590223927282927, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9423518501915608, 'colsample_bytree': 0.8086313541940593, 'gamma': 0.18552003807966225, 'reg_alpha': 0.7532583022975163, 'reg_lambda': 1.873476441407559}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,286] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.013479128799320247, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9863029699737977, 'colsample_bytree': 0.7280656615966338, 'gamma': 0.4204063517686843, 'reg_alpha': 0.4308505203729801, 'reg_lambda': 1.2908246789499456}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,436] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 79, 'learning_rate': 0.07385480438357071, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7675662306020965, 'colsample_bytree': 0.7175168665363882, 'gamma': 0.7689497833440517, 'reg_alpha': 0.3694451284355368, 'reg_lambda': 2.214157701145058}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,577] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.031838071615433644, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9273734251592264, 'colsample_bytree': 0.9315977205313402, 'gamma': 1.0988891920590658, 'reg_alpha': 0.23847820091057745, 'reg_lambda': 1.7753316563073993}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,736] Trial 70 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 88, 'learning_rate': 0.06132624677208995, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9874628244448092, 'colsample_bytree': 0.8667928890750555, 'gamma': 1.3777318176812647, 'reg_alpha': 0.3109891180217592, 'reg_lambda': 1.1498585389938083}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:24,955] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.08642430397253842, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9469223478282233, 'colsample_bytree': 0.7564597451166063, 'gamma': 0.36778037413115716, 'reg_alpha': 0.05135324020675286, 'reg_lambda': 2.4988618454976574}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,076] Trial 72 finished with value: 0.738095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.08921386587375996, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9496514954317533, 'colsample_bytree': 0.7513417225710349, 'gamma': 0.33730541527921676, 'reg_alpha': 0.03450127528459638, 'reg_lambda': 2.561770847425393}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,169] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.08431752052463218, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9120254717497203, 'colsample_bytree': 0.7824496934867179, 'gamma': 0.1503238314664317, 'reg_alpha': 0.1331568965952422, 'reg_lambda': 2.288347177268104}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,380] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 22, 'learning_rate': 0.08278291716498126, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9109091157291623, 'colsample_bytree': 0.7856314610118416, 'gamma': 0.14769840853434044, 'reg_alpha': 0.13896208959464745, 'reg_lambda': 2.2792106746232412}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,562] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.10315775185695199, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9683398376637637, 'colsample_bytree': 0.8325114173232475, 'gamma': 0.4844627573339754, 'reg_alpha': 0.06582575740486216, 'reg_lambda': 2.4077842906935545}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,639] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.14925324232925588, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9631527624639982, 'colsample_bytree': 0.6924534569743492, 'gamma': 0.5469887236058922, 'reg_alpha': 0.08025158638163103, 'reg_lambda': 2.3838372098436005}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:25,768] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.10433242532341593, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9674440679344658, 'colsample_bytree': 0.950661543918468, 'gamma': 0.7047057051045538, 'reg_alpha': 0.0054397051488194546, 'reg_lambda': 2.4875375620738414}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:26,037] Trial 78 finished with value: 0.6875 and parameters: {'n_estimators': 22, 'learning_rate': 0.11806729358755166, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9305990693483963, 'colsample_bytree': 0.8219156074274528, 'gamma': 0.97573681351408, 'reg_alpha': 0.05837887286373635, 'reg_lambda': 2.3207271105365694}. Best is trial 23 with value: 0.7619047619047619.
[I 2025-11-03 19:36:26,258] Trial 79 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 40, 'learning_rate': 0.24665577418061804, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9871293066775058, 'colsample_bytree': 0.6726505028815047, 'gamma': 0.3093530423451937, 'reg_alpha': 0.08595998955494871, 'reg_lambda': 2.626679571636876}. Best is trial 79 with value: 0.7738095238095237.
[I 2025-11-03 19:36:26,372] Trial 80 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.2632693806388658, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9883881678578021, 'colsample_bytree': 0.6454318119280555, 'gamma': 0.3009345523931319, 'reg_alpha': 0.13256865538333723, 'reg_lambda': 2.712928821792099}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:26,609] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.23594664507416846, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9842283230113064, 'colsample_bytree': 0.6331690734424512, 'gamma': 0.322022044848844, 'reg_alpha': 0.12865447608501115, 'reg_lambda': 2.6805792103014356}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:26,724] Trial 82 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 41, 'learning_rate': 0.24890571069617154, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9863449127445462, 'colsample_bytree': 0.6373465098866576, 'gamma': 0.28303426407377535, 'reg_alpha': 0.1434955041720148, 'reg_lambda': 2.727560163372631}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:26,979] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 54, 'learning_rate': 0.2501569826635601, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9984854502353256, 'colsample_bytree': 0.6237773854247818, 'gamma': 0.05396998085746857, 'reg_alpha': 0.21673842964197615, 'reg_lambda': 2.8732859363559236}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,125] Trial 84 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 124, 'learning_rate': 0.23937026552343654, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9821963608940865, 'colsample_bytree': 0.668369451540443, 'gamma': 0.8573372232628816, 'reg_alpha': 0.12892034870639357, 'reg_lambda': 2.6170984226429823}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,228] Trial 85 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 46, 'learning_rate': 0.1899183258839272, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9571924892865081, 'colsample_bytree': 0.6478946774794416, 'gamma': 4.1418150990501665, 'reg_alpha': 0.17917648267621722, 'reg_lambda': 2.5783530671812045}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,350] Trial 86 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 68, 'learning_rate': 0.2965268961437506, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9776487270677567, 'colsample_bytree': 0.6264203292488438, 'gamma': 0.2896490750887913, 'reg_alpha': 0.09063051923965515, 'reg_lambda': 2.8093491295463817}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,640] Trial 87 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 39, 'learning_rate': 0.21688448763523382, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9897626578164983, 'colsample_bytree': 0.653595887891328, 'gamma': 0.5498904555002884, 'reg_alpha': 0.1193153878628324, 'reg_lambda': 2.715425055445497}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,783] Trial 88 finished with value: 0.755952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.27097414058877983, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9908612480866648, 'colsample_bytree': 0.6146832171524975, 'gamma': 0.5449212323407409, 'reg_alpha': 0.10740794275085724, 'reg_lambda': 2.713583047369585}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:27,956] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.27381943807223336, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.99306668749252, 'colsample_bytree': 0.6040130269323221, 'gamma': 0.636340455538329, 'reg_alpha': 0.03970658924794751, 'reg_lambda': 2.9285541923351768}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,104] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.22825557360153692, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9903108646412871, 'colsample_bytree': 0.6108712435470579, 'gamma': 2.0070938955223747, 'reg_alpha': 0.020756075966169265, 'reg_lambda': 2.6995446096455757}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,361] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.19559295397940657, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9719040020585495, 'colsample_bytree': 0.6488460503216148, 'gamma': 0.5284079341545876, 'reg_alpha': 0.16079509573204562, 'reg_lambda': 2.777646569255223}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,599] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.20231112848239027, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9988390933419381, 'colsample_bytree': 0.6335509877270183, 'gamma': 0.8426227757834677, 'reg_alpha': 0.100398298456543, 'reg_lambda': 2.62154265710134}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,715] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.2626566631195641, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.98326835057383, 'colsample_bytree': 0.668947026624369, 'gamma': 0.32562184103731173, 'reg_alpha': 0.2684412321065122, 'reg_lambda': 2.83493386410599}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:28,822] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.17218173814677012, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.962786924523411, 'colsample_bytree': 0.6555165025061911, 'gamma': 0.4926034407842205, 'reg_alpha': 0.22762720046973517, 'reg_lambda': 2.668441103361249}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,255] Trial 95 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.22862515239022468, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9539871765181706, 'colsample_bytree': 0.6814588696880338, 'gamma': 0.6694436874360501, 'reg_alpha': 0.11805016649867556, 'reg_lambda': 2.7438629681612765}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,401] Trial 96 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 119, 'learning_rate': 0.28198281463148156, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9772435583717183, 'colsample_bytree': 0.6138271122963532, 'gamma': 0.07187908506711006, 'reg_alpha': 0.20190066245441543, 'reg_lambda': 2.907783634206046}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,530] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.2116511715835551, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9917817363959848, 'colsample_bytree': 0.6450787461485976, 'gamma': 0.2502496304231785, 'reg_alpha': 0.08293356989804526, 'reg_lambda': 2.5420057292346736}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,641] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.24882058521374872, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9714382324098954, 'colsample_bytree': 0.6953456328761537, 'gamma': 0.008738121435933666, 'reg_alpha': 0.15990257891378623, 'reg_lambda': 2.6312502651994274}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,923] Trial 99 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.15590016322253966, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9349765325877455, 'colsample_bytree': 0.694038809519488, 'gamma': 0.018827684372003647, 'reg_alpha': 0.1744845303973233, 'reg_lambda': 2.9719475713197543}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:29,988] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.26203608149643964, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9632253268010907, 'colsample_bytree': 0.7104893678923103, 'gamma': 0.21605571495109643, 'reg_alpha': 0.021252060117837715, 'reg_lambda': 2.866114240033814}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:30,115] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.2418805750301443, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9725849773033933, 'colsample_bytree': 0.6281466428987754, 'gamma': 0.3858035917883207, 'reg_alpha': 0.15674879869261413, 'reg_lambda': 2.714637223249229}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:30,229] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.2296116179787262, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.984344873127434, 'colsample_bytree': 0.6609700604210581, 'gamma': 0.5677093362771026, 'reg_alpha': 0.20199688513085168, 'reg_lambda': 2.449296886468943}. Best is trial 80 with value: 0.7738095238095238.
[I 2025-11-03 19:36:30,603] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 73, 'learning_rate': 0.2964496727514405, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9979271317071047, 'colsample_bytree': 0.6768469689759038, 'gamma': 0.08600984281852245, 'reg_alpha': 0.11059615777598938, 'reg_lambda': 2.6354578389683767}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:30,728] Trial 104 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 75, 'learning_rate': 0.2990614825392794, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9986341638507733, 'colsample_bytree': 0.6768111974479939, 'gamma': 0.10655506296142264, 'reg_alpha': 0.06899169836299592, 'reg_lambda': 2.6394171323494064}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:30,856] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.2670132782608184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9998656468864446, 'colsample_bytree': 0.674089477755855, 'gamma': 0.10909076584288102, 'reg_alpha': 0.1081768378893562, 'reg_lambda': 2.6045608499192143}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:30,985] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 62, 'learning_rate': 0.29780187360777816, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9891087179558015, 'colsample_bytree': 0.7021844384471835, 'gamma': 0.007780432398254072, 'reg_alpha': 0.07208598822451559, 'reg_lambda': 2.7734741306657713}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:31,301] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.20817304206819726, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9779035698927472, 'colsample_bytree': 0.653111550706247, 'gamma': 0.22609860540900603, 'reg_alpha': 0.11898785821891546, 'reg_lambda': 2.653326520357217}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 19:36:31,412] Trial 108 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 50, 'learning_rate': 0.28153433908472886, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9894678524551833, 'colsample_bytree': 0.6797513734433089, 'gamma': 0.33626695383141303, 'reg_alpha': 0.0837725646332813, 'reg_lambda': 2.5295832474818103}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:31,546] Trial 109 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 48, 'learning_rate': 0.2802321601052421, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9933112810412568, 'colsample_bytree': 0.6850607677209231, 'gamma': 0.35072129773982896, 'reg_alpha': 0.0002685558624319073, 'reg_lambda': 2.5350871764134895}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:31,820] Trial 110 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.254739184609193, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9822218780590055, 'colsample_bytree': 0.6767815176896169, 'gamma': 0.1221902356016097, 'reg_alpha': 0.09501487896078958, 'reg_lambda': 2.6365123684774137}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,094] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 216, 'learning_rate': 0.2511989824679954, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.984121097125039, 'colsample_bytree': 0.6641428982186114, 'gamma': 0.12870765817969584, 'reg_alpha': 0.04677934005495766, 'reg_lambda': 2.639086618887789}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,276] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.2540176865462962, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9817781385905048, 'colsample_bytree': 0.677449762215833, 'gamma': 0.17712970170292752, 'reg_alpha': 0.04328685523244167, 'reg_lambda': 2.663972874879957}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,565] Trial 113 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.22591767812698677, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6451685676881399, 'colsample_bytree': 0.6629484399293656, 'gamma': 0.08740683540311467, 'reg_alpha': 0.08376379230609626, 'reg_lambda': 2.817030669882874}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,748] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.2752487294493496, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9691570716926078, 'colsample_bytree': 0.6410060619191722, 'gamma': 0.2936921599408995, 'reg_alpha': 0.0565774912347463, 'reg_lambda': 2.5690031079648104}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:32,998] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.2966214044155524, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9986483461009635, 'colsample_bytree': 0.6941074522416372, 'gamma': 0.10193913038701835, 'reg_alpha': 0.021908094252697595, 'reg_lambda': 2.6355359106850114}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,214] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.2941832910519268, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9872369349551143, 'colsample_bytree': 0.6701165954756185, 'gamma': 0.408534116678511, 'reg_alpha': 0.03038115371910167, 'reg_lambda': 2.73436035143869}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,488] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.17796173479188, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9973733160881689, 'colsample_bytree': 0.6864130882457338, 'gamma': 0.12811596256852847, 'reg_alpha': 0.09342224058477427, 'reg_lambda': 2.6959610786504338}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,671] Trial 118 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.1775612885065601, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9988269234361621, 'colsample_bytree': 0.6870102089921388, 'gamma': 0.1308971096288881, 'reg_alpha': 0.09453732248150927, 'reg_lambda': 2.515159309921643}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:33,962] Trial 119 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.17734974634534273, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999621495521684, 'colsample_bytree': 0.6842717742269203, 'gamma': 0.1696798125599603, 'reg_alpha': 0.0705734994188592, 'reg_lambda': 2.355127472206588}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:34,355] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.02172858106686471, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9935522627939641, 'colsample_bytree': 0.7135165813786637, 'gamma': 0.11665186721046666, 'reg_alpha': 0.020598375696878606, 'reg_lambda': 2.4720458036271022}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:34,561] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 213, 'learning_rate': 0.21768917218771786, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9921993682606622, 'colsample_bytree': 0.6874150582776768, 'gamma': 0.20611874644802478, 'reg_alpha': 0.10333493390360884, 'reg_lambda': 2.526134253515757}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:34,762] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.20287778405836607, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9812630030371241, 'colsample_bytree': 0.6871858725956864, 'gamma': 0.232483740497118, 'reg_alpha': 0.09251330634717682, 'reg_lambda': 2.5511984311191243}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,035] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 215, 'learning_rate': 0.2196772969894696, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9612670945837799, 'colsample_bytree': 0.6631372235951656, 'gamma': 0.10591293723456247, 'reg_alpha': 0.05472982949550968, 'reg_lambda': 2.5051283738691636}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,198] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.19489160851445225, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9990973110823005, 'colsample_bytree': 0.6740715357776661, 'gamma': 3.142499947846659, 'reg_alpha': 0.07112142233409921, 'reg_lambda': 2.5897034438955}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,376] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.2561427054515534, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9761982312484391, 'colsample_bytree': 0.697872214651272, 'gamma': 0.42954573090596554, 'reg_alpha': 0.013509740340737944, 'reg_lambda': 2.795541995160894}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,621] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.29844492042457077, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9925342752786577, 'colsample_bytree': 0.7067806483620243, 'gamma': 0.24618234575026796, 'reg_alpha': 0.03583453361494755, 'reg_lambda': 2.641302380392627}. Best is trial 108 with value: 0.7797619047619049.
[I 2025-11-03 19:36:35,926] Trial 127 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 186, 'learning_rate': 0.2214612591371874, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.967082482752532, 'colsample_bytree': 0.6550328543166609, 'gamma': 0.10726326705454914, 'reg_alpha': 0.13921854578248752, 'reg_lambda': 2.420147436336013}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,137] Trial 128 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 246, 'learning_rate': 0.21505141978051795, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.954253534852713, 'colsample_bytree': 0.6581995316511438, 'gamma': 0.002502959408433564, 'reg_alpha': 0.14133083197407856, 'reg_lambda': 2.4468573027608542}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,418] Trial 129 finished with value: 0.744047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.2153304795811225, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9578790732212924, 'colsample_bytree': 0.6564612469352056, 'gamma': 0.3448976348858386, 'reg_alpha': 0.14255626868329843, 'reg_lambda': 2.3864161936434036}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,605] Trial 130 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.24609938426750436, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9555595637823877, 'colsample_bytree': 0.6499369341226079, 'gamma': 0.2378063322207703, 'reg_alpha': 0.12006096961560439, 'reg_lambda': 2.476618173550882}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:36,932] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.239635222761948, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9488270370091303, 'colsample_bytree': 0.6653239209994598, 'gamma': 0.008835983493174562, 'reg_alpha': 0.13080720688249614, 'reg_lambda': 2.46318287583324}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,148] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.24201523045029386, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9541518882258402, 'colsample_bytree': 0.6496930528447429, 'gamma': 0.010049459096401397, 'reg_alpha': 0.1172161176593979, 'reg_lambda': 2.4358570486551887}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,339] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.24221519059608557, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9510902554055733, 'colsample_bytree': 0.6496378886424112, 'gamma': 0.24378692128250462, 'reg_alpha': 0.1285254514891536, 'reg_lambda': 2.452920426369547}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,648] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.23998059411588535, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9487300808526035, 'colsample_bytree': 0.649971446382809, 'gamma': 0.2880908515393708, 'reg_alpha': 0.12649624091728823, 'reg_lambda': 2.44082205073749}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:37,938] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.22019815297448095, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9405312875679813, 'colsample_bytree': 0.6423470167257989, 'gamma': 0.22659778759339871, 'reg_alpha': 0.14593242340501456, 'reg_lambda': 2.3607970086800134}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,150] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 247, 'learning_rate': 0.24002179686531144, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9241058475125461, 'colsample_bytree': 0.6636963581553996, 'gamma': 0.4234380286636148, 'reg_alpha': 0.16877302179435688, 'reg_lambda': 2.235632571520062}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,427] Trial 137 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.2625035009833553, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9542235683017575, 'colsample_bytree': 0.6349450617485798, 'gamma': 0.009915134749243382, 'reg_alpha': 0.11555128623445972, 'reg_lambda': 2.4434609111672656}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,675] Trial 138 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 236, 'learning_rate': 0.2692375577094388, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9659090615980344, 'colsample_bytree': 0.6335116536783066, 'gamma': 0.009303547044580435, 'reg_alpha': 0.10855327505938779, 'reg_lambda': 2.4985316202924097}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:38,953] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.26627453675954943, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9699330574260037, 'colsample_bytree': 0.6202494468680831, 'gamma': 0.023352241415594197, 'reg_alpha': 0.1862148238657827, 'reg_lambda': 2.421102046987557}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,233] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.19999587487815304, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9386641381931555, 'colsample_bytree': 0.6333794563088444, 'gamma': 0.015083525573780215, 'reg_alpha': 0.14507519228655297, 'reg_lambda': 2.5599989680737316}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,421] Trial 141 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 239, 'learning_rate': 0.259099056600624, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9559229793291092, 'colsample_bytree': 0.6569452958043175, 'gamma': 0.1852288767155527, 'reg_alpha': 0.1109812814598511, 'reg_lambda': 2.345368553165963}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,617] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.27254171004080613, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9646447805630961, 'colsample_bytree': 0.6580601237475238, 'gamma': 0.18121133981539975, 'reg_alpha': 0.115191864751179, 'reg_lambda': 2.3557714900183733}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:39,955] Trial 143 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.2591966473969885, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9505966291986394, 'colsample_bytree': 0.6392773318527315, 'gamma': 0.30889727379239507, 'reg_alpha': 0.10210428560086263, 'reg_lambda': 2.137805380152257}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:40,115] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.23067330151235396, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9759511251807386, 'colsample_bytree': 0.6684226692933869, 'gamma': 2.3706713915614754, 'reg_alpha': 0.15916739061816465, 'reg_lambda': 2.259466882382063}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:40,308] Trial 145 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 238, 'learning_rate': 0.213117921409439, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9647214891062643, 'colsample_bytree': 0.6271728733289423, 'gamma': 0.008284294580368352, 'reg_alpha': 0.08789318649562367, 'reg_lambda': 2.3309745836978664}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:40,689] Trial 146 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 226, 'learning_rate': 0.27644074198199375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9826540012846194, 'colsample_bytree': 0.659651076097048, 'gamma': 0.4823449830458824, 'reg_alpha': 0.11195183882270231, 'reg_lambda': 2.4048662398206457}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,052] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.2523305616879279, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9335099550572927, 'colsample_bytree': 0.644140387815032, 'gamma': 0.36323686032924896, 'reg_alpha': 0.1777871823768206, 'reg_lambda': 2.5149331278789413}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,272] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.22447157580039773, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9564801513639052, 'colsample_bytree': 0.6778001118763588, 'gamma': 0.003932221396784959, 'reg_alpha': 0.13288857000086846, 'reg_lambda': 2.5872359425021356}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,540] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.2080594516507758, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9750546845979718, 'colsample_bytree': 0.6674104561841329, 'gamma': 0.16201977314564908, 'reg_alpha': 0.0466801814519264, 'reg_lambda': 2.4570421765578376}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:41,968] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.189416846914757, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9440787668956887, 'colsample_bytree': 0.6353581052635741, 'gamma': 0.11381455483847906, 'reg_alpha': 0.07876800343169568, 'reg_lambda': 2.295393853435858}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,285] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2534642544453858, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9561510385064024, 'colsample_bytree': 0.6512567933311154, 'gamma': 0.22717249671172604, 'reg_alpha': 0.11613579425152157, 'reg_lambda': 2.513581440238638}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,473] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.26157120471944945, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9659153756524912, 'colsample_bytree': 0.6533668811155461, 'gamma': 0.35754472053141373, 'reg_alpha': 0.10572882325869724, 'reg_lambda': 2.5118815417384206}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,762] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.23235510425235312, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9849674967283113, 'colsample_bytree': 0.6713024430170766, 'gamma': 0.2025181274328177, 'reg_alpha': 0.14831004749401638, 'reg_lambda': 2.5902065999255504}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:42,959] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.2793449184780068, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9621681501782567, 'colsample_bytree': 0.6448257732835457, 'gamma': 0.1086607170666446, 'reg_alpha': 0.06188476860883206, 'reg_lambda': 2.531428075324196}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,250] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.25231309946946073, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9736516136034579, 'colsample_bytree': 0.6585336188197556, 'gamma': 0.004268717533179089, 'reg_alpha': 0.13035269640857794, 'reg_lambda': 2.3961791242708874}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,504] Trial 156 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.27754670503299833, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477333156546613, 'colsample_bytree': 0.6207510685994617, 'gamma': 0.47590632573872915, 'reg_alpha': 0.10143244767985361, 'reg_lambda': 2.487141404394021}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,688] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.2387185407311246, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.958079185669067, 'colsample_bytree': 0.6313086628065554, 'gamma': 0.2854538962473624, 'reg_alpha': 0.16349156628446154, 'reg_lambda': 2.5802171664472087}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:43,867] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.21394102044206725, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9853459176510999, 'colsample_bytree': 0.6643511193417805, 'gamma': 0.18234470664569236, 'reg_alpha': 0.07481704496831043, 'reg_lambda': 2.4303672565135006}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,236] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 242, 'learning_rate': 0.2628339626789143, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9692774670495283, 'colsample_bytree': 0.6796159765395764, 'gamma': 0.3836365831672033, 'reg_alpha': 0.19049289905181377, 'reg_lambda': 2.7190012472779035}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,423] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.22407388435589362, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9768321821342553, 'colsample_bytree': 0.6405026621932001, 'gamma': 0.597960964648725, 'reg_alpha': 0.0946380172940647, 'reg_lambda': 2.5428470900009623}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,624] Trial 161 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.24434050386416742, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9552436021242804, 'colsample_bytree': 0.6512953584064382, 'gamma': 0.22807364457424856, 'reg_alpha': 0.11574582295578686, 'reg_lambda': 2.4798127801624776}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:44,912] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.28387292486874055, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9514368983964113, 'colsample_bytree': 0.6507732083517858, 'gamma': 0.13982179113342488, 'reg_alpha': 0.11845022593297151, 'reg_lambda': 2.4732030776104477}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:45,215] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.24396867004123804, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.934134826443994, 'colsample_bytree': 0.6554674693011135, 'gamma': 0.26910887108656223, 'reg_alpha': 0.1431493487024592, 'reg_lambda': 2.6691536980689166}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:45,488] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.19893453176794876, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9876095079672083, 'colsample_bytree': 0.6714441093203384, 'gamma': 0.07828097852141315, 'reg_alpha': 0.0881472712003668, 'reg_lambda': 2.622536854428079}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:45,798] Trial 165 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.26099471171240457, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9591538975975389, 'colsample_bytree': 0.6633468207247819, 'gamma': 0.20240876654311762, 'reg_alpha': 0.12072600670139849, 'reg_lambda': 2.367286478830553}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,003] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 231, 'learning_rate': 0.22878607686851035, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9785475177810349, 'colsample_bytree': 0.6064974328848616, 'gamma': 0.08365452196551838, 'reg_alpha': 0.05666918139717343, 'reg_lambda': 2.4237147046160707}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,306] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.284877881841531, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9665110405244131, 'colsample_bytree': 0.6391973520062582, 'gamma': 0.33180036277675434, 'reg_alpha': 0.15096643592899894, 'reg_lambda': 2.5113553304952285}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,472] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.254003090857851, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9901848091239466, 'colsample_bytree': 0.6466666749434706, 'gamma': 0.4355742313327084, 'reg_alpha': 0.07958363805491632, 'reg_lambda': 2.5908837637686273}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,631] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.21312323953426215, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.9422189958235884, 'colsample_bytree': 0.678425023056902, 'gamma': 0.009952367625513638, 'reg_alpha': 0.10532437399664576, 'reg_lambda': 2.3020726855808165}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:46,823] Trial 170 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 236, 'learning_rate': 0.23952846084088403, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9813355643251007, 'colsample_bytree': 0.6566682624918044, 'gamma': 0.2290096771782786, 'reg_alpha': 0.12824291249005917, 'reg_lambda': 2.740030603283883}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,151] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.24573252491555506, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9553663292969089, 'colsample_bytree': 0.647425681813722, 'gamma': 0.27267652166543566, 'reg_alpha': 0.11667618162970661, 'reg_lambda': 2.452692761223962}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,462] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.2994391278585107, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9531774433100976, 'colsample_bytree': 0.6332380161515336, 'gamma': 0.09505534884254628, 'reg_alpha': 0.16546941403981336, 'reg_lambda': 2.4685068746497913}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,660] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.29885818086162536, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9258178318728529, 'colsample_bytree': 0.6260889253519393, 'gamma': 0.1345693249251381, 'reg_alpha': 0.17178015177229555, 'reg_lambda': 2.457055355921035}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:47,834] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.26989547279615644, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9526237654703372, 'colsample_bytree': 0.6337206018771863, 'gamma': 0.3223121848912457, 'reg_alpha': 0.14195419778162088, 'reg_lambda': 2.3964456366604}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,122] Trial 175 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 239, 'learning_rate': 0.2810293312351453, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9453147635248926, 'colsample_bytree': 0.645608493899421, 'gamma': 0.0005001277856969289, 'reg_alpha': 0.20230240671698932, 'reg_lambda': 2.325551543574654}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,468] Trial 176 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.01020105591313674, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9466405397048625, 'colsample_bytree': 0.6160485122025444, 'gamma': 0.012504309443675032, 'reg_alpha': 0.1699530212814707, 'reg_lambda': 2.334231876880804}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,659] Trial 177 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 248, 'learning_rate': 0.2811385860133201, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9388041620901547, 'colsample_bytree': 0.6432710635399784, 'gamma': 4.12427156183472, 'reg_alpha': 0.20724047401256637, 'reg_lambda': 2.195327648125616}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:48,891] Trial 178 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 234, 'learning_rate': 0.2635970940520515, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9541189888265728, 'colsample_bytree': 0.6498754695703222, 'gamma': 0.13507797389056445, 'reg_alpha': 0.15547038217105405, 'reg_lambda': 2.426294345423218}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:49,080] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.23624367138395533, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9177899000066345, 'colsample_bytree': 0.6236651386797585, 'gamma': 0.5146894351064927, 'reg_alpha': 0.1343816807416916, 'reg_lambda': 2.484925035572367}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:49,298] Trial 180 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.2988621085995581, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9307224052633641, 'colsample_bytree': 0.6342360146064853, 'gamma': 0.2560172477538814, 'reg_alpha': 0.19822330063038257, 'reg_lambda': 2.255840349258125}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:49,623] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2517169357753039, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9602250859178075, 'colsample_bytree': 0.6628027951634567, 'gamma': 0.09260555965801069, 'reg_alpha': 0.1181801906854483, 'reg_lambda': 2.5627194790440186}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,018] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.27157181619301474, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6040375972405048, 'colsample_bytree': 0.6561925493006018, 'gamma': 0.088997972546857, 'reg_alpha': 0.08358252508039793, 'reg_lambda': 2.3623273398864435}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,133] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.23843619036277697, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691403504894809, 'colsample_bytree': 0.642432519338832, 'gamma': 0.23707049298404478, 'reg_alpha': 0.10833209947982914, 'reg_lambda': 2.685655554605969}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,381] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.25660460037411054, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9421647769900617, 'colsample_bytree': 0.6705038720977027, 'gamma': 0.005761236195218255, 'reg_alpha': 0.05779550024309186, 'reg_lambda': 2.622177649597265}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,564] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 231, 'learning_rate': 0.2657711996268463, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.962665791155464, 'colsample_bytree': 0.6535087014197106, 'gamma': 0.384612041479357, 'reg_alpha': 0.13350630134798222, 'reg_lambda': 2.476740767502896}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:50,839] Trial 186 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 235, 'learning_rate': 0.28256721512216726, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9705996173010467, 'colsample_bytree': 0.6366320292856368, 'gamma': 0.16678207277261406, 'reg_alpha': 0.090504600108403, 'reg_lambda': 2.552217880097008}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,128] Trial 187 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 245, 'learning_rate': 0.22561143062557645, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.953956541984078, 'colsample_bytree': 0.6470448831452261, 'gamma': 0.001321976883760458, 'reg_alpha': 0.1597064417726405, 'reg_lambda': 2.3998331836132056}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,377] Trial 188 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.29958631174061745, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9763736341799191, 'colsample_bytree': 0.6652643750131967, 'gamma': 0.31572106766067154, 'reg_alpha': 0.04028169389451001, 'reg_lambda': 2.3219717615553392}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,580] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 239, 'learning_rate': 0.24807833906792734, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9496776646042944, 'colsample_bytree': 0.6572289060939802, 'gamma': 0.17633796556361653, 'reg_alpha': 0.11637004328037133, 'reg_lambda': 2.4475200266464716}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:51,691] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.2777423126797112, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9628847165105373, 'colsample_bytree': 0.6254494363290003, 'gamma': 2.7456140690857493, 'reg_alpha': 0.18198042169290513, 'reg_lambda': 2.526699514032582}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,006] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 211, 'learning_rate': 0.22051696765982265, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9882689679341726, 'colsample_bytree': 0.6755953105475144, 'gamma': 0.2059549568902174, 'reg_alpha': 0.0974943154007033, 'reg_lambda': 2.5107179179219274}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,196] Trial 192 finished with value: 0.744047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.2042259531019753, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9813893677511479, 'colsample_bytree': 0.6676370280489675, 'gamma': 0.10585214688167248, 'reg_alpha': 0.10478228250331349, 'reg_lambda': 2.657204576839358}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,414] Trial 193 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 242, 'learning_rate': 0.24082664908763746, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9913074164925685, 'colsample_bytree': 0.6495458577624517, 'gamma': 0.27857118603073583, 'reg_alpha': 0.07209041054546864, 'reg_lambda': 2.59029613509112}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:52,835] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.24763794182470178, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9659202877632883, 'colsample_bytree': 0.646471908580198, 'gamma': 0.3056561343281521, 'reg_alpha': 0.07314254666127921, 'reg_lambda': 2.7542265512916586}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:53,058] Trial 195 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.014493726301203597, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.973604874707277, 'colsample_bytree': 0.6317349007414176, 'gamma': 0.4257372522657057, 'reg_alpha': 0.13686761599238495, 'reg_lambda': 2.603028336246361}. Best is trial 127 with value: 0.7857142857142857.
[I 2025-11-03 19:36:53,254] Trial 196 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 229, 'learning_rate': 0.2349620825000337, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9904564391433915, 'colsample_bytree': 0.6534736238943322, 'gamma': 0.0974490605868382, 'reg_alpha': 0.07132045202791149, 'reg_lambda': 2.570593010202441}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,366] Trial 197 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.23148229693455863, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9555212779856003, 'colsample_bytree': 0.6397207823810044, 'gamma': 0.08155194072877425, 'reg_alpha': 0.06745460378073814, 'reg_lambda': 2.4328327297273105}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,715] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.268914747556211, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9462779620702031, 'colsample_bytree': 0.6518888709607491, 'gamma': 0.22838588998904824, 'reg_alpha': 0.11654328631323527, 'reg_lambda': 2.5612444901486096}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,910] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.24257941969219288, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9906664784946497, 'colsample_bytree': 0.6587330195259841, 'gamma': 0.32621361267321014, 'reg_alpha': 0.14716551318121343, 'reg_lambda': 2.4790772730950885}. Best is trial 196 with value: 0.7976190476190477.
[I 2025-11-03 19:36:53,913] A new study created in memory with name: no-name-e3fc2163-9b76-49cc-9f87-f2b9f2253e6e
[I 2025-11-03 19:36:54,127] Trial 0 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 48, 'learning_rate': 0.01209796921612426, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7575004328617706, 'colsample_bytree': 0.6934351518778941, 'gamma': 0.7395647446263465, 'reg_alpha': 0.20263263957158395, 'reg_lambda': 2.18071244798092}. Best is trial 0 with value: 0.7083333333333333.
[I 2025-11-03 19:36:54,245] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.027260953657121202, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8240544310113986, 'colsample_bytree': 0.8202985194011505, 'gamma': 4.577760387077373, 'reg_alpha': 0.019163013343966084, 'reg_lambda': 2.914962632313334}. Best is trial 0 with value: 0.7083333333333333.
[I 2025-11-03 19:36:54,545] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 239, 'learning_rate': 0.2397741956964079, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8168127435336284, 'colsample_bytree': 0.9907288456947143, 'gamma': 2.5687922318514427, 'reg_alpha': 0.8047362149255087, 'reg_lambda': 1.0974092213529762}. Best is trial 0 with value: 0.7083333333333333.
[I 2025-11-03 19:36:54,689] Trial 3 finished with value: 0.738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.014173725091464362, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8958541862920237, 'colsample_bytree': 0.6504337767166876, 'gamma': 0.3366870486439455, 'reg_alpha': 0.7311525709937663, 'reg_lambda': 1.2384493256463518}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:54,905] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 118, 'learning_rate': 0.23898206815723763, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8075135547108531, 'colsample_bytree': 0.8565323560892557, 'gamma': 2.981754513851653, 'reg_alpha': 0.006752535951086491, 'reg_lambda': 1.9081448956036922}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,072] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.023406691552961163, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9895638766696035, 'colsample_bytree': 0.8682794926477224, 'gamma': 2.843549597831018, 'reg_alpha': 0.3055791169907278, 'reg_lambda': 1.9943321855090081}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,249] Trial 6 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.10987548100651554, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.673574716247844, 'colsample_bytree': 0.6735738901848197, 'gamma': 3.8578403306284588, 'reg_alpha': 0.16132921590206195, 'reg_lambda': 0.8035429115770392}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,343] Trial 7 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 31, 'learning_rate': 0.11421912749859216, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7541983903128344, 'colsample_bytree': 0.9898746377414346, 'gamma': 1.2765193120227898, 'reg_alpha': 0.53131706131258, 'reg_lambda': 2.8455653922041564}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,496] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.022566309319141713, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9726883035400394, 'colsample_bytree': 0.7000460690029382, 'gamma': 1.407211474836162, 'reg_alpha': 0.27622767349399324, 'reg_lambda': 0.5104217102338264}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,788] Trial 9 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.10741976404303816, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7122631310028815, 'colsample_bytree': 0.8617554736951727, 'gamma': 2.372625463290862, 'reg_alpha': 0.8997391804701991, 'reg_lambda': 2.898605425317231}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:55,945] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.010800747094461148, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8939022098976882, 'colsample_bytree': 0.6018885790428354, 'gamma': 0.34476842570133404, 'reg_alpha': 0.6543676515131547, 'reg_lambda': 1.3695711994955189}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:56,083] Trial 11 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 93, 'learning_rate': 0.021300119255524944, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9856841293497502, 'colsample_bytree': 0.7294793980046492, 'gamma': 1.4493061141599726, 'reg_alpha': 0.4063613490038361, 'reg_lambda': 0.5535613332742433}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:56,237] Trial 12 finished with value: 0.6875 and parameters: {'n_estimators': 173, 'learning_rate': 0.03817764045009339, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9112792697136218, 'colsample_bytree': 0.6172464289364019, 'gamma': 0.012898704525758031, 'reg_alpha': 0.6379079048860751, 'reg_lambda': 1.3720782121855266}. Best is trial 3 with value: 0.738095238095238.
[I 2025-11-03 19:36:56,494] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.016392447470750426, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9101929188558097, 'colsample_bytree': 0.7556200225916191, 'gamma': 1.606545114463216, 'reg_alpha': 0.9988277824132701, 'reg_lambda': 0.5094854883410246}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:56,621] Trial 14 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 74, 'learning_rate': 0.01486437320571716, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6002545274501201, 'colsample_bytree': 0.7669235746196447, 'gamma': 1.7504203782390721, 'reg_alpha': 0.9892319169712056, 'reg_lambda': 1.0156272083292877}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:56,756] Trial 15 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.05190576751198471, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8824385635238424, 'colsample_bytree': 0.7583024306806029, 'gamma': 0.7513067586227646, 'reg_alpha': 0.784283584862993, 'reg_lambda': 1.5039512639542392}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,051] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.016154916080559578, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9335940952612377, 'colsample_bytree': 0.9235994271347333, 'gamma': 2.094760573888673, 'reg_alpha': 0.7849835254986206, 'reg_lambda': 0.9151679475840023}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,187] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 104, 'learning_rate': 0.039830147365865994, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8589563023436974, 'colsample_bytree': 0.652705304886022, 'gamma': 0.7448312053252824, 'reg_alpha': 0.9988142215929491, 'reg_lambda': 2.401042484260592}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,263] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 27, 'learning_rate': 0.07355343482339309, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9402482774402016, 'colsample_bytree': 0.7947284479173803, 'gamma': 3.7237372018942443, 'reg_alpha': 0.6372104412533871, 'reg_lambda': 1.688607765555372}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,426] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.015977783595664936, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8585483613556835, 'colsample_bytree': 0.6374850072513306, 'gamma': 0.8865167438330578, 'reg_alpha': 0.894593792840821, 'reg_lambda': 1.1711274452806855}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,742] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.03295412674299338, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9359891363198538, 'colsample_bytree': 0.7207829073841232, 'gamma': 0.01033407927875929, 'reg_alpha': 0.5163925458976034, 'reg_lambda': 0.7203968816884665}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:57,903] Trial 21 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 123, 'learning_rate': 0.019555001376038956, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9621503987010769, 'colsample_bytree': 0.6976638084339866, 'gamma': 1.3651603204043907, 'reg_alpha': 0.3942960650691894, 'reg_lambda': 0.5088606555255076}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 19:36:58,076] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.010210371400503952, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9646652401315586, 'colsample_bytree': 0.7500364722537043, 'gamma': 1.8639072235565377, 'reg_alpha': 0.7040211298535, 'reg_lambda': 0.7964670374821675}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:58,385] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.010347455015515369, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8459480971524632, 'colsample_bytree': 0.7742411000724099, 'gamma': 1.9183428113891492, 'reg_alpha': 0.7215562657089186, 'reg_lambda': 0.7585528587392231}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:58,666] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.010535914143803506, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8494076668964554, 'colsample_bytree': 0.7941731412432635, 'gamma': 1.9750986556175363, 'reg_alpha': 0.8873466386332092, 'reg_lambda': 0.7193463369558137}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:58,862] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.010073910501639255, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9188019485550594, 'colsample_bytree': 0.7640457344013285, 'gamma': 3.1529024850082923, 'reg_alpha': 0.6964590893493781, 'reg_lambda': 0.9384677822363404}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,147] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 205, 'learning_rate': 0.013011045518282966, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7686660940117723, 'colsample_bytree': 0.8280012832432536, 'gamma': 2.3289393408560253, 'reg_alpha': 0.6001583847380332, 'reg_lambda': 0.7262084666392505}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,318] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.018257075559697692, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8661926224510862, 'colsample_bytree': 0.7393687171332763, 'gamma': 1.609753087716894, 'reg_alpha': 0.838842424933702, 'reg_lambda': 0.8748239399115552}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,612] Trial 28 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 189, 'learning_rate': 0.02870368648392426, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9607356146728036, 'colsample_bytree': 0.8940086631111394, 'gamma': 1.8792001094003266, 'reg_alpha': 0.5780046197616835, 'reg_lambda': 1.6336469178061803}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,743] Trial 29 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 44, 'learning_rate': 0.01179762774687452, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7743512448457006, 'colsample_bytree': 0.7818457095093363, 'gamma': 1.084561804282139, 'reg_alpha': 0.7188648215125245, 'reg_lambda': 2.351571436948661}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:36:59,953] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.0126293295723112, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8340561677685013, 'colsample_bytree': 0.8207224327781987, 'gamma': 3.2635143725462115, 'reg_alpha': 0.4298631194045247, 'reg_lambda': 0.6574968623946378}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,151] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.013771704656653068, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8964990423500722, 'colsample_bytree': 0.6817846686129698, 'gamma': 0.35076671589604325, 'reg_alpha': 0.7427176568436777, 'reg_lambda': 1.2457800299516137}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,367] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.016794896280722345, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8844310627399182, 'colsample_bytree': 0.6829811116689355, 'gamma': 2.650398583114403, 'reg_alpha': 0.9387185626396402, 'reg_lambda': 1.0642671803445662}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,533] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.013215394211105192, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9464072284393583, 'colsample_bytree': 0.7425803500976479, 'gamma': 2.155348042907649, 'reg_alpha': 0.7520264589138296, 'reg_lambda': 1.2787118771046968}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,664] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 49, 'learning_rate': 0.026436016292077952, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9122090197842138, 'colsample_bytree': 0.8151801622774046, 'gamma': 0.49487676132184366, 'reg_alpha': 0.852851469415544, 'reg_lambda': 0.8653372724353022}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:00,923] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.010523095252692457, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8311453794054797, 'colsample_bytree': 0.7170232186654725, 'gamma': 1.1109450552741387, 'reg_alpha': 0.6947182005236555, 'reg_lambda': 1.065497779348649}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,171] Trial 36 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 161, 'learning_rate': 0.01331609029610912, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7956408410851349, 'colsample_bytree': 0.7507135103280745, 'gamma': 1.6913402847675012, 'reg_alpha': 0.8132243130028181, 'reg_lambda': 0.6160372238099929}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,368] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 247, 'learning_rate': 0.017873546897929207, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9985251561911173, 'colsample_bytree': 0.6604358026220898, 'gamma': 4.894109125192092, 'reg_alpha': 0.5652317646859673, 'reg_lambda': 1.2053513254575479}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,661] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 113, 'learning_rate': 0.273312200385831, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9084310958360364, 'colsample_bytree': 0.7067363573782152, 'gamma': 2.5027162615008, 'reg_alpha': 0.9502438846296024, 'reg_lambda': 0.7943476674673968}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:01,796] Trial 39 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 63, 'learning_rate': 0.014623268785602727, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8036171144988231, 'colsample_bytree': 0.8448409854984784, 'gamma': 1.0105219515978252, 'reg_alpha': 0.4505137527622123, 'reg_lambda': 1.8598072026685926}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,065] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 89, 'learning_rate': 0.16131569546402114, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8913052952564522, 'colsample_bytree': 0.7836148567869206, 'gamma': 2.6867734367447134, 'reg_alpha': 0.09604338371225407, 'reg_lambda': 1.4371415667204044}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,343] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.023527794620125036, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8753447563933, 'colsample_bytree': 0.6352512975978869, 'gamma': 0.40275495628334496, 'reg_alpha': 0.7406645893636602, 'reg_lambda': 0.980231830742702}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,551] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 131, 'learning_rate': 0.012307620518671219, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8436745015361007, 'colsample_bytree': 0.6753146066329655, 'gamma': 0.26944854188649514, 'reg_alpha': 0.6799459924494189, 'reg_lambda': 1.1822901913558481}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 19:37:02,704] Trial 43 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.010049699268637642, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9647134619526219, 'colsample_bytree': 0.6889510792893822, 'gamma': 1.5596884342392383, 'reg_alpha': 0.47276516062183394, 'reg_lambda': 2.082162153033201}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,063] Trial 44 finished with value: 0.625 and parameters: {'n_estimators': 82, 'learning_rate': 0.011500812523273144, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9734807281415121, 'colsample_bytree': 0.689061514580267, 'gamma': 1.5655243851979694, 'reg_alpha': 0.33548619263117674, 'reg_lambda': 2.0435917994040738}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,196] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.014681849370041668, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9594301420027834, 'colsample_bytree': 0.725846451101976, 'gamma': 1.2154292677705174, 'reg_alpha': 0.4772018326132216, 'reg_lambda': 2.297062727216146}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,351] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 117, 'learning_rate': 0.01986983471450459, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9237792918747395, 'colsample_bytree': 0.6651636360894704, 'gamma': 2.1023071850040154, 'reg_alpha': 0.2189262678130629, 'reg_lambda': 2.641980241060573}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,583] Trial 47 finished with value: 0.738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.010131388073430676, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9805807165690482, 'colsample_bytree': 0.7131651763001265, 'gamma': 2.2973480577812864, 'reg_alpha': 0.3594934323427843, 'reg_lambda': 2.027958999071667}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,824] Trial 48 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.06880205245616186, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8986937380999952, 'colsample_bytree': 0.7644050761871973, 'gamma': 1.7983738208992517, 'reg_alpha': 0.5483557360380151, 'reg_lambda': 0.6230486939505886}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:03,930] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.08189833296296357, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9498517256004508, 'colsample_bytree': 0.7426218336737354, 'gamma': 0.6066485580878407, 'reg_alpha': 0.5526146360151196, 'reg_lambda': 0.6157918956644751}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,151] Trial 50 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 56, 'learning_rate': 0.09654405317891336, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9016844196376871, 'colsample_bytree': 0.9616929583389676, 'gamma': 1.3714993284398134, 'reg_alpha': 0.49798251558664897, 'reg_lambda': 2.1355759250294186}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,284] Trial 51 finished with value: 0.755952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.06695605447876346, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8817666945166137, 'colsample_bytree': 0.7854785202213331, 'gamma': 1.834482672261661, 'reg_alpha': 0.6173856538853615, 'reg_lambda': 0.7987077881499076}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,489] Trial 52 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 100, 'learning_rate': 0.05873080073653631, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9287887313783666, 'colsample_bytree': 0.8091265950688291, 'gamma': 1.719939462228723, 'reg_alpha': 0.6251690715856779, 'reg_lambda': 0.5738637618446966}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,623] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.06013463264384617, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9997701083059938, 'colsample_bytree': 0.756941402238458, 'gamma': 1.4939716453951988, 'reg_alpha': 0.5371434057124317, 'reg_lambda': 1.8273921012322036}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:04,907] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.05228191955486488, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9882899826268153, 'colsample_bytree': 0.7318961671694991, 'gamma': 1.8453895618588156, 'reg_alpha': 0.5453913545389727, 'reg_lambda': 1.9121984227453825}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,035] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.06668705606360632, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9993558518661482, 'colsample_bytree': 0.8334640068344713, 'gamma': 1.501732633004937, 'reg_alpha': 0.5923819692587173, 'reg_lambda': 1.5476707106677052}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,346] Trial 56 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.04492672552156216, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9691824751729379, 'colsample_bytree': 0.801669843273547, 'gamma': 1.2359335136900977, 'reg_alpha': 0.66276353673492, 'reg_lambda': 2.5901044039823997}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,623] Trial 57 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 93, 'learning_rate': 0.14747632760430687, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7321575826769395, 'colsample_bytree': 0.7729362089002657, 'gamma': 0.8784320357123158, 'reg_alpha': 0.6181846178044308, 'reg_lambda': 1.8257128812902637}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,782] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.06000577195174458, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9483824633198132, 'colsample_bytree': 0.6422673765666834, 'gamma': 2.8604056471983217, 'reg_alpha': 0.47668457207538745, 'reg_lambda': 1.7029091566220451}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,849] Trial 59 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.08000032626862487, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6642749281287041, 'colsample_bytree': 0.613368666350887, 'gamma': 2.2453778312535246, 'reg_alpha': 0.7704038115963161, 'reg_lambda': 2.1691046479432496}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:05,978] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.044259687746091736, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8192251954199057, 'colsample_bytree': 0.7570970074066307, 'gamma': 2.039354844679827, 'reg_alpha': 0.49554656350556214, 'reg_lambda': 1.7900944594111532}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,197] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 83, 'learning_rate': 0.07114307824115904, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8713867038177434, 'colsample_bytree': 0.6951084657149683, 'gamma': 1.7797138467079325, 'reg_alpha': 0.5202402796788119, 'reg_lambda': 0.7047913829406998}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,327] Trial 62 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 67, 'learning_rate': 0.09623901861282093, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9005986444131004, 'colsample_bytree': 0.7856886702092991, 'gamma': 1.5414576906175173, 'reg_alpha': 0.4395348736018958, 'reg_lambda': 0.8364624985695959}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,481] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.047067697376967255, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9270017015553643, 'colsample_bytree': 0.7651048959944505, 'gamma': 1.3790329964294266, 'reg_alpha': 0.3816673892710637, 'reg_lambda': 0.5043769165711791}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,681] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.06257469332572868, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9826815791785221, 'colsample_bytree': 0.7544868925664879, 'gamma': 1.9610576050005672, 'reg_alpha': 0.6429348210002054, 'reg_lambda': 1.3404708371235112}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:06,927] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.058339124050784376, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9838426224496686, 'colsample_bytree': 0.7319322619715259, 'gamma': 2.4384968098782793, 'reg_alpha': 0.6475608238632972, 'reg_lambda': 1.310801806005262}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,061] Trial 66 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.0863439656955328, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9797173861656838, 'colsample_bytree': 0.7094298209304731, 'gamma': 2.452239437158921, 'reg_alpha': 0.6592887777873805, 'reg_lambda': 1.304726373540782}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,313] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 155, 'learning_rate': 0.12595180793641136, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9646210694830445, 'colsample_bytree': 0.7338776824296248, 'gamma': 1.9438731772305822, 'reg_alpha': 0.7074109367013145, 'reg_lambda': 1.5581059518164366}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,458] Trial 68 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 43, 'learning_rate': 0.04840126221399698, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9392163467905018, 'colsample_bytree': 0.6746003375859446, 'gamma': 3.0664628447932385, 'reg_alpha': 0.6138832346832765, 'reg_lambda': 1.0819633778818083}. Best is trial 43 with value: 0.7619047619047619.
[I 2025-11-03 19:37:07,717] Trial 69 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.03950940314216429, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.956878891192069, 'colsample_bytree': 0.7491749850972901, 'gamma': 3.3820564967486604, 'reg_alpha': 0.6631877551803362, 'reg_lambda': 1.378072832321145}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:07,880] Trial 70 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 179, 'learning_rate': 0.07186649509836886, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9529140864899533, 'colsample_bytree': 0.7236616957274217, 'gamma': 4.521528213523901, 'reg_alpha': 0.5773515205979862, 'reg_lambda': 1.4332976990525157}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,006] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.039762926406904285, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.983060922321757, 'colsample_bytree': 0.7730176166118793, 'gamma': 3.492563818542805, 'reg_alpha': 0.6478145974103143, 'reg_lambda': 1.2757436359934995}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,238] Trial 72 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 72, 'learning_rate': 0.036660910167575035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9381671819868548, 'colsample_bytree': 0.7417752841763253, 'gamma': 4.244469713289418, 'reg_alpha': 0.6754365549362725, 'reg_lambda': 1.1222136119106525}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,462] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.06508357239317036, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9709641081275147, 'colsample_bytree': 0.7506997235259787, 'gamma': 2.807710322331667, 'reg_alpha': 0.7667206140936338, 'reg_lambda': 1.3928601362964532}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,633] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.05517302919941629, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9572704268499053, 'colsample_bytree': 0.7035093124850931, 'gamma': 2.2170499133622394, 'reg_alpha': 0.71972407291908, 'reg_lambda': 0.9915982094447946}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:08,749] Trial 75 finished with value: 0.738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.032541856099799545, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9198247039543233, 'colsample_bytree': 0.7920954744375641, 'gamma': 2.569929940593712, 'reg_alpha': 0.8093858622322426, 'reg_lambda': 1.3311964445804547}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,016] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.0784993141940505, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8835049032510799, 'colsample_bytree': 0.7188757386444738, 'gamma': 4.0547638585122, 'reg_alpha': 0.6029580525404844, 'reg_lambda': 0.9039359580253343}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,287] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 28, 'learning_rate': 0.011671454804958115, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.975161974355044, 'colsample_bytree': 0.6856382628168736, 'gamma': 2.3944642082922085, 'reg_alpha': 0.6866439024763514, 'reg_lambda': 1.6344555748991287}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,416] Trial 78 finished with value: 0.6934523809523808 and parameters: {'n_estimators': 76, 'learning_rate': 0.08866029632279267, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9915747447517474, 'colsample_bytree': 0.7718954674465379, 'gamma': 3.3588574837122462, 'reg_alpha': 0.7414888332130655, 'reg_lambda': 1.4943816712204174}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,541] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.05588536303533684, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9138701295394511, 'colsample_bytree': 0.7476851933556617, 'gamma': 2.0235484297231654, 'reg_alpha': 0.83974319875487, 'reg_lambda': 0.7811384921218266}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,692] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.0634657609321612, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9416590416934503, 'colsample_bytree': 0.8036995077644723, 'gamma': 0.2399208948405871, 'reg_alpha': 0.6475315459331712, 'reg_lambda': 1.1380829903773724}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:09,959] Trial 81 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 51, 'learning_rate': 0.04201476103265354, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.985467141204813, 'colsample_bytree': 0.7801552992101228, 'gamma': 3.6920366750230946, 'reg_alpha': 0.62642257509352, 'reg_lambda': 1.2340535015134502}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,079] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 58, 'learning_rate': 0.04987428330002931, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9869160028171113, 'colsample_bytree': 0.7702276424180147, 'gamma': 3.5540425490671264, 'reg_alpha': 0.6431072564192845, 'reg_lambda': 1.2156336058883037}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,183] Trial 83 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.039714255823673376, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9617251958119529, 'colsample_bytree': 0.7608395723168236, 'gamma': 3.4467454990796957, 'reg_alpha': 0.5752215319765397, 'reg_lambda': 1.2988712596408416}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,381] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.03318467986531851, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9765465453196156, 'colsample_bytree': 0.7371183296031635, 'gamma': 1.699130541950491, 'reg_alpha': 0.7085097414908038, 'reg_lambda': 1.0292217921255915}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,509] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.025861374512634525, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8594157753444269, 'colsample_bytree': 0.7279457548045796, 'gamma': 3.8814666610108106, 'reg_alpha': 0.7919590521343549, 'reg_lambda': 0.6590097638759286}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,692] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.0363920386596057, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9465847223787055, 'colsample_bytree': 0.788278465968966, 'gamma': 3.1658491036268903, 'reg_alpha': 0.6628342622064509, 'reg_lambda': 1.395014208737901}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:10,872] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.03024124268697038, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9309422930541023, 'colsample_bytree': 0.8173390330668417, 'gamma': 1.8875284467160718, 'reg_alpha': 0.5975441309856033, 'reg_lambda': 1.253439091547178}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,074] Trial 88 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.011175942907643711, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9662901205126739, 'colsample_bytree': 0.7010018283614122, 'gamma': 2.6207286293445393, 'reg_alpha': 0.5561949458471884, 'reg_lambda': 0.94456495939904}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,223] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.013989849479724727, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8938848906281459, 'colsample_bytree': 0.7770127995316927, 'gamma': 2.856673836082383, 'reg_alpha': 0.4642382178575881, 'reg_lambda': 1.5122018807039208}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,486] Trial 90 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.2030711622167162, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9902027499876913, 'colsample_bytree': 0.8797436298656233, 'gamma': 2.172428424683265, 'reg_alpha': 0.7485285245865873, 'reg_lambda': 1.1648251963114076}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,624] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.05245926656037047, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9107079305882161, 'colsample_bytree': 0.7480813709441255, 'gamma': 2.0338272313174213, 'reg_alpha': 0.834130698748242, 'reg_lambda': 0.7708120862056037}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:11,897] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.05611001059160325, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.954171922037617, 'colsample_bytree': 0.7532628238429421, 'gamma': 1.8102607563717703, 'reg_alpha': 0.6932925264094173, 'reg_lambda': 0.59801488427093}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,029] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.06531392279405497, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9096590264644062, 'colsample_bytree': 0.7643717097073456, 'gamma': 1.6356662194921374, 'reg_alpha': 0.8651896320202834, 'reg_lambda': 0.8534574118356408}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,122] Trial 94 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 32, 'learning_rate': 0.07421899903018703, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9209879652996869, 'colsample_bytree': 0.746161743638386, 'gamma': 2.3005094855335084, 'reg_alpha': 0.9164877881044838, 'reg_lambda': 0.782884551909116}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,356] Trial 95 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 52, 'learning_rate': 0.05777379735317209, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.981369679875336, 'colsample_bytree': 0.7153454610847609, 'gamma': 2.115415075807298, 'reg_alpha': 0.6418521109952252, 'reg_lambda': 0.6720381773825943}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,485] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.06828379240247243, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8753464218635796, 'colsample_bytree': 0.6601899548604715, 'gamma': 1.9867167807526835, 'reg_alpha': 0.5278432566795435, 'reg_lambda': 1.4455265806382127}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,625] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.041674595920346, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9013691739305199, 'colsample_bytree': 0.7978655009891511, 'gamma': 0.12364842903990692, 'reg_alpha': 0.7267060891290631, 'reg_lambda': 1.3361752512564986}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:12,784] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.09664799175433768, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9334413882659189, 'colsample_bytree': 0.7294158291442695, 'gamma': 1.8072510247146092, 'reg_alpha': 0.6729170408562647, 'reg_lambda': 0.7351434614139342}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,063] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.012296073213720051, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6210655146476964, 'colsample_bytree': 0.7369909689336347, 'gamma': 2.429117441422897, 'reg_alpha': 0.5817975774449818, 'reg_lambda': 1.03535840391215}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,197] Trial 100 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.010000590381821264, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7195832678982798, 'colsample_bytree': 0.6793036233024742, 'gamma': 2.7445183349653584, 'reg_alpha': 0.5871903832766198, 'reg_lambda': 1.0902626774690447}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,330] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 60, 'learning_rate': 0.012812912978733354, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6541694701629872, 'colsample_bytree': 0.7602864974800783, 'gamma': 2.4541983716455467, 'reg_alpha': 0.5088009492175989, 'reg_lambda': 1.048315040974065}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,603] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.010965820040241651, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6512910236729726, 'colsample_bytree': 0.7380601272076037, 'gamma': 1.9671614348190543, 'reg_alpha': 0.42180453881246693, 'reg_lambda': 0.9639753608426002}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,792] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.01221714369933563, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7934331354125486, 'colsample_bytree': 0.7771693230380485, 'gamma': 2.9784967961628577, 'reg_alpha': 0.6177376531443635, 'reg_lambda': 0.8224963254911093}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:13,935] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.015391416348833013, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8871312568797429, 'colsample_bytree': 0.7503404808328539, 'gamma': 2.3388068630134553, 'reg_alpha': 0.5617219490558583, 'reg_lambda': 2.2439937950199873}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,145] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 41, 'learning_rate': 0.0457356070314354, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.626277511695467, 'colsample_bytree': 0.7098312818145338, 'gamma': 2.5408757469995855, 'reg_alpha': 0.6351613841632644, 'reg_lambda': 0.8818831196850502}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,291] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 86, 'learning_rate': 0.013908220934206971, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6052402661297338, 'colsample_bytree': 0.6926434902479999, 'gamma': 2.0884343439857904, 'reg_alpha': 0.7725650081930854, 'reg_lambda': 0.5516784821262077}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,414] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.06098537607610839, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9929848371020252, 'colsample_bytree': 0.7222341103875716, 'gamma': 1.1488950912865876, 'reg_alpha': 0.5407310711312444, 'reg_lambda': 1.2703625386043373}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,542] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.052778604109854445, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6970273184130495, 'colsample_bytree': 0.7674785914959336, 'gamma': 0.9340090524861284, 'reg_alpha': 0.6951133181048302, 'reg_lambda': 2.4244307459699797}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,702] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.017024487042855353, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7436818564517034, 'colsample_bytree': 0.8092847623797231, 'gamma': 2.226215154717602, 'reg_alpha': 0.5996719213290918, 'reg_lambda': 1.58453374842634}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,851] Trial 110 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 60, 'learning_rate': 0.011805637752196582, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.97410810798193, 'colsample_bytree': 0.647171037326055, 'gamma': 1.4570775903839048, 'reg_alpha': 0.6619218192601336, 'reg_lambda': 1.9228085230222574}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:14,982] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.04938316529391119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.966333337285094, 'colsample_bytree': 0.744691612287089, 'gamma': 1.6113933250314905, 'reg_alpha': 0.829175144473533, 'reg_lambda': 0.8071969758340393}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,117] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.05375250776915119, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9145824928090217, 'colsample_bytree': 0.7528975526266798, 'gamma': 1.882799252661178, 'reg_alpha': 0.828104555774875, 'reg_lambda': 0.6867142130621973}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,249] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 97, 'learning_rate': 0.06150509206433272, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.865387695988082, 'colsample_bytree': 0.7330441321389435, 'gamma': 2.0352245030470026, 'reg_alpha': 0.8466210453334186, 'reg_lambda': 0.7474933820570585}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,371] Trial 114 finished with value: 0.6875 and parameters: {'n_estimators': 83, 'learning_rate': 0.07247701749254688, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.906162927572855, 'colsample_bytree': 0.7472986160105504, 'gamma': 1.7093547369835416, 'reg_alpha': 0.8705609508932936, 'reg_lambda': 0.9039631399525137}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,626] Trial 115 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.02195447058222953, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9415933197963545, 'colsample_bytree': 0.6679968005820937, 'gamma': 0.666001840236027, 'reg_alpha': 0.7402737372989786, 'reg_lambda': 1.3487179462356107}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,755] Trial 116 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.07531907092558908, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9564970641692877, 'colsample_bytree': 0.7895005885945957, 'gamma': 2.4315831692253425, 'reg_alpha': 0.785214368030911, 'reg_lambda': 1.1789717802753559}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:15,897] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.08591003422088679, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8957985581104485, 'colsample_bytree': 0.7578746985836889, 'gamma': 2.162723935519267, 'reg_alpha': 0.9102025729950078, 'reg_lambda': 1.4616021271830197}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,035] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.05061372840610315, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9254255794788693, 'colsample_bytree': 0.7709630238203431, 'gamma': 2.026368002417227, 'reg_alpha': 0.7203862713255238, 'reg_lambda': 0.6283685707381902}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,254] Trial 119 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.011084010395023013, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.849406247704161, 'colsample_bytree': 0.7823481739032616, 'gamma': 3.5750493112854027, 'reg_alpha': 0.9764393460527567, 'reg_lambda': 2.996828474219487}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,381] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.0566925171182724, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9156287710409067, 'colsample_bytree': 0.7409945963279287, 'gamma': 1.298140009939822, 'reg_alpha': 0.4880395933777356, 'reg_lambda': 0.7664219089520043}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,603] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 141, 'learning_rate': 0.10510242467770038, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9466667378350369, 'colsample_bytree': 0.7315529464336806, 'gamma': 1.9174985063758694, 'reg_alpha': 0.6822908670004124, 'reg_lambda': 0.7265101312636089}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,760] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.09568281584494376, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.933854354924617, 'colsample_bytree': 0.7215020676548377, 'gamma': 1.8065736723486383, 'reg_alpha': 0.6718961368555787, 'reg_lambda': 0.8295791987830112}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:16,995] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.06842280420369402, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8774382985704718, 'colsample_bytree': 0.7218359823687205, 'gamma': 1.6586227295816296, 'reg_alpha': 0.03710781229620175, 'reg_lambda': 0.9898347785432386}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,126] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.024854516259024326, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9324733396714247, 'colsample_bytree': 0.7039613084388809, 'gamma': 1.7647899685618693, 'reg_alpha': 0.6161062882992187, 'reg_lambda': 0.8531001266297034}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,411] Trial 125 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.12209204690385111, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9809790837837837, 'colsample_bytree': 0.9988556089234657, 'gamma': 1.556740296427479, 'reg_alpha': 0.6509714519061482, 'reg_lambda': 0.9370717257683868}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,554] Trial 126 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 54, 'learning_rate': 0.08029704728298345, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9610028085879677, 'colsample_bytree': 0.7635131192480168, 'gamma': 3.2672719740573255, 'reg_alpha': 0.8062781840005913, 'reg_lambda': 1.1120614924776702}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,748] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.047065268199697766, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.889347765311113, 'colsample_bytree': 0.7377578467955066, 'gamma': 2.258044044074099, 'reg_alpha': 0.5725516594752895, 'reg_lambda': 1.3818036767107202}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:17,862] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.15437182820691236, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.969281318983035, 'colsample_bytree': 0.6882448336742372, 'gamma': 2.078466318228397, 'reg_alpha': 0.6375809435160766, 'reg_lambda': 0.5628234101062637}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,269] Trial 129 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.04219753348436263, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9489901652793943, 'colsample_bytree': 0.7163006684697567, 'gamma': 1.8597119611322217, 'reg_alpha': 0.7118748242886256, 'reg_lambda': 1.0200983806095112}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,387] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.019702084967511763, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9227866294848842, 'colsample_bytree': 0.7479194722702166, 'gamma': 2.9434578254119366, 'reg_alpha': 0.66039230969487, 'reg_lambda': 0.7902272469647152}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,614] Trial 131 finished with value: 0.744047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.018399924179281005, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9213243310180769, 'colsample_bytree': 0.7533460050107085, 'gamma': 3.024060923005068, 'reg_alpha': 0.6666101362374229, 'reg_lambda': 0.7974823771764712}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:18,722] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.020055178878266675, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9048639192467985, 'colsample_bytree': 0.7434315284243223, 'gamma': 3.8391465026515053, 'reg_alpha': 0.7590295299663722, 'reg_lambda': 0.67844713194393}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,016] Trial 133 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 128, 'learning_rate': 0.013352892724670048, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7821992553934821, 'colsample_bytree': 0.7658795089980496, 'gamma': 2.70270639773474, 'reg_alpha': 0.6035067005013334, 'reg_lambda': 2.103789465194529}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,138] Trial 134 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 51, 'learning_rate': 0.0104591240959151, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9373203385738721, 'colsample_bytree': 0.775128031773224, 'gamma': 3.157518307703097, 'reg_alpha': 0.6845702459892447, 'reg_lambda': 0.8368336137837536}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,315] Trial 135 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 46, 'learning_rate': 0.034015131531332905, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9113742805063426, 'colsample_bytree': 0.7268781520816772, 'gamma': 3.390169584846772, 'reg_alpha': 0.6261492446880333, 'reg_lambda': 1.229065555535174}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,519] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.06435032335480374, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9533748425566138, 'colsample_bytree': 0.6986444022044398, 'gamma': 2.341908903047626, 'reg_alpha': 0.7050023289338732, 'reg_lambda': 1.2995616906401453}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,667] Trial 137 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.02780084930119326, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.994018317640215, 'colsample_bytree': 0.7585855007412007, 'gamma': 2.6072822607339354, 'reg_alpha': 0.5822728810936718, 'reg_lambda': 0.7599326664333307}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:19,809] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.01571586084604645, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9000440025551304, 'colsample_bytree': 0.7114641409737399, 'gamma': 2.934474346033154, 'reg_alpha': 0.6567496663083103, 'reg_lambda': 0.6380410774935503}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,015] Trial 139 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.012136756320542124, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9293798232236082, 'colsample_bytree': 0.7508988553485095, 'gamma': 3.666193097455214, 'reg_alpha': 0.8853948018784594, 'reg_lambda': 0.8839798625164594}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,166] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.03042067617815301, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.98388966208582, 'colsample_bytree': 0.9531512136006198, 'gamma': 1.9574254333734262, 'reg_alpha': 0.5208534882760963, 'reg_lambda': 0.7108754267033126}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,335] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.10176853272882673, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9368575686660341, 'colsample_bytree': 0.7327542728912981, 'gamma': 1.781787565888105, 'reg_alpha': 0.6796828771144308, 'reg_lambda': 0.7772660195674593}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,568] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.11265836722284846, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9420182875638816, 'colsample_bytree': 0.735922053895659, 'gamma': 1.7579136821267827, 'reg_alpha': 0.6736419484892489, 'reg_lambda': 0.8113991850370341}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:20,866] Trial 143 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 135, 'learning_rate': 0.12220164699963713, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9754794535211833, 'colsample_bytree': 0.7464995984342823, 'gamma': 3.2726182614608605, 'reg_alpha': 0.7315364933619078, 'reg_lambda': 0.5956259498882057}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,022] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 139, 'learning_rate': 0.09551912618737976, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9165803787076234, 'colsample_bytree': 0.7245588034453496, 'gamma': 2.1408255881971385, 'reg_alpha': 0.6419741049644639, 'reg_lambda': 0.9326587264751713}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,168] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.0923716593747142, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.921060224304452, 'colsample_bytree': 0.7244619603828574, 'gamma': 2.1631842544309863, 'reg_alpha': 0.640176970242248, 'reg_lambda': 0.9888554317196627}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,578] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.09168681971161739, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9218834020511518, 'colsample_bytree': 0.7258280052164574, 'gamma': 2.162120009852362, 'reg_alpha': 0.636772261810659, 'reg_lambda': 0.9246169497472172}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,724] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.0953781351792879, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9234971947465638, 'colsample_bytree': 0.7228457330980897, 'gamma': 2.5330581366270364, 'reg_alpha': 0.6213238572616805, 'reg_lambda': 0.9309182162952906}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:21,910] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.09150438714275715, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9379447596711439, 'colsample_bytree': 0.7092831632948253, 'gamma': 2.185992472567485, 'reg_alpha': 0.638433779713175, 'reg_lambda': 1.0168867332878464}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,055] Trial 149 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.11097476757599425, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9200055677405763, 'colsample_bytree': 0.7305340019484258, 'gamma': 2.4462829277382743, 'reg_alpha': 0.5988482817490022, 'reg_lambda': 0.9602009246322002}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,445] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.10292465247059777, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9299243038714965, 'colsample_bytree': 0.7255887984670494, 'gamma': 2.1296268611492155, 'reg_alpha': 0.5531233923697967, 'reg_lambda': 0.8945988555015884}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,596] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.10269215254673963, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9638365439779483, 'colsample_bytree': 0.7176332825021843, 'gamma': 1.8450571695552869, 'reg_alpha': 0.6515709262062175, 'reg_lambda': 1.1170931404179056}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,771] Trial 152 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.08834863559105635, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9561995516478026, 'colsample_bytree': 0.6942672552215513, 'gamma': 2.2986351275652295, 'reg_alpha': 0.6951151254403662, 'reg_lambda': 1.07203033785844}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:22,916] Trial 153 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.07891865497308803, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6891886225752049, 'colsample_bytree': 0.7326656370382783, 'gamma': 3.4635799746696243, 'reg_alpha': 0.6700822333505461, 'reg_lambda': 1.179661983017426}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,231] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.1314696566912869, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9463731719272157, 'colsample_bytree': 0.7040548674893321, 'gamma': 1.8872803324617544, 'reg_alpha': 0.6305965989255157, 'reg_lambda': 0.9847616723554001}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,373] Trial 155 finished with value: 0.738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.08353834259278076, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9717926851243084, 'colsample_bytree': 0.6796758455976164, 'gamma': 2.3714414578519745, 'reg_alpha': 0.6083417763907409, 'reg_lambda': 1.7390773865528029}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,528] Trial 156 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.09297276890578406, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8917064097251368, 'colsample_bytree': 0.7360934781008389, 'gamma': 1.6696321793777607, 'reg_alpha': 0.5843784141702977, 'reg_lambda': 0.8460087438322637}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:23,776] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.10026540775378566, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9020030334447496, 'colsample_bytree': 0.717204223684324, 'gamma': 0.5179831978074697, 'reg_alpha': 0.6769000321358477, 'reg_lambda': 1.2746846696217196}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,024] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.07612156553247897, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9173477884562491, 'colsample_bytree': 0.7595873491945597, 'gamma': 1.4422198893474196, 'reg_alpha': 0.7136801140998436, 'reg_lambda': 0.8995346934042117}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,194] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.011220642991273113, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.998386916419355, 'colsample_bytree': 0.6549342687785566, 'gamma': 2.174095955157555, 'reg_alpha': 0.6441951307588573, 'reg_lambda': 1.1439491480519097}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,354] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 134, 'learning_rate': 0.11388339171238687, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.813803349790628, 'colsample_bytree': 0.7400587202303162, 'gamma': 1.947338398133924, 'reg_alpha': 0.697390160074815, 'reg_lambda': 1.3508606205555937}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,602] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.06931413126227061, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.909807456778506, 'colsample_bytree': 0.7439549861539994, 'gamma': 2.0383129891091984, 'reg_alpha': 0.6552280458591169, 'reg_lambda': 0.7953818719986194}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,790] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.08940059304235029, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8822529481292536, 'colsample_bytree': 0.7690620699724195, 'gamma': 1.8057831955169765, 'reg_alpha': 0.6122562534393259, 'reg_lambda': 0.9322631575907022}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:24,901] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.05834561310936114, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9267994611562098, 'colsample_bytree': 0.7538770892387917, 'gamma': 2.0770217064564687, 'reg_alpha': 0.6315489121868428, 'reg_lambda': 0.8211648162999562}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,061] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.010533336867315385, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9350358322707649, 'colsample_bytree': 0.7281589814350129, 'gamma': 1.5829422965495938, 'reg_alpha': 0.5640989766278098, 'reg_lambda': 0.7059791832259372}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,315] Trial 165 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.010409325710326954, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9351692684865692, 'colsample_bytree': 0.7276587796158347, 'gamma': 1.5851389398955231, 'reg_alpha': 0.45636765759364717, 'reg_lambda': 0.7362412979003568}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,582] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 146, 'learning_rate': 0.013059912527346547, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9532357777837979, 'colsample_bytree': 0.7136742000272863, 'gamma': 1.744029055960803, 'reg_alpha': 0.5599613984176338, 'reg_lambda': 1.4038629545491803}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:25,758] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.01080454931432047, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9621729550958124, 'colsample_bytree': 0.7799467954142001, 'gamma': 1.4709112263198998, 'reg_alpha': 0.5343852467072667, 'reg_lambda': 0.6729552707533533}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,074] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.011462608038008894, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9837630493614691, 'colsample_bytree': 0.7232611066049217, 'gamma': 1.6189954456827047, 'reg_alpha': 0.5878169049775965, 'reg_lambda': 2.5018713180593517}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,247] Trial 169 finished with value: 0.744047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.010012441604629493, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9427138925735621, 'colsample_bytree': 0.7075918413475083, 'gamma': 1.270244468571639, 'reg_alpha': 0.5943694923703844, 'reg_lambda': 2.7512721610486293}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,487] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.013901144506428985, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9701532322263203, 'colsample_bytree': 0.7217788475256518, 'gamma': 1.6355176489941672, 'reg_alpha': 0.5768389997191703, 'reg_lambda': 2.5141411155902733}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,679] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.011944164515534915, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9852117032400483, 'colsample_bytree': 0.7317714956873803, 'gamma': 1.3729016539194716, 'reg_alpha': 0.5002997802601779, 'reg_lambda': 2.2556188246309214}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:26,947] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.011697582094566932, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9850233537286135, 'colsample_bytree': 0.7341013053710207, 'gamma': 1.4804682503670825, 'reg_alpha': 0.5405827828324083, 'reg_lambda': 2.2361451701353494}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,112] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.012461062459827423, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9911356929248107, 'colsample_bytree': 0.725497486651965, 'gamma': 1.3778917853600308, 'reg_alpha': 0.4892103231090291, 'reg_lambda': 2.4755593977826633}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,417] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.011142878351336746, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9912913828759846, 'colsample_bytree': 0.7254056315655351, 'gamma': 1.358739125033901, 'reg_alpha': 0.47826444231087006, 'reg_lambda': 2.670373016645522}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,577] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.012742691225258842, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9790870467407651, 'colsample_bytree': 0.7005263752936949, 'gamma': 1.134407671601452, 'reg_alpha': 0.500325113619029, 'reg_lambda': 2.506483809913919}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:27,768] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.012130879139850967, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9330070204937903, 'colsample_bytree': 0.6703145396106266, 'gamma': 1.6020841530793273, 'reg_alpha': 0.425684729046954, 'reg_lambda': 2.3754092672563094}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,046] Trial 177 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.014561192408472241, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.833610208600617, 'colsample_bytree': 0.7160360265393023, 'gamma': 1.2992035055158961, 'reg_alpha': 0.5045711319166828, 'reg_lambda': 2.4287069001476507}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,267] Trial 178 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.012573489063587729, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9978402625332952, 'colsample_bytree': 0.7395287622769586, 'gamma': 1.5123465895725614, 'reg_alpha': 0.45690355550274125, 'reg_lambda': 2.485796995411228}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,428] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.01164203162431629, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9172743103003089, 'colsample_bytree': 0.730367099401939, 'gamma': 1.3928008243933894, 'reg_alpha': 0.5685385721699473, 'reg_lambda': 2.6124782596999547}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,575] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.010739828607198377, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9672495113410118, 'colsample_bytree': 0.7211074771688644, 'gamma': 1.7628507918987946, 'reg_alpha': 0.4926989953693216, 'reg_lambda': 2.2930993557609365}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:28,810] Trial 181 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 121, 'learning_rate': 0.012723213445878534, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7561352050291008, 'colsample_bytree': 0.7455899974707377, 'gamma': 1.5882753548424133, 'reg_alpha': 0.46403420921428445, 'reg_lambda': 2.535041460674379}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,061] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.011976991173900093, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.987327392895766, 'colsample_bytree': 0.736122795734267, 'gamma': 1.525722696660985, 'reg_alpha': 0.5231413183742295, 'reg_lambda': 2.4955318644346383}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,208] Trial 183 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.013923321369202532, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9896345131663383, 'colsample_bytree': 0.737944681291839, 'gamma': 1.6906801492749846, 'reg_alpha': 0.3787506264386807, 'reg_lambda': 1.963095120258482}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,382] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.010189276913176282, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9775760182655474, 'colsample_bytree': 0.7259001983772572, 'gamma': 1.012204381953485, 'reg_alpha': 0.5512949153303255, 'reg_lambda': 2.429635888606862}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,538] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.011126476562452716, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.998780738337105, 'colsample_bytree': 0.6868969091810614, 'gamma': 1.203272204396172, 'reg_alpha': 0.409145554494206, 'reg_lambda': 2.447841561754921}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:29,870] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.01332704896664971, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8954405504333336, 'colsample_bytree': 0.7393876761114578, 'gamma': 1.4956490549397208, 'reg_alpha': 0.46612147544482785, 'reg_lambda': 2.3518801286372906}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,025] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.0164437863635007, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.924866776515038, 'colsample_bytree': 0.7091090353244984, 'gamma': 0.8303331353546921, 'reg_alpha': 0.5169970140210896, 'reg_lambda': 2.558300127184669}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,184] Trial 188 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 106, 'learning_rate': 0.01267091441213507, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9990276293574762, 'colsample_bytree': 0.729827770729012, 'gamma': 1.8232382420893574, 'reg_alpha': 0.45083896131016665, 'reg_lambda': 2.6792934645956454}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,410] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.014496375419039857, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9081562534362991, 'colsample_bytree': 0.7463637376019485, 'gamma': 1.5571893665214989, 'reg_alpha': 0.6844991027902336, 'reg_lambda': 2.1203306303574907}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,675] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.10762346395403086, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9487390134882684, 'colsample_bytree': 0.7173855896517262, 'gamma': 1.6867439014271162, 'reg_alpha': 0.4845658246083404, 'reg_lambda': 0.7339854016928642}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:30,882] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 148, 'learning_rate': 0.011648475635653304, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9798123916951414, 'colsample_bytree': 0.7563626346227836, 'gamma': 1.9629043551307075, 'reg_alpha': 0.6177867641021441, 'reg_lambda': 2.0343051194537076}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,123] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.011556608614140143, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.976406800929253, 'colsample_bytree': 0.7536579015052512, 'gamma': 1.9428118193187298, 'reg_alpha': 0.6164114889055726, 'reg_lambda': 1.998737229947569}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,308] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.011343930468212783, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9754609168678221, 'colsample_bytree': 0.7571092547012251, 'gamma': 1.940127480282434, 'reg_alpha': 0.6007065084326166, 'reg_lambda': 1.9708583352541797}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,615] Trial 194 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.01064232038879863, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9608390783409573, 'colsample_bytree': 0.7517821231022741, 'gamma': 1.8441059480681181, 'reg_alpha': 0.6224786674067354, 'reg_lambda': 1.8950178219804483}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,757] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.01195223977328565, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9802692384351719, 'colsample_bytree': 0.7442789892749897, 'gamma': 2.2160361417718075, 'reg_alpha': 0.6591523199334871, 'reg_lambda': 2.2006790961127365}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:31,990] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.09734107496364201, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.968199494415495, 'colsample_bytree': 0.7313791109486504, 'gamma': 1.9705340156908109, 'reg_alpha': 0.589743785228987, 'reg_lambda': 0.8611986567331923}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,148] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.010646396274019686, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.957227409014887, 'colsample_bytree': 0.7610833301519676, 'gamma': 2.124189767165646, 'reg_alpha': 0.6174128563465924, 'reg_lambda': 1.9945736587851464}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,398] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.0839447706447742, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9867412907089044, 'colsample_bytree': 0.724603739089981, 'gamma': 1.764892625789419, 'reg_alpha': 0.6381991944650673, 'reg_lambda': 2.285651772265727}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,560] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.011772908339081416, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9374132086788949, 'colsample_bytree': 0.6954182824639917, 'gamma': 2.29370460457312, 'reg_alpha': 0.5716291369944421, 'reg_lambda': 2.02264520238639}. Best is trial 69 with value: 0.7678571428571429.
[I 2025-11-03 19:37:32,564] A new study created in memory with name: no-name-b1d608a1-0c6d-4d18-9374-e16bcd1b552a
[I 2025-11-03 19:37:32,755] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.2858648769964667, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.741380266779311, 'colsample_bytree': 0.9680867137447421, 'gamma': 0.6725056453626022, 'reg_alpha': 0.9251615753495254, 'reg_lambda': 1.0634529444091565}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 19:37:32,964] Trial 1 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.04015737504211103, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8054522558269119, 'colsample_bytree': 0.9271721614579516, 'gamma': 1.6074198525060694, 'reg_alpha': 0.13290371067821705, 'reg_lambda': 2.3244606907052736}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,155] Trial 2 finished with value: 0.625 and parameters: {'n_estimators': 72, 'learning_rate': 0.0639300231979337, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9620164129637221, 'colsample_bytree': 0.955721990180144, 'gamma': 3.476074433684824, 'reg_alpha': 0.5725331986486385, 'reg_lambda': 2.090910714791883}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,204] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.17090941980152435, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9927931991590782, 'colsample_bytree': 0.8009071010293791, 'gamma': 4.588205928868193, 'reg_alpha': 0.037748989282303524, 'reg_lambda': 2.7549168337587617}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,350] Trial 4 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.11050868774944698, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7226182078545343, 'colsample_bytree': 0.7287313011591594, 'gamma': 4.908521887290652, 'reg_alpha': 0.3783529413087272, 'reg_lambda': 1.3932090457200126}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,551] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.08473933806849424, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.7102412950906578, 'colsample_bytree': 0.635955949684052, 'gamma': 0.08437536367526366, 'reg_alpha': 0.8948439318092999, 'reg_lambda': 1.2004865944865695}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,702] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.03443293890960745, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9338758263515363, 'colsample_bytree': 0.7378454171246277, 'gamma': 3.011524439711082, 'reg_alpha': 0.9901492688786506, 'reg_lambda': 1.3197119939350852}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:33,846] Trial 7 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.011885638089754725, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7972733013486377, 'colsample_bytree': 0.8604371570785196, 'gamma': 3.629289592029246, 'reg_alpha': 0.8319304900406737, 'reg_lambda': 0.6983308952740628}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 19:37:34,022] Trial 8 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 179, 'learning_rate': 0.03187529473064667, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9304253938076349, 'colsample_bytree': 0.8947981346654549, 'gamma': 3.399702033130379, 'reg_alpha': 0.17267574739388147, 'reg_lambda': 1.7905097864881183}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,295] Trial 9 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 37, 'learning_rate': 0.25117617074512805, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6431134038991937, 'colsample_bytree': 0.9732049925346244, 'gamma': 4.436129295144846, 'reg_alpha': 0.8845164621702104, 'reg_lambda': 2.3345784920667803}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,522] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.017837885417824866, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.887002998345543, 'colsample_bytree': 0.8624623089609549, 'gamma': 2.100348412528976, 'reg_alpha': 0.2693459298256698, 'reg_lambda': 1.7657104446534635}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,716] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.02349052809884741, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6104252880776081, 'colsample_bytree': 0.8856016476801917, 'gamma': 4.094210309253603, 'reg_alpha': 0.5638724620043415, 'reg_lambda': 2.8411066804720284}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:34,886] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.2988027395756179, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6109345438560162, 'colsample_bytree': 0.9978884822067577, 'gamma': 2.8608170015929217, 'reg_alpha': 0.717991484860586, 'reg_lambda': 2.260142095732514}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,133] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.14159211287551748, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8760313032993647, 'colsample_bytree': 0.9087547486334875, 'gamma': 3.926908048334322, 'reg_alpha': 0.35126044399050105, 'reg_lambda': 1.81764720361785}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,302] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.048693720752985274, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6717627382279621, 'colsample_bytree': 0.8308936740722175, 'gamma': 4.311252862653557, 'reg_alpha': 0.7108891065065717, 'reg_lambda': 2.509155806277695}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,514] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.025687097665178776, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8312159329795303, 'colsample_bytree': 0.9352942095417585, 'gamma': 2.2600172966789494, 'reg_alpha': 0.2010983970902681, 'reg_lambda': 1.9527756986502505}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,642] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 60, 'learning_rate': 0.07032486831329209, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8893704455237209, 'colsample_bytree': 0.766496620720343, 'gamma': 4.996862823482676, 'reg_alpha': 0.45973698426898685, 'reg_lambda': 1.6380554066651105}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:35,970] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.19189913945546658, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6592728631649144, 'colsample_bytree': 0.99781883134391, 'gamma': 3.1113821378497444, 'reg_alpha': 0.04967857328723331, 'reg_lambda': 2.5801227546684835}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,113] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.010940422825262306, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.7645604450049561, 'colsample_bytree': 0.6535598577757004, 'gamma': 1.4719938814082871, 'reg_alpha': 0.6972167674959691, 'reg_lambda': 1.5888768214287572}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,298] Trial 19 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.10212120061727949, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8470803832611684, 'colsample_bytree': 0.8923270000915736, 'gamma': 3.49270345586365, 'reg_alpha': 0.43319548058073043, 'reg_lambda': 2.1036101564359195}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,570] Trial 20 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 110, 'learning_rate': 0.01791058332252492, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6797602902163656, 'colsample_bytree': 0.8265569124765707, 'gamma': 2.5773743194949494, 'reg_alpha': 0.2814844172811968, 'reg_lambda': 2.986530497863681}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,750] Trial 21 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.04455141861412448, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7942874559115022, 'colsample_bytree': 0.927382493727837, 'gamma': 1.6059621883742823, 'reg_alpha': 0.15224172460483054, 'reg_lambda': 2.38475912890563}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:36,912] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.026687256455358604, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9361059771368332, 'colsample_bytree': 0.9586462117429998, 'gamma': 1.105281627091627, 'reg_alpha': 0.11788857248672308, 'reg_lambda': 2.262213978199621}. Best is trial 8 with value: 0.7351190476190477.
[I 2025-11-03 19:37:37,200] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.030360766914114316, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9366319069209038, 'colsample_bytree': 0.9635621237291164, 'gamma': 0.20582352779012503, 'reg_alpha': 0.10495515630323662, 'reg_lambda': 2.0581758398306462}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:37:37,448] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.026532682031667847, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9296264890767154, 'colsample_bytree': 0.9516979016990247, 'gamma': 0.02509753337778675, 'reg_alpha': 0.016606908481895777, 'reg_lambda': 1.9867687369627132}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:37:37,670] Trial 25 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 143, 'learning_rate': 0.03154374215053856, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9370723928415231, 'colsample_bytree': 0.8803962450128052, 'gamma': 0.38747853381631103, 'reg_alpha': 0.10418172717169848, 'reg_lambda': 1.5197867501724622}. Best is trial 25 with value: 0.7500000000000001.
[I 2025-11-03 19:37:37,956] Trial 26 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.03353088212873508, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.997309350132385, 'colsample_bytree': 0.8641215753675721, 'gamma': 0.37287406506114795, 'reg_alpha': 0.19054923589871037, 'reg_lambda': 0.9249608189870843}. Best is trial 26 with value: 0.755952380952381.
[I 2025-11-03 19:37:38,164] Trial 27 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.017586562323035314, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9982765724284305, 'colsample_bytree': 0.8556830257963702, 'gamma': 0.42540389317045113, 'reg_alpha': 0.24683968765968506, 'reg_lambda': 0.6006845113448054}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,349] Trial 28 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.01611087469872603, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9958747171862852, 'colsample_bytree': 0.8509205386908792, 'gamma': 0.7138157584206105, 'reg_alpha': 0.2485374367813759, 'reg_lambda': 0.5107358816718152}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,508] Trial 29 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.014606127079620388, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9913370651893978, 'colsample_bytree': 0.833646696647377, 'gamma': 0.7406743607193431, 'reg_alpha': 0.2544432761208654, 'reg_lambda': 0.547958116367564}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,760] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 126, 'learning_rate': 0.019343359216002207, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9704935282426613, 'colsample_bytree': 0.8054428634354454, 'gamma': 0.7564726451962466, 'reg_alpha': 0.34271454645484783, 'reg_lambda': 0.8298549412733871}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:38,933] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.015034094067173738, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997042379751934, 'colsample_bytree': 0.8600850299927613, 'gamma': 0.5219861298895705, 'reg_alpha': 0.2279518112302932, 'reg_lambda': 0.9604680874355952}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,170] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.02103726675710793, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9668626634103348, 'colsample_bytree': 0.7772084236922657, 'gamma': 1.128784816556967, 'reg_alpha': 0.08098998676489297, 'reg_lambda': 0.5564244199428126}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,335] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.038675551734885114, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9633011275846801, 'colsample_bytree': 0.8740835425353073, 'gamma': 0.4279241866036446, 'reg_alpha': 0.3094650281460478, 'reg_lambda': 0.9936390231667338}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,605] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 122, 'learning_rate': 0.013752077607580291, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9123597227422984, 'colsample_bytree': 0.8471654741783352, 'gamma': 1.1589198345795704, 'reg_alpha': 0.20759058175690742, 'reg_lambda': 0.7342952718128494}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,825] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.0638344188791606, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9812436381276788, 'colsample_bytree': 0.911994426386369, 'gamma': 0.9036875795878203, 'reg_alpha': 0.16236203004984523, 'reg_lambda': 1.1144822803501828}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:39,965] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.054010438871392986, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9489036564699097, 'colsample_bytree': 0.8101591355987169, 'gamma': 0.3862609378923353, 'reg_alpha': 0.40236155990846967, 'reg_lambda': 0.8086024625548233}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,142] Trial 37 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.03766961073004002, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9990957492046109, 'colsample_bytree': 0.7802583250509855, 'gamma': 1.960937475417133, 'reg_alpha': 0.5180830191520175, 'reg_lambda': 1.398007661320694}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,418] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.03837786954118741, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9997592482081243, 'colsample_bytree': 0.6995427918966066, 'gamma': 1.8112221477771504, 'reg_alpha': 0.53565847174412, 'reg_lambda': 1.3043071871681085}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,604] Trial 39 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.012778324737419829, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9789061968712207, 'colsample_bytree': 0.7540403054462187, 'gamma': 1.3397016107142758, 'reg_alpha': 0.48332831919483327, 'reg_lambda': 0.9061771095333863}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:40,789] Trial 40 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.016326589755278682, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9084700850091764, 'colsample_bytree': 0.7842223618038429, 'gamma': 1.8495000437473292, 'reg_alpha': 0.5966836546899008, 'reg_lambda': 0.6434117992639674}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:41,166] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.022118757948255862, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9537622578421993, 'colsample_bytree': 0.8445231962262261, 'gamma': 0.2818670932308742, 'reg_alpha': 0.6319621824922208, 'reg_lambda': 1.0876535016471434}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:41,465] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.03197682420439614, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9814999669983017, 'colsample_bytree': 0.7100746090847857, 'gamma': 0.5916230832350591, 'reg_alpha': 0.32369620510815506, 'reg_lambda': 1.4212583435777115}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:41,628] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.03655254134331371, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9574547745616431, 'colsample_bytree': 0.7953660347441224, 'gamma': 0.8522271411391665, 'reg_alpha': 0.07079276022893853, 'reg_lambda': 1.5082137199376797}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,036] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 159, 'learning_rate': 0.010379153201908077, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9993686360631244, 'colsample_bytree': 0.8742580021055998, 'gamma': 0.1738300819955734, 'reg_alpha': 0.3953341346903467, 'reg_lambda': 0.5088058996158414}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,228] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.06072040383404518, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.907525370968325, 'colsample_bytree': 0.90906369901344, 'gamma': 0.9772738574273531, 'reg_alpha': 0.13575304633542093, 'reg_lambda': 1.2001398863628814}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,489] Trial 46 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.08989827528111553, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9120068921876403, 'colsample_bytree': 0.8174342790550044, 'gamma': 1.0067226153420599, 'reg_alpha': 0.1972216085323593, 'reg_lambda': 1.2297774612618426}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,737] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 205, 'learning_rate': 0.0682964664461507, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8943147898654484, 'colsample_bytree': 0.9035578467817497, 'gamma': 1.307607571923037, 'reg_alpha': 0.2512145252815311, 'reg_lambda': 0.7149766253524136}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:42,948] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.04461105928004754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8646507872863938, 'colsample_bytree': 0.8507729567994159, 'gamma': 1.98661539923723, 'reg_alpha': 0.5209536331721019, 'reg_lambda': 0.8659862130989586}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,149] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 191, 'learning_rate': 0.05355553500822049, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9827255918512353, 'colsample_bytree': 0.7302939109761959, 'gamma': 0.631563398270423, 'reg_alpha': 0.3005328042417358, 'reg_lambda': 1.1942804215984748}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,423] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.07474865735609869, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9496260195494524, 'colsample_bytree': 0.9267535733114396, 'gamma': 2.5145175575595817, 'reg_alpha': 0.13567430295965052, 'reg_lambda': 0.6602045732072066}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,612] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.060207194790170115, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9097025252881358, 'colsample_bytree': 0.8258875653190193, 'gamma': 0.9144277758275439, 'reg_alpha': 0.19296669078532636, 'reg_lambda': 1.240427298567809}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:43,798] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.09138972343481985, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8303266431759286, 'colsample_bytree': 0.8142927073252212, 'gamma': 1.5243463387742684, 'reg_alpha': 0.1743783682979571, 'reg_lambda': 0.9847046363808846}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,017] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.08422005012775294, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7614233683326446, 'colsample_bytree': 0.863151358427312, 'gamma': 1.0105022826164225, 'reg_alpha': 0.23139743869980042, 'reg_lambda': 1.1807233424919108}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,268] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.11128753707743898, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9708493895895826, 'colsample_bytree': 0.7537317399881281, 'gamma': 2.239400243183494, 'reg_alpha': 0.02538655566678369, 'reg_lambda': 1.3533163059148694}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,454] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 218, 'learning_rate': 0.1368055620280666, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8663533156164513, 'colsample_bytree': 0.6048288352356734, 'gamma': 1.3722772377213501, 'reg_alpha': 0.37528364188900176, 'reg_lambda': 1.0607195744905282}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,640] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.08194132656907345, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.920525279942544, 'colsample_bytree': 0.7917997867891966, 'gamma': 0.5912581517755552, 'reg_alpha': 0.4518903518161971, 'reg_lambda': 0.7916456902846495}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:44,901] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 169, 'learning_rate': 0.04823736775493543, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8139626313759992, 'colsample_bytree': 0.8949265464043845, 'gamma': 1.7090583492703224, 'reg_alpha': 0.27555102608409243, 'reg_lambda': 0.6223768835555293}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,111] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.028301004349637122, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9465204482422218, 'colsample_bytree': 0.8195402588833404, 'gamma': 1.201145269263592, 'reg_alpha': 0.1413366064462464, 'reg_lambda': 1.6741636991726996}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,310] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 228, 'learning_rate': 0.13084599833618685, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9863423498330416, 'colsample_bytree': 0.8372793114790353, 'gamma': 0.06259414727857082, 'reg_alpha': 0.8083444962639099, 'reg_lambda': 1.2719135897601896}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,530] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.02352343480700989, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8934615095466071, 'colsample_bytree': 0.7682874627455607, 'gamma': 0.7591859256862404, 'reg_alpha': 0.2096357364748675, 'reg_lambda': 1.484471138259422}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,722] Trial 61 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 117, 'learning_rate': 0.034017391008468914, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.925313312438092, 'colsample_bytree': 0.8806869918864445, 'gamma': 0.351484914526232, 'reg_alpha': 0.09489642989680949, 'reg_lambda': 1.5819366601675502}. Best is trial 27 with value: 0.7619047619047619.
[I 2025-11-03 19:37:45,960] Trial 62 finished with value: 0.761904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.018585080473532748, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9710961979566859, 'colsample_bytree': 0.9168758692118415, 'gamma': 0.45927355179229473, 'reg_alpha': 0.0006578614165136665, 'reg_lambda': 1.1463460562525702}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 19:37:46,238] Trial 63 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 152, 'learning_rate': 0.01757193853201535, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9782712973986007, 'colsample_bytree': 0.9454798452307157, 'gamma': 0.48236191085134866, 'reg_alpha': 0.012535126206485364, 'reg_lambda': 1.1459555559680363}. Best is trial 63 with value: 0.7678571428571429.
[I 2025-11-03 19:37:46,622] Trial 64 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.018225122461351582, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9667308184949838, 'colsample_bytree': 0.9397159591838032, 'gamma': 0.1928645721690586, 'reg_alpha': 0.010677682689595508, 'reg_lambda': 1.1077387704710673}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:46,817] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.01630075360748323, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9697402357957439, 'colsample_bytree': 0.9867829502576216, 'gamma': 0.20850481012753175, 'reg_alpha': 0.04782978073716946, 'reg_lambda': 0.9299236560905622}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,125] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.0188018830523908, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.989036666310758, 'colsample_bytree': 0.9447887704108678, 'gamma': 0.5089479294154865, 'reg_alpha': 0.012887468749320811, 'reg_lambda': 1.0341935537953373}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,328] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.012536590396185356, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9618870016438943, 'colsample_bytree': 0.9710992240821527, 'gamma': 0.05782159969435452, 'reg_alpha': 0.0007664756312873063, 'reg_lambda': 1.137054242847809}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,543] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.016467521928103863, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9724078062127447, 'colsample_bytree': 0.9231056838988738, 'gamma': 0.3193278338708944, 'reg_alpha': 0.06311494630008074, 'reg_lambda': 0.7597637208317074}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:47,756] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.020859597209058882, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9935741073206148, 'colsample_bytree': 0.9418739223258539, 'gamma': 0.7189381419122732, 'reg_alpha': 0.04369895763044562, 'reg_lambda': 0.8840640330282445}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,025] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 155, 'learning_rate': 0.02440287794968172, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9580269121996416, 'colsample_bytree': 0.895325228900266, 'gamma': 2.7119286457260845, 'reg_alpha': 0.663851059797604, 'reg_lambda': 0.5642205522148573}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,284] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.01172450297532603, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9443468763601393, 'colsample_bytree': 0.9151339796573771, 'gamma': 0.46650101265261, 'reg_alpha': 0.11567249956404915, 'reg_lambda': 1.1346442529572254}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,511] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.014813565210927826, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9769938698101669, 'colsample_bytree': 0.9344876085458047, 'gamma': 0.16673397056028966, 'reg_alpha': 0.07755717267325489, 'reg_lambda': 1.36658349851478}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:48,807] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.020533831592226548, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9882441699850999, 'colsample_bytree': 0.9571303874272084, 'gamma': 0.5388103757757782, 'reg_alpha': 0.03360222852090286, 'reg_lambda': 1.4163462595568101}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,003] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.017891085615799458, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9999886156472287, 'colsample_bytree': 0.9819878123864099, 'gamma': 0.5995006303151644, 'reg_alpha': 0.033832119589800154, 'reg_lambda': 1.4299031494711922}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,141] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.020080419018623147, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9845766280400271, 'colsample_bytree': 0.9603936761976944, 'gamma': 3.1680671135541942, 'reg_alpha': 0.006398882769700964, 'reg_lambda': 1.284969539008146}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,430] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 146, 'learning_rate': 0.013604422699430024, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631306926638694, 'colsample_bytree': 0.9859685944753773, 'gamma': 4.766406557191983, 'reg_alpha': 0.09397943248095862, 'reg_lambda': 1.036001237546123}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,604] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 116, 'learning_rate': 0.02208320469026357, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9889025081615878, 'colsample_bytree': 0.9455762298868899, 'gamma': 0.2785729832881636, 'reg_alpha': 0.050725612399738405, 'reg_lambda': 1.6916951257353285}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:49,760] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.027938844843122385, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9422983576687404, 'colsample_bytree': 0.8631250445470907, 'gamma': 0.793624129432499, 'reg_alpha': 0.5882314775495234, 'reg_lambda': 0.6072608799996347}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,109] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.016620923401415428, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7241639558498675, 'colsample_bytree': 0.953828583731819, 'gamma': 0.0014226501429238092, 'reg_alpha': 0.42478925532639933, 'reg_lambda': 1.8856911171129669}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,333] Trial 80 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.018379555992520745, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9764045034018568, 'colsample_bytree': 0.9345777797731731, 'gamma': 0.44812602452512634, 'reg_alpha': 0.5529535833918879, 'reg_lambda': 0.7094087369523474}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,555] Trial 81 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 195, 'learning_rate': 0.04241683482722088, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.989611034499017, 'colsample_bytree': 0.9166929694656649, 'gamma': 0.6775194565934511, 'reg_alpha': 0.16465699442128195, 'reg_lambda': 1.208749545753879}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:50,785] Trial 82 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 197, 'learning_rate': 0.028877620361504104, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9937331381301671, 'colsample_bytree': 0.9201683398523915, 'gamma': 3.8565354902206503, 'reg_alpha': 0.17251480826455792, 'reg_lambda': 1.4174650729949791}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,006] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.04094014537838058, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.968012374268174, 'colsample_bytree': 0.903354480222495, 'gamma': 0.6826928497773632, 'reg_alpha': 0.06584986332337787, 'reg_lambda': 1.3202107715752474}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,177] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 123, 'learning_rate': 0.025908928379549126, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9563084991416524, 'colsample_bytree': 0.9711289107711736, 'gamma': 0.1796721662725369, 'reg_alpha': 0.1243326771608064, 'reg_lambda': 1.1304884766013106}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,455] Trial 85 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 156, 'learning_rate': 0.033727827501062915, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9796869889912279, 'colsample_bytree': 0.8913207424293377, 'gamma': 0.54554307798879, 'reg_alpha': 0.22825211834696987, 'reg_lambda': 1.0054065459813186}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,675] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.01531246159148276, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.978910254102244, 'colsample_bytree': 0.8884259501096252, 'gamma': 0.5083818436058013, 'reg_alpha': 0.24186033349667996, 'reg_lambda': 0.9932544770119506}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:51,916] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.03412707565448041, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9358334136661175, 'colsample_bytree': 0.8735384161759506, 'gamma': 0.8543038164341409, 'reg_alpha': 0.2933539991639822, 'reg_lambda': 0.5082451169504077}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,211] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.022118793869871995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9872948468194033, 'colsample_bytree': 0.854511351873334, 'gamma': 0.3368842451153984, 'reg_alpha': 0.338492499695228, 'reg_lambda': 0.8278403722141374}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,422] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 158, 'learning_rate': 0.013754051562066825, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9523489605946733, 'colsample_bytree': 0.9074010156676827, 'gamma': 0.6356913190620653, 'reg_alpha': 0.16832839098511793, 'reg_lambda': 0.9364164402792335}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,611] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.019628125633032015, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9709144489234661, 'colsample_bytree': 0.933772259999772, 'gamma': 0.42608892323211905, 'reg_alpha': 0.2640497266354549, 'reg_lambda': 1.058578109670787}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:52,991] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.043365207488777875, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9994044725161482, 'colsample_bytree': 0.8693881729909976, 'gamma': 1.0375664671457594, 'reg_alpha': 0.033574378624963624, 'reg_lambda': 1.1679497906526923}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,221] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.03648852972926377, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9893136855064023, 'colsample_bytree': 0.8384567857174967, 'gamma': 0.5460097437551719, 'reg_alpha': 0.2064907777618263, 'reg_lambda': 1.2458257177982581}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,424] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 171, 'learning_rate': 0.04841024487710242, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9775094163636339, 'colsample_bytree': 0.8983415026386085, 'gamma': 0.2729116872063697, 'reg_alpha': 0.22572750220818324, 'reg_lambda': 1.0847111723535856}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,753] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.2586240157467458, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9653547774365268, 'colsample_bytree': 0.95191442663514, 'gamma': 0.877029926577407, 'reg_alpha': 0.14836610320695048, 'reg_lambda': 0.8575408346998523}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:53,826] Trial 95 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 20, 'learning_rate': 0.02401142895270143, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9927445138416695, 'colsample_bytree': 0.8850194144574073, 'gamma': 0.6809748745791677, 'reg_alpha': 0.1017705286614021, 'reg_lambda': 1.5566243960087114}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,056] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.03156370338612332, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9835462231978007, 'colsample_bytree': 0.9233775767809301, 'gamma': 0.18695457630965873, 'reg_alpha': 0.994924994670677, 'reg_lambda': 1.3384936801220937}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,260] Trial 97 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 93, 'learning_rate': 0.017353781095123623, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.952736803182646, 'colsample_bytree': 0.9406488221367514, 'gamma': 0.39555125751608317, 'reg_alpha': 0.4707668353998983, 'reg_lambda': 1.4628623664693252}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,418] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 153, 'learning_rate': 0.04058602200861571, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6277875158714341, 'colsample_bytree': 0.9151665325224515, 'gamma': 0.1105975703061516, 'reg_alpha': 0.5118642995326251, 'reg_lambda': 0.6718973750891819}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,658] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 159, 'learning_rate': 0.01177634860027535, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6962810616194808, 'colsample_bytree': 0.85387939137207, 'gamma': 1.2136137536327518, 'reg_alpha': 0.31642906340681676, 'reg_lambda': 0.7483767778030566}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:54,885] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.036228244727901385, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9625406948396955, 'colsample_bytree': 0.8826372975825764, 'gamma': 0.7773939543937867, 'reg_alpha': 0.36196756141546393, 'reg_lambda': 1.0061347010011883}. Best is trial 64 with value: 0.7738095238095238.
[I 2025-11-03 19:37:55,076] Trial 101 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 189, 'learning_rate': 0.054374825264979006, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9958910862056077, 'colsample_bytree': 0.9633256326028041, 'gamma': 0.9259776543299745, 'reg_alpha': 0.0009759073913318816, 'reg_lambda': 1.280842840878106}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,329] Trial 102 finished with value: 0.755952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.05640838174385194, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9943171619727564, 'colsample_bytree': 0.9622358047448776, 'gamma': 0.5482512746845337, 'reg_alpha': 0.002339038886342751, 'reg_lambda': 1.222488991396735}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,522] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 141, 'learning_rate': 0.05201454561336103, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9761273878844023, 'colsample_bytree': 0.9795782634248695, 'gamma': 0.524339169042721, 'reg_alpha': 0.01855856156023069, 'reg_lambda': 1.1720419046916264}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,719] Trial 104 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 135, 'learning_rate': 0.05119466802161057, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9803442052664131, 'colsample_bytree': 0.9582620690269699, 'gamma': 0.5293197495905055, 'reg_alpha': 0.0594676393559862, 'reg_lambda': 1.2027542247642502}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:55,985] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.05341077958868115, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9756364967151344, 'colsample_bytree': 0.9801123082643138, 'gamma': 0.27023474463860825, 'reg_alpha': 0.03067531773247849, 'reg_lambda': 1.0951824902760419}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,158] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.04627624452296003, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9430394365967258, 'colsample_bytree': 0.9978260909875781, 'gamma': 0.941934035996747, 'reg_alpha': 0.07895844800537132, 'reg_lambda': 1.2748573992878525}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,299] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.059232838142829286, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9279406996376929, 'colsample_bytree': 0.9632844183114089, 'gamma': 0.40505354370189695, 'reg_alpha': 0.01745070808595511, 'reg_lambda': 1.158316819979855}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,506] Trial 108 finished with value: 0.761904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.0513312797088225, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9822014223251957, 'colsample_bytree': 0.9780204901693648, 'gamma': 0.6449789038142619, 'reg_alpha': 0.05498168120449613, 'reg_lambda': 0.9591200839224158}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,757] Trial 109 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 133, 'learning_rate': 0.05139241790080277, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9828981380322029, 'colsample_bytree': 0.9747244645242253, 'gamma': 1.0917585333299973, 'reg_alpha': 0.043426756632080656, 'reg_lambda': 1.3583609706794177}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:56,937] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.06623271921808567, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9699235942607765, 'colsample_bytree': 0.9908232881090335, 'gamma': 0.831047905245288, 'reg_alpha': 0.08502645929564598, 'reg_lambda': 1.2215008382882153}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:57,104] Trial 111 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.07454306291963696, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.984231404856277, 'colsample_bytree': 0.9509943799646121, 'gamma': 0.6189004356218358, 'reg_alpha': 0.05817503537141455, 'reg_lambda': 0.9412648710472955}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:57,402] Trial 112 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 146, 'learning_rate': 0.05705800006486516, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.959144684896696, 'colsample_bytree': 0.9295499718044755, 'gamma': 0.4889868124046636, 'reg_alpha': 0.0002488246297370905, 'reg_lambda': 1.0037550103085002}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:37:57,694] Trial 113 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 177, 'learning_rate': 0.04325434072036293, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9730785321859993, 'colsample_bytree': 0.971362968465646, 'gamma': 0.11346200893337188, 'reg_alpha': 0.024604004542504318, 'reg_lambda': 1.100911792279525}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,047] Trial 114 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.051644457066314604, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9763336158965148, 'colsample_bytree': 0.9780361385678765, 'gamma': 0.11259636032011155, 'reg_alpha': 0.029207538898252984, 'reg_lambda': 1.1720153738458063}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,389] Trial 115 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 172, 'learning_rate': 0.05149861605118181, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9732651086705983, 'colsample_bytree': 0.9763451104531427, 'gamma': 0.0496085428762547, 'reg_alpha': 0.0271564475988837, 'reg_lambda': 1.179505110258796}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,602] Trial 116 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.042546156056727145, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9644300074667485, 'colsample_bytree': 0.9928213287074066, 'gamma': 0.10646902037893277, 'reg_alpha': 0.02707842990862252, 'reg_lambda': 1.1791789378185586}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:58,816] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 190, 'learning_rate': 0.04169581852014457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9482596055394976, 'colsample_bytree': 0.9915916384675173, 'gamma': 0.008324710962037407, 'reg_alpha': 0.02445240660310257, 'reg_lambda': 1.1792056332391454}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,148] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.04554113165799745, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9206972171678276, 'colsample_bytree': 0.9684934128398878, 'gamma': 0.11741920254840221, 'reg_alpha': 0.11210807628774509, 'reg_lambda': 1.0976267859174014}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,311] Trial 119 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.0639297462140107, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.939867005789736, 'colsample_bytree': 0.9656090437751248, 'gamma': 0.22460073323952234, 'reg_alpha': 0.06991230749115436, 'reg_lambda': 1.258185847208855}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,512] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.05096398744919453, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9647324985950227, 'colsample_bytree': 0.9958693551616111, 'gamma': 0.10350587745880291, 'reg_alpha': 0.016308820575211477, 'reg_lambda': 1.3079451825770312}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:37:59,853] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 167, 'learning_rate': 0.04802534995012692, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9758023209652433, 'colsample_bytree': 0.9543260640450668, 'gamma': 0.32280794744436275, 'reg_alpha': 0.03374981480391361, 'reg_lambda': 1.1340570255964886}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,072] Trial 122 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.04692842051949702, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9706883514450554, 'colsample_bytree': 0.9472970363167662, 'gamma': 0.3162795018356023, 'reg_alpha': 0.04754947269964731, 'reg_lambda': 1.1502905959507472}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,292] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 172, 'learning_rate': 0.04742574907656937, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9555210553651566, 'colsample_bytree': 0.9484322968383382, 'gamma': 0.2704719290461324, 'reg_alpha': 0.09148542213793456, 'reg_lambda': 1.0588189217174317}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,607] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.0384696753219274, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9745443685743513, 'colsample_bytree': 0.9768404568700337, 'gamma': 0.12191341690780523, 'reg_alpha': 0.04760075549788839, 'reg_lambda': 1.1893335646864436}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:00,822] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 179, 'learning_rate': 0.043721974539137086, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.961339821418074, 'colsample_bytree': 0.9856938336450001, 'gamma': 0.009401936237146663, 'reg_alpha': 0.06897022378860446, 'reg_lambda': 1.1136912921456403}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,030] Trial 126 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 187, 'learning_rate': 0.05488480956314768, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.977144900462885, 'colsample_bytree': 0.9583475502607267, 'gamma': 0.33889713117228515, 'reg_alpha': 0.021280204236916164, 'reg_lambda': 1.2088337381592502}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,235] Trial 127 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 192, 'learning_rate': 0.061169303470067105, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9672071867250165, 'colsample_bytree': 0.9401907469195296, 'gamma': 0.21114555567292947, 'reg_alpha': 0.12100992072460322, 'reg_lambda': 1.0467884097615558}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,517] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.07189424685283186, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9344618519696841, 'colsample_bytree': 0.9393533286602642, 'gamma': 0.21092772131937837, 'reg_alpha': 0.04035038842517905, 'reg_lambda': 1.03677089167429}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,699] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.06000606021444452, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9485331083408097, 'colsample_bytree': 0.9697037613730242, 'gamma': 0.34013290640812066, 'reg_alpha': 0.12063710880526554, 'reg_lambda': 1.1403740546816605}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:01,879] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.05020548809604042, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.968868362795274, 'colsample_bytree': 0.9987621838349388, 'gamma': 0.13893051716222307, 'reg_alpha': 0.0861595667555827, 'reg_lambda': 2.731654625131207}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,241] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.043088223687654394, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9904545775035888, 'colsample_bytree': 0.9552429381393024, 'gamma': 0.279854669977144, 'reg_alpha': 0.0622311301780602, 'reg_lambda': 1.0942650051666833}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,463] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.04761037638319481, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9561998224472092, 'colsample_bytree': 0.9557401885942542, 'gamma': 0.24893937578969438, 'reg_alpha': 0.05762071841363396, 'reg_lambda': 1.0411406261717178}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,657] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 160, 'learning_rate': 0.06367472459577343, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9768832667202063, 'colsample_bytree': 0.9828613858383046, 'gamma': 0.014876710685616745, 'reg_alpha': 0.025234977215350052, 'reg_lambda': 1.08857058019901}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:02,974] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.05469159600933222, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9676684384565358, 'colsample_bytree': 0.9458559976748177, 'gamma': 0.351305751488996, 'reg_alpha': 0.00023524682999810642, 'reg_lambda': 0.9800933129502811}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:03,263] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.0444848067945708, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9848359365095543, 'colsample_bytree': 0.9731256868480543, 'gamma': 0.452541239775947, 'reg_alpha': 0.10317737105100869, 'reg_lambda': 1.1408100225557312}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:03,468] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 183, 'learning_rate': 0.040636420604487106, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9606856708127348, 'colsample_bytree': 0.9660239022607835, 'gamma': 0.13038836524397862, 'reg_alpha': 0.06759078134661049, 'reg_lambda': 0.8933958027723138}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:03,772] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.05917531277088667, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.991836559094385, 'colsample_bytree': 0.9564337098343785, 'gamma': 0.27071623614225343, 'reg_alpha': 0.03956003805783774, 'reg_lambda': 1.3030782429339443}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,022] Trial 138 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 175, 'learning_rate': 0.07908919866820319, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9736496462486012, 'colsample_bytree': 0.9387438701925347, 'gamma': 0.09251493645603864, 'reg_alpha': 0.0223820339512679, 'reg_lambda': 1.0841958887657406}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,259] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.04846537174809815, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.99969211324822, 'colsample_bytree': 0.9900286243193582, 'gamma': 0.08276409724818316, 'reg_alpha': 0.029909203077702846, 'reg_lambda': 1.2468377417701773}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,418] Trial 140 finished with value: 0.744047619047619 and parameters: {'n_estimators': 149, 'learning_rate': 0.184960915644494, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.766004540460345, 'colsample_bytree': 0.9778281440491069, 'gamma': 0.3433223174421889, 'reg_alpha': 0.017866808242304744, 'reg_lambda': 1.0999225693278092}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,754] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 186, 'learning_rate': 0.10495245017033676, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9726899356412806, 'colsample_bytree': 0.9396415348664167, 'gamma': 0.18582606533194318, 'reg_alpha': 0.053508759473508194, 'reg_lambda': 1.009200892506551}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:04,963] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.05272833521302997, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9796515034544608, 'colsample_bytree': 0.9293399536231332, 'gamma': 0.0018753654302741535, 'reg_alpha': 0.0797670801959762, 'reg_lambda': 1.173648334685173}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,141] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.06940029929681961, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9651509044518106, 'colsample_bytree': 0.9481675110013316, 'gamma': 0.4469499264298702, 'reg_alpha': 0.04449046545079928, 'reg_lambda': 1.0566299616667796}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,340] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.03942576305278405, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.974070368507633, 'colsample_bytree': 0.966795068940615, 'gamma': 0.22050780030715847, 'reg_alpha': 0.0005232133502389505, 'reg_lambda': 1.1405490385167414}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,632] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.03970644350234358, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9907748500695089, 'colsample_bytree': 0.9616236435768825, 'gamma': 0.5463615487728177, 'reg_alpha': 0.016159873380813358, 'reg_lambda': 1.2763389161041878}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:05,823] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.0354456017802829, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9520967953389119, 'colsample_bytree': 0.9706265736305509, 'gamma': 0.3252245983046851, 'reg_alpha': 0.005626693008558004, 'reg_lambda': 1.1354597199262546}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,054] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.04639629209754502, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9805622902437127, 'colsample_bytree': 0.9818426647830245, 'gamma': 0.12108592481293168, 'reg_alpha': 0.030272088722427978, 'reg_lambda': 1.1973111719779355}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,394] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.04365737338384363, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9832938719935804, 'colsample_bytree': 0.9829661248397855, 'gamma': 0.10460108618641051, 'reg_alpha': 0.0004796187125143789, 'reg_lambda': 1.1935120027109536}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,622] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.03871241856096202, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9927527690740495, 'colsample_bytree': 0.9905948414378098, 'gamma': 0.1992480275024487, 'reg_alpha': 0.7766652563359147, 'reg_lambda': 1.3549365777026128}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:06,844] Trial 150 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.03311162278114896, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9735800731327318, 'colsample_bytree': 0.9755919045292839, 'gamma': 0.10522944175350973, 'reg_alpha': 0.061149789925877496, 'reg_lambda': 1.2491650759073474}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:07,043] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 126, 'learning_rate': 0.045874879065430314, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9747852107766112, 'colsample_bytree': 0.9781825322274649, 'gamma': 0.10376872092845056, 'reg_alpha': 0.060752414933350846, 'reg_lambda': 1.2548176651302971}. Best is trial 113 with value: 0.7857142857142857.
[I 2025-11-03 19:38:07,328] Trial 152 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 125, 'learning_rate': 0.033416831859627044, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9833554635504472, 'colsample_bytree': 0.965429996841949, 'gamma': 0.42005847311431144, 'reg_alpha': 0.06379114425406265, 'reg_lambda': 1.2416515987081647}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:07,610] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 123, 'learning_rate': 0.03333504010678385, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9595425065284242, 'colsample_bytree': 0.9670308318687242, 'gamma': 0.15126353326848027, 'reg_alpha': 0.09689080874243, 'reg_lambda': 1.2427288321949432}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:07,804] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.028816898968499052, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9580045608832044, 'colsample_bytree': 0.9649689590550071, 'gamma': 0.12650395196121425, 'reg_alpha': 0.9283125299267798, 'reg_lambda': 1.2534047168323368}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,093] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.033311860631517386, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9879817091717972, 'colsample_bytree': 0.9861253289349384, 'gamma': 0.23914428544538618, 'reg_alpha': 0.08546391399719512, 'reg_lambda': 1.3136429732928547}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,278] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.029859999534353813, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9458846282171749, 'colsample_bytree': 0.9711342806245715, 'gamma': 0.4282895677777768, 'reg_alpha': 0.065688360268751, 'reg_lambda': 1.392131414471087}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,528] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.03806944717758861, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9638289501068592, 'colsample_bytree': 0.9777710308793646, 'gamma': 0.11040735555395581, 'reg_alpha': 0.046381885087011965, 'reg_lambda': 1.2446832096952565}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,800] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 124, 'learning_rate': 0.031703678856046594, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9713911996669189, 'colsample_bytree': 0.9997853281881282, 'gamma': 0.229703265695028, 'reg_alpha': 0.1018208940218841, 'reg_lambda': 1.300714683074831}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:08,988] Trial 159 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.042542192664687326, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9881238075622616, 'colsample_bytree': 0.6697618892414156, 'gamma': 0.3481553391371395, 'reg_alpha': 0.022371926910482218, 'reg_lambda': 1.0863197938644926}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,162] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.04222861951752655, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.998717994487632, 'colsample_bytree': 0.9904154576265787, 'gamma': 0.00468637999203364, 'reg_alpha': 0.07277331807151463, 'reg_lambda': 1.0869828393165766}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,387] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 129, 'learning_rate': 0.04607120697873392, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9863943325577481, 'colsample_bytree': 0.6526101482851978, 'gamma': 0.37037984067486696, 'reg_alpha': 0.021448264862583735, 'reg_lambda': 1.2254411981980449}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,627] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 118, 'learning_rate': 0.03621930551295089, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9749805645977553, 'colsample_bytree': 0.9641762042846227, 'gamma': 0.1809157716428389, 'reg_alpha': 0.051129598329152176, 'reg_lambda': 1.152472353783259}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,813] Trial 163 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 120, 'learning_rate': 0.03591970747948202, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9724995031592593, 'colsample_bytree': 0.7044760685241851, 'gamma': 0.17192634014710304, 'reg_alpha': 0.0484253060419632, 'reg_lambda': 1.108755834534736}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:09,966] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 126, 'learning_rate': 0.04045033558769017, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9573638502024756, 'colsample_bytree': 0.6180878764323667, 'gamma': 0.27917327713351553, 'reg_alpha': 0.0347011575682734, 'reg_lambda': 1.161783372250315}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,145] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.03791101341795193, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9908539487081411, 'colsample_bytree': 0.9640860803402427, 'gamma': 0.08908498820833326, 'reg_alpha': 0.06250319461849417, 'reg_lambda': 1.2711032188079276}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,425] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.04328920447573733, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9831417398539077, 'colsample_bytree': 0.982924681421054, 'gamma': 0.0008314923086286952, 'reg_alpha': 0.09673065300600034, 'reg_lambda': 2.198303008054709}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,603] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.033592264342269106, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9669058925160299, 'colsample_bytree': 0.6879942460314947, 'gamma': 0.19134370168658793, 'reg_alpha': 0.0010948938297476417, 'reg_lambda': 1.3407215018780831}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,743] Trial 168 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 117, 'learning_rate': 0.04440235646172656, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.974914305851132, 'colsample_bytree': 0.9722164605593202, 'gamma': 0.40121521111368497, 'reg_alpha': 0.14039343035746787, 'reg_lambda': 1.2046080168144333}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:10,928] Trial 169 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.031001593434934575, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9523456819242084, 'colsample_bytree': 0.682538706629762, 'gamma': 0.2898959035728772, 'reg_alpha': 0.034688924756596136, 'reg_lambda': 1.0759021520350238}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,281] Trial 170 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 235, 'learning_rate': 0.03569803584665493, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9822162876608543, 'colsample_bytree': 0.9509538778017123, 'gamma': 0.12645574340738844, 'reg_alpha': 0.0812284944798876, 'reg_lambda': 1.154182074846261}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,448] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.03822768889527438, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9909342768208992, 'colsample_bytree': 0.9631383119859579, 'gamma': 0.08661661932435455, 'reg_alpha': 0.05723990221788287, 'reg_lambda': 1.2649970295767792}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,594] Trial 172 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 113, 'learning_rate': 0.041394705080558175, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9922001672304004, 'colsample_bytree': 0.9648027071414579, 'gamma': 4.346274329634797, 'reg_alpha': 0.06237310741265574, 'reg_lambda': 1.4549306191045812}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:11,877] Trial 173 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 105, 'learning_rate': 0.04585371048918077, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9630246242449643, 'colsample_bytree': 0.9788508075234778, 'gamma': 0.18865652390378349, 'reg_alpha': 0.020475631442819137, 'reg_lambda': 1.2193557324404558}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,059] Trial 174 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 124, 'learning_rate': 0.036604865569316275, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9819468699863784, 'colsample_bytree': 0.9572397312739918, 'gamma': 0.08882102225761013, 'reg_alpha': 0.04574962030331653, 'reg_lambda': 1.388783991999356}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,343] Trial 175 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.03481770030395244, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9773659839526323, 'colsample_bytree': 0.9498572486104946, 'gamma': 0.28932576077710304, 'reg_alpha': 0.04168399633436584, 'reg_lambda': 1.393512691883612}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,677] Trial 176 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.04866893652100616, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9685916644091618, 'colsample_bytree': 0.9561435072430392, 'gamma': 0.367629916928156, 'reg_alpha': 0.019918369411477836, 'reg_lambda': 1.107308272030889}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:12,847] Trial 177 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.04981737713014408, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9679988447559712, 'colsample_bytree': 0.9569868192139914, 'gamma': 0.17890797892942187, 'reg_alpha': 0.0009699470365935013, 'reg_lambda': 1.1753106387599423}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,016] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.02678843495409592, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9559153425676346, 'colsample_bytree': 0.9706118876781783, 'gamma': 0.00799816922347657, 'reg_alpha': 0.07711670281979244, 'reg_lambda': 1.3229449989461746}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,253] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.054348579270039866, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9734360998444364, 'colsample_bytree': 0.983223187292121, 'gamma': 2.388409316417566, 'reg_alpha': 0.04978566207709795, 'reg_lambda': 1.1200943744100473}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,424] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.04684612509144473, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9444367916732754, 'colsample_bytree': 0.9563469503838559, 'gamma': 0.24377414331714767, 'reg_alpha': 0.10718179683545742, 'reg_lambda': 1.224464733092944}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,674] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.041782765133403586, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9814517920672339, 'colsample_bytree': 0.9731114251841985, 'gamma': 0.3839870829666344, 'reg_alpha': 0.02203986081256922, 'reg_lambda': 1.0668445508571107}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:13,877] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.039380023475334806, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.965475391920454, 'colsample_bytree': 0.9454188316364939, 'gamma': 0.3340779195667186, 'reg_alpha': 0.030908585173764446, 'reg_lambda': 1.015653056241952}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:14,064] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.057260211018152166, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9858955477491855, 'colsample_bytree': 0.9912975678399396, 'gamma': 0.12038022858326025, 'reg_alpha': 0.020659920777907327, 'reg_lambda': 1.1182601736983566}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:14,280] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.049369333151321235, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9988977021269202, 'colsample_bytree': 0.9347471938921621, 'gamma': 0.45091584238192284, 'reg_alpha': 0.0448994302775232, 'reg_lambda': 0.9542773137921942}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:14,507] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.04336169356793854, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7864290963334949, 'colsample_bytree': 0.9633731122274135, 'gamma': 0.26731996608048825, 'reg_alpha': 0.021443881390944754, 'reg_lambda': 1.19678632367253}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,254] Trial 186 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.03280663874827115, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9723048458083565, 'colsample_bytree': 0.9774206427385627, 'gamma': 0.0929258985015391, 'reg_alpha': 0.0010039342832482347, 'reg_lambda': 1.0886619505344735}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,442] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 129, 'learning_rate': 0.04807675030330184, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8321059853713119, 'colsample_bytree': 0.7455617786131461, 'gamma': 0.17965519176769154, 'reg_alpha': 0.07803594874272424, 'reg_lambda': 1.156653933663804}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,724] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.03616375989782275, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9608171704939005, 'colsample_bytree': 0.9568585940452929, 'gamma': 0.3852222179189225, 'reg_alpha': 0.05778663859199531, 'reg_lambda': 1.2980599733349758}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:15,932] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.04488296764112136, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9794576198151117, 'colsample_bytree': 0.9687114150996059, 'gamma': 0.5131487035687989, 'reg_alpha': 0.03831819656014507, 'reg_lambda': 1.033785635315807}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,134] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.04033354659140247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9860920394898485, 'colsample_bytree': 0.9819409587924839, 'gamma': 0.08978722311628608, 'reg_alpha': 0.020995044557776173, 'reg_lambda': 1.252347355620223}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,312] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 107, 'learning_rate': 0.03750022794756096, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9890336247546517, 'colsample_bytree': 0.9633259445722699, 'gamma': 0.08489072115130535, 'reg_alpha': 0.06553111650986083, 'reg_lambda': 1.2617515432345625}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,575] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.03756859417394623, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9959004753701715, 'colsample_bytree': 0.950786361722724, 'gamma': 0.2754880739951911, 'reg_alpha': 0.04945294688991938, 'reg_lambda': 1.1778020966061074}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,755] Trial 193 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 118, 'learning_rate': 0.053881519450864446, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9758300378621977, 'colsample_bytree': 0.9687104847357768, 'gamma': 0.1862225783196877, 'reg_alpha': 0.06724216076245995, 'reg_lambda': 1.3663653380523186}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:16,923] Trial 194 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.05478149121723592, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9736838357365631, 'colsample_bytree': 0.9760947425212837, 'gamma': 0.0033639674171736245, 'reg_alpha': 0.0955350527903327, 'reg_lambda': 1.3830789679599165}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,097] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 117, 'learning_rate': 0.05184693525113892, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.966920415078953, 'colsample_bytree': 0.9869653737353254, 'gamma': 0.20703702120593037, 'reg_alpha': 0.034956573921317804, 'reg_lambda': 1.1270051462737005}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,312] Trial 196 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.047343716466444266, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.978109057083496, 'colsample_bytree': 0.9417366363568596, 'gamma': 0.33598080710035655, 'reg_alpha': 0.00025482545766147835, 'reg_lambda': 1.3467475790120629}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,555] Trial 197 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 121, 'learning_rate': 0.05574204725371376, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9607006203737036, 'colsample_bytree': 0.9684007362154265, 'gamma': 0.17754834335755426, 'reg_alpha': 0.08024988442701227, 'reg_lambda': 1.2252971261521126}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:17,761] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 148, 'learning_rate': 0.04249003950613163, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9790014367770021, 'colsample_bytree': 0.9567752589623506, 'gamma': 0.39903256279186483, 'reg_alpha': 0.018593108002758145, 'reg_lambda': 1.0718197913906955}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:18,070] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 173, 'learning_rate': 0.07958112414325084, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9721691974863181, 'colsample_bytree': 0.9937843704736806, 'gamma': 0.2673106053729565, 'reg_alpha': 0.050680002540247786, 'reg_lambda': 1.1866891592461524}. Best is trial 152 with value: 0.7916666666666666.
[I 2025-11-03 19:38:18,074] A new study created in memory with name: no-name-909ad010-ca38-4dbc-ada0-0d6ff4f1ce00
[I 2025-11-03 19:38:18,280] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.022925965146418634, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7257443076386206, 'colsample_bytree': 0.9934647109556192, 'gamma': 1.5764710388774528, 'reg_alpha': 0.7600384566676867, 'reg_lambda': 0.8463547153909979}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:38:18,510] Trial 1 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.07081284927065178, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.700607647717439, 'colsample_bytree': 0.9143699364739614, 'gamma': 4.110757793615982, 'reg_alpha': 0.4938400964227867, 'reg_lambda': 0.6645946404171966}. Best is trial 1 with value: 0.6071428571428572.
[I 2025-11-03 19:38:18,803] Trial 2 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 79, 'learning_rate': 0.03622311647968631, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6892788486649578, 'colsample_bytree': 0.938716642713175, 'gamma': 1.6386035911435337, 'reg_alpha': 0.323192431340131, 'reg_lambda': 2.1911074310544825}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:18,865] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.27622175084902834, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7198683184393276, 'colsample_bytree': 0.613442433707701, 'gamma': 1.8376622337882647, 'reg_alpha': 0.9858867616493839, 'reg_lambda': 0.6628291550319108}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,062] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.013863600904514191, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6388707598223735, 'colsample_bytree': 0.6500002480573985, 'gamma': 2.8574011579092167, 'reg_alpha': 0.9675869623150098, 'reg_lambda': 1.936403482497036}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,260] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.08011448468152195, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.6175317408597004, 'colsample_bytree': 0.9163997941212519, 'gamma': 3.738680564433757, 'reg_alpha': 0.5472758565491042, 'reg_lambda': 1.8851010033453108}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,449] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.010066884362757404, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7322924679552981, 'colsample_bytree': 0.8929836851859223, 'gamma': 2.6187575586191563, 'reg_alpha': 0.9517561611316604, 'reg_lambda': 1.9050255993030905}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,584] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.04576432562319035, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9005610838628607, 'colsample_bytree': 0.9010045837604763, 'gamma': 1.8363111677385562, 'reg_alpha': 0.7314239688907066, 'reg_lambda': 2.323728673641762}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 19:38:19,764] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.162782102358859, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6524322014486926, 'colsample_bytree': 0.9407519567064203, 'gamma': 1.7200408640170017, 'reg_alpha': 0.8421482911123994, 'reg_lambda': 1.9433172636341385}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:38:19,819] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.19546353692224933, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9371788038160124, 'colsample_bytree': 0.619738970228712, 'gamma': 0.30220516867513314, 'reg_alpha': 0.13224379197138725, 'reg_lambda': 2.7750363738816053}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:38:19,972] Trial 10 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 179, 'learning_rate': 0.12859226427135811, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8631651046018658, 'colsample_bytree': 0.785348405713818, 'gamma': 4.947489559365925, 'reg_alpha': 0.6730656671755317, 'reg_lambda': 1.3686653494769323}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:38:20,121] Trial 11 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.03685362503087778, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8082986216619791, 'colsample_bytree': 0.8033547463918289, 'gamma': 0.5417277496308142, 'reg_alpha': 0.2575448157470569, 'reg_lambda': 2.579699451464607}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,332] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.10596267720584386, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8094302486489421, 'colsample_bytree': 0.7820688212744659, 'gamma': 0.19972462265073476, 'reg_alpha': 0.020672227060546694, 'reg_lambda': 2.870626344005318}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,477] Trial 13 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.027933375356138546, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8182864595289444, 'colsample_bytree': 0.7622172411704209, 'gamma': 0.0578810298154962, 'reg_alpha': 0.05837504933953805, 'reg_lambda': 2.965145279512776}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,626] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 151, 'learning_rate': 0.0945865898935893, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9964508359092061, 'colsample_bytree': 0.7277007677376056, 'gamma': 0.9100702956609776, 'reg_alpha': 0.23021266236784074, 'reg_lambda': 2.544114728954159}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:20,823] Trial 15 finished with value: 0.738095238095238 and parameters: {'n_estimators': 94, 'learning_rate': 0.05289654842827366, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7798932932965733, 'colsample_bytree': 0.7085829111538625, 'gamma': 0.6802563390753196, 'reg_alpha': 0.00047627822233120565, 'reg_lambda': 2.6366479762343813}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,091] Trial 16 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.05188557743240177, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7668983160046817, 'colsample_bytree': 0.7011877834912521, 'gamma': 0.9954195766271061, 'reg_alpha': 0.3505277667839472, 'reg_lambda': 1.3914300186907875}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,247] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.02093331779402068, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7712198376343983, 'colsample_bytree': 0.8336813555609408, 'gamma': 1.0500658484688958, 'reg_alpha': 0.3799835309805218, 'reg_lambda': 1.4051929113658896}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,314] Trial 18 finished with value: 0.744047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.030833004305542647, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8522883565293421, 'colsample_bytree': 0.8355768165266615, 'gamma': 0.9353556701059825, 'reg_alpha': 0.2346386551765529, 'reg_lambda': 1.489406331995034}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,588] Trial 19 finished with value: 0.738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.06050426827884804, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.760962016037659, 'colsample_bytree': 0.6914292455342126, 'gamma': 2.3404278340632567, 'reg_alpha': 0.4522757978738208, 'reg_lambda': 1.095103294883605}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,737] Trial 20 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 103, 'learning_rate': 0.04084702232465543, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8679235863485083, 'colsample_bytree': 0.8322961154081921, 'gamma': 3.18687332627934, 'reg_alpha': 0.2696754642633849, 'reg_lambda': 1.6453378367386529}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:21,856] Trial 21 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 22, 'learning_rate': 0.03111331735720891, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8382351963171354, 'colsample_bytree': 0.8359341931553382, 'gamma': 1.046953950244181, 'reg_alpha': 0.18876415450333203, 'reg_lambda': 1.4504287912186402}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:22,031] Trial 22 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 31, 'learning_rate': 0.017087238173547226, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9144324423683251, 'colsample_bytree': 0.8585107824768363, 'gamma': 0.6268790951196488, 'reg_alpha': 0.3750261259464164, 'reg_lambda': 1.121553541472287}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:38:22,279] Trial 23 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.02545545927548915, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8456975880037986, 'colsample_bytree': 0.735908620425035, 'gamma': 1.252347765163692, 'reg_alpha': 0.13415286159308604, 'reg_lambda': 1.6967360803989027}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,457] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.0227706655971471, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7946599069464454, 'colsample_bytree': 0.7377475736565741, 'gamma': 1.2992986700572973, 'reg_alpha': 0.11987382158634034, 'reg_lambda': 2.182892571448848}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,664] Trial 25 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.054507931925678994, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7536008871964711, 'colsample_bytree': 0.673490344204687, 'gamma': 2.1526089325406224, 'reg_alpha': 0.5720952785787423, 'reg_lambda': 1.1428170254457521}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,838] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.04002886743256728, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8917574834956901, 'colsample_bytree': 0.7535757185257187, 'gamma': 0.4916459908952791, 'reg_alpha': 0.41217230821200723, 'reg_lambda': 1.6885573252590151}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:22,988] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.013161264392405147, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8225311989551244, 'colsample_bytree': 0.6532704213544362, 'gamma': 1.372098739326567, 'reg_alpha': 0.30014055802468587, 'reg_lambda': 2.394321462029656}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,181] Trial 28 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.027120275356693025, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9658812497726926, 'colsample_bytree': 0.8084904152906555, 'gamma': 0.532030313552987, 'reg_alpha': 0.15334712140615664, 'reg_lambda': 2.1463958744372533}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,384] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.021226465316568802, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7438599100289504, 'colsample_bytree': 0.7142772000555871, 'gamma': 2.206141556023413, 'reg_alpha': 0.0828713805610678, 'reg_lambda': 0.8741074354561533}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,593] Trial 30 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.017764899668209308, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7954161222277458, 'colsample_bytree': 0.7532083170316995, 'gamma': 1.3562680726583136, 'reg_alpha': 0.3214958479954649, 'reg_lambda': 1.22033210773636}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:23,864] Trial 31 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 105, 'learning_rate': 0.016254330781205827, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7936769497204972, 'colsample_bytree': 0.7682101482399104, 'gamma': 1.3311641151137017, 'reg_alpha': 0.31760958972528647, 'reg_lambda': 0.9337312197026005}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,029] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.018183884290420987, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8047098835325441, 'colsample_bytree': 0.8029495141574365, 'gamma': 1.4481025500085238, 'reg_alpha': 0.21761545001632143, 'reg_lambda': 0.8503800064751432}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,235] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.017683841860689994, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8299920485138813, 'colsample_bytree': 0.871218330047561, 'gamma': 1.3671909348094107, 'reg_alpha': 0.21422256807746054, 'reg_lambda': 0.7516477450804412}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,506] Trial 34 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.011847838613065431, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6950501572117889, 'colsample_bytree': 0.7981873569537976, 'gamma': 2.023714307092707, 'reg_alpha': 0.2735117291317981, 'reg_lambda': 1.1966250733260801}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,728] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 122, 'learning_rate': 0.025108589123677895, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8832399415043954, 'colsample_bytree': 0.8053847456665449, 'gamma': 1.578375636285254, 'reg_alpha': 0.4719402047552246, 'reg_lambda': 0.5517236707549167}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:24,866] Trial 36 finished with value: 0.738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.034953329379279585, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.716332896368964, 'colsample_bytree': 0.7537975696778203, 'gamma': 2.7668271926891674, 'reg_alpha': 0.17948664241123855, 'reg_lambda': 0.9554994101252449}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,064] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 169, 'learning_rate': 0.01897668940331081, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8455173335948609, 'colsample_bytree': 0.7293672002500506, 'gamma': 3.2832709706820724, 'reg_alpha': 0.10683826305655059, 'reg_lambda': 0.5184520766134142}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,334] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 133, 'learning_rate': 0.014483200460755399, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.813777158068423, 'colsample_bytree': 0.7808196653683241, 'gamma': 1.8821488117688714, 'reg_alpha': 0.5388142725949847, 'reg_lambda': 1.5708569516548765}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,477] Trial 39 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 103, 'learning_rate': 0.03591030116613428, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.788500273182278, 'colsample_bytree': 0.8591601703523453, 'gamma': 0.7443199499818944, 'reg_alpha': 0.4261153014443761, 'reg_lambda': 1.2631713956597899}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,648] Trial 40 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.012105370248998066, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6616540049154409, 'colsample_bytree': 0.8123086990323487, 'gamma': 0.29778485239199215, 'reg_alpha': 0.27501851392128823, 'reg_lambda': 1.8041940246833852}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,801] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.012927008756675263, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6613544986877684, 'colsample_bytree': 0.8147486709969097, 'gamma': 0.4275655450375955, 'reg_alpha': 0.26121459136807296, 'reg_lambda': 1.8321593551800213}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:25,959] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 74, 'learning_rate': 0.01061085521822542, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6287210568580398, 'colsample_bytree': 0.9917157533870192, 'gamma': 0.020192653433367957, 'reg_alpha': 0.17554093496639933, 'reg_lambda': 0.7293840772254983}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,092] Trial 43 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.015088927933089823, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6018252695683851, 'colsample_bytree': 0.7489202121517197, 'gamma': 0.2727610506248792, 'reg_alpha': 0.3424399158518851, 'reg_lambda': 2.2716832362539283}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,272] Trial 44 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 123, 'learning_rate': 0.019319500489237616, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7267666681648146, 'colsample_bytree': 0.7770675861404593, 'gamma': 1.2047916660021802, 'reg_alpha': 0.058603902445953204, 'reg_lambda': 1.9736335556064621}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,474] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.024089221253646778, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6799467625094515, 'colsample_bytree': 0.7918490584998517, 'gamma': 1.6011359495385413, 'reg_alpha': 0.2987996988136439, 'reg_lambda': 2.050663392458789}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,659] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.011443885116284214, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9240317397519604, 'colsample_bytree': 0.8768600244576852, 'gamma': 0.7995107540750309, 'reg_alpha': 0.2194229502348961, 'reg_lambda': 2.6081840901382605}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,827] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.015547582689501842, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.866672224692218, 'colsample_bytree': 0.8207924401872103, 'gamma': 4.392471647839904, 'reg_alpha': 0.13300471419965562, 'reg_lambda': 1.3000276339203214}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:26,991] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 135, 'learning_rate': 0.029256978609959242, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7449248400261164, 'colsample_bytree': 0.6839252802325089, 'gamma': 0.2670050993516905, 'reg_alpha': 0.04224427139373277, 'reg_lambda': 1.8004666530086906}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,280] Trial 49 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.07713496234822101, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8098867791525504, 'colsample_bytree': 0.7211713609143472, 'gamma': 1.8209580858748575, 'reg_alpha': 0.2443082003583661, 'reg_lambda': 1.0264555958906756}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,453] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.24305660809017066, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.7084222773072298, 'colsample_bytree': 0.7430801626767051, 'gamma': 1.1201591479833448, 'reg_alpha': 0.39062527432049, 'reg_lambda': 2.424131869975459}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,602] Trial 51 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.017692520569459923, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8059994075164568, 'colsample_bytree': 0.7692866686288692, 'gamma': 1.5371586586672794, 'reg_alpha': 0.3188276250559846, 'reg_lambda': 0.8859849331520169}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:27,889] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.010031377412532344, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7810857077873681, 'colsample_bytree': 0.793793627114989, 'gamma': 1.37936473009669, 'reg_alpha': 0.3283243207388899, 'reg_lambda': 0.792903106440771}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,019] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.015967173370047775, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8324684847708619, 'colsample_bytree': 0.7650990906551671, 'gamma': 0.7037483560163449, 'reg_alpha': 0.20060704280775554, 'reg_lambda': 0.9859187790200122}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,295] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.013526985998486032, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8005519607726332, 'colsample_bytree': 0.8184358281066363, 'gamma': 0.8528017055616479, 'reg_alpha': 0.5983886636397758, 'reg_lambda': 0.6603919788546092}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,461] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.02261579755247646, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8549035695895699, 'colsample_bytree': 0.7739022456541339, 'gamma': 1.1716028913383796, 'reg_alpha': 0.8280548124606282, 'reg_lambda': 1.567083461516288}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,734] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.046430248357302896, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7729261134151519, 'colsample_bytree': 0.8555902678975349, 'gamma': 2.44004236292194, 'reg_alpha': 0.28955478712866684, 'reg_lambda': 0.606062740646663}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:28,985] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.02002754266375721, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8798755697125549, 'colsample_bytree': 0.8415983712825955, 'gamma': 0.38466476775342373, 'reg_alpha': 0.3572207699108602, 'reg_lambda': 2.800637325139123}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,114] Trial 58 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 42, 'learning_rate': 0.01998628686497123, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8823874583738182, 'colsample_bytree': 0.8995614494642191, 'gamma': 0.15730298962316536, 'reg_alpha': 0.4430195089472573, 'reg_lambda': 2.8721973480704057}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,257] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.02599927481586432, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9108305289223368, 'colsample_bytree': 0.9267134059600829, 'gamma': 0.48286625858027155, 'reg_alpha': 0.4955927545097156, 'reg_lambda': 2.998315751103262}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,444] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.031345291243303396, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9355364829266989, 'colsample_bytree': 0.8440566834701615, 'gamma': 0.9825124250209449, 'reg_alpha': 0.3631929768936993, 'reg_lambda': 2.770918302298614}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,654] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 109, 'learning_rate': 0.016201320031255476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8451379623488492, 'colsample_bytree': 0.8265098409503803, 'gamma': 0.3921182450690963, 'reg_alpha': 0.24624634986363134, 'reg_lambda': 2.761969385856739}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:29,811] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.012121542817406968, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8746611205708608, 'colsample_bytree': 0.8208102943366461, 'gamma': 0.44841554129435024, 'reg_alpha': 0.15096290161203668, 'reg_lambda': 2.752424060257335}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:30,008] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.021201429858344254, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8497686792425178, 'colsample_bytree': 0.8455157766840852, 'gamma': 0.3170338081839542, 'reg_alpha': 0.266150152936881, 'reg_lambda': 2.6692836932383823}. Best is trial 23 with value: 0.7559523809523809.
[I 2025-11-03 19:38:30,227] Trial 64 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.06480403922931664, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8349245068666505, 'colsample_bytree': 0.8764834290138004, 'gamma': 0.6233819115930895, 'reg_alpha': 0.2154548125609582, 'reg_lambda': 2.5051901935095797}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:30,425] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.10398217734550702, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8989851028833522, 'colsample_bytree': 0.8748118857633174, 'gamma': 0.05212311153493965, 'reg_alpha': 0.22912477433347128, 'reg_lambda': 2.503136121088927}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:30,623] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.06799443234234413, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8259562815415572, 'colsample_bytree': 0.919271999563491, 'gamma': 0.6462689564422024, 'reg_alpha': 0.09200536454128364, 'reg_lambda': 2.9145617943416116}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:30,884] Trial 67 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 121, 'learning_rate': 0.14100459591937986, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8395457016466885, 'colsample_bytree': 0.8330822367337352, 'gamma': 0.8928977444204721, 'reg_alpha': 0.16571505664356861, 'reg_lambda': 2.4971447354982512}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:31,028] Trial 68 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.0614585288142951, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8578500437838115, 'colsample_bytree': 0.8845420639390517, 'gamma': 0.36469133229191925, 'reg_alpha': 0.2008634742433847, 'reg_lambda': 2.7206642926194444}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:31,154] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.062448187914968215, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8588552368320839, 'colsample_bytree': 0.9343525635482781, 'gamma': 0.5820381938286284, 'reg_alpha': 0.19256686439390358, 'reg_lambda': 1.7263697460766325}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 19:38:31,335] Trial 70 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.0843184282717256, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.951464220385113, 'colsample_bytree': 0.8893459685610356, 'gamma': 0.196286747264514, 'reg_alpha': 0.13253077718170822, 'reg_lambda': 2.292784349677356}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:31,522] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.08667949119476961, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8767179825993868, 'colsample_bytree': 0.8847776154304398, 'gamma': 0.24508360618694022, 'reg_alpha': 0.08983230297509703, 'reg_lambda': 2.2864997273223358}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:31,796] Trial 72 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 140, 'learning_rate': 0.07636714811502862, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8949719462832477, 'colsample_bytree': 0.953723168724705, 'gamma': 0.16071206462010265, 'reg_alpha': 0.13323001813008892, 'reg_lambda': 2.679997084704198}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,101] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.04911665293267813, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9878693442125283, 'colsample_bytree': 0.9108736161262045, 'gamma': 0.7430028421439314, 'reg_alpha': 0.4007036968623602, 'reg_lambda': 2.102774262960397}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,296] Trial 74 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 167, 'learning_rate': 0.06370847058136517, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9708432692136411, 'colsample_bytree': 0.8584227804833914, 'gamma': 0.5906837942441416, 'reg_alpha': 0.20203466599849046, 'reg_lambda': 2.3971349758321647}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,576] Trial 75 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 181, 'learning_rate': 0.07008365780739718, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9617796930807133, 'colsample_bytree': 0.8929352314709184, 'gamma': 0.5745545162750987, 'reg_alpha': 0.20366595734545972, 'reg_lambda': 2.390653319821341}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:32,758] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.06010222423941133, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9708840593761632, 'colsample_bytree': 0.8643931104037732, 'gamma': 1.4914764966684122, 'reg_alpha': 0.06851064241823276, 'reg_lambda': 2.2255974363251867}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,050] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.0860573401301179, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.976802914579068, 'colsample_bytree': 0.8901827314289601, 'gamma': 1.0187869114267902, 'reg_alpha': 0.013422615525271187, 'reg_lambda': 2.4513680858890137}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,292] Trial 78 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.11011711426904394, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9487439955536191, 'colsample_bytree': 0.8808209486794427, 'gamma': 0.13018544273039806, 'reg_alpha': 0.116984293728883, 'reg_lambda': 2.548959460064158}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,462] Trial 79 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.11215741583834157, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9498044190770479, 'colsample_bytree': 0.8820644864229534, 'gamma': 0.015168957978937747, 'reg_alpha': 0.11006605473672228, 'reg_lambda': 2.528259182243686}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,648] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.12619484436420533, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9477776013263934, 'colsample_bytree': 0.9547063607764565, 'gamma': 0.02147869654779222, 'reg_alpha': 0.1128792157921715, 'reg_lambda': 2.3418638263725007}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:33,807] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.13195909039347883, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9413039895723438, 'colsample_bytree': 0.878594183605808, 'gamma': 0.006278268420779942, 'reg_alpha': 0.03771063575934208, 'reg_lambda': 2.549640707649709}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,032] Trial 82 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 162, 'learning_rate': 0.11143122026162941, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9539600136564658, 'colsample_bytree': 0.8647841010396374, 'gamma': 0.5385327515059483, 'reg_alpha': 0.15052764972294413, 'reg_lambda': 2.613997972517702}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,226] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.11250529058455559, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.948422372996649, 'colsample_bytree': 0.9042355036450467, 'gamma': 0.1610485737249343, 'reg_alpha': 0.15417232096953956, 'reg_lambda': 2.6981978223307928}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,418] Trial 84 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.16235492783468455, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9865119657263148, 'colsample_bytree': 0.8668992571484921, 'gamma': 0.16825732506064645, 'reg_alpha': 0.13053825602732053, 'reg_lambda': 2.5559873307559338}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,652] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.17631560523003995, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9966771271895927, 'colsample_bytree': 0.8531130478225991, 'gamma': 0.1586966005187344, 'reg_alpha': 0.11410612667890828, 'reg_lambda': 2.5916686199504615}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,820] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.15174579399807825, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.957295226692728, 'colsample_bytree': 0.8706853609151376, 'gamma': 0.3722068751997446, 'reg_alpha': 0.13818749163039815, 'reg_lambda': 2.3461294736565956}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:34,993] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.09600805327233214, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.981943908668253, 'colsample_bytree': 0.904827118467643, 'gamma': 0.6347958090080089, 'reg_alpha': 0.07103190263564821, 'reg_lambda': 2.492243167902719}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:35,154] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.20386438229077405, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9252857305737926, 'colsample_bytree': 0.9145106212513178, 'gamma': 0.4822697896628128, 'reg_alpha': 0.171842145878913, 'reg_lambda': 2.634970984490598}. Best is trial 70 with value: 0.7678571428571429.
[I 2025-11-03 19:38:35,444] Trial 89 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.12025986450539176, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.988450327816757, 'colsample_bytree': 0.8870701250998904, 'gamma': 0.16782481480841635, 'reg_alpha': 0.04281740626386024, 'reg_lambda': 2.453731751412574}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:35,632] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.11732732724221284, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9870811253128438, 'colsample_bytree': 0.8899290399818736, 'gamma': 0.14855299759382418, 'reg_alpha': 0.0018148928874016507, 'reg_lambda': 2.571400343619097}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:35,841] Trial 91 finished with value: 0.761904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.09457853107887448, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9564207411771406, 'colsample_bytree': 0.8659478961045037, 'gamma': 0.24414079291389967, 'reg_alpha': 0.04026245704325139, 'reg_lambda': 2.4606487524513967}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:36,164] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 209, 'learning_rate': 0.10127759168760252, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9563921926723131, 'colsample_bytree': 0.8647361336453219, 'gamma': 0.2897591459258111, 'reg_alpha': 0.05223066897316714, 'reg_lambda': 2.4397182714386765}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:36,360] Trial 93 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 201, 'learning_rate': 0.10015551508782645, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.970892859171471, 'colsample_bytree': 0.8510866627260216, 'gamma': 0.28484721620370673, 'reg_alpha': 0.038847847775976746, 'reg_lambda': 2.4237625014382758}. Best is trial 89 with value: 0.7738095238095238.
[I 2025-11-03 19:38:36,653] Trial 94 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 201, 'learning_rate': 0.09486720249579009, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9706375543133271, 'colsample_bytree': 0.8626171397038535, 'gamma': 0.32724819646006886, 'reg_alpha': 0.03858174424566675, 'reg_lambda': 2.4426595857355866}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:36,908] Trial 95 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.097493586219134, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9682511920290447, 'colsample_bytree': 0.8515309547792622, 'gamma': 0.3154994547332281, 'reg_alpha': 0.03188995150465653, 'reg_lambda': 2.4431173193970586}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,119] Trial 96 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 199, 'learning_rate': 0.08387716396930547, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9991577858849612, 'colsample_bytree': 0.8666566892497457, 'gamma': 0.7834991687065966, 'reg_alpha': 0.04935947933079452, 'reg_lambda': 2.2555606713436522}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,306] Trial 97 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 232, 'learning_rate': 0.09108969871615132, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9583508667525956, 'colsample_bytree': 0.8977872001316581, 'gamma': 0.5052751072310239, 'reg_alpha': 0.022914341335990913, 'reg_lambda': 2.3897048570359125}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,619] Trial 98 finished with value: 0.755952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.06525023966406426, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9269017089860597, 'colsample_bytree': 0.858130662014842, 'gamma': 0.5824373711808929, 'reg_alpha': 0.08333934988436784, 'reg_lambda': 2.2008940929823027}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:37,807] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.0747269172944414, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9732222410614539, 'colsample_bytree': 0.8488447438719442, 'gamma': 0.38356417346117777, 'reg_alpha': 0.0009481319844419148, 'reg_lambda': 2.3057569317582844}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,035] Trial 100 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 230, 'learning_rate': 0.1023412459299825, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.914147233421951, 'colsample_bytree': 0.8619357794040526, 'gamma': 3.450162922166882, 'reg_alpha': 0.053142564642374546, 'reg_lambda': 2.461153822458936}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,299] Trial 101 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.05684686651970936, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9875992660976727, 'colsample_bytree': 0.869011936860685, 'gamma': 0.27248624163775, 'reg_alpha': 0.09046353441336602, 'reg_lambda': 2.3957600927671523}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,481] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.11901106864890683, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9778191907674628, 'colsample_bytree': 0.8878511416315308, 'gamma': 0.2084484793659888, 'reg_alpha': 0.06503789604504932, 'reg_lambda': 2.7046819956122654}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,680] Trial 103 finished with value: 0.755952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.16294218207588987, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9334852624278633, 'colsample_bytree': 0.8747929187869774, 'gamma': 0.43712353174654917, 'reg_alpha': 0.023894890150982836, 'reg_lambda': 2.1413841086580296}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:38,979] Trial 104 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.08038342676888002, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9618834579645064, 'colsample_bytree': 0.8421180060161619, 'gamma': 0.7298059076192508, 'reg_alpha': 0.1515414051229099, 'reg_lambda': 2.823821541169054}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,154] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.09242526434944832, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9891008108877228, 'colsample_bytree': 0.8296657501981164, 'gamma': 0.3583989652126568, 'reg_alpha': 0.09862390256504727, 'reg_lambda': 2.614668260161701}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,343] Trial 106 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 194, 'learning_rate': 0.1344175904843955, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9546712898844498, 'colsample_bytree': 0.8616525632244477, 'gamma': 4.966220337586771, 'reg_alpha': 0.04614204550561238, 'reg_lambda': 2.3590561673617914}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,602] Trial 107 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.09991056912776047, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9657628367368528, 'colsample_bytree': 0.895626146284753, 'gamma': 4.059548303871483, 'reg_alpha': 0.18658668982549587, 'reg_lambda': 2.6502870818052005}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,754] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.08932476361757455, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9796246636442673, 'colsample_bytree': 0.9214967674333109, 'gamma': 0.8413186069471308, 'reg_alpha': 0.07218970924366858, 'reg_lambda': 2.7273165051047643}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:39,945] Trial 109 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.082044298361269, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9924010617209983, 'colsample_bytree': 0.837359883533318, 'gamma': 0.2508245014529069, 'reg_alpha': 0.14566176527128047, 'reg_lambda': 2.439813211567012}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:40,224] Trial 110 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 209, 'learning_rate': 0.07183432400070523, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.942510661486343, 'colsample_bytree': 0.8837817516202908, 'gamma': 0.1017190529869046, 'reg_alpha': 0.16736771194171718, 'reg_lambda': 2.5276690885094233}. Best is trial 94 with value: 0.7797619047619048.
[I 2025-11-03 19:38:40,427] Trial 111 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 204, 'learning_rate': 0.12232842706415833, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9691400494174385, 'colsample_bytree': 0.8535884546624444, 'gamma': 0.5408200241894762, 'reg_alpha': 0.03154878027465705, 'reg_lambda': 2.317125116420213}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:40,626] Trial 112 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 199, 'learning_rate': 0.14472782535100354, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9713708784803078, 'colsample_bytree': 0.8696573572639938, 'gamma': 0.5455825124538931, 'reg_alpha': 0.03274665625511694, 'reg_lambda': 2.3124208608323915}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:40,945] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 200, 'learning_rate': 0.12440628681774313, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9708337493189153, 'colsample_bytree': 0.8538619075698662, 'gamma': 0.6532044210386513, 'reg_alpha': 0.020658627137831075, 'reg_lambda': 2.312920055462242}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:41,131] Trial 114 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 197, 'learning_rate': 0.14038436469219184, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9698198602832572, 'colsample_bytree': 0.852826068616818, 'gamma': 0.6785256756801987, 'reg_alpha': 0.019413467541945867, 'reg_lambda': 2.036688273753354}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:41,403] Trial 115 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.11807198081840677, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9553713004761264, 'colsample_bytree': 0.9084338733598409, 'gamma': 0.5294562012566026, 'reg_alpha': 0.042349676227511776, 'reg_lambda': 2.2642129058862532}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:41,689] Trial 116 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 217, 'learning_rate': 0.12426228452942908, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9381642001564553, 'colsample_bytree': 0.607294771114002, 'gamma': 0.9286716709619584, 'reg_alpha': 0.06901662883062909, 'reg_lambda': 2.1651231624867986}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,041] Trial 117 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 200, 'learning_rate': 0.14547367684811127, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9710461943033895, 'colsample_bytree': 0.874234931882893, 'gamma': 0.6100578949885082, 'reg_alpha': 0.6816991474780645, 'reg_lambda': 2.2222355140467362}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,218] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.10443390120575596, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9294678619905739, 'colsample_bytree': 0.8454224415990095, 'gamma': 1.0737235096254174, 'reg_alpha': 0.0014935332134889436, 'reg_lambda': 2.327861973008306}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,606] Trial 119 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 190, 'learning_rate': 0.11003849577523422, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.978825970548726, 'colsample_bytree': 0.823655367810149, 'gamma': 0.4787203521969471, 'reg_alpha': 0.02779369145009806, 'reg_lambda': 2.301955904239262}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,792] Trial 120 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 191, 'learning_rate': 0.10926162127793465, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9786173427729805, 'colsample_bytree': 0.8250143067926994, 'gamma': 0.4760437961719998, 'reg_alpha': 0.03138496057241066, 'reg_lambda': 2.3946349073582507}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:42,983] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.12504580840702262, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9796497680888862, 'colsample_bytree': 0.8207664032781752, 'gamma': 0.4773067573653781, 'reg_alpha': 0.03182085044903053, 'reg_lambda': 2.297772297297871}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:43,284] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 208, 'learning_rate': 0.10768034704414911, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9992659686847695, 'colsample_bytree': 0.8090554352945409, 'gamma': 0.2967255601219889, 'reg_alpha': 0.05708704707626551, 'reg_lambda': 2.3790293925846564}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:43,457] Trial 123 finished with value: 0.755952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.09553152933729166, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9605149742081496, 'colsample_bytree': 0.8291757593375473, 'gamma': 0.4347951253536893, 'reg_alpha': 0.019136382444135108, 'reg_lambda': 2.098913135046351}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:43,693] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 191, 'learning_rate': 0.11479485780968761, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9649573268386334, 'colsample_bytree': 0.8581531344254135, 'gamma': 0.7075136729872749, 'reg_alpha': 0.096788299274714, 'reg_lambda': 2.4674694697990955}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,014] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 196, 'learning_rate': 0.15384597474058018, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9734829290341115, 'colsample_bytree': 0.8372071808848647, 'gamma': 0.5503389260614899, 'reg_alpha': 0.04155561832826311, 'reg_lambda': 2.3335517976837132}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,179] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.175442902741367, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9771265407775234, 'colsample_bytree': 0.8361535864463149, 'gamma': 0.804394361851512, 'reg_alpha': 0.07909448718030755, 'reg_lambda': 2.316640355085571}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,336] Trial 127 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 188, 'learning_rate': 0.12580239798307616, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9442375865301771, 'colsample_bytree': 0.8232564326492189, 'gamma': 4.735583089162324, 'reg_alpha': 0.05844616393022675, 'reg_lambda': 2.2279482905207217}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,575] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 197, 'learning_rate': 0.15067646689794925, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9838303850744095, 'colsample_bytree': 0.8383359632621996, 'gamma': 0.5268792900954731, 'reg_alpha': 0.0149741666717569, 'reg_lambda': 2.4084593231070306}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,773] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.13807182948440375, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9709939874604343, 'colsample_bytree': 0.8004478668119939, 'gamma': 0.9026098324544836, 'reg_alpha': 0.030924900093416828, 'reg_lambda': 2.3494364401067718}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:44,973] Trial 130 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.15833859792918945, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.991125107941358, 'colsample_bytree': 0.8518212052988385, 'gamma': 0.5717280134081301, 'reg_alpha': 0.10347390181870417, 'reg_lambda': 2.2787934220523143}. Best is trial 111 with value: 0.7857142857142857.
[I 2025-11-03 19:38:45,160] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 213, 'learning_rate': 0.19579825133451367, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9920400277444631, 'colsample_bytree': 0.8491313142090886, 'gamma': 0.5814315050145422, 'reg_alpha': 0.08616987215086452, 'reg_lambda': 2.2594168506735666}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:45,373] Trial 132 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 224, 'learning_rate': 0.21353399665872197, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9898118090742746, 'colsample_bytree': 0.8479809328077303, 'gamma': 0.654117137263944, 'reg_alpha': 0.10053167711578535, 'reg_lambda': 2.2598236476603573}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:45,579] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.2312189059160126, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9918923172504246, 'colsample_bytree': 0.8445057961426025, 'gamma': 0.6584879272741945, 'reg_alpha': 0.12303053773429436, 'reg_lambda': 2.1313041464021882}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:45,765] Trial 134 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.20607889680538904, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9890324874255592, 'colsample_bytree': 0.8539983215471637, 'gamma': 0.783972820490358, 'reg_alpha': 0.09614856687790316, 'reg_lambda': 2.192575363441662}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,066] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.1782868757248519, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.998837148592745, 'colsample_bytree': 0.8616482116906424, 'gamma': 0.379984632942583, 'reg_alpha': 0.1093256079129949, 'reg_lambda': 2.04906500013988}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,315] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.23077852161479098, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9815381384569879, 'colsample_bytree': 0.8314824173598179, 'gamma': 0.5550962841693208, 'reg_alpha': 0.07494172491842022, 'reg_lambda': 2.271486961593726}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,495] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.19032523979393942, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9519781090433497, 'colsample_bytree': 0.8468579725599331, 'gamma': 0.9636502087431331, 'reg_alpha': 1.2849542144824366e-05, 'reg_lambda': 1.9828310852221072}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:46,671] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.2593392543011148, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.964749504649882, 'colsample_bytree': 0.8691300622096884, 'gamma': 0.6722935000866007, 'reg_alpha': 0.9388264473079551, 'reg_lambda': 2.2399594136096046}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,006] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.15906609635142102, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9740116972038246, 'colsample_bytree': 0.6284518479711783, 'gamma': 2.6111311524251066, 'reg_alpha': 0.08190663325774183, 'reg_lambda': 2.361258881076466}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,314] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.18588528138684537, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9939628324259925, 'colsample_bytree': 0.8128710224534083, 'gamma': 0.5423853608045633, 'reg_alpha': 0.05549284001725205, 'reg_lambda': 2.4123696680239592}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,514] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.1728605285783618, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9957535945570006, 'colsample_bytree': 0.8605927539671392, 'gamma': 0.39138769425646774, 'reg_alpha': 0.11041661112374114, 'reg_lambda': 2.091424985581493}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,790] Trial 142 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.21109598568007304, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9839533474787558, 'colsample_bytree': 0.8589575687490324, 'gamma': 0.3894732140458756, 'reg_alpha': 0.0798070009802547, 'reg_lambda': 1.883651566191356}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:47,971] Trial 143 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.15450531848397445, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9990513065453848, 'colsample_bytree': 0.8771134306219102, 'gamma': 0.0835651543054286, 'reg_alpha': 0.12763286317350175, 'reg_lambda': 2.1612157234724365}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,163] Trial 144 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 221, 'learning_rate': 0.13177883105735574, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9651583486948395, 'colsample_bytree': 0.8502432741156114, 'gamma': 0.5944265588933882, 'reg_alpha': 0.10486290453041759, 'reg_lambda': 2.041157112662821}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,410] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.16791357352676475, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.985239308371939, 'colsample_bytree': 0.8398098237098911, 'gamma': 0.32980157406860766, 'reg_alpha': 0.05353542741549223, 'reg_lambda': 2.2719963240624796}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,593] Trial 146 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 243, 'learning_rate': 0.18995840160964067, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9746178799502484, 'colsample_bytree': 0.8672374890142449, 'gamma': 0.771375154721812, 'reg_alpha': 0.09782605472962236, 'reg_lambda': 2.322903523260621}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:48,777] Trial 147 finished with value: 0.761904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.14296767657130185, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998581265394758, 'colsample_bytree': 0.8912808415855965, 'gamma': 0.4743316742496919, 'reg_alpha': 0.1365143360338117, 'reg_lambda': 2.4900607245261}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:38:49,081] Trial 148 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 248, 'learning_rate': 0.18055755359453093, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9603247352045826, 'colsample_bytree': 0.881366425209374, 'gamma': 0.22737925982026952, 'reg_alpha': 0.06235002296510426, 'reg_lambda': 2.186968212352345}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,319] Trial 149 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.12013337766902603, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9530257214261493, 'colsample_bytree': 0.8807648772127524, 'gamma': 0.2229458193127818, 'reg_alpha': 0.059009496165474504, 'reg_lambda': 2.355679487330507}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,503] Trial 150 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 179, 'learning_rate': 0.14886976088655104, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9607190901197363, 'colsample_bytree': 0.8719669513318302, 'gamma': 0.21614107408218164, 'reg_alpha': 0.03665369453477078, 'reg_lambda': 2.197105084922239}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,682] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.14655649276046215, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9590583603331497, 'colsample_bytree': 0.8716772713035016, 'gamma': 0.11271873693117386, 'reg_alpha': 0.03557989390470394, 'reg_lambda': 2.177532297380469}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:49,936] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.14673660168022154, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9614252673566104, 'colsample_bytree': 0.8748106631904857, 'gamma': 0.08842801298811462, 'reg_alpha': 0.013845616960570038, 'reg_lambda': 2.199060294832893}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,117] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 171, 'learning_rate': 0.1334310181514221, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9600740692315686, 'colsample_bytree': 0.8731553864521642, 'gamma': 0.11313843213741012, 'reg_alpha': 0.0822964293282542, 'reg_lambda': 2.1438146444098414}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,296] Trial 154 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.14483517754761152, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.941852220398686, 'colsample_bytree': 0.8957606805771525, 'gamma': 0.008530260575535437, 'reg_alpha': 0.010534353933717981, 'reg_lambda': 2.1909037474401813}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,500] Trial 155 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 180, 'learning_rate': 0.217047240359744, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9191475850403595, 'colsample_bytree': 0.88598576197777, 'gamma': 0.2106768742159501, 'reg_alpha': 0.03868685881243687, 'reg_lambda': 2.2463706548262556}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:50,776] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.16505660603205477, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9473351254478506, 'colsample_bytree': 0.8731873358391723, 'gamma': 0.09196534064941926, 'reg_alpha': 0.06387802802598185, 'reg_lambda': 2.2148321208963804}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,060] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 184, 'learning_rate': 0.19118995433477623, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9589348934149783, 'colsample_bytree': 0.9021249960824542, 'gamma': 0.29458228042191936, 'reg_alpha': 0.04213765815167906, 'reg_lambda': 2.106568331225917}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,230] Trial 158 finished with value: 0.755952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.13374314107892535, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9512252575833835, 'colsample_bytree': 0.8819485072497283, 'gamma': 0.19779124924613942, 'reg_alpha': 0.15814807434274664, 'reg_lambda': 2.4031452960190687}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,408] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 166, 'learning_rate': 0.10599226319112247, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9317670451785004, 'colsample_bytree': 0.86481000150482, 'gamma': 0.1283080147812174, 'reg_alpha': 0.0173690243572297, 'reg_lambda': 1.9817894735739832}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,641] Trial 160 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.29535999450516986, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9608457568931977, 'colsample_bytree': 0.8687099878840442, 'gamma': 0.31848540777056983, 'reg_alpha': 0.06911173416447289, 'reg_lambda': 2.1897100969636583}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:51,913] Trial 161 finished with value: 0.755952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.12441590656903842, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9678594988763727, 'colsample_bytree': 0.8555379270938724, 'gamma': 0.4365969172228098, 'reg_alpha': 0.0009249094123653448, 'reg_lambda': 2.253997725500822}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,100] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.15007237222890635, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.978646727404418, 'colsample_bytree': 0.8488160568992793, 'gamma': 0.0029116318993422097, 'reg_alpha': 0.03267498840235745, 'reg_lambda': 2.2899237365896763}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,284] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.1161203577426656, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9392196606930827, 'colsample_bytree': 0.8887685712250498, 'gamma': 0.23417815388809834, 'reg_alpha': 0.05121912967045374, 'reg_lambda': 2.44445554041014}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,540] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.14092626650746723, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9668504041268873, 'colsample_bytree': 0.8780456293107213, 'gamma': 0.6705855694693864, 'reg_alpha': 0.024393467947023868, 'reg_lambda': 2.3666862342432684}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:52,776] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 211, 'learning_rate': 0.1107817597677911, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9857222633302594, 'colsample_bytree': 0.8579378912751432, 'gamma': 0.4406604885757346, 'reg_alpha': 0.09211743123500733, 'reg_lambda': 2.1819852691478303}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,049] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.10624659422846883, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9870694574624534, 'colsample_bytree': 0.8653013774416387, 'gamma': 0.3417371067258952, 'reg_alpha': 0.09601872479852873, 'reg_lambda': 2.1846702436400545}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,242] Trial 167 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.08832251700079657, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9778233672490677, 'colsample_bytree': 0.8591451888846426, 'gamma': 0.4384668748125733, 'reg_alpha': 0.07424694746905741, 'reg_lambda': 2.089054888277944}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,507] Trial 168 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.09064740905694411, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9796651426164869, 'colsample_bytree': 0.858515932064562, 'gamma': 0.47671634199795027, 'reg_alpha': 0.1327024643144004, 'reg_lambda': 2.0797958508114958}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,700] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.16034453105613633, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9914726596375533, 'colsample_bytree': 0.8731419746908201, 'gamma': 0.18496437104147043, 'reg_alpha': 0.08190762936564885, 'reg_lambda': 2.140697410867509}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:53,892] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.08532815787125571, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9827419336925386, 'colsample_bytree': 0.8983999779664782, 'gamma': 0.4200342503999345, 'reg_alpha': 0.11635407138177274, 'reg_lambda': 2.209868362525769}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,194] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.09810058092253376, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9570219526733926, 'colsample_bytree': 0.8469867707956472, 'gamma': 0.31392483653702447, 'reg_alpha': 0.06447299111833064, 'reg_lambda': 2.271019421144082}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,372] Trial 172 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.1111921394369888, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9759189273678224, 'colsample_bytree': 0.863996690795894, 'gamma': 0.5673072940962134, 'reg_alpha': 0.09531205786492483, 'reg_lambda': 2.308005550492557}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,538] Trial 173 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 169, 'learning_rate': 0.1142377061639653, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9709620711615599, 'colsample_bytree': 0.8832545168482733, 'gamma': 0.5646494100168515, 'reg_alpha': 0.5319995705187021, 'reg_lambda': 2.25049831366592}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,696] Trial 174 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.12927207356455228, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9896347709172904, 'colsample_bytree': 0.8561970253746037, 'gamma': 0.4605647853235278, 'reg_alpha': 0.09154506351684351, 'reg_lambda': 2.1833998474365717}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:54,972] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.07811935673241062, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9795673966588011, 'colsample_bytree': 0.8716939408858627, 'gamma': 0.08701567169347416, 'reg_alpha': 0.1101871275724666, 'reg_lambda': 2.307728987062056}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,138] Trial 176 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 174, 'learning_rate': 0.10984258729357668, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9650351767601432, 'colsample_bytree': 0.843783614632731, 'gamma': 0.5958727834010387, 'reg_alpha': 0.07706895330196309, 'reg_lambda': 2.1341556776375836}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,294] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.1740421010290933, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9740486344372002, 'colsample_bytree': 0.8431093575092701, 'gamma': 0.728735330829281, 'reg_alpha': 0.07360766829228586, 'reg_lambda': 2.1317902652178}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,650] Trial 178 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.20319369515793187, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9632691027163195, 'colsample_bytree': 0.8301276905318447, 'gamma': 2.929967776234438, 'reg_alpha': 0.04096652814517336, 'reg_lambda': 2.0848232658047783}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:55,833] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.14763585523431647, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9902601790476735, 'colsample_bytree': 0.8516846071591783, 'gamma': 0.821163003748616, 'reg_alpha': 0.05760806629475555, 'reg_lambda': 1.9956539748229223}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,036] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.22637539865444128, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.983458498186347, 'colsample_bytree': 0.8393398255864701, 'gamma': 0.22247060216827458, 'reg_alpha': 0.08722080309350541, 'reg_lambda': 2.226338009009138}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,371] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.2513270357608426, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9830203278480534, 'colsample_bytree': 0.8388857559620994, 'gamma': 0.20499960355460817, 'reg_alpha': 0.09166216479471045, 'reg_lambda': 1.9181853669341216}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,680] Trial 182 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 221, 'learning_rate': 0.2422967113023043, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9823015208443617, 'colsample_bytree': 0.8361858973099309, 'gamma': 0.19452563480834434, 'reg_alpha': 0.08904330806850194, 'reg_lambda': 1.889030265418049}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:56,887] Trial 183 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 224, 'learning_rate': 0.2513595230637991, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9841435354985174, 'colsample_bytree': 0.8352302450111936, 'gamma': 0.23991029497682298, 'reg_alpha': 0.08845881558547027, 'reg_lambda': 1.8527991754551627}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,231] Trial 184 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 226, 'learning_rate': 0.22855372585968245, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9876055863353664, 'colsample_bytree': 0.833764728938557, 'gamma': 0.14188235824809659, 'reg_alpha': 0.08844772029030512, 'reg_lambda': 1.858980580307883}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,431] Trial 185 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 229, 'learning_rate': 0.2376561179876128, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9833020724570037, 'colsample_bytree': 0.8321043600033309, 'gamma': 0.10463752166437817, 'reg_alpha': 0.026466731905378904, 'reg_lambda': 1.8936151912528452}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,615] Trial 186 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 227, 'learning_rate': 0.26636129134903225, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9820779935331309, 'colsample_bytree': 0.833626917283612, 'gamma': 0.10684753894963975, 'reg_alpha': 0.08382801367575515, 'reg_lambda': 1.9226157489587217}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:57,931] Trial 187 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 238, 'learning_rate': 0.2586934916647496, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9916914571869206, 'colsample_bytree': 0.8372719057211389, 'gamma': 0.19879426376328302, 'reg_alpha': 0.05474260804610672, 'reg_lambda': 1.7462672604762723}. Best is trial 148 with value: 0.7976190476190477.
[I 2025-11-03 19:38:58,192] Trial 188 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 236, 'learning_rate': 0.23644495087231526, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9939851797451944, 'colsample_bytree': 0.8178656682082607, 'gamma': 0.013495999546210335, 'reg_alpha': 0.05085426743915758, 'reg_lambda': 1.6388264302492328}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:58,401] Trial 189 finished with value: 0.8035714285714285 and parameters: {'n_estimators': 237, 'learning_rate': 0.27477286437272413, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9947201611607016, 'colsample_bytree': 0.8151621559956207, 'gamma': 0.024571976407937915, 'reg_alpha': 0.018484134155363062, 'reg_lambda': 1.650711908695845}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:58,606] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.28733109334431106, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9998000601648412, 'colsample_bytree': 0.8103527235490439, 'gamma': 0.0059245680145947055, 'reg_alpha': 0.012122840045276431, 'reg_lambda': 1.666697465178309}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:58,935] Trial 191 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 238, 'learning_rate': 0.24162733469730632, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9944716919526532, 'colsample_bytree': 0.793857031429967, 'gamma': 0.10339949847366427, 'reg_alpha': 0.04204829482586735, 'reg_lambda': 1.7327326101905838}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,131] Trial 192 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.24333790015012974, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9928532976343686, 'colsample_bytree': 0.7898643627476413, 'gamma': 0.08379562042837031, 'reg_alpha': 0.04462891636979227, 'reg_lambda': 1.8064145986060207}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,364] Trial 193 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.26903469122093376, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9932122940066819, 'colsample_bytree': 0.786999835592688, 'gamma': 0.09650727039997177, 'reg_alpha': 0.02395523377172645, 'reg_lambda': 1.597594559212104}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,687] Trial 194 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 248, 'learning_rate': 0.27148786897680416, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9913067718461247, 'colsample_bytree': 0.8054493087026137, 'gamma': 0.0005281101607940986, 'reg_alpha': 0.03455062795342201, 'reg_lambda': 1.5584820751262434}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:38:59,885] Trial 195 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 245, 'learning_rate': 0.27387908726356774, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9932476182991234, 'colsample_bytree': 0.7833768073469121, 'gamma': 0.029576337668673014, 'reg_alpha': 0.04952842288550765, 'reg_lambda': 1.5975281857395758}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,081] Trial 196 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.27665829513535056, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9933105568894641, 'colsample_bytree': 0.7865117298293234, 'gamma': 0.0881045293289397, 'reg_alpha': 0.046635037105206445, 'reg_lambda': 1.6070350900066006}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,385] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2440747472535748, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9943726925217917, 'colsample_bytree': 0.7884139162124394, 'gamma': 0.0256475771808966, 'reg_alpha': 0.049878280843830794, 'reg_lambda': 1.6036407887070991}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,580] Trial 198 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 243, 'learning_rate': 0.2714899605589448, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9952281670793401, 'colsample_bytree': 0.781698168145597, 'gamma': 0.10651054794603927, 'reg_alpha': 0.0016591991130911928, 'reg_lambda': 1.49223982368688}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,843] Trial 199 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 246, 'learning_rate': 0.2780815029816337, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.994555174316283, 'colsample_bytree': 0.7793463809545075, 'gamma': 0.015854966677556467, 'reg_alpha': 0.022906298151873873, 'reg_lambda': 1.5376132490111254}. Best is trial 188 with value: 0.8154761904761905.
[I 2025-11-03 19:39:00,847] A new study created in memory with name: no-name-d055b8d5-f1ca-4b67-be41-3c8e6ae78e40
[I 2025-11-03 19:39:01,004] Trial 0 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 110, 'learning_rate': 0.012566624343890215, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9970305518409069, 'colsample_bytree': 0.8525743073380119, 'gamma': 3.3752854872075377, 'reg_alpha': 0.9677829074307599, 'reg_lambda': 1.4545284156504017}. Best is trial 0 with value: 0.6398809523809523.
[I 2025-11-03 19:39:01,167] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.05310100004908238, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6629039442089469, 'colsample_bytree': 0.6415775322047094, 'gamma': 1.355937642696336, 'reg_alpha': 0.7894379908945831, 'reg_lambda': 1.7900068221931673}. Best is trial 0 with value: 0.6398809523809523.
[I 2025-11-03 19:39:01,338] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 57, 'learning_rate': 0.02391717113613997, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9455104194054242, 'colsample_bytree': 0.856894605806438, 'gamma': 3.298041721258472, 'reg_alpha': 0.07553953777404965, 'reg_lambda': 0.7289103575496299}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 19:39:01,534] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.05491075952872246, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.7867029989944252, 'colsample_bytree': 0.9050536545547597, 'gamma': 1.6883552514827538, 'reg_alpha': 0.0991388910460278, 'reg_lambda': 1.738388313172853}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 19:39:01,586] Trial 4 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 33, 'learning_rate': 0.05156194610122141, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9636436113852795, 'colsample_bytree': 0.9508657153401339, 'gamma': 1.7054660849789989, 'reg_alpha': 0.34626440574951955, 'reg_lambda': 0.5802260151560943}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:01,877] Trial 5 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.07061229012837111, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8100031726215627, 'colsample_bytree': 0.9346207921060642, 'gamma': 0.794303911741378, 'reg_alpha': 0.8004065833425988, 'reg_lambda': 1.9747050401705832}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,002] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.051177789735079054, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.845741798933042, 'colsample_bytree': 0.9354654223757694, 'gamma': 1.0246735809908465, 'reg_alpha': 0.3850325503236032, 'reg_lambda': 1.6837204775735597}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,118] Trial 7 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 29, 'learning_rate': 0.12046771363253371, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8569511633344553, 'colsample_bytree': 0.6692381416427263, 'gamma': 4.609439116032716, 'reg_alpha': 0.4729031327967175, 'reg_lambda': 1.7609561156396945}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,375] Trial 8 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 210, 'learning_rate': 0.047548720355138956, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6576709730748461, 'colsample_bytree': 0.9632714082338264, 'gamma': 1.7076487535296347, 'reg_alpha': 0.007072219936807178, 'reg_lambda': 2.329603361845562}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,430] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.1103191280649923, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7052231142580033, 'colsample_bytree': 0.7437910331905564, 'gamma': 3.8334838980817896, 'reg_alpha': 0.09778669091678605, 'reg_lambda': 0.7985172884865972}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,626] Trial 10 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.26825131033947375, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9145325044215702, 'colsample_bytree': 0.7791746727632878, 'gamma': 0.16080758301180476, 'reg_alpha': 0.25980917310627183, 'reg_lambda': 2.9966370822825734}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:02,906] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.1055214088331024, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7655643734119578, 'colsample_bytree': 0.9905146718697837, 'gamma': 0.008006409778509749, 'reg_alpha': 0.6970722408056446, 'reg_lambda': 1.1656498969394984}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,081] Trial 12 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.02114908803214347, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8830919711626711, 'colsample_bytree': 0.8868474377224552, 'gamma': 2.2505142683349435, 'reg_alpha': 0.6614976479566431, 'reg_lambda': 2.3473321504837985}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,252] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.03012964302635337, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9813072918484654, 'colsample_bytree': 0.9987545645451499, 'gamma': 0.7499943391136895, 'reg_alpha': 0.9993120137443479, 'reg_lambda': 2.2808861882119684}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,452] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.08449436805395587, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6069999760481155, 'colsample_bytree': 0.8234863754851868, 'gamma': 2.4358023732897642, 'reg_alpha': 0.3590521774984853, 'reg_lambda': 1.133543655488399}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,598] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.19438822542547418, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7433762235407986, 'colsample_bytree': 0.9246673329376827, 'gamma': 0.6725706826385375, 'reg_alpha': 0.5830425032881866, 'reg_lambda': 2.189123000577471}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:03,842] Trial 16 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.03228155637522699, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8174084281897047, 'colsample_bytree': 0.7700742270305887, 'gamma': 2.122570805455647, 'reg_alpha': 0.8283458008190878, 'reg_lambda': 0.5229393693087969}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,009] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.0730360126232501, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9197322419604645, 'colsample_bytree': 0.9506695449765687, 'gamma': 3.048994131683937, 'reg_alpha': 0.2647356196233218, 'reg_lambda': 2.703511726130258}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,165] Trial 18 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 156, 'learning_rate': 0.17755464001909235, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8200714710102924, 'colsample_bytree': 0.7072492039667206, 'gamma': 1.2432693362450564, 'reg_alpha': 0.5085946054937851, 'reg_lambda': 2.026217456503951}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,518] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.010947674487711823, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9594745253397936, 'colsample_bytree': 0.8741427192151154, 'gamma': 0.5493067540979086, 'reg_alpha': 0.8494916997233388, 'reg_lambda': 1.4104964975235057}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,717] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.0337232905214713, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8924354494382424, 'colsample_bytree': 0.6025253836949176, 'gamma': 1.8213803719096089, 'reg_alpha': 0.21161145579667276, 'reg_lambda': 2.6522634376365826}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:39:04,903] Trial 21 finished with value: 0.761904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.2792837198957711, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9262234850868956, 'colsample_bytree': 0.7936848456921904, 'gamma': 0.03935654441226388, 'reg_alpha': 0.3064208046056588, 'reg_lambda': 2.8927626364898185}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:39:05,095] Trial 22 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 203, 'learning_rate': 0.16108468197210032, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9468928441852381, 'colsample_bytree': 0.8165839914022658, 'gamma': 0.4094495899636685, 'reg_alpha': 0.38497962861295343, 'reg_lambda': 2.98251757601862}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:05,403] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.28491885455667637, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9365220112899657, 'colsample_bytree': 0.817417860290102, 'gamma': 0.34681429787802504, 'reg_alpha': 0.37348444921912216, 'reg_lambda': 2.921812405020724}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:05,691] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.29484775308419875, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.931519960487492, 'colsample_bytree': 0.819206877253199, 'gamma': 0.3378077448951018, 'reg_alpha': 0.4654571974615503, 'reg_lambda': 2.9490853339312206}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:05,864] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.19160921786456073, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.889131704327019, 'colsample_bytree': 0.7414717966708296, 'gamma': 0.0652104549563865, 'reg_alpha': 0.20407657165508675, 'reg_lambda': 2.6634461216527274}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,021] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.232354664985189, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.85205591339468, 'colsample_bytree': 0.8112447730438167, 'gamma': 0.39582799057009765, 'reg_alpha': 0.4108087773699841, 'reg_lambda': 2.8069676319643824}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,298] Trial 27 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.149754588954788, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9770849946298461, 'colsample_bytree': 0.7905302286691197, 'gamma': 1.0828462416019549, 'reg_alpha': 0.30767431743178264, 'reg_lambda': 2.510157529702554}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,517] Trial 28 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.1466765331009509, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9990923746498661, 'colsample_bytree': 0.841400352819688, 'gamma': 0.9064764244027592, 'reg_alpha': 0.5386008511084129, 'reg_lambda': 2.499979797102384}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,697] Trial 29 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 205, 'learning_rate': 0.14399218314604437, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9984875504610631, 'colsample_bytree': 0.8408353161078209, 'gamma': 0.9159090430430826, 'reg_alpha': 0.556646931521778, 'reg_lambda': 2.4734691351366913}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:06,999] Trial 30 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 247, 'learning_rate': 0.22229568693871815, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9953169569573884, 'colsample_bytree': 0.7455730077362789, 'gamma': 2.9248340947913873, 'reg_alpha': 0.6383098154028272, 'reg_lambda': 2.852375239009774}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,174] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 197, 'learning_rate': 0.2989384226667549, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9148628153308176, 'colsample_bytree': 0.8478052929044517, 'gamma': 0.4207497260844805, 'reg_alpha': 0.4230513889495239, 'reg_lambda': 2.5306777054902385}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,345] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.16037331123479803, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9494151976198159, 'colsample_bytree': 0.7974617859002247, 'gamma': 1.375871693868389, 'reg_alpha': 0.5488996368307447, 'reg_lambda': 2.890489744023708}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,536] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 192, 'learning_rate': 0.2278945841341553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9415017779506968, 'colsample_bytree': 0.8669503428850629, 'gamma': 0.3142846410655938, 'reg_alpha': 0.3060299069609382, 'reg_lambda': 2.74453689841362}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,809] Trial 34 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.13255284270941, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9697159973328319, 'colsample_bytree': 0.8357098118401763, 'gamma': 1.3732600032613693, 'reg_alpha': 0.17629165363546018, 'reg_lambda': 2.9937069142592576}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:07,979] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.09445244785962856, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8951288774762877, 'colsample_bytree': 0.9004885792165604, 'gamma': 0.6257724822707009, 'reg_alpha': 0.44783479054692754, 'reg_lambda': 2.573327560681962}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,168] Trial 36 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.24041396226785797, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9395968605175998, 'colsample_bytree': 0.7650873793546739, 'gamma': 0.12828607882416965, 'reg_alpha': 0.73082715235913, 'reg_lambda': 2.830692469245121}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,374] Trial 37 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.22590024504173395, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8727455480858513, 'colsample_bytree': 0.7000056655690305, 'gamma': 0.05161834964468032, 'reg_alpha': 0.9003087856421371, 'reg_lambda': 2.7699952577061335}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,571] Trial 38 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 235, 'learning_rate': 0.17793073678708085, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8751194941939283, 'colsample_bytree': 0.7012733209711578, 'gamma': 0.7714501443137987, 'reg_alpha': 0.905179632493472, 'reg_lambda': 2.1033649464897204}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:08,843] Trial 39 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.01681309340817661, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9097847880695998, 'colsample_bytree': 0.658681068573342, 'gamma': 1.1433962402273328, 'reg_alpha': 0.9288637165605471, 'reg_lambda': 2.4195543595136177}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,058] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.12168727276230948, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8374520141877099, 'colsample_bytree': 0.6995454690174331, 'gamma': 1.4593456399427098, 'reg_alpha': 0.16378858560074466, 'reg_lambda': 1.9087576874963814}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,326] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.24229910411622838, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9766275730579387, 'colsample_bytree': 0.7653369997626048, 'gamma': 0.04970699156260941, 'reg_alpha': 0.7571481151738741, 'reg_lambda': 2.7876604138173775}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,504] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 215, 'learning_rate': 0.204553483925591, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9533313488024289, 'colsample_bytree': 0.747969108570568, 'gamma': 4.9428809139458485, 'reg_alpha': 0.7418814004762837, 'reg_lambda': 2.623976001142736}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,809] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.2557052929669044, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.869509173203065, 'colsample_bytree': 0.7186971494927108, 'gamma': 0.24120402924053969, 'reg_alpha': 0.8955747000618552, 'reg_lambda': 2.8015662690235357}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:09,999] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.1621437669392453, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9998950170060822, 'colsample_bytree': 0.7265718764364382, 'gamma': 0.9069522031060722, 'reg_alpha': 0.6439268764304021, 'reg_lambda': 2.730952364694259}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,291] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.19868114518795263, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9310187331912326, 'colsample_bytree': 0.7867457078522375, 'gamma': 3.8650521676881784, 'reg_alpha': 0.5026884413426276, 'reg_lambda': 2.867640013547529}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,545] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.1270480076387583, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9008008378496473, 'colsample_bytree': 0.6726784803838736, 'gamma': 0.08417829192759946, 'reg_alpha': 0.6018540561021467, 'reg_lambda': 2.42948815772245}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,695] Trial 47 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.2551588360813312, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9578366975524993, 'colsample_bytree': 0.7601529113191705, 'gamma': 0.4875697809749885, 'reg_alpha': 0.7506602329925158, 'reg_lambda': 2.9876139644779016}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:10,892] Trial 48 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 248, 'learning_rate': 0.06484249887974636, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9294694472994559, 'colsample_bytree': 0.6235546947989474, 'gamma': 0.6678972203701238, 'reg_alpha': 0.6968705035679884, 'reg_lambda': 2.5812264539281298}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,119] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.1035304911021678, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7786574880524995, 'colsample_bytree': 0.8602226908061724, 'gamma': 0.1916879154913879, 'reg_alpha': 0.8527128908252319, 'reg_lambda': 2.1824595718937294}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,286] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.039921437982928965, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8708034811126665, 'colsample_bytree': 0.683840950352811, 'gamma': 0.0004821156071301569, 'reg_alpha': 0.32531988555737745, 'reg_lambda': 2.2678726004417715}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,453] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.28166447020353286, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9457016949209127, 'colsample_bytree': 0.804774692381667, 'gamma': 0.4365599271603144, 'reg_alpha': 0.36563820440132044, 'reg_lambda': 2.8829853557909506}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,628] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.21867864168399556, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9343222720158275, 'colsample_bytree': 0.8292548570459846, 'gamma': 0.2582662009137815, 'reg_alpha': 0.2743501817686336, 'reg_lambda': 2.9084253017751074}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:11,868] Trial 53 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.1797953020997658, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9664019201109944, 'colsample_bytree': 0.7772232464602642, 'gamma': 0.8682661860696756, 'reg_alpha': 0.40445730271888763, 'reg_lambda': 2.707477002109967}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,047] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.2648406294814794, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9835682060945389, 'colsample_bytree': 0.8860191025221528, 'gamma': 0.560849428312967, 'reg_alpha': 0.36254550831650945, 'reg_lambda': 2.7885272099551166}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,242] Trial 55 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.16311733086846253, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9098698180175099, 'colsample_bytree': 0.8055236987978368, 'gamma': 0.2644168287139691, 'reg_alpha': 0.7954348908521598, 'reg_lambda': 2.6461746953802128}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,550] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.21377130919354098, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7370106851368871, 'colsample_bytree': 0.8217789251002919, 'gamma': 0.5474224423138832, 'reg_alpha': 0.5279491824419509, 'reg_lambda': 2.9343863947974738}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,705] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.2964260871331366, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8352535285243967, 'colsample_bytree': 0.8534366822674769, 'gamma': 1.8505010375990534, 'reg_alpha': 0.24090421428085265, 'reg_lambda': 1.637829681029042}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:12,858] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.13624532257144265, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9232580909214408, 'colsample_bytree': 0.7756309819848461, 'gamma': 1.0101314541335742, 'reg_alpha': 0.9925997902019009, 'reg_lambda': 2.3842268336025803}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,138] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.23904856183632742, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9848589339987245, 'colsample_bytree': 0.7556529949781283, 'gamma': 0.0026172328528555333, 'reg_alpha': 0.4451845377363719, 'reg_lambda': 0.9240138065701509}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,317] Trial 60 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 213, 'learning_rate': 0.08748280813115522, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9859073238586474, 'colsample_bytree': 0.7277121957605831, 'gamma': 0.20208670996362726, 'reg_alpha': 0.4699509160675386, 'reg_lambda': 0.9323761105124568}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,483] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.2428481294413926, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9643646841741295, 'colsample_bytree': 0.7577699460280827, 'gamma': 0.02961794778755631, 'reg_alpha': 0.3855889574024308, 'reg_lambda': 1.069812374454656}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:13,909] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.2628524341216688, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9528725992242737, 'colsample_bytree': 0.7910057054578351, 'gamma': 0.6959930002795892, 'reg_alpha': 0.3299750194814305, 'reg_lambda': 1.3996334468384672}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,112] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.19145428735586895, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.943939486334773, 'colsample_bytree': 0.8057883941220273, 'gamma': 0.4334051179543902, 'reg_alpha': 0.44336553656420297, 'reg_lambda': 2.9943689954124855}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,322] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.21290842239508093, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9866573659662997, 'colsample_bytree': 0.8224268246060947, 'gamma': 0.2528421926110844, 'reg_alpha': 0.5817166956930399, 'reg_lambda': 1.5452690999535008}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,523] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.15170856663628723, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9730351573022507, 'colsample_bytree': 0.8401445882255374, 'gamma': 0.3889184159927234, 'reg_alpha': 0.6902698486167345, 'reg_lambda': 0.6358416873573631}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:14,880] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 158, 'learning_rate': 0.17296600143656335, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9057651131877524, 'colsample_bytree': 0.7374132597424602, 'gamma': 3.8502777431840305, 'reg_alpha': 0.2888152608926903, 'reg_lambda': 1.2422107136990976}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,037] Trial 67 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.24439154870597743, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6023655849006897, 'colsample_bytree': 0.7865785208300133, 'gamma': 0.14065719512194835, 'reg_alpha': 0.4831086301912313, 'reg_lambda': 2.8470133085974934}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,091] Trial 68 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 21, 'learning_rate': 0.2764736154906501, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6235733001851184, 'colsample_bytree': 0.8767228405261623, 'gamma': 2.6424259565581076, 'reg_alpha': 0.4353773735778419, 'reg_lambda': 0.8213624900782821}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,268] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.11307150856395833, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9215252139137459, 'colsample_bytree': 0.8126684922318855, 'gamma': 0.7792412060015106, 'reg_alpha': 0.3995954459436548, 'reg_lambda': 2.7045076263457335}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,626] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.22871886529870006, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8801553711164013, 'colsample_bytree': 0.7695963668051788, 'gamma': 0.4913443950693045, 'reg_alpha': 0.9552584336271591, 'reg_lambda': 2.5505345455585062}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,817] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.18967971779319984, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8603214346702462, 'colsample_bytree': 0.7131331390113772, 'gamma': 0.0020583325387519835, 'reg_alpha': 0.14494602985869576, 'reg_lambda': 2.6259494453124312}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:15,979] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 149, 'learning_rate': 0.19951518542233337, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8948412841327934, 'colsample_bytree': 0.7526918533228701, 'gamma': 0.16783511529535639, 'reg_alpha': 0.1931677951228013, 'reg_lambda': 1.8937679062204418}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,228] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.14154501815125833, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9392397317256345, 'colsample_bytree': 0.7334855144550482, 'gamma': 0.35199173196586503, 'reg_alpha': 0.06950818062496497, 'reg_lambda': 2.769447811629549}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,398] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.23055700814292027, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8860901375860581, 'colsample_bytree': 0.6886560518137997, 'gamma': 0.5885540553215365, 'reg_alpha': 0.1064838286053681, 'reg_lambda': 2.9204360647808656}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,581] Trial 75 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 197, 'learning_rate': 0.17403178140334397, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9651594684575242, 'colsample_bytree': 0.7928789821782788, 'gamma': 3.6287325738915714, 'reg_alpha': 0.22227654857040108, 'reg_lambda': 2.6762839596136527}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:16,776] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.2968640885623018, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9188612823287883, 'colsample_bytree': 0.653015108996444, 'gamma': 0.13192723706437762, 'reg_alpha': 0.35441506924857735, 'reg_lambda': 2.4804376344255243}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,092] Trial 77 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.2637366259793496, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7984304950620154, 'colsample_bytree': 0.7432561725062147, 'gamma': 0.32281854588125436, 'reg_alpha': 0.8294724807034022, 'reg_lambda': 2.8643324301552813}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,329] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.024861136921921424, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9909228005934126, 'colsample_bytree': 0.7787754199945277, 'gamma': 0.0002117155629129952, 'reg_alpha': 0.24967082454507702, 'reg_lambda': 2.8408877319157275}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,518] Trial 79 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.20644934536350862, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9563088970669161, 'colsample_bytree': 0.8323660727725136, 'gamma': 0.9493812220798131, 'reg_alpha': 0.29828377906879067, 'reg_lambda': 2.7532382765053995}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:17,820] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.15058614073582346, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9320723215390435, 'colsample_bytree': 0.8465302338276621, 'gamma': 1.1493296457918223, 'reg_alpha': 0.6023651131241714, 'reg_lambda': 2.945064190791408}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,013] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.24789140733726509, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8633264022956553, 'colsample_bytree': 0.7125089042008117, 'gamma': 0.21629541575920866, 'reg_alpha': 0.8879486978183007, 'reg_lambda': 2.793704130942877}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,209] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.26263859673647266, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8475253292949907, 'colsample_bytree': 0.7166235564708726, 'gamma': 0.34009188218293285, 'reg_alpha': 0.8746415657786281, 'reg_lambda': 2.8123837625956334}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,658] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.19005366782885189, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8909927237498699, 'colsample_bytree': 0.7228075999753181, 'gamma': 0.11711227630096091, 'reg_alpha': 0.95783386041718, 'reg_lambda': 2.5949828705684475}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:18,858] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 245, 'learning_rate': 0.16607197323982473, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8887317742250995, 'colsample_bytree': 0.6910144803141862, 'gamma': 0.13056362472774258, 'reg_alpha': 0.3317167975432858, 'reg_lambda': 2.5986134390649953}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,045] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.1903177540480911, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9002291664266437, 'colsample_bytree': 0.7625523964106332, 'gamma': 0.6375663160497702, 'reg_alpha': 0.9135715348288782, 'reg_lambda': 2.673347195461209}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,357] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.21884960876859594, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9772309701623415, 'colsample_bytree': 0.7223564737215971, 'gamma': 0.8103748344207489, 'reg_alpha': 0.9509997316775862, 'reg_lambda': 2.29222569706262}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,651] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.18829649316647845, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9439617342558281, 'colsample_bytree': 0.7519071622266967, 'gamma': 0.4449757409769833, 'reg_alpha': 0.5316059851052879, 'reg_lambda': 2.50589775132061}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:19,855] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.23682895115831415, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9135732525077196, 'colsample_bytree': 0.7037714399995418, 'gamma': 0.14042413022013156, 'reg_alpha': 0.7210744572267132, 'reg_lambda': 2.729909955494305}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,261] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 159, 'learning_rate': 0.1524822635439181, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9250757881468737, 'colsample_bytree': 0.7361557912380073, 'gamma': 0.5031817785846872, 'reg_alpha': 0.771504250532084, 'reg_lambda': 2.951264597209792}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,513] Trial 90 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 201, 'learning_rate': 0.28319075786347137, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8340740866721074, 'colsample_bytree': 0.6788222680751074, 'gamma': 1.5508237003795657, 'reg_alpha': 0.3837011700033351, 'reg_lambda': 2.5762566208619346}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,722] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.21382042811792873, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8756975413426487, 'colsample_bytree': 0.722695813975623, 'gamma': 0.29366158605473486, 'reg_alpha': 0.9332058787284039, 'reg_lambda': 2.902359747288643}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:20,925] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.2517567148424828, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8669737288969858, 'colsample_bytree': 0.8157330418131837, 'gamma': 0.11133639068597019, 'reg_alpha': 0.9738652477197892, 'reg_lambda': 2.8179227512510696}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,204] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.2808567271772967, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9018533897876171, 'colsample_bytree': 0.6953008216502988, 'gamma': 0.2425403944685584, 'reg_alpha': 0.8196999509831615, 'reg_lambda': 2.6633094891258198}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,439] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.17932395645273622, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8820850977141241, 'colsample_bytree': 0.7992277281068361, 'gamma': 0.3863045189472606, 'reg_alpha': 0.8569914912661674, 'reg_lambda': 2.996128234749962}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,628] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.2347312254669074, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.998554890765724, 'colsample_bytree': 0.7448813129608043, 'gamma': 0.7192487513046679, 'reg_alpha': 0.886083417279168, 'reg_lambda': 2.8784787939622243}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:21,826] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 208, 'learning_rate': 0.20271854303779085, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.937353696190134, 'colsample_bytree': 0.7694141898495394, 'gamma': 0.10719208848232584, 'reg_alpha': 0.42591805963452967, 'reg_lambda': 2.4090480107319845}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,135] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.12955381414683084, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9348841503742571, 'colsample_bytree': 0.7697600128581059, 'gamma': 0.053119049395110154, 'reg_alpha': 0.4831266918286344, 'reg_lambda': 2.427242805277338}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,355] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.057500513624412886, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9506307250337548, 'colsample_bytree': 0.784577819184418, 'gamma': 0.5771575485210522, 'reg_alpha': 0.41872970914341145, 'reg_lambda': 2.3464063014833174}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,542] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 194, 'learning_rate': 0.20470800543949916, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9706299789207413, 'colsample_bytree': 0.8282158403589789, 'gamma': 0.0014557982790549748, 'reg_alpha': 0.37689604433945845, 'reg_lambda': 2.201451387292254}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:22,950] Trial 100 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 214, 'learning_rate': 0.1600041976575421, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.961744489475089, 'colsample_bytree': 0.758642626899775, 'gamma': 4.223936945551432, 'reg_alpha': 0.44587450614756796, 'reg_lambda': 2.474270133472821}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,161] Trial 101 finished with value: 0.744047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.22294848418756733, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8558827866123534, 'colsample_bytree': 0.7318965756201768, 'gamma': 0.2396286536029284, 'reg_alpha': 0.33613677063762015, 'reg_lambda': 2.7594034944720613}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,350] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.2522118511411726, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9178516980669088, 'colsample_bytree': 0.7074161205055779, 'gamma': 0.11629578165657162, 'reg_alpha': 0.9955495820445497, 'reg_lambda': 2.527084266787972}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,644] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.19864197253414, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9158238950908593, 'colsample_bytree': 0.8002572577636374, 'gamma': 0.13322328368493347, 'reg_alpha': 0.9827949988458269, 'reg_lambda': 2.6204637282176524}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:23,901] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.2993799713664422, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9085402974487495, 'colsample_bytree': 0.8593571917237487, 'gamma': 0.346173521098445, 'reg_alpha': 0.9491672765907986, 'reg_lambda': 2.5431810125438035}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:24,081] Trial 105 finished with value: 0.699404761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.2668062375386613, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9274769198206475, 'colsample_bytree': 0.782173420835486, 'gamma': 2.180440128330595, 'reg_alpha': 0.39843682920128376, 'reg_lambda': 2.684683696023875}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:24,345] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.01418941590877685, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9388684712435544, 'colsample_bytree': 0.7087283747485901, 'gamma': 0.4662686444904339, 'reg_alpha': 0.42974855550321367, 'reg_lambda': 2.52240446918699}. Best is trial 22 with value: 0.7678571428571428.
[I 2025-11-03 19:39:24,557] Trial 107 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 223, 'learning_rate': 0.23432923643487055, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8924781561454032, 'colsample_bytree': 0.7724675848333367, 'gamma': 0.1018895294537505, 'reg_alpha': 0.9993363779060379, 'reg_lambda': 2.0132620906047363}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:24,809] Trial 108 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 224, 'learning_rate': 0.24399092998336086, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8987036382838537, 'colsample_bytree': 0.8087241304921895, 'gamma': 0.08951009298981871, 'reg_alpha': 0.9179768088299303, 'reg_lambda': 2.375505423807139}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,102] Trial 109 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 223, 'learning_rate': 0.24789251326324913, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8975471472522375, 'colsample_bytree': 0.8067270182762525, 'gamma': 0.11607653579311444, 'reg_alpha': 0.9977639347347613, 'reg_lambda': 2.114625958461002}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,315] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.18347697422924378, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8973410106866869, 'colsample_bytree': 0.7723112181273836, 'gamma': 0.250148749668862, 'reg_alpha': 0.919348462646825, 'reg_lambda': 2.0502201681612324}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,517] Trial 111 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.246567960929928, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8920219576179127, 'colsample_bytree': 0.8050605157561841, 'gamma': 0.08477336373340963, 'reg_alpha': 0.9641787282961343, 'reg_lambda': 1.7962768109039267}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:25,832] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.2327607549648643, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8882175792010286, 'colsample_bytree': 0.8074054488477842, 'gamma': 0.09814911140200872, 'reg_alpha': 0.9564292698834354, 'reg_lambda': 1.8237221868966482}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:26,040] Trial 113 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 221, 'learning_rate': 0.2071353506608875, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8950789915373182, 'colsample_bytree': 0.7962888785340732, 'gamma': 0.21256062990758104, 'reg_alpha': 0.9699992093416943, 'reg_lambda': 1.9653124348668574}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:26,254] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.21822154611934472, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9057296173668977, 'colsample_bytree': 0.7952527508366433, 'gamma': 4.135246282054722e-05, 'reg_alpha': 0.9704919178421835, 'reg_lambda': 2.0188543648273645}. Best is trial 107 with value: 0.7857142857142857.
[I 2025-11-03 19:39:26,513] Trial 115 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 232, 'learning_rate': 0.2722200412568308, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8944790882665912, 'colsample_bytree': 0.8159617597413213, 'gamma': 0.2012958397293772, 'reg_alpha': 0.9338585780785126, 'reg_lambda': 1.941586812852072}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:26,698] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.27252902297717674, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8720860052012592, 'colsample_bytree': 0.8144648799123754, 'gamma': 0.3268340848429211, 'reg_alpha': 0.935273475823322, 'reg_lambda': 1.7333174453013713}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:26,938] Trial 117 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 225, 'learning_rate': 0.24308421211267325, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8833558770337623, 'colsample_bytree': 0.8280224791826497, 'gamma': 0.21681437198290543, 'reg_alpha': 0.9027161905563517, 'reg_lambda': 1.862088115480185}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:27,301] Trial 118 finished with value: 0.761904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.2716503969180158, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8978894690110633, 'colsample_bytree': 0.8433862405661218, 'gamma': 0.5050668963436422, 'reg_alpha': 0.8999454945835403, 'reg_lambda': 1.9082261840267083}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:27,498] Trial 119 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 232, 'learning_rate': 0.2569242813850979, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8792860084772055, 'colsample_bytree': 0.8461462713289855, 'gamma': 0.5295667337949885, 'reg_alpha': 0.9056978985940083, 'reg_lambda': 1.9266999497062298}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:27,708] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.27909047167798856, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8807299784261637, 'colsample_bytree': 0.836622034128393, 'gamma': 0.5333878199958249, 'reg_alpha': 0.9066380242312669, 'reg_lambda': 1.9200934975310864}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,034] Trial 121 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.2716016187517857, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8976451070594952, 'colsample_bytree': 0.8456277317412821, 'gamma': 0.6615405891254875, 'reg_alpha': 0.8636423428023167, 'reg_lambda': 2.1076603210885607}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,249] Trial 122 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.24922034418834127, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8770339380802127, 'colsample_bytree': 0.868879347274615, 'gamma': 0.402816795219742, 'reg_alpha': 0.9988431584262081, 'reg_lambda': 1.8112293342031547}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,475] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.22304062495291438, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8668363899456775, 'colsample_bytree': 0.8253944304983047, 'gamma': 0.2159181220642641, 'reg_alpha': 0.9351875018158337, 'reg_lambda': 1.9546709460800737}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:28,772] Trial 124 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 225, 'learning_rate': 0.2982027881410675, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8496182183977559, 'colsample_bytree': 0.8532438610828903, 'gamma': 0.5449909960479233, 'reg_alpha': 0.8991606216577598, 'reg_lambda': 1.8731811907153118}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,054] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.25532085991012454, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8886210535120246, 'colsample_bytree': 0.8355058524499206, 'gamma': 0.28859021000337703, 'reg_alpha': 0.9724507196513267, 'reg_lambda': 1.7359679735047469}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,255] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2590357910182336, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8913827863983561, 'colsample_bytree': 0.8209410608874154, 'gamma': 0.2980949223217383, 'reg_alpha': 0.9833464896707932, 'reg_lambda': 1.7515138353958006}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,473] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.25992850484909613, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.892126991974106, 'colsample_bytree': 0.8171710570086259, 'gamma': 0.442054211633204, 'reg_alpha': 0.9745606477197707, 'reg_lambda': 1.6242127992065138}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:29,777] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.24435141996559084, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8844144207177252, 'colsample_bytree': 0.8350619206912165, 'gamma': 0.296746510151655, 'reg_alpha': 0.9362445598598479, 'reg_lambda': 1.7346285343552756}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,123] Trial 129 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.23954134128635726, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.883265080851765, 'colsample_bytree': 0.8313160086038068, 'gamma': 0.3077736875382941, 'reg_alpha': 0.9307767551281613, 'reg_lambda': 1.7452783446348985}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,333] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.2416272741238584, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8612689812560346, 'colsample_bytree': 0.833389975739301, 'gamma': 0.30577785909369587, 'reg_alpha': 0.9300899311460568, 'reg_lambda': 1.7187287447543793}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,615] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.24359989271933857, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.884230761374594, 'colsample_bytree': 0.8224735478085569, 'gamma': 0.18165284598444506, 'reg_alpha': 0.9731073033348033, 'reg_lambda': 1.660226418600771}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:30,825] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.21198320672158846, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.909090315916484, 'colsample_bytree': 0.8081628493426526, 'gamma': 0.23860157066812465, 'reg_alpha': 0.9455866964369698, 'reg_lambda': 1.7968336462435452}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,008] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.2563067213270669, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6915552301861037, 'colsample_bytree': 0.7997631206562406, 'gamma': 0.3632257345128538, 'reg_alpha': 0.9992935442128987, 'reg_lambda': 1.8506372876423742}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,303] Trial 134 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.232325462422165, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8884939269993051, 'colsample_bytree': 0.8322385277990951, 'gamma': 0.30388135206073563, 'reg_alpha': 0.8786783135903776, 'reg_lambda': 1.9860963573217398}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,524] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.2858117363895167, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9048453665127131, 'colsample_bytree': 0.8118266146830398, 'gamma': 3.20977337695588, 'reg_alpha': 0.921364141986447, 'reg_lambda': 1.7630540506218828}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,682] Trial 136 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 95, 'learning_rate': 0.20982223572121422, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8425602873003285, 'colsample_bytree': 0.8250358648494207, 'gamma': 0.6268634816196093, 'reg_alpha': 0.8330151623617952, 'reg_lambda': 1.6117168775018758}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:31,992] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 242, 'learning_rate': 0.04096620357554654, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8744480113569837, 'colsample_bytree': 0.85017670508097, 'gamma': 0.2037840662724772, 'reg_alpha': 0.9650421178099697, 'reg_lambda': 2.1133443780406274}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:32,200] Trial 138 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 225, 'learning_rate': 0.25644502228248905, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8933927311480734, 'colsample_bytree': 0.7889704417196848, 'gamma': 0.40616291078907435, 'reg_alpha': 0.9432794952723608, 'reg_lambda': 1.6835205446852235}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:32,435] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.22682182405728438, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8232125232932913, 'colsample_bytree': 0.863165139465771, 'gamma': 1.9976158674261804, 'reg_alpha': 0.9836791580483095, 'reg_lambda': 1.5626195789106783}. Best is trial 115 with value: 0.7916666666666667.
[I 2025-11-03 19:39:32,695] Trial 140 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 219, 'learning_rate': 0.29937780723408247, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8795206930620026, 'colsample_bytree': 0.8188786236437906, 'gamma': 0.7627673730153448, 'reg_alpha': 0.9240058894283713, 'reg_lambda': 2.0639835586312496}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:32,885] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.28329339463732583, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8822680172302622, 'colsample_bytree': 0.8373745343971302, 'gamma': 0.8269493795299281, 'reg_alpha': 0.9136067963500344, 'reg_lambda': 2.0012235664438554}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,082] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.29880533736686016, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.858384285880864, 'colsample_bytree': 0.81755000650431, 'gamma': 0.18712428797993996, 'reg_alpha': 0.9618528273349981, 'reg_lambda': 1.9584610150407287}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,335] Trial 143 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 237, 'learning_rate': 0.24653938664319056, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8707230186430469, 'colsample_bytree': 0.8016820953470263, 'gamma': 0.44375767921679216, 'reg_alpha': 0.9259874497463484, 'reg_lambda': 2.0659306027754862}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,513] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.24255443912522062, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8688158669605774, 'colsample_bytree': 0.8043562554267525, 'gamma': 2.536641547786712, 'reg_alpha': 0.9207026996941473, 'reg_lambda': 2.0520114608694233}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,710] Trial 145 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.2655044200203006, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8796638510794125, 'colsample_bytree': 0.8248723266659156, 'gamma': 0.47120630072670333, 'reg_alpha': 0.8680141980824132, 'reg_lambda': 2.1569515114106137}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:33,956] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.22316230942990017, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.901070137211965, 'colsample_bytree': 0.8126657246524667, 'gamma': 0.7144388807160236, 'reg_alpha': 0.9837624121110998, 'reg_lambda': 1.7390602939988467}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,186] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.2241073380436348, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9123239927835765, 'colsample_bytree': 0.792627392553422, 'gamma': 0.7530883694717643, 'reg_alpha': 0.942379512063031, 'reg_lambda': 1.8573861293306393}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,375] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 222, 'learning_rate': 0.21633686518494252, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9025889055309709, 'colsample_bytree': 0.8154560796548272, 'gamma': 1.0135424969257119, 'reg_alpha': 0.8918236877496104, 'reg_lambda': 2.0671976569021853}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,566] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.20190174300622277, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8750773261210179, 'colsample_bytree': 0.8079094077242439, 'gamma': 0.6669509212004314, 'reg_alpha': 0.8434993344617843, 'reg_lambda': 1.7793576863163312}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:34,823] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.2393038654674064, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8547450294151703, 'colsample_bytree': 0.7989156253573189, 'gamma': 0.5948484544778647, 'reg_alpha': 0.9859300976471459, 'reg_lambda': 2.237508444179087}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,109] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.07466601294942628, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.893008125539225, 'colsample_bytree': 0.8309050413370435, 'gamma': 0.3309346394759245, 'reg_alpha': 0.969458262198405, 'reg_lambda': 1.9370479639823253}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,334] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.27272758378769907, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8935861954091292, 'colsample_bytree': 0.8291052769880833, 'gamma': 0.4219897804692078, 'reg_alpha': 0.9559420770611001, 'reg_lambda': 1.9449235500433704}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,526] Trial 153 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2744603464347012, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8864336385964386, 'colsample_bytree': 0.8300113962660552, 'gamma': 0.3878527007802671, 'reg_alpha': 0.9999559054546685, 'reg_lambda': 1.9554348797672763}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:35,715] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.2649528272869905, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8665698448933712, 'colsample_bytree': 0.841434060356465, 'gamma': 0.5174364528440533, 'reg_alpha': 0.9592652106789651, 'reg_lambda': 1.9287259808558843}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,040] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.2283165519433131, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8947449826282666, 'colsample_bytree': 0.8194145753171755, 'gamma': 0.4381102274943991, 'reg_alpha': 0.9418600094456039, 'reg_lambda': 1.8419519007731842}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,278] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.07313870167990129, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9055149404982313, 'colsample_bytree': 0.8549971924761379, 'gamma': 0.7040872016435904, 'reg_alpha': 0.977668943814837, 'reg_lambda': 1.900451370013906}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,471] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 229, 'learning_rate': 0.279458800400313, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8813341626725417, 'colsample_bytree': 0.8231616316868857, 'gamma': 0.30892818473083156, 'reg_alpha': 0.9652044714171206, 'reg_lambda': 2.0073045183695744}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,738] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.20279827677034204, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8928134804070236, 'colsample_bytree': 0.8432911348181317, 'gamma': 0.5702121050150379, 'reg_alpha': 0.9364918683870217, 'reg_lambda': 1.5135191970718163}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:36,953] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.07862928926190686, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9162360081887333, 'colsample_bytree': 0.8297515379042838, 'gamma': 0.3909494232051963, 'reg_alpha': 0.9572029463646399, 'reg_lambda': 2.123506714611867}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,089] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.25169413581403083, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8703375471939904, 'colsample_bytree': 0.8031763245395693, 'gamma': 0.8413398177950662, 'reg_alpha': 0.9051941599572086, 'reg_lambda': 1.6989799367248488}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,381] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.24071377970903476, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8999294320571309, 'colsample_bytree': 0.8120747172266098, 'gamma': 0.18495632966383507, 'reg_alpha': 0.9218437879011194, 'reg_lambda': 2.067335552387452}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,576] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.25597332107613424, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8991823329019314, 'colsample_bytree': 0.7803310390858572, 'gamma': 0.09680547280848666, 'reg_alpha': 0.8857228167106089, 'reg_lambda': 1.7968627867569984}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:37,877] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.025831945795084327, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.885508326907169, 'colsample_bytree': 0.8111990694922626, 'gamma': 0.2552376893590264, 'reg_alpha': 0.9834203600910372, 'reg_lambda': 1.9863606204079822}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,174] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.05646613222776258, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9219238651834778, 'colsample_bytree': 0.9811955216300561, 'gamma': 0.323078571575825, 'reg_alpha': 0.920610128872907, 'reg_lambda': 1.8587530394229765}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,387] Trial 165 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.2999223350179306, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.876437165051167, 'colsample_bytree': 0.7942650377271848, 'gamma': 0.07717018624159505, 'reg_alpha': 0.9492014342650066, 'reg_lambda': 2.171791354033302}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,577] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 221, 'learning_rate': 0.10182048695881978, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9078530520646989, 'colsample_bytree': 0.8215746431033496, 'gamma': 0.4805051229600599, 'reg_alpha': 0.9970207134047411, 'reg_lambda': 1.7693334997742785}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:38,912] Trial 167 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.22866106416768536, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8960676322253466, 'colsample_bytree': 0.835247101722865, 'gamma': 0.2627278930764246, 'reg_alpha': 0.9045586501557928, 'reg_lambda': 1.9275668851413226}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,135] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 206, 'learning_rate': 0.21409779672863047, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8860560755762202, 'colsample_bytree': 0.8043093274783393, 'gamma': 0.15835426880649583, 'reg_alpha': 0.9332750741075599, 'reg_lambda': 2.0360306508618247}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,339] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.27274577570656344, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9114832187006773, 'colsample_bytree': 0.7871194460618082, 'gamma': 0.0029418889421598815, 'reg_alpha': 0.973247035338534, 'reg_lambda': 1.8814843875206284}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,604] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.04842120102242567, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8602393249730529, 'colsample_bytree': 0.8487525881054107, 'gamma': 0.39272369017395076, 'reg_alpha': 0.8815346389202934, 'reg_lambda': 1.9641648774991463}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:39,871] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 236, 'learning_rate': 0.250890487593512, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8904350862356532, 'colsample_bytree': 0.8360465295043532, 'gamma': 0.289880138636622, 'reg_alpha': 0.9818251668378074, 'reg_lambda': 1.7294388889663335}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,134] Trial 172 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.2545495526983332, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8826598113257886, 'colsample_bytree': 0.8294182015395636, 'gamma': 0.1650780565613081, 'reg_alpha': 0.9604220644366072, 'reg_lambda': 1.817203666081065}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,352] Trial 173 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 246, 'learning_rate': 0.23986126249914547, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.879225473128059, 'colsample_bytree': 0.8251153050228347, 'gamma': 0.182774116001376, 'reg_alpha': 0.9568178434153384, 'reg_lambda': 1.8264548320640317}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,715] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.01923759239558607, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8751891318462665, 'colsample_bytree': 0.8287636800867969, 'gamma': 0.17426236103081588, 'reg_alpha': 0.9510777544558535, 'reg_lambda': 1.8056971361257415}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:40,907] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.23404561734592114, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.88242326421964, 'colsample_bytree': 0.8200177462884075, 'gamma': 0.4830921034187666, 'reg_alpha': 0.9615868839619012, 'reg_lambda': 1.6777033984357792}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,094] Trial 176 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 242, 'learning_rate': 0.28313691216623893, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8834819705531064, 'colsample_bytree': 0.8229622218941822, 'gamma': 0.5731519324234069, 'reg_alpha': 0.961449122788543, 'reg_lambda': 1.8464939381771521}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,294] Trial 177 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2877626410481531, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8688188816332619, 'colsample_bytree': 0.8167002187412447, 'gamma': 0.6521640269579109, 'reg_alpha': 0.9981983042820085, 'reg_lambda': 1.6819163782876454}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,576] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.23044299881975808, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8800896511741495, 'colsample_bytree': 0.8208597530852165, 'gamma': 0.5974202511010486, 'reg_alpha': 0.9379089417917684, 'reg_lambda': 1.6057315952439777}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:41,868] Trial 179 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.26853384426349053, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8907367208503096, 'colsample_bytree': 0.8432989395134972, 'gamma': 0.495864147456488, 'reg_alpha': 0.9659645045010914, 'reg_lambda': 1.8818110269669541}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,108] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.28543990925143775, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9028115299227559, 'colsample_bytree': 0.7989387309083545, 'gamma': 0.3984211398856902, 'reg_alpha': 0.929925458934203, 'reg_lambda': 2.0968193461801325}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,307] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.2568757295306275, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8818394658176635, 'colsample_bytree': 0.8291326281667808, 'gamma': 0.21740960647087165, 'reg_alpha': 0.9561412749861641, 'reg_lambda': 1.8308826242228342}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,585] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2405796801412587, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8856465565694729, 'colsample_bytree': 0.8129531385603626, 'gamma': 0.3239001697992887, 'reg_alpha': 0.9788479262534349, 'reg_lambda': 1.7805775447619403}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:42,789] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.23537813742382496, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8929539855682884, 'colsample_bytree': 0.8154772483209751, 'gamma': 0.52669175916784, 'reg_alpha': 0.9809712863915477, 'reg_lambda': 1.7594883867413509}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,120] Trial 184 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 241, 'learning_rate': 0.21593244178157683, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8640240570077935, 'colsample_bytree': 0.8111407926382477, 'gamma': 0.7424615026140601, 'reg_alpha': 0.9756825273881496, 'reg_lambda': 1.7096790171668896}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,383] Trial 185 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.24461047559069085, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.873469502757838, 'colsample_bytree': 0.8216539826462769, 'gamma': 2.815238352159522, 'reg_alpha': 0.9480723119024101, 'reg_lambda': 1.939289710345107}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,568] Trial 186 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 236, 'learning_rate': 0.2699562184497006, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8874256107834576, 'colsample_bytree': 0.8382782323396618, 'gamma': 0.35641223990844395, 'reg_alpha': 0.9069665258873018, 'reg_lambda': 1.6555788970519212}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:43,758] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.19352169362460792, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.901837319575064, 'colsample_bytree': 0.8051206378730336, 'gamma': 0.46107390280139854, 'reg_alpha': 0.998015201745272, 'reg_lambda': 2.022238254594114}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,143] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.010651648111099395, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8792939354574477, 'colsample_bytree': 0.8518034852703662, 'gamma': 0.2921017299855474, 'reg_alpha': 0.9271332055340071, 'reg_lambda': 1.7579179025495337}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,354] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.22268245651567198, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.8946579894879444, 'colsample_bytree': 0.7946256971985112, 'gamma': 0.5714641013194415, 'reg_alpha': 0.9647090243751155, 'reg_lambda': 1.8769261045124561}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,582] Trial 190 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2371336161394355, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8707489825196926, 'colsample_bytree': 0.8250514913696785, 'gamma': 0.3938826589010304, 'reg_alpha': 0.9452039995776078, 'reg_lambda': 1.9858522428686536}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:44,908] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.06254950883364416, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8718627883176425, 'colsample_bytree': 0.8247296587644725, 'gamma': 0.3642859516827814, 'reg_alpha': 0.9451432324529104, 'reg_lambda': 1.986843639719634}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,102] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 238, 'learning_rate': 0.2375070021757145, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8633362999580022, 'colsample_bytree': 0.8139997885648498, 'gamma': 0.22985619491942133, 'reg_alpha': 0.9781403461990146, 'reg_lambda': 1.8993973582661885}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,321] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.266466315627726, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.851460858969763, 'colsample_bytree': 0.8286326131806766, 'gamma': 0.44146277123692623, 'reg_alpha': 0.917375993912356, 'reg_lambda': 2.0639193316448115}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,513] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.21149413355707022, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.885162504998781, 'colsample_bytree': 0.8181716918313782, 'gamma': 0.11670219946348284, 'reg_alpha': 0.9425186395617287, 'reg_lambda': 1.8178519434319473}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,706] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.24563695455658063, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8918656134616589, 'colsample_bytree': 0.8393405355106587, 'gamma': 0.3071397040677897, 'reg_alpha': 0.9679610212007114, 'reg_lambda': 1.949511440875813}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:45,973] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.2826570421159297, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8781154815280516, 'colsample_bytree': 0.8070850611813609, 'gamma': 0.9216897983138213, 'reg_alpha': 0.9979665514845182, 'reg_lambda': 1.8471399719956803}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,192] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.29817898117915614, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9079728605410223, 'colsample_bytree': 0.8245732590876077, 'gamma': 0.5901743454893221, 'reg_alpha': 0.9556875622578173, 'reg_lambda': 2.1500286958192985}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,381] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.22922644484349147, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7374306533336369, 'colsample_bytree': 0.8011124485160832, 'gamma': 1.25957410127289, 'reg_alpha': 0.9040780096897563, 'reg_lambda': 1.990623127652385}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,589] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.26268123260459353, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8983086097069474, 'colsample_bytree': 0.8350815928145645, 'gamma': 0.08191081587183492, 'reg_alpha': 0.925088117752636, 'reg_lambda': 1.7448246678373538}. Best is trial 140 with value: 0.8095238095238095.
[I 2025-11-03 19:39:46,592] A new study created in memory with name: no-name-ee712576-ddd5-4caf-a4d0-a3325ee6185a
[I 2025-11-03 19:39:46,867] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.018527507573117195, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.661759461164619, 'colsample_bytree': 0.7499030811670696, 'gamma': 0.9646508903819112, 'reg_alpha': 0.838931821259698, 'reg_lambda': 1.5250526199543295}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:39:47,043] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.015592800673216967, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.7461160606036029, 'colsample_bytree': 0.7011956257568597, 'gamma': 2.214812890924018, 'reg_alpha': 0.37978249371186057, 'reg_lambda': 0.688708075383752}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:39:47,097] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 36, 'learning_rate': 0.07327760757250322, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.681839880391716, 'colsample_bytree': 0.7335414392050593, 'gamma': 3.428352942816252, 'reg_alpha': 0.5795133209613073, 'reg_lambda': 1.8210719393014863}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:47,365] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.07641891714971147, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8517695265083831, 'colsample_bytree': 0.8969356164201925, 'gamma': 2.0876579553809167, 'reg_alpha': 0.5380338267287048, 'reg_lambda': 1.883661322399474}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:47,589] Trial 4 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.056309201229827514, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9930554311846274, 'colsample_bytree': 0.6602381600692836, 'gamma': 4.727045514973788, 'reg_alpha': 0.8324913683695496, 'reg_lambda': 2.5744530429948913}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:47,748] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.017897344124848166, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9013251557125967, 'colsample_bytree': 0.9249271955280169, 'gamma': 0.7525120990470385, 'reg_alpha': 0.9589397181911427, 'reg_lambda': 2.1070334935068358}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 19:39:48,080] Trial 6 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.06363417090259159, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7933548495805479, 'colsample_bytree': 0.6401152045721885, 'gamma': 1.5932806724654125, 'reg_alpha': 0.32265235120015967, 'reg_lambda': 2.356315485538376}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,251] Trial 7 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.03369238187955733, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6388210473858986, 'colsample_bytree': 0.662064143508495, 'gamma': 2.366173988719094, 'reg_alpha': 0.5944185943119179, 'reg_lambda': 0.6249390240161332}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,545] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.07817955152925131, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.863671891667084, 'colsample_bytree': 0.6925514873062584, 'gamma': 0.3551682943190393, 'reg_alpha': 0.14476151538178694, 'reg_lambda': 2.8828713987749395}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,621] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.049523574795683714, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.64487659615901, 'colsample_bytree': 0.6412050603107223, 'gamma': 4.579507591849003, 'reg_alpha': 0.3360501647948886, 'reg_lambda': 1.3496446889956273}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:48,863] Trial 10 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 123, 'learning_rate': 0.2211372972980542, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7861758955238144, 'colsample_bytree': 0.8364275543454066, 'gamma': 3.4561778203446525, 'reg_alpha': 0.03957053709513281, 'reg_lambda': 2.468348632370513}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:49,054] Trial 11 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 107, 'learning_rate': 0.15104596536316933, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7331401604488483, 'colsample_bytree': 0.7785738190804794, 'gamma': 3.680664915292728, 'reg_alpha': 0.31982447538020675, 'reg_lambda': 2.2366390963455736}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:49,285] Trial 12 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 248, 'learning_rate': 0.1505049317420538, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7102194951529491, 'colsample_bytree': 0.6056829024540266, 'gamma': 1.3589796872749345, 'reg_alpha': 0.6554067823474321, 'reg_lambda': 1.3138498832178553}. Best is trial 6 with value: 0.7380952380952381.
[I 2025-11-03 19:39:49,489] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.14078874776664632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7309232421641164, 'colsample_bytree': 0.6058136032932014, 'gamma': 1.4355306102499934, 'reg_alpha': 0.7464187883486275, 'reg_lambda': 1.1675545800842462}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:49,890] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.13173336593049148, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7979448252461522, 'colsample_bytree': 0.6068093425859706, 'gamma': 1.5657025884475528, 'reg_alpha': 0.19690151483946577, 'reg_lambda': 1.0186754967594411}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,053] Trial 15 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.2876625130807437, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8434502346670965, 'colsample_bytree': 0.8437133666873009, 'gamma': 2.8826772746269294, 'reg_alpha': 0.7325095164924147, 'reg_lambda': 0.9940784794231181}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,255] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.03245584926640113, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9193712196001699, 'colsample_bytree': 0.980024669987212, 'gamma': 1.6734915982113214, 'reg_alpha': 0.37917638670735365, 'reg_lambda': 2.659020086999579}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,577] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.01030037195573388, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6048143755473577, 'colsample_bytree': 0.6035023836871771, 'gamma': 0.3815958240855657, 'reg_alpha': 0.4649007743516399, 'reg_lambda': 2.1702995276053585}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,758] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.11251010198170816, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7814877605849699, 'colsample_bytree': 0.7040773294333302, 'gamma': 0.03183958483017135, 'reg_alpha': 0.7439407439864532, 'reg_lambda': 2.9802976545540476}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:50,933] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.2035111360319777, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7323728923235857, 'colsample_bytree': 0.6398396984068033, 'gamma': 2.830317532650243, 'reg_alpha': 0.9609051059535467, 'reg_lambda': 1.0379624560713276}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:51,223] Trial 20 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.10305051545854578, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7618682303172334, 'colsample_bytree': 0.8039532399374749, 'gamma': 1.0808261665984928, 'reg_alpha': 0.47342271936518876, 'reg_lambda': 1.6266457482006962}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:39:51,446] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.10076728285364268, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7575549009016457, 'colsample_bytree': 0.8115668999266411, 'gamma': 1.2644173281097284, 'reg_alpha': 0.45606251370737894, 'reg_lambda': 1.6243431608097707}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:51,602] Trial 22 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 92, 'learning_rate': 0.10663917828534691, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6931534967248703, 'colsample_bytree': 0.8133287066741005, 'gamma': 0.9565521869568402, 'reg_alpha': 0.4529451131840152, 'reg_lambda': 1.595600347893813}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:51,742] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.10355396745385152, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7530019257156942, 'colsample_bytree': 0.8847757576002008, 'gamma': 1.1747493356159682, 'reg_alpha': 0.6518562552863065, 'reg_lambda': 1.261256456268928}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:51,919] Trial 24 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 22, 'learning_rate': 0.20673308828096174, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8223045688751042, 'colsample_bytree': 0.7964764717669759, 'gamma': 1.9364338902544924, 'reg_alpha': 0.46285343608782237, 'reg_lambda': 1.722470695010674}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,080] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 128, 'learning_rate': 0.04340307295255522, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7637526066776434, 'colsample_bytree': 0.8675774137365206, 'gamma': 0.5923077411465901, 'reg_alpha': 0.21461871116393155, 'reg_lambda': 1.5226075822060747}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,219] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.0981147691312095, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7150374168786208, 'colsample_bytree': 0.7668611315147779, 'gamma': 1.1309868391043874, 'reg_alpha': 0.7213141882984806, 'reg_lambda': 1.941155268530993}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,371] Trial 27 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 111, 'learning_rate': 0.15844070705375815, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.681556035486275, 'colsample_bytree': 0.8201270308772075, 'gamma': 1.8247723168053744, 'reg_alpha': 0.8494824428404211, 'reg_lambda': 1.2217616157197293}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,529] Trial 28 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 145, 'learning_rate': 0.09002950495784706, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8281422204427374, 'colsample_bytree': 0.952458670137832, 'gamma': 0.09706346221091744, 'reg_alpha': 0.5189686616464506, 'reg_lambda': 1.673568064226207}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,724] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.29023241631505353, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7657005472207346, 'colsample_bytree': 0.7570417589655869, 'gamma': 0.8364793509076998, 'reg_alpha': 0.8534025791034365, 'reg_lambda': 0.8562669987613722}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:52,886] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.13057633791263182, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.6549558384589257, 'colsample_bytree': 0.7309958477934059, 'gamma': 1.2953946148167947, 'reg_alpha': 0.6252152222399043, 'reg_lambda': 1.538669409151828}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,093] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.06204433378370752, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8144688421930865, 'colsample_bytree': 0.7932667688132983, 'gamma': 1.548753058661948, 'reg_alpha': 0.2916899643365203, 'reg_lambda': 1.4492414939517595}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,294] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 235, 'learning_rate': 0.03620669102697273, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8089956889462584, 'colsample_bytree': 0.8658184368083168, 'gamma': 2.62182761159769, 'reg_alpha': 0.24526167871839666, 'reg_lambda': 1.4371550270979796}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,530] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.067854310616662, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8844344128151496, 'colsample_bytree': 0.7905167823905223, 'gamma': 1.3477257116372943, 'reg_alpha': 0.4398386705722386, 'reg_lambda': 1.1422648606083603}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,713] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.08570072978344949, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.734912830963776, 'colsample_bytree': 0.7349753606349383, 'gamma': 2.152878428168594, 'reg_alpha': 0.37624694269666226, 'reg_lambda': 0.7552353914243175}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:53,951] Trial 35 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.02579548434302273, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9412818637752643, 'colsample_bytree': 0.9106296913019641, 'gamma': 0.5593701667369874, 'reg_alpha': 0.5499934696081432, 'reg_lambda': 1.83446077547746}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,220] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 76, 'learning_rate': 0.05734167778962246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.769916799352774, 'colsample_bytree': 0.8520071717589129, 'gamma': 1.0345989941224774, 'reg_alpha': 0.2705792860802846, 'reg_lambda': 2.0119435480651973}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,377] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 191, 'learning_rate': 0.17782328672549794, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7014592442471933, 'colsample_bytree': 0.8258690738261456, 'gamma': 1.895660482197576, 'reg_alpha': 0.11784629449957956, 'reg_lambda': 1.3865158070868309}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,654] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.07394618874055808, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.672037907148088, 'colsample_bytree': 0.7031901276242654, 'gamma': 1.5505600579494219, 'reg_alpha': 0.43181095419955373, 'reg_lambda': 1.7508783798217236}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:54,943] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 165, 'learning_rate': 0.13066337441647047, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8165016843917817, 'colsample_bytree': 0.7447829783018228, 'gamma': 2.4401756974279074, 'reg_alpha': 0.5853657048091097, 'reg_lambda': 1.1216726163955604}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,064] Trial 40 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 53, 'learning_rate': 0.04597512707079703, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8674529059779792, 'colsample_bytree': 0.9375240890956071, 'gamma': 0.7984367100522098, 'reg_alpha': 0.3042401784582826, 'reg_lambda': 0.5174805828697366}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,262] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 216, 'learning_rate': 0.06369998813152723, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7832852671588215, 'colsample_bytree': 0.6328816606180806, 'gamma': 1.5284831881738734, 'reg_alpha': 0.37798483082813317, 'reg_lambda': 2.3185118079022824}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,698] Trial 42 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 241, 'learning_rate': 0.06325901471051193, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7478074148111046, 'colsample_bytree': 0.6743088950392114, 'gamma': 2.1030955019073163, 'reg_alpha': 0.5284652186663118, 'reg_lambda': 1.4737389216396495}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:55,891] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.08259907038783375, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8469373428628834, 'colsample_bytree': 0.6282256689352768, 'gamma': 1.7029353960085225, 'reg_alpha': 0.3430877251627224, 'reg_lambda': 1.625239477879922}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,123] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.12184074650256378, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7991712480683829, 'colsample_bytree': 0.6806194306183417, 'gamma': 1.341013084520624, 'reg_alpha': 0.4169581690168002, 'reg_lambda': 1.901258273922882}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,420] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 186, 'learning_rate': 0.05319411173049283, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7252416343380168, 'colsample_bytree': 0.7231589324478394, 'gamma': 1.0459834336271203, 'reg_alpha': 0.09804817550505562, 'reg_lambda': 2.6220107638930688}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,634] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.038888247463355015, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7899943876680745, 'colsample_bytree': 0.6571409023017656, 'gamma': 0.5685751193197087, 'reg_alpha': 0.2892694613190749, 'reg_lambda': 2.054095118285671}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:56,825] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.0270476205071077, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8306489048478605, 'colsample_bytree': 0.7757185078394484, 'gamma': 2.2854707319994927, 'reg_alpha': 0.1868016270758005, 'reg_lambda': 2.3586857683526534}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,107] Trial 48 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.09094972569545548, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7513369552367912, 'colsample_bytree': 0.6186091498382463, 'gamma': 4.0209348244656145, 'reg_alpha': 0.49241832007636926, 'reg_lambda': 1.3519609478040695}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,273] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 175, 'learning_rate': 0.07466001369414117, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7741794985656946, 'colsample_bytree': 0.8087366196503606, 'gamma': 4.987067329606643, 'reg_alpha': 0.9184810111272699, 'reg_lambda': 1.766264826438863}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,406] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.183615125815778, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8042465824639343, 'colsample_bytree': 0.6495854090276698, 'gamma': 0.2866823692844229, 'reg_alpha': 0.7875141946439913, 'reg_lambda': 0.9105033391684555}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,621] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.17268877857691733, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8017946670851216, 'colsample_bytree': 0.6439617680740204, 'gamma': 0.261789288799966, 'reg_alpha': 0.7577122584116041, 'reg_lambda': 0.9820130315373075}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,761] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.2462457076747349, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8373070981563657, 'colsample_bytree': 0.6186513022798289, 'gamma': 0.7164622986731329, 'reg_alpha': 0.7931356288737246, 'reg_lambda': 0.8016911112436648}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:57,891] Trial 53 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 68, 'learning_rate': 0.11317031114290867, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8623808352284343, 'colsample_bytree': 0.6522667722881592, 'gamma': 1.483265078542798, 'reg_alpha': 0.6861541486140011, 'reg_lambda': 0.9037326880053256}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,093] Trial 54 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.2537944364806574, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8126292432732963, 'colsample_bytree': 0.6737967940998328, 'gamma': 1.7664336183313734, 'reg_alpha': 0.914472318329625, 'reg_lambda': 1.2010253707454666}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,247] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.14186957468440883, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7185215551028117, 'colsample_bytree': 0.717100667701934, 'gamma': 0.34651335285593576, 'reg_alpha': 0.3465429904390871, 'reg_lambda': 0.6934677358537044}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,398] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.17200044038471657, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7582868411932624, 'colsample_bytree': 0.834327740465664, 'gamma': 1.2227258699807144, 'reg_alpha': 0.813045605024832, 'reg_lambda': 2.7231060145682067}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,659] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.09783428752645251, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7355742149958459, 'colsample_bytree': 0.6926865618759529, 'gamma': 0.879401990602914, 'reg_alpha': 0.4069044599558299, 'reg_lambda': 1.1049306695976644}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:58,847] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 238, 'learning_rate': 0.11794189512509015, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7775378693395631, 'colsample_bytree': 0.7953358875043987, 'gamma': 1.9244723906345134, 'reg_alpha': 0.4903702687825756, 'reg_lambda': 1.5712690830231608}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,092] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.05732592786694673, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9880877278973855, 'colsample_bytree': 0.601136939898122, 'gamma': 0.21974023608812754, 'reg_alpha': 0.5676354690797494, 'reg_lambda': 1.4132733970279765}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,367] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.14752959935001028, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7926655869241755, 'colsample_bytree': 0.6174090738777378, 'gamma': 3.0202151002646755, 'reg_alpha': 0.9908387139663041, 'reg_lambda': 0.9415146277622226}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,535] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.1538850860845698, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7932026662604392, 'colsample_bytree': 0.6210305044302319, 'gamma': 3.303802215353393, 'reg_alpha': 0.9188220977294832, 'reg_lambda': 1.2816734033978108}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,689] Trial 62 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 114, 'learning_rate': 0.19254222798894896, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7422703475940239, 'colsample_bytree': 0.9959058507032797, 'gamma': 3.0317891995918855, 'reg_alpha': 0.6048330584950272, 'reg_lambda': 0.9306946675129957}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:39:59,928] Trial 63 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.09968404408458639, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7609059761958539, 'colsample_bytree': 0.6454135466423258, 'gamma': 2.580396931391249, 'reg_alpha': 0.8691683241579762, 'reg_lambda': 1.6507763807490028}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,145] Trial 64 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 93, 'learning_rate': 0.24168522136854656, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.806331921212435, 'colsample_bytree': 0.662962675213588, 'gamma': 3.817018019366298, 'reg_alpha': 0.9841401260186862, 'reg_lambda': 1.0921723471247309}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,289] Trial 65 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 108, 'learning_rate': 0.13706224872056288, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8231275019624299, 'colsample_bytree': 0.612951631884203, 'gamma': 3.127715260569731, 'reg_alpha': 0.9992382050074318, 'reg_lambda': 0.5921758695763233}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,411] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.1958247954685412, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7870607008740519, 'colsample_bytree': 0.6291854944760003, 'gamma': 1.4442432975459283, 'reg_alpha': 0.7016880959987635, 'reg_lambda': 1.1907050586273962}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,659] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.011211911169632787, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6990254037282385, 'colsample_bytree': 0.7848276720465237, 'gamma': 1.1404484542372324, 'reg_alpha': 0.24096183888068307, 'reg_lambda': 1.2911107954357017}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:00,878] Trial 68 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 247, 'learning_rate': 0.06794652892929699, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8538370031820705, 'colsample_bytree': 0.7626823396012938, 'gamma': 2.8283901578479576, 'reg_alpha': 0.6589215488130129, 'reg_lambda': 1.5027264021942244}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:01,064] Trial 69 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 228, 'learning_rate': 0.21982658052263843, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7686073069466803, 'colsample_bytree': 0.8589902400753563, 'gamma': 1.6680779366723064, 'reg_alpha': 0.778989440061288, 'reg_lambda': 1.0485965900224565}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:01,199] Trial 70 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 72, 'learning_rate': 0.1512667987780755, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7082696473133281, 'colsample_bytree': 0.8424738347791196, 'gamma': 0.698033995755463, 'reg_alpha': 0.8938003232070691, 'reg_lambda': 0.8008805550852066}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:40:01,463] Trial 71 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.12524761130850254, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8002841607066655, 'colsample_bytree': 0.60682859256376, 'gamma': 1.5983443465441107, 'reg_alpha': 0.17959692891651224, 'reg_lambda': 1.8234127250998944}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 19:40:01,653] Trial 72 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.1223179437110277, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8142182363451724, 'colsample_bytree': 0.602776639539471, 'gamma': 0.9732410698396079, 'reg_alpha': 0.14739953031267153, 'reg_lambda': 1.8133941102140463}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:01,840] Trial 73 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.12170630340197532, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8170315019086616, 'colsample_bytree': 0.6006506034169672, 'gamma': 0.9867631510978554, 'reg_alpha': 0.07177187003922092, 'reg_lambda': 1.8267636546161352}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,035] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.12646991671886126, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8367627833365677, 'colsample_bytree': 0.6005113403381452, 'gamma': 0.8910841664242726, 'reg_alpha': 0.029390052983809534, 'reg_lambda': 1.8300651108511001}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,404] Trial 75 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.10584256735552693, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8149074392461755, 'colsample_bytree': 0.8082369259278511, 'gamma': 0.46094990224615207, 'reg_alpha': 0.0016984095345964484, 'reg_lambda': 1.6976853175427395}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,595] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.10733923500803719, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.819747779423035, 'colsample_bytree': 0.8069255833800792, 'gamma': 0.5193066075362262, 'reg_alpha': 0.058235473637440686, 'reg_lambda': 1.9581857547572319}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,789] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.09574501227205656, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8693164451037887, 'colsample_bytree': 0.828122687291713, 'gamma': 1.0218792955301255, 'reg_alpha': 0.009527008285732805, 'reg_lambda': 1.6786646365874782}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:02,993] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.08679866908515088, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7774464809340188, 'colsample_bytree': 0.8889314752005449, 'gamma': 1.2385396665755477, 'reg_alpha': 0.07008165040725554, 'reg_lambda': 1.7785025829266423}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,220] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.11251282747171899, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9012157883545504, 'colsample_bytree': 0.7748303234042703, 'gamma': 2.021637013119493, 'reg_alpha': 0.1687330645156238, 'reg_lambda': 2.1363236243791452}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,453] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 205, 'learning_rate': 0.081231198779611, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8150376230320794, 'colsample_bytree': 0.7509783076232092, 'gamma': 1.4078559827618626, 'reg_alpha': 0.13608364358821876, 'reg_lambda': 1.8633413720080994}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,690] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.16384357633860225, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8045170133825507, 'colsample_bytree': 0.6101236231787853, 'gamma': 0.4341933197139507, 'reg_alpha': 0.08999131685042208, 'reg_lambda': 1.5957671714731962}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:03,894] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 242, 'learning_rate': 0.11922705995019234, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8335832203773951, 'colsample_bytree': 0.6338764868639539, 'gamma': 0.667308858327363, 'reg_alpha': 0.15243941643220113, 'reg_lambda': 1.967921867226205}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,197] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.13629716806684708, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8460090123761737, 'colsample_bytree': 0.8184513490388342, 'gamma': 0.10554834461336843, 'reg_alpha': 0.11908343629429646, 'reg_lambda': 1.7169186475276608}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,511] Trial 84 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.13100149586929494, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8552426904222992, 'colsample_bytree': 0.8175608641031279, 'gamma': 0.006389784614176108, 'reg_alpha': 0.2079673846265298, 'reg_lambda': 1.7024445378348123}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,732] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.13949307158701735, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.880800060436637, 'colsample_bytree': 0.8052855853276039, 'gamma': 0.43887748594493936, 'reg_alpha': 0.2200011408889459, 'reg_lambda': 1.7283170780570738}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:04,970] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.12718737716895973, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8542255692637513, 'colsample_bytree': 0.8224172927754558, 'gamma': 0.05665166390294818, 'reg_alpha': 0.11955064703682076, 'reg_lambda': 2.054121519982055}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,245] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.10570050253844737, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8468824254758425, 'colsample_bytree': 0.8153249837400247, 'gamma': 0.05232074058217617, 'reg_alpha': 0.004070824975257958, 'reg_lambda': 1.6895263300231695}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,458] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.13419235374195826, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8900574194995284, 'colsample_bytree': 0.8489164760624572, 'gamma': 0.11816826410152992, 'reg_alpha': 0.04516064922725922, 'reg_lambda': 1.8095060240397902}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,650] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.09214409545993783, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8750328521765729, 'colsample_bytree': 0.8358422779474863, 'gamma': 0.19625913274647572, 'reg_alpha': 0.08398030443535816, 'reg_lambda': 1.8815583423635274}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:05,848] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.16709642114646903, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8605190413177445, 'colsample_bytree': 0.871342444037395, 'gamma': 0.956540990009459, 'reg_alpha': 0.18727340008338794, 'reg_lambda': 1.5357504440255427}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:06,285] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.11086855869841396, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8294089060691541, 'colsample_bytree': 0.8046716916922323, 'gamma': 1.1495051488951986, 'reg_alpha': 0.15784628094113076, 'reg_lambda': 1.4784815286612294}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:06,488] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.12485197896063649, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8418266349200857, 'colsample_bytree': 0.7884361226253487, 'gamma': 0.7783242854989485, 'reg_alpha': 0.12088200057044769, 'reg_lambda': 1.6309073822465812}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:06,691] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.10405914553395082, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.823899695376859, 'colsample_bytree': 0.8157717597514746, 'gamma': 1.5883281905798587, 'reg_alpha': 0.2080081135878473, 'reg_lambda': 1.724618069470679}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,076] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.07694346342310474, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7227724999033707, 'colsample_bytree': 0.7963703352512826, 'gamma': 1.2899553037568856, 'reg_alpha': 0.23126469901192445, 'reg_lambda': 1.9058054030340343}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,304] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.07043410832099319, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7224486723248854, 'colsample_bytree': 0.7973318624278446, 'gamma': 1.3115695472938966, 'reg_alpha': 0.026565684281719158, 'reg_lambda': 2.215386513581573}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,524] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.08123197861563645, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7424912206624619, 'colsample_bytree': 0.830079629230702, 'gamma': 1.059134795965923, 'reg_alpha': 0.10116028338400988, 'reg_lambda': 1.9041207761308063}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:07,749] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.07811455302502351, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7295357794744495, 'colsample_bytree': 0.8270028787921159, 'gamma': 0.6337500332720608, 'reg_alpha': 0.1030288236716869, 'reg_lambda': 2.0190690823692825}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,007] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.11602269567027294, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7439620065149796, 'colsample_bytree': 0.8561016795308146, 'gamma': 0.953697171506535, 'reg_alpha': 0.24262634148773338, 'reg_lambda': 1.914307912656813}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,181] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.08711533095728599, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.684823198631469, 'colsample_bytree': 0.8374520182058959, 'gamma': 0.46872216317154725, 'reg_alpha': 0.2685979668801793, 'reg_lambda': 1.8041918516805655}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,395] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.1433803264166232, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7532556482754449, 'colsample_bytree': 0.6063621295532378, 'gamma': 0.32677550163954816, 'reg_alpha': 0.17577785570835724, 'reg_lambda': 1.9820068007943616}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,768] Trial 101 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 250, 'learning_rate': 0.09731985183953594, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7393596967582468, 'colsample_bytree': 0.7825324611034096, 'gamma': 1.0815798517313053, 'reg_alpha': 0.058798563471941456, 'reg_lambda': 2.099874799800965}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:08,964] Trial 102 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 242, 'learning_rate': 0.12083202648047858, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7131448896742334, 'colsample_bytree': 0.7677849279014973, 'gamma': 1.2534994212655497, 'reg_alpha': 0.14954956928640303, 'reg_lambda': 1.860817722239166}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:09,150] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.10213596034831089, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.781609493023385, 'colsample_bytree': 0.8136204475059615, 'gamma': 0.7990593014525629, 'reg_alpha': 0.22238283241842594, 'reg_lambda': 1.7641740256397407}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:09,359] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.15812127583517296, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7659944253876827, 'colsample_bytree': 0.9617102330217768, 'gamma': 0.1706190421412715, 'reg_alpha': 0.13798575531394897, 'reg_lambda': 1.565717473640043}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:09,805] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 238, 'learning_rate': 0.0809457504216083, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7562832394063173, 'colsample_bytree': 0.9158740578476848, 'gamma': 1.452331119791225, 'reg_alpha': 0.07446267521976477, 'reg_lambda': 1.9131860288112787}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,003] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.09176668291515382, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7936527556047583, 'colsample_bytree': 0.6238285732148345, 'gamma': 1.0549974414383698, 'reg_alpha': 0.4714716879199917, 'reg_lambda': 1.7057704037490387}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,199] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 226, 'learning_rate': 0.13296933889437001, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7742000591909616, 'colsample_bytree': 0.7972057193601273, 'gamma': 0.9017362258270739, 'reg_alpha': 0.5517326292928348, 'reg_lambda': 1.612170566073166}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,392] Trial 108 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 245, 'learning_rate': 0.11111398009151818, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7034607546582733, 'colsample_bytree': 0.6391852328060504, 'gamma': 1.811843030669208, 'reg_alpha': 0.11547671197046842, 'reg_lambda': 1.6614819870557112}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,703] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.07542620687841564, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.729505326679391, 'colsample_bytree': 0.8291975959351929, 'gamma': 0.013588967434265645, 'reg_alpha': 0.04176256753052207, 'reg_lambda': 1.8313466297541152}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:10,894] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 220, 'learning_rate': 0.14762570783453108, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8127418250323118, 'colsample_bytree': 0.8439013699855078, 'gamma': 1.3377827706319545, 'reg_alpha': 0.5161207298613429, 'reg_lambda': 1.7797944549253377}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,075] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.04921276550216964, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8441190341349469, 'colsample_bytree': 0.7923260669491385, 'gamma': 1.6237894511786595, 'reg_alpha': 0.3185032353541255, 'reg_lambda': 1.4229098821015822}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,389] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.06067880924306623, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.798679668958078, 'colsample_bytree': 0.8181230849138063, 'gamma': 1.5396841228495168, 'reg_alpha': 0.203190569270786, 'reg_lambda': 1.3790445757512222}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,588] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.06099173068942603, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6023932929442817, 'colsample_bytree': 0.8203390929090931, 'gamma': 1.190133466164826, 'reg_alpha': 0.19994232238727475, 'reg_lambda': 1.3746365999911991}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:11,787] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.08466648301695331, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7985245960759052, 'colsample_bytree': 0.6107808279134819, 'gamma': 1.5142468626802943, 'reg_alpha': 0.25713529848774275, 'reg_lambda': 1.9305852507372774}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,122] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.06831304425268504, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7608987549895653, 'colsample_bytree': 0.809557580923925, 'gamma': 1.7532940536939265, 'reg_alpha': 0.1343758555468503, 'reg_lambda': 1.5361973824164212}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,315] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.1221781311056628, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.782932786472808, 'colsample_bytree': 0.8021958615781215, 'gamma': 1.3769946750939106, 'reg_alpha': 0.35874229628820437, 'reg_lambda': 1.7381209169268845}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,508] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.1030120997112974, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.748399388391645, 'colsample_bytree': 0.8195776668894702, 'gamma': 1.0902613718517538, 'reg_alpha': 0.1727117560758323, 'reg_lambda': 1.6476022283367997}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:12,735] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.09423906917771793, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8209049088120874, 'colsample_bytree': 0.8337135973255995, 'gamma': 1.2716634068644668, 'reg_alpha': 0.23116341050722464, 'reg_lambda': 1.3275034842660272}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,012] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.12819236142181073, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8074888428128412, 'colsample_bytree': 0.7739305430388028, 'gamma': 0.9919760159852068, 'reg_alpha': 0.3980699620985766, 'reg_lambda': 1.8643608738802282}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,154] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.14038681848973164, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6914655748950167, 'colsample_bytree': 0.6007509465763651, 'gamma': 0.5739861475654593, 'reg_alpha': 0.09859704726486783, 'reg_lambda': 1.2416655352701738}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,394] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.05256814822335178, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8280546208747079, 'colsample_bytree': 0.8760665203688283, 'gamma': 1.5536467681814001, 'reg_alpha': 0.2889744581180702, 'reg_lambda': 1.4560714722298513}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:13,828] Trial 122 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.11305273482121896, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6150785371581797, 'colsample_bytree': 0.7840326730174613, 'gamma': 1.677332783483885, 'reg_alpha': 0.19975006955891947, 'reg_lambda': 1.6149374891236032}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,025] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.062404391571630836, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7903817578269164, 'colsample_bytree': 0.8022371750445585, 'gamma': 2.002636338127605, 'reg_alpha': 0.29442299148863504, 'reg_lambda': 1.695592806542886}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,330] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.0566258579284498, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8528036701271079, 'colsample_bytree': 0.8485604808270292, 'gamma': 1.4251951223240313, 'reg_alpha': 0.1901462116973453, 'reg_lambda': 1.5846516309279222}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,537] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 240, 'learning_rate': 0.07502487164819528, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8162653132404083, 'colsample_bytree': 0.8124207158547424, 'gamma': 1.155527657061252, 'reg_alpha': 0.45084420410009235, 'reg_lambda': 1.7963090629445415}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:14,878] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.0883313313212702, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8384143133885701, 'colsample_bytree': 0.8268165524495534, 'gamma': 0.8449735927363919, 'reg_alpha': 0.020886382413373254, 'reg_lambda': 1.4948748159887326}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:15,110] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.0653240575951743, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7190563031293777, 'colsample_bytree': 0.6153802095803219, 'gamma': 0.2912177533957281, 'reg_alpha': 0.27282022226449043, 'reg_lambda': 2.055945676479056}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:15,460] Trial 128 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 136, 'learning_rate': 0.04747649610938553, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7973875239534595, 'colsample_bytree': 0.8608190425019056, 'gamma': 2.2901588220912963, 'reg_alpha': 0.15261535469469925, 'reg_lambda': 1.7423969465591949}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,116] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.17909777989275524, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7358754169346032, 'colsample_bytree': 0.6243355473789164, 'gamma': 1.2322286662474804, 'reg_alpha': 0.06360076644626945, 'reg_lambda': 1.9962620102405768}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,301] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.06064631030307113, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8311994413305064, 'colsample_bytree': 0.7896218216674467, 'gamma': 1.8956401505608667, 'reg_alpha': 0.11207773507755209, 'reg_lambda': 1.8427158659197371}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,512] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.12844365379831907, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8535284210031966, 'colsample_bytree': 0.8206256811359945, 'gamma': 0.10801421340623801, 'reg_alpha': 0.1255598884773308, 'reg_lambda': 2.0731397599063595}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:16,827] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.1335010057338097, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8607941816121203, 'colsample_bytree': 0.8212271236669988, 'gamma': 0.3778622770228821, 'reg_alpha': 0.09127979055204155, 'reg_lambda': 2.1233299392829763}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,047] Trial 133 finished with value: 0.738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.15468345754990748, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8063918287779226, 'colsample_bytree': 0.8102188194692828, 'gamma': 0.1335637437182678, 'reg_alpha': 0.1776617991753004, 'reg_lambda': 1.906581021114003}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,209] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 103, 'learning_rate': 0.12041892374902952, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8694170892627269, 'colsample_bytree': 0.8394972754160938, 'gamma': 0.22820432005920138, 'reg_alpha': 0.1271420214340499, 'reg_lambda': 2.2859777575723994}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,428] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.10718211947288252, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7715653055940989, 'colsample_bytree': 0.8014320627702003, 'gamma': 0.006482846696407751, 'reg_alpha': 0.15612345199605465, 'reg_lambda': 1.6700484627503416}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,707] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.11479052959403889, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8480940502663514, 'colsample_bytree': 0.8309979517246711, 'gamma': 0.7236800116406203, 'reg_alpha': 0.22739957164557614, 'reg_lambda': 1.950312217824498}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:17,955] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09932103694810845, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8455324431866015, 'colsample_bytree': 0.8310389753824979, 'gamma': 0.7298166026247285, 'reg_alpha': 0.20991747510998546, 'reg_lambda': 1.8935693485251792}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,168] Trial 138 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 245, 'learning_rate': 0.11277024666350761, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8785427907308166, 'colsample_bytree': 0.8408645344648111, 'gamma': 0.4769717220607097, 'reg_alpha': 0.08505533125976136, 'reg_lambda': 2.1990376352371355}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,402] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.13674770337644204, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8564997720403195, 'colsample_bytree': 0.8183486957553023, 'gamma': 0.6127947136510292, 'reg_alpha': 0.0018614044620644532, 'reg_lambda': 2.030942850340731}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,613] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.14546755676277948, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8531722009543197, 'colsample_bytree': 0.8478057931959233, 'gamma': 0.6239770641721305, 'reg_alpha': 0.005187352490480763, 'reg_lambda': 2.0403658499528436}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:18,768] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.13118014873170059, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8903099726966879, 'colsample_bytree': 0.8164792124168485, 'gamma': 0.8864273664392155, 'reg_alpha': 0.03938233626786153, 'reg_lambda': 1.9446549119400862}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,054] Trial 142 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.1626364945027946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8610357147126333, 'colsample_bytree': 0.8265221362253616, 'gamma': 0.7465295698199798, 'reg_alpha': 0.07077014107491303, 'reg_lambda': 1.9790643194412143}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,282] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 127, 'learning_rate': 0.11863043619609426, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8387299422715674, 'colsample_bytree': 0.6087934960549682, 'gamma': 1.0065416103813392, 'reg_alpha': 0.04938351049275187, 'reg_lambda': 2.0937210237615558}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,449] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.13977846213962686, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8258906664449183, 'colsample_bytree': 0.8210296348604463, 'gamma': 0.5082242362086833, 'reg_alpha': 0.019183735784443587, 'reg_lambda': 2.1724590451175816}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,596] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.12733837465706632, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7444698996460749, 'colsample_bytree': 0.8094018130849177, 'gamma': 0.3862816122211181, 'reg_alpha': 0.22878626913339317, 'reg_lambda': 1.7726478949436424}. Best is trial 72 with value: 0.7797619047619048.
[I 2025-11-03 19:40:19,726] Trial 146 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 82, 'learning_rate': 0.10759769397277537, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8668116390451969, 'colsample_bytree': 0.7955262367034137, 'gamma': 0.200620398260335, 'reg_alpha': 0.1353029299158201, 'reg_lambda': 1.8209576116358546}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,107] Trial 147 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 237, 'learning_rate': 0.11066543117753137, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8723931198335985, 'colsample_bytree': 0.7956976952398437, 'gamma': 0.12387161257183779, 'reg_alpha': 0.13692962246918927, 'reg_lambda': 1.8266156547935832}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,284] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.0976409961486233, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9109391014218725, 'colsample_bytree': 0.7945175563055205, 'gamma': 0.1899762621719645, 'reg_alpha': 0.13181509429582322, 'reg_lambda': 1.8231763523682167}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,502] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.1051757454119992, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8715390144995241, 'colsample_bytree': 0.778616839945966, 'gamma': 0.2842536462621742, 'reg_alpha': 0.1643214823380312, 'reg_lambda': 1.8732578395369834}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:20,818] Trial 150 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.11637115844072557, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8930663222903099, 'colsample_bytree': 0.8360055232104172, 'gamma': 0.11323354070274606, 'reg_alpha': 0.11052561939439495, 'reg_lambda': 1.9350739210520764}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,024] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.10511419729029826, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8725608414438123, 'colsample_bytree': 0.7817386675466801, 'gamma': 0.17821416344148916, 'reg_alpha': 0.16865387668972587, 'reg_lambda': 1.8695607193903396}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,238] Trial 152 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.10921118632196986, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.864647277288614, 'colsample_bytree': 0.7984021683417324, 'gamma': 0.2910511505303599, 'reg_alpha': 0.14466833604304613, 'reg_lambda': 1.986890266230581}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,568] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.09052521387923496, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8809696504360472, 'colsample_bytree': 0.8149484868247181, 'gamma': 0.3793575621575839, 'reg_alpha': 0.16932865037391637, 'reg_lambda': 1.8090980703300223}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,779] Trial 154 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 236, 'learning_rate': 0.12117544359585856, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8567646419207521, 'colsample_bytree': 0.7664496378854097, 'gamma': 0.28943028103190255, 'reg_alpha': 0.1964883999252391, 'reg_lambda': 1.734384704910872}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:21,995] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.1309430998148997, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8547265645697699, 'colsample_bytree': 0.759213433582283, 'gamma': 0.09299992407210093, 'reg_alpha': 0.20831747344389223, 'reg_lambda': 1.723071273891406}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,306] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.12299036488404323, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8477574497318037, 'colsample_bytree': 0.742109834179906, 'gamma': 0.5648462817276684, 'reg_alpha': 0.10195034012789062, 'reg_lambda': 1.7611209517991602}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,544] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.017259583203370947, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.855290066685379, 'colsample_bytree': 0.7902508999781893, 'gamma': 0.6532487221241279, 'reg_alpha': 0.18934383319186585, 'reg_lambda': 2.085148361200419}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,753] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.11562320198890849, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8397661096990701, 'colsample_bytree': 0.7686342024874963, 'gamma': 0.015477939058325063, 'reg_alpha': 0.2567135386139104, 'reg_lambda': 1.6915724451659642}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:22,953] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 237, 'learning_rate': 0.15040387753993334, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8655027772274428, 'colsample_bytree': 0.8024292607821729, 'gamma': 0.444503854352965, 'reg_alpha': 0.1336636978942508, 'reg_lambda': 1.8184228135177514}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,155] Trial 160 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 145, 'learning_rate': 0.1378232280559321, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8877198716952048, 'colsample_bytree': 0.8296389246386123, 'gamma': 0.25101805645690284, 'reg_alpha': 0.23282531907942935, 'reg_lambda': 2.0264066065713027}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,255] Trial 161 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 21, 'learning_rate': 0.13894173258534712, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8861869078347866, 'colsample_bytree': 0.8236906984646613, 'gamma': 0.25543367365808284, 'reg_alpha': 0.2367804982728142, 'reg_lambda': 2.004539235108683}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,381] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.1254163692348426, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8755184212774255, 'colsample_bytree': 0.8090515033477442, 'gamma': 0.12615002316020102, 'reg_alpha': 0.20942904687990835, 'reg_lambda': 1.9433326659738654}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:23,710] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 152, 'learning_rate': 0.13599756424052348, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.894633148487631, 'colsample_bytree': 0.8320033359702127, 'gamma': 0.3584523695612739, 'reg_alpha': 0.2498850204825455, 'reg_lambda': 1.8962149787789266}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,015] Trial 164 finished with value: 0.755952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.1351594757822998, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9294702897241761, 'colsample_bytree': 0.832806736278215, 'gamma': 0.5314232098826943, 'reg_alpha': 0.2529217419731445, 'reg_lambda': 1.8780333352050087}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,184] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 155, 'learning_rate': 0.15535981473190774, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9510466003919023, 'colsample_bytree': 0.853005545483532, 'gamma': 0.37452415500629566, 'reg_alpha': 0.27263462903307906, 'reg_lambda': 1.9009806919947916}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,361] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.13947543455418485, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9315721219739469, 'colsample_bytree': 0.8350365443807896, 'gamma': 0.5575251896991328, 'reg_alpha': 0.25095189529945033, 'reg_lambda': 1.8434316704700129}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,759] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.1191018706149238, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9399062639667468, 'colsample_bytree': 0.712419714284076, 'gamma': 0.8039684161700986, 'reg_alpha': 0.2338822405677633, 'reg_lambda': 1.7670303746694367}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:24,984] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.10973970740464213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8992344412685269, 'colsample_bytree': 0.8317123927039429, 'gamma': 0.4920634755630345, 'reg_alpha': 0.1843665447677379, 'reg_lambda': 2.0245128630269322}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,165] Trial 169 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 142, 'learning_rate': 0.14300868282304213, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9240086698350263, 'colsample_bytree': 0.8628244374627834, 'gamma': 0.3046502954195618, 'reg_alpha': 0.3224455501289002, 'reg_lambda': 1.9432184726446722}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,336] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.16411970598663225, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9624950572084208, 'colsample_bytree': 0.8471793845826056, 'gamma': 0.6636209395953172, 'reg_alpha': 0.21694766284956843, 'reg_lambda': 1.798878516634588}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,635] Trial 171 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 167, 'learning_rate': 0.17204334202736077, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.966088389981581, 'colsample_bytree': 0.8452483339490863, 'gamma': 0.6554440677636872, 'reg_alpha': 0.2671434631712923, 'reg_lambda': 1.799195545653982}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,797] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.16311224256711382, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9088180003230344, 'colsample_bytree': 0.8282623762703443, 'gamma': 0.7279725424733321, 'reg_alpha': 0.2226585241024814, 'reg_lambda': 1.7131460526409812}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:25,998] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.1321507879549496, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.908598602159712, 'colsample_bytree': 0.8479567783721806, 'gamma': 0.2396973742641774, 'reg_alpha': 0.2419151552692527, 'reg_lambda': 1.8831146492944049}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,189] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.15235207324956815, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9901786200542342, 'colsample_bytree': 0.839434845773946, 'gamma': 0.4288393953653794, 'reg_alpha': 0.18822723802246452, 'reg_lambda': 1.7613391870275357}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,498] Trial 175 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 152, 'learning_rate': 0.18696406407381977, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8794124953080866, 'colsample_bytree': 0.808936593126624, 'gamma': 0.9121965813284046, 'reg_alpha': 0.15462541423828263, 'reg_lambda': 1.6440507240008213}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,668] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.1224792999324587, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9570207482848193, 'colsample_bytree': 0.8553485712835452, 'gamma': 0.5597015343502686, 'reg_alpha': 0.3031951763903931, 'reg_lambda': 1.8466906254540176}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:26,863] Trial 177 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 185, 'learning_rate': 0.09749258123998933, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9982911717297264, 'colsample_bytree': 0.876861219774419, 'gamma': 4.453348416330551, 'reg_alpha': 0.08295183405015978, 'reg_lambda': 1.9243038631467604}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,024] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.11551743626402591, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9702782296023238, 'colsample_bytree': 0.8277255020508921, 'gamma': 0.35051671945475726, 'reg_alpha': 0.03635441165376933, 'reg_lambda': 1.8042170769410248}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,259] Trial 179 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.13727574172272106, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9760814858859425, 'colsample_bytree': 0.8137135830117367, 'gamma': 0.8155639994957271, 'reg_alpha': 0.22547223172512337, 'reg_lambda': 1.7106707515424124}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,436] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.10512538194543893, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8939263156135432, 'colsample_bytree': 0.8393362065566911, 'gamma': 0.22971413531824192, 'reg_alpha': 3.9809619739304605e-05, 'reg_lambda': 1.970516717458041}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,605] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.0832089930312492, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8634795819457597, 'colsample_bytree': 0.8187084665726979, 'gamma': 1.091133090019781, 'reg_alpha': 0.20065127542174474, 'reg_lambda': 1.8906866539358456}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,809] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 244, 'learning_rate': 0.1239147372951422, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9184566706014397, 'colsample_bytree': 0.8036982886743115, 'gamma': 0.6727885002384806, 'reg_alpha': 0.20461568052654663, 'reg_lambda': 1.839980482943978}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:27,974] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.04371375289438302, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.817092401099804, 'colsample_bytree': 0.8241044079948511, 'gamma': 0.0017274573856514127, 'reg_alpha': 0.24761755541570962, 'reg_lambda': 1.7945003657031084}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,278] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 161, 'learning_rate': 0.1463909888880263, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.833246201717426, 'colsample_bytree': 0.8141699058354531, 'gamma': 0.47382179341796027, 'reg_alpha': 0.1740774349420145, 'reg_lambda': 1.7515305733989224}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,507] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.14636602571323032, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8312955381158584, 'colsample_bytree': 0.796703583761573, 'gamma': 0.4898028770838759, 'reg_alpha': 0.17872684676343156, 'reg_lambda': 1.6616913894683698}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,660] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.13332258745491699, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.845648268187306, 'colsample_bytree': 0.8148040005542446, 'gamma': 0.17929095150527455, 'reg_alpha': 0.14068962324365125, 'reg_lambda': 1.7509355486017657}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:28,881] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.14876489775155638, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8369952021869336, 'colsample_bytree': 0.831184111127639, 'gamma': 0.3832683277800447, 'reg_alpha': 0.16138154708381125, 'reg_lambda': 1.7202664257595621}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,056] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.17229329699400012, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8227255432563765, 'colsample_bytree': 0.7870949238421743, 'gamma': 0.6002889900961599, 'reg_alpha': 0.10455301634943344, 'reg_lambda': 1.6125042554718247}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,362] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 162, 'learning_rate': 0.20619170804146844, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8088227527405265, 'colsample_bytree': 0.6925593832780874, 'gamma': 0.9998972527488231, 'reg_alpha': 0.22055057006534562, 'reg_lambda': 1.8648035444322242}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,584] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.11299772670448059, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.857767292937414, 'colsample_bytree': 0.8047006715048294, 'gamma': 0.46877734043736424, 'reg_alpha': 0.28679642927609283, 'reg_lambda': 1.914794440907235}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,726] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.127594661023143, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8670234769680746, 'colsample_bytree': 0.8208248186575738, 'gamma': 0.34674842845598186, 'reg_alpha': 0.18289312967610305, 'reg_lambda': 2.0179908888987854}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:29,898] Trial 192 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.1594860844481851, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8481931254048402, 'colsample_bytree': 0.8158585679724453, 'gamma': 1.1712873354818707, 'reg_alpha': 0.2049797446343013, 'reg_lambda': 1.788758219958422}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:30,226] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 242, 'learning_rate': 0.13612068675526076, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8004093785270618, 'colsample_bytree': 0.6013871410592285, 'gamma': 0.7410904982131986, 'reg_alpha': 0.14371915459406298, 'reg_lambda': 1.8619777936430708}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:30,445] Trial 194 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 250, 'learning_rate': 0.11964307882948037, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8867309938307643, 'colsample_bytree': 0.8356476789193248, 'gamma': 0.15266677115986374, 'reg_alpha': 0.05755971924561023, 'reg_lambda': 1.6801785147127346}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:30,649] Trial 195 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 248, 'learning_rate': 0.11961964988992926, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8894424931736563, 'colsample_bytree': 0.8439653537986872, 'gamma': 0.14231139882278934, 'reg_alpha': 0.06506521265491516, 'reg_lambda': 1.5658691603938708}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,023] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.1177641802081664, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8890766373080609, 'colsample_bytree': 0.8386439082332282, 'gamma': 0.15290685401474138, 'reg_alpha': 0.061995276390312264, 'reg_lambda': 1.5400817664340256}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,253] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.11923423858137217, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8987381715171837, 'colsample_bytree': 0.8445610420515263, 'gamma': 0.09551863222264412, 'reg_alpha': 0.03616055133637399, 'reg_lambda': 1.5781204536010414}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,472] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.11876794904915516, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9003264930651049, 'colsample_bytree': 0.8506840965324796, 'gamma': 0.11069507748356772, 'reg_alpha': 0.06025096805548362, 'reg_lambda': 1.5699718611131406}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,790] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.12803176260913113, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.886323041949674, 'colsample_bytree': 0.8637849286554653, 'gamma': 0.22447768564014284, 'reg_alpha': 0.025593294810862553, 'reg_lambda': 1.5515381493312415}. Best is trial 146 with value: 0.7916666666666666.
[I 2025-11-03 19:40:31,794] A new study created in memory with name: no-name-a0e77453-6bbb-44a8-95e5-50a15e45eb1e
[I 2025-11-03 19:40:31,876] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 38, 'learning_rate': 0.03246013441635313, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7845451708051079, 'colsample_bytree': 0.9907852247023896, 'gamma': 2.358203763513114, 'reg_alpha': 0.6517802339799299, 'reg_lambda': 2.6271796261899043}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:40:32,179] Trial 1 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.01483058988537571, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7090727970219826, 'colsample_bytree': 0.7799085663792245, 'gamma': 1.3193008723938915, 'reg_alpha': 0.5619232170272653, 'reg_lambda': 0.7147412089415648}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,364] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.08807330627420766, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7667796649447819, 'colsample_bytree': 0.8185212851136917, 'gamma': 2.351127108134701, 'reg_alpha': 0.0116439264107292, 'reg_lambda': 2.4317998028069256}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,442] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.051955641295967574, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8316492270101666, 'colsample_bytree': 0.9560537008979055, 'gamma': 2.3698124658137383, 'reg_alpha': 0.22944047399350098, 'reg_lambda': 0.5143355737124917}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,663] Trial 4 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.033643837239960034, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6075535116703014, 'colsample_bytree': 0.9503682357647336, 'gamma': 2.8431896465382516, 'reg_alpha': 0.19688744411266557, 'reg_lambda': 1.526478518722815}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,710] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.12327524856781043, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.6801095463239087, 'colsample_bytree': 0.6760109057652188, 'gamma': 1.9321273095317144, 'reg_alpha': 0.842773148675236, 'reg_lambda': 1.1409858359003304}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:32,989] Trial 6 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.060232790680625245, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9843352510941723, 'colsample_bytree': 0.9548624373413678, 'gamma': 0.4236449872175302, 'reg_alpha': 0.3008076600687496, 'reg_lambda': 2.824516015245009}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,053] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 33, 'learning_rate': 0.04055323183380868, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6128395239006578, 'colsample_bytree': 0.7003522239676429, 'gamma': 3.4117305919903314, 'reg_alpha': 0.13368237507385172, 'reg_lambda': 1.2474084588496313}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,192] Trial 8 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 61, 'learning_rate': 0.1187383182940484, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6681018134528464, 'colsample_bytree': 0.6525996468208116, 'gamma': 4.007166340854429, 'reg_alpha': 0.6406555537093158, 'reg_lambda': 1.9624199607135044}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,417] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.01985385835228841, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.6316230446140939, 'colsample_bytree': 0.9233431961577967, 'gamma': 4.687752087248301, 'reg_alpha': 0.25535474242051037, 'reg_lambda': 1.3871944990838534}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,711] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.27678440228146134, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8818618002480237, 'colsample_bytree': 0.7964640219597859, 'gamma': 0.8391562843190767, 'reg_alpha': 0.9529626240209597, 'reg_lambda': 0.5713445779687277}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:33,934] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.010101457579800285, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.719097793927921, 'colsample_bytree': 0.8338319076227414, 'gamma': 1.41125428249115, 'reg_alpha': 0.44959653573285924, 'reg_lambda': 1.888147716858146}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,145] Trial 12 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 182, 'learning_rate': 0.016625847683778516, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7235156391931056, 'colsample_bytree': 0.7380407482424836, 'gamma': 3.1754126886578966, 'reg_alpha': 0.47646148556581197, 'reg_lambda': 0.8700505735313502}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,347] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.023198842412196535, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.609828761967155, 'colsample_bytree': 0.8813867418262015, 'gamma': 1.5429173068419288, 'reg_alpha': 0.6831338057988463, 'reg_lambda': 1.5636979304733467}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,490] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.01094453126409642, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6783566494118988, 'colsample_bytree': 0.6061842854724697, 'gamma': 3.2545007601942118, 'reg_alpha': 0.3586055394150715, 'reg_lambda': 2.1837234599077306}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:34,787] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.028866583691660175, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7305544532766916, 'colsample_bytree': 0.7687400615908802, 'gamma': 0.983487077858039, 'reg_alpha': 0.5514555633111862, 'reg_lambda': 0.9383988476862035}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,056] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 203, 'learning_rate': 0.01791888180866733, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8831674907149815, 'colsample_bytree': 0.8663996645663515, 'gamma': 0.16734809332521783, 'reg_alpha': 0.0124143865788639, 'reg_lambda': 1.73896169380393}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,227] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.012204085581072019, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6603583580335651, 'colsample_bytree': 0.7514376120015056, 'gamma': 2.953263303228005, 'reg_alpha': 0.38837354629325793, 'reg_lambda': 0.8818157453363359}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,499] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.03800231649326598, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8289268642616988, 'colsample_bytree': 0.8775057395689327, 'gamma': 4.182095956215831, 'reg_alpha': 0.8149946800131882, 'reg_lambda': 1.5934371073123346}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:35,718] Trial 19 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.06418814579046869, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7491177237042734, 'colsample_bytree': 0.9056326817395416, 'gamma': 1.7260853365002173, 'reg_alpha': 0.1102138660737232, 'reg_lambda': 2.115493891315696}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:36,027] Trial 20 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 210, 'learning_rate': 0.014799348193959304, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6462338512393534, 'colsample_bytree': 0.8387581188032218, 'gamma': 0.9617707515298063, 'reg_alpha': 0.5748131473509044, 'reg_lambda': 0.7185753160037239}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:36,322] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.26406868610740464, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9534459212987065, 'colsample_bytree': 0.7834298109803318, 'gamma': 0.6799015402571208, 'reg_alpha': 0.781042624256252, 'reg_lambda': 0.5377175641805276}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 19:40:36,516] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 231, 'learning_rate': 0.25595774251107906, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8825587806418342, 'colsample_bytree': 0.7170264102550874, 'gamma': 1.0989984984968333, 'reg_alpha': 0.9828764216795787, 'reg_lambda': 0.6861391772381121}. Best is trial 22 with value: 0.7321428571428571.
[I 2025-11-03 19:40:36,727] Trial 23 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.1764932177313298, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9158115989806237, 'colsample_bytree': 0.7193547305956166, 'gamma': 1.3183027278015678, 'reg_alpha': 0.9900364447929159, 'reg_lambda': 1.1331772311095376}. Best is trial 22 with value: 0.7321428571428571.
[I 2025-11-03 19:40:37,019] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.025176895982603118, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.81794536800214, 'colsample_bytree': 0.6478989063737273, 'gamma': 2.6848492185577912, 'reg_alpha': 0.8880492811336911, 'reg_lambda': 1.032749915433426}. Best is trial 22 with value: 0.7321428571428571.
[I 2025-11-03 19:40:37,224] Trial 25 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.08283746922530692, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8781474377855609, 'colsample_bytree': 0.7041278419710566, 'gamma': 3.769282683272487, 'reg_alpha': 0.7529626804193932, 'reg_lambda': 1.4055038374148199}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:37,416] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 248, 'learning_rate': 0.19171420761095717, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8658653482706515, 'colsample_bytree': 0.6944846423470732, 'gamma': 3.81437397159917, 'reg_alpha': 0.720788239305987, 'reg_lambda': 0.8028667425414758}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:37,695] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.09073808941103229, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9151386903317624, 'colsample_bytree': 0.7333732244748076, 'gamma': 4.9078989116854395, 'reg_alpha': 0.9086446798048377, 'reg_lambda': 1.374759528699314}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:37,934] Trial 28 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.18624754636508195, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9277197821341171, 'colsample_bytree': 0.6022536196891861, 'gamma': 2.0026381483944915, 'reg_alpha': 0.7520085145259994, 'reg_lambda': 0.7006895728691531}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,116] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.19777538443369758, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9358004316029994, 'colsample_bytree': 0.6206138477128204, 'gamma': 1.9867721221550545, 'reg_alpha': 0.7282540190601128, 'reg_lambda': 1.224843457208368}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,273] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 157, 'learning_rate': 0.15239888040438246, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9833782589746283, 'colsample_bytree': 0.6377446835695739, 'gamma': 2.142278588285555, 'reg_alpha': 0.6409256858590551, 'reg_lambda': 1.3470843020547787}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,657] Trial 31 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.24323297214271192, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9357370389082453, 'colsample_bytree': 0.6008465285956879, 'gamma': 1.8939581178601237, 'reg_alpha': 0.746950428455691, 'reg_lambda': 1.0192190571233466}. Best is trial 25 with value: 0.7440476190476191.
[I 2025-11-03 19:40:38,854] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.20318781040478587, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8592261107690522, 'colsample_bytree': 0.6193778748183865, 'gamma': 2.1100048869862653, 'reg_alpha': 0.8604411645158367, 'reg_lambda': 0.7256573260509124}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,047] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.22834864573790162, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8580723714916068, 'colsample_bytree': 0.6704923538894256, 'gamma': 2.605758774626003, 'reg_alpha': 0.9132769033837181, 'reg_lambda': 1.1673180476753244}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,372] Trial 34 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 219, 'learning_rate': 0.13245375950570698, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7956785940688638, 'colsample_bytree': 0.6280705734032315, 'gamma': 2.343636134471646, 'reg_alpha': 0.8526340243395694, 'reg_lambda': 0.6804660557760165}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,581] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.09782032838430095, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8937576408157109, 'colsample_bytree': 0.673255958074081, 'gamma': 1.1846606677016613, 'reg_alpha': 0.9935398795848727, 'reg_lambda': 1.7195399328854926}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,751] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 112, 'learning_rate': 0.2932213360897057, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8485583537601974, 'colsample_bytree': 0.7055908911111902, 'gamma': 3.6600591545792907, 'reg_alpha': 0.8240907798877695, 'reg_lambda': 0.9912603846719314}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:39,937] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.21885502481718971, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7794381713099456, 'colsample_bytree': 0.6265467465495548, 'gamma': 1.6983276447384492, 'reg_alpha': 0.9258061758888474, 'reg_lambda': 1.2472065497315306}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,197] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.07385070291347814, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9535905650708116, 'colsample_bytree': 0.6614423008563102, 'gamma': 2.3006019010277514, 'reg_alpha': 0.5852097245635585, 'reg_lambda': 1.4427485004614602}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,483] Trial 39 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.14981766440280644, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9006601663333321, 'colsample_bytree': 0.688344997020725, 'gamma': 4.385788212329762, 'reg_alpha': 0.6806345242350189, 'reg_lambda': 2.4323937121768626}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,681] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.10077944818432104, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8145014543461953, 'colsample_bytree': 0.9836632613177743, 'gamma': 0.46066660778932256, 'reg_alpha': 0.8573381158752978, 'reg_lambda': 0.6365555382031898}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:40,888] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 238, 'learning_rate': 0.1829630383143667, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.934102871352544, 'colsample_bytree': 0.6223335196254614, 'gamma': 1.9585377818231682, 'reg_alpha': 0.7717781552393707, 'reg_lambda': 0.8258549228965885}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:41,187] Trial 42 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 224, 'learning_rate': 0.21010010519102637, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9654570215776118, 'colsample_bytree': 0.613344172016939, 'gamma': 2.8936660757044073, 'reg_alpha': 0.7036514502527658, 'reg_lambda': 0.7490257833583615}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:41,455] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.15977404681821092, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8467435262102825, 'colsample_bytree': 0.6458214447754347, 'gamma': 2.109198645572808, 'reg_alpha': 0.7962955927991932, 'reg_lambda': 0.6128246790242023}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:41,704] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.0495057157007138, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.998526695751702, 'colsample_bytree': 0.6617351588561621, 'gamma': 2.490331313716852, 'reg_alpha': 0.9600584800083148, 'reg_lambda': 0.5103324301006701}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,148] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.04891068090640048, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9725235078186505, 'colsample_bytree': 0.7128037255404873, 'gamma': 2.53119591679215, 'reg_alpha': 0.9368150543119057, 'reg_lambda': 1.0983243916302268}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,313] Trial 46 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 165, 'learning_rate': 0.07925294034981537, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9952793542843693, 'colsample_bytree': 0.6882463811670735, 'gamma': 3.076163412743351, 'reg_alpha': 0.8705882282775701, 'reg_lambda': 2.9849852344144567}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,475] Trial 47 finished with value: 0.6875 and parameters: {'n_estimators': 165, 'learning_rate': 0.07825796946899106, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8665382478049057, 'colsample_bytree': 0.6864804505957343, 'gamma': 3.4647027026728656, 'reg_alpha': 0.8742289217446938, 'reg_lambda': 2.6994495444404643}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,707] Trial 48 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.05942724938976772, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8997809836198902, 'colsample_bytree': 0.732454690444453, 'gamma': 3.250334278284212, 'reg_alpha': 0.6290348537084247, 'reg_lambda': 1.8887152158248748}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:42,870] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 188, 'learning_rate': 0.12439382509155458, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8813876047869991, 'colsample_bytree': 0.8093826109115946, 'gamma': 2.974992034699094, 'reg_alpha': 0.8269792459367968, 'reg_lambda': 2.9013721389006872}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:43,037] Trial 50 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 172, 'learning_rate': 0.10216578411534556, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9154060192077662, 'colsample_bytree': 0.7540567071305074, 'gamma': 3.5949237102172087, 'reg_alpha': 0.9683755233152733, 'reg_lambda': 2.993588795596504}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:43,294] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 210, 'learning_rate': 0.04792078696361075, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9959153226485117, 'colsample_bytree': 0.6611526941387118, 'gamma': 2.7724973213319277, 'reg_alpha': 0.9488180365996495, 'reg_lambda': 0.5035740257923564}. Best is trial 32 with value: 0.75.
[I 2025-11-03 19:40:43,481] Trial 52 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.07183298844725988, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9927679225138561, 'colsample_bytree': 0.6764146492774231, 'gamma': 1.6012252142099976, 'reg_alpha': 0.8902629910339724, 'reg_lambda': 2.529396722283671}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:43,683] Trial 53 finished with value: 0.744047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.07411243335224804, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9557738418135682, 'colsample_bytree': 0.68433383185094, 'gamma': 1.6309749054425913, 'reg_alpha': 0.8839599441819944, 'reg_lambda': 2.5116344223648848}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:43,884] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.06575199512845786, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9530038022004891, 'colsample_bytree': 0.6387178646850511, 'gamma': 1.6047575304457342, 'reg_alpha': 0.8993596870760602, 'reg_lambda': 2.387996402580625}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,204] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.06878603967651259, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9523175851035899, 'colsample_bytree': 0.6383402086797288, 'gamma': 1.5236998973988132, 'reg_alpha': 0.8012912764383183, 'reg_lambda': 2.45606392469352}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,401] Trial 56 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 244, 'learning_rate': 0.042410997414959246, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9723218455128784, 'colsample_bytree': 0.6211983271542227, 'gamma': 1.7336743261835177, 'reg_alpha': 0.731485262076537, 'reg_lambda': 2.2815742261161263}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,510] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.05682126976443737, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9444332767515524, 'colsample_bytree': 0.6383966729055739, 'gamma': 1.2699155598893046, 'reg_alpha': 0.8957563364096007, 'reg_lambda': 2.5992309677919447}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:44,815] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.05678311504887259, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9528137374921466, 'colsample_bytree': 0.6745260947325238, 'gamma': 1.2885250154818901, 'reg_alpha': 0.9108570398247946, 'reg_lambda': 2.5594264077327478}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,038] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.033965347252643226, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9760921083673547, 'colsample_bytree': 0.6532729340559716, 'gamma': 1.322257446997083, 'reg_alpha': 0.9029884565853968, 'reg_lambda': 2.641417204574692}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,105] Trial 60 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 22, 'learning_rate': 0.03267232920603123, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9751738453598846, 'colsample_bytree': 0.6501269652942153, 'gamma': 0.9049839854970478, 'reg_alpha': 0.8362736648367666, 'reg_lambda': 2.768963041458327}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,366] Trial 61 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 52, 'learning_rate': 0.05570708774513667, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9482722173115918, 'colsample_bytree': 0.6745382704417237, 'gamma': 1.3500846803115318, 'reg_alpha': 0.9042682467726656, 'reg_lambda': 2.579253586547426}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,501] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.038969571504360416, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9859118503337281, 'colsample_bytree': 0.6375289918222032, 'gamma': 1.183489183261135, 'reg_alpha': 0.8923918847583119, 'reg_lambda': 2.319325268027151}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:45,800] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 51, 'learning_rate': 0.043338410709071434, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.925448128930362, 'colsample_bytree': 0.6573649465848473, 'gamma': 0.6130140299710075, 'reg_alpha': 0.9348110550465961, 'reg_lambda': 2.6342080843137285}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,015] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 67, 'learning_rate': 0.06171326594856835, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9430832250425625, 'colsample_bytree': 0.7020751143111915, 'gamma': 1.4348622682753285, 'reg_alpha': 0.851795806849851, 'reg_lambda': 2.151616189672925}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,087] Trial 65 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.055687573175437544, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9633945504446096, 'colsample_bytree': 0.6361839208440465, 'gamma': 0.7478813445039141, 'reg_alpha': 0.7749389409364875, 'reg_lambda': 2.330032246759965}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,217] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.028431973900688173, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9807384376668983, 'colsample_bytree': 0.6111567061262042, 'gamma': 1.835649071743684, 'reg_alpha': 0.8097682602401254, 'reg_lambda': 2.0121685422472604}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,343] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.0825595397030173, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9080441031605533, 'colsample_bytree': 0.670177033049587, 'gamma': 0.013222201814485635, 'reg_alpha': 0.993273394258458, 'reg_lambda': 2.7982307005086717}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,507] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.03468216039483887, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9667038617352169, 'colsample_bytree': 0.6495007824935515, 'gamma': 1.0635546560518307, 'reg_alpha': 0.9258053019640466, 'reg_lambda': 2.5616157106396074}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,642] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.10996152513483254, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9267744321767488, 'colsample_bytree': 0.7224416953241296, 'gamma': 1.2595709081216608, 'reg_alpha': 0.9642135851259841, 'reg_lambda': 2.7064629130082505}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,775] Trial 70 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 59, 'learning_rate': 0.021208045838290873, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9415161876208802, 'colsample_bytree': 0.6313038323063486, 'gamma': 1.5558259693158611, 'reg_alpha': 0.42451990688437813, 'reg_lambda': 2.249676526112595}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:46,948] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.04395781970458385, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.920083651097156, 'colsample_bytree': 0.6559502082457929, 'gamma': 0.44843138605328436, 'reg_alpha': 0.9234500170099305, 'reg_lambda': 2.645981930068088}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,083] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.06689004792119464, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8913203421435757, 'colsample_bytree': 0.6775555694642976, 'gamma': 0.5460935376641004, 'reg_alpha': 0.9022024859938665, 'reg_lambda': 2.3879571674720825}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,209] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 43, 'learning_rate': 0.08948012930137667, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8712980915795152, 'colsample_bytree': 0.6988160074899278, 'gamma': 2.164354859763007, 'reg_alpha': 0.8500897636314089, 'reg_lambda': 2.6530322205290227}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,407] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.04454874025813894, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9226356282076322, 'colsample_bytree': 0.6115096915950987, 'gamma': 0.2842345133423456, 'reg_alpha': 0.8744017390582555, 'reg_lambda': 2.865145602536459}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,529] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.036626055506235815, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9890916096381828, 'colsample_bytree': 0.6443391468609847, 'gamma': 0.7955296371264363, 'reg_alpha': 0.9431530352821139, 'reg_lambda': 2.5151436704982566}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,677] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 98, 'learning_rate': 0.02832150904072566, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9879725595601626, 'colsample_bytree': 0.6554652881896778, 'gamma': 0.8432483181395776, 'reg_alpha': 0.9463825983068033, 'reg_lambda': 2.4940432820911074}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,741] Trial 77 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.02567197181298694, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6980756494309421, 'colsample_bytree': 0.616778529282022, 'gamma': 0.3842072332897843, 'reg_alpha': 0.972526357202107, 'reg_lambda': 1.6242119960538803}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:47,952] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.035711698510392596, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8360797903532988, 'colsample_bytree': 0.6430373783567347, 'gamma': 1.0191587622810014, 'reg_alpha': 0.9984156946732723, 'reg_lambda': 2.735131967411691}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,149] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.05181915363555514, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9077473304543824, 'colsample_bytree': 0.6297983773298835, 'gamma': 0.7390722976777555, 'reg_alpha': 0.8277184656683911, 'reg_lambda': 2.0534064045323976}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,300] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.0305862866581608, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9628369745605925, 'colsample_bytree': 0.6641195691346321, 'gamma': 1.4412543538625058, 'reg_alpha': 0.7708812637097893, 'reg_lambda': 2.405968389882867}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,479] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.038254255600464825, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9584397268671858, 'colsample_bytree': 0.6485752505127729, 'gamma': 1.795168805303277, 'reg_alpha': 0.9123487913136584, 'reg_lambda': 2.562393913817126}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,596] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.057373328684853134, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9415615388830741, 'colsample_bytree': 0.667785055567081, 'gamma': 1.2136943746322693, 'reg_alpha': 0.892102880610005, 'reg_lambda': 2.621265354690079}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:48,893] Trial 83 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 59, 'learning_rate': 0.0661940915537324, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9784924152124258, 'colsample_bytree': 0.6790842421573496, 'gamma': 1.6090169459680506, 'reg_alpha': 0.9241833441371431, 'reg_lambda': 2.510655804955438}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,013] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.04482139226198109, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9901463158801724, 'colsample_bytree': 0.6005367321066248, 'gamma': 1.1317653202455142, 'reg_alpha': 0.8488314078540001, 'reg_lambda': 2.83004128954384}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,132] Trial 85 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 55, 'learning_rate': 0.07159514385120078, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9313745846864682, 'colsample_bytree': 0.6910379796145841, 'gamma': 4.481721498864992, 'reg_alpha': 0.8686362428890974, 'reg_lambda': 2.663884391380371}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,395] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.0466889657478328, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9744267360323021, 'colsample_bytree': 0.6269153138500433, 'gamma': 0.9365279961363735, 'reg_alpha': 0.33031331222917415, 'reg_lambda': 2.9131979781480903}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,529] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.05311706474277959, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9462203542149032, 'colsample_bytree': 0.656009544627137, 'gamma': 1.3074808539952036, 'reg_alpha': 0.523547925065108, 'reg_lambda': 2.4647322382756482}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:49,748] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.041345780300541014, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9984614327061715, 'colsample_bytree': 0.7056152566687813, 'gamma': 1.450332166782009, 'reg_alpha': 0.1901396757430045, 'reg_lambda': 2.226790797975786}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,006] Trial 89 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 250, 'learning_rate': 0.06293164986709233, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.761332717024662, 'colsample_bytree': 0.6401607279859572, 'gamma': 3.9947148704843447, 'reg_alpha': 0.949436361313174, 'reg_lambda': 2.341119228322514}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,076] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.08396081481866631, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8893410719242516, 'colsample_bytree': 0.6813057604153935, 'gamma': 2.2033300041035755, 'reg_alpha': 0.8104395039751565, 'reg_lambda': 1.4813318601469225}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,212] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.036350127891050056, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.915367395334699, 'colsample_bytree': 0.6558259646002954, 'gamma': 0.6318828193014392, 'reg_alpha': 0.9328049073132513, 'reg_lambda': 2.6001708704318593}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,432] Trial 92 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.04256462233854498, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.935630987367566, 'colsample_bytree': 0.663766950786091, 'gamma': 0.22175495849114307, 'reg_alpha': 0.967522793394276, 'reg_lambda': 2.528874835919347}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,546] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.03122335200635729, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9053822308226391, 'colsample_bytree': 0.6440068560077663, 'gamma': 0.5931199259514224, 'reg_alpha': 0.9146781604123325, 'reg_lambda': 2.6402911756100296}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,661] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.050825453347475784, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9558059102557493, 'colsample_bytree': 0.6176191862393627, 'gamma': 0.4374350496718644, 'reg_alpha': 0.9393519245528734, 'reg_lambda': 2.7419015450521362}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,785] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.06039558413635133, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9225772329282019, 'colsample_bytree': 0.6537390242508672, 'gamma': 0.7747149271846095, 'reg_alpha': 0.8838173463427158, 'reg_lambda': 2.384251237061218}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:50,994] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.03906079484919436, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8732828779881099, 'colsample_bytree': 0.6326939549973776, 'gamma': 0.06599827516921941, 'reg_alpha': 0.8944294771072978, 'reg_lambda': 2.6848231281040644}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,139] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.05402076907136473, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9722494432199843, 'colsample_bytree': 0.8571181557104878, 'gamma': 1.6818644317265712, 'reg_alpha': 0.7906986314002789, 'reg_lambda': 2.468470881365896}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,343] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.04670571944766195, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9661896186786894, 'colsample_bytree': 0.6695999114783311, 'gamma': 2.045787547236562, 'reg_alpha': 0.8357151577993381, 'reg_lambda': 1.810101262525871}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,538] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 80, 'learning_rate': 0.09605851775554976, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8578507763673167, 'colsample_bytree': 0.9289192541750676, 'gamma': 1.8503849102949599, 'reg_alpha': 0.9823322490485284, 'reg_lambda': 2.607570164573237}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,738] Trial 100 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 67, 'learning_rate': 0.0758895998954531, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9850306000743256, 'colsample_bytree': 0.6061780010796419, 'gamma': 1.0889633802705156, 'reg_alpha': 0.8640590095727873, 'reg_lambda': 1.319207044472423}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:51,883] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 98, 'learning_rate': 0.029384724594013367, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9888428617258561, 'colsample_bytree': 0.6585911916045346, 'gamma': 0.855457486078517, 'reg_alpha': 0.9427660542843773, 'reg_lambda': 2.5218088551416495}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,038] Trial 102 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 132, 'learning_rate': 0.025909814071705832, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9514002177044416, 'colsample_bytree': 0.6522429416850514, 'gamma': 0.5488399681684639, 'reg_alpha': 0.9497524743703453, 'reg_lambda': 2.478097629859204}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,299] Trial 103 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 98, 'learning_rate': 0.02345861381620717, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9999611955048618, 'colsample_bytree': 0.6259429656350075, 'gamma': 0.9848016867275948, 'reg_alpha': 0.974471688381879, 'reg_lambda': 2.795183708641119}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,419] Trial 104 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 56, 'learning_rate': 0.02791008489143476, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9886578969820008, 'colsample_bytree': 0.7844603283255968, 'gamma': 0.3326701540304824, 'reg_alpha': 0.921406349495131, 'reg_lambda': 2.564134648615958}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,570] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.033638550754376405, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8190771835745714, 'colsample_bytree': 0.7953658662629236, 'gamma': 0.2872834966176191, 'reg_alpha': 0.9127787601067977, 'reg_lambda': 2.5520059197134195}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,692] Trial 106 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.06975681405997596, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9780632116443955, 'colsample_bytree': 0.7608413520155922, 'gamma': 0.3720785978878772, 'reg_alpha': 0.8818327921369986, 'reg_lambda': 2.723613713824533}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:52,997] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.03597609287673721, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9659253653634555, 'colsample_bytree': 0.6754179182852652, 'gamma': 0.6731179955005092, 'reg_alpha': 0.9203200612117141, 'reg_lambda': 1.6599014502934095}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,236] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.018659976733896407, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9237496028254315, 'colsample_bytree': 0.7103859898932499, 'gamma': 1.2942598505641467, 'reg_alpha': 0.8536764915717702, 'reg_lambda': 2.648607352853643}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,425] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.04365716427726988, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9416679216333725, 'colsample_bytree': 0.7739465889027562, 'gamma': 1.4973365065838085, 'reg_alpha': 0.7483052502684887, 'reg_lambda': 2.3615861381940184}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,621] Trial 110 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.015622892153190491, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9594819126880283, 'colsample_bytree': 0.6935456893100039, 'gamma': 4.922732680550554, 'reg_alpha': 0.8968431300039389, 'reg_lambda': 2.5919246371936127}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,876] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.028022167560802974, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9887749690998282, 'colsample_bytree': 0.6437352845330528, 'gamma': 0.8148617129793856, 'reg_alpha': 0.9522428467859371, 'reg_lambda': 2.4284329798710313}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:53,994] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.03199818067012749, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9919489570231507, 'colsample_bytree': 0.6365271473283579, 'gamma': 0.4645196094294383, 'reg_alpha': 0.934670788463489, 'reg_lambda': 2.284471560654}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,118] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.03999443976014276, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9787725913629338, 'colsample_bytree': 0.7268936339376072, 'gamma': 0.1435064590511017, 'reg_alpha': 0.998074414268145, 'reg_lambda': 2.2790643555981407}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,354] Trial 114 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.03189592796448447, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9784546566661205, 'colsample_bytree': 0.726457960627619, 'gamma': 0.0877265388626616, 'reg_alpha': 0.9870639708659376, 'reg_lambda': 2.302970021265709}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,470] Trial 115 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.02336811802735691, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9933936425071934, 'colsample_bytree': 0.813603358730913, 'gamma': 0.12097984058695062, 'reg_alpha': 0.031668692324969105, 'reg_lambda': 2.2109910710936935}. Best is trial 52 with value: 0.7559523809523809.
[I 2025-11-03 19:40:54,557] Trial 116 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.039834821169694334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9938194360915298, 'colsample_bytree': 0.8258238154223397, 'gamma': 0.1441404480208457, 'reg_alpha': 0.2557369671775496, 'reg_lambda': 2.1811185029635323}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:54,669] Trial 117 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 23, 'learning_rate': 0.021508595304594, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9938053148798518, 'colsample_bytree': 0.830198533240196, 'gamma': 0.16572044617566917, 'reg_alpha': 0.0789826211343288, 'reg_lambda': 1.8024036350022932}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:54,828] Trial 118 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.02703689636271623, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9825218562408896, 'colsample_bytree': 0.7872768468035498, 'gamma': 0.3015035013715287, 'reg_alpha': 0.0003561975972167439, 'reg_lambda': 2.1430627836285963}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,060] Trial 119 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 37, 'learning_rate': 0.04018521067243699, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9921417987238551, 'colsample_bytree': 0.8139012054064292, 'gamma': 0.17094892479599988, 'reg_alpha': 0.04883094843414215, 'reg_lambda': 1.9339654490837535}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,167] Trial 120 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 29, 'learning_rate': 0.032429288480323996, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9996479563973606, 'colsample_bytree': 0.8412004554943673, 'gamma': 0.5017911699949521, 'reg_alpha': 0.23627510402991553, 'reg_lambda': 2.2126335476673207}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,237] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.024590245707139104, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9704321345313346, 'colsample_bytree': 0.7436182476460063, 'gamma': 0.08844627307305086, 'reg_alpha': 0.314701905318827, 'reg_lambda': 2.129285752268214}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,355] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.022737033661194946, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9828440881697991, 'colsample_bytree': 0.8265531194675311, 'gamma': 0.09452056986970808, 'reg_alpha': 0.2852210299582129, 'reg_lambda': 2.0415987974404124}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,424] Trial 123 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.023593219939780807, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.970812047407718, 'colsample_bytree': 0.8240430736602139, 'gamma': 0.0277267131163077, 'reg_alpha': 0.16653206817829608, 'reg_lambda': 2.0429724385589374}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,717] Trial 124 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 25, 'learning_rate': 0.02141590394102419, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9693775042214376, 'colsample_bytree': 0.745438358155315, 'gamma': 0.024961580886587974, 'reg_alpha': 0.1732744024641673, 'reg_lambda': 2.0616565108143354}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,827] Trial 125 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 32, 'learning_rate': 0.024694054247317104, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9797242972811088, 'colsample_bytree': 0.8282090090634542, 'gamma': 0.2797984404271884, 'reg_alpha': 0.2779325725969637, 'reg_lambda': 2.069882069371112}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:55,961] Trial 126 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 35, 'learning_rate': 0.01946526377719364, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9826408980057982, 'colsample_bytree': 0.8276680087115694, 'gamma': 0.4212934607069012, 'reg_alpha': 0.2734679341561488, 'reg_lambda': 2.0033678513161735}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,141] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.01701448000865909, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9698204203369404, 'colsample_bytree': 0.8313905854461625, 'gamma': 0.3409304569575661, 'reg_alpha': 0.27200937582343365, 'reg_lambda': 1.981054765976796}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,270] Trial 128 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 32, 'learning_rate': 0.018308250393039564, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.984653910177059, 'colsample_bytree': 0.8467499103673356, 'gamma': 0.22667153592154582, 'reg_alpha': 0.29563155023495635, 'reg_lambda': 2.072982781649211}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,418] Trial 129 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 26, 'learning_rate': 0.02035909814138184, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.958746585855694, 'colsample_bytree': 0.8239757146261995, 'gamma': 0.25317562019556894, 'reg_alpha': 0.3521695004632368, 'reg_lambda': 1.909658664240255}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,506] Trial 130 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 25, 'learning_rate': 0.02009392242035874, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9628421926170763, 'colsample_bytree': 0.8236495982450315, 'gamma': 0.2289214603962031, 'reg_alpha': 0.36850831118917227, 'reg_lambda': 1.896912869844822}. Best is trial 116 with value: 0.7767857142857143.
[I 2025-11-03 19:40:56,640] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 41, 'learning_rate': 0.02418060444666472, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9730566700340865, 'colsample_bytree': 0.8054876594561287, 'gamma': 0.38942540503724593, 'reg_alpha': 0.3037825581460959, 'reg_lambda': 2.0150538455163938}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:56,889] Trial 132 finished with value: 0.6875 and parameters: {'n_estimators': 41, 'learning_rate': 0.023459155925816117, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.958558570601437, 'colsample_bytree': 0.8082636961068036, 'gamma': 0.4331363585121366, 'reg_alpha': 0.27170583253508174, 'reg_lambda': 2.009279808061076}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,007] Trial 133 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 27, 'learning_rate': 0.025084616851890947, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9733850129120025, 'colsample_bytree': 0.8211993172771724, 'gamma': 0.04869769371978322, 'reg_alpha': 0.32262322680980693, 'reg_lambda': 2.1215047887318734}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,114] Trial 134 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.02204628948546405, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9464432798984845, 'colsample_bytree': 0.8028886397008608, 'gamma': 0.33543762012793443, 'reg_alpha': 0.22886572551452733, 'reg_lambda': 1.9601547694301766}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,336] Trial 135 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.01430425645462372, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.979523246799215, 'colsample_bytree': 0.870133003640705, 'gamma': 0.00453591251868013, 'reg_alpha': 0.3125385904406277, 'reg_lambda': 2.0938556204835126}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,451] Trial 136 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 42, 'learning_rate': 0.02017285425692516, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9701369845373353, 'colsample_bytree': 0.856278431686721, 'gamma': 0.17194279832824172, 'reg_alpha': 0.400253514489944, 'reg_lambda': 1.7925313556165303}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,547] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.02576644552566112, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9816870321605918, 'colsample_bytree': 0.7993661245464776, 'gamma': 0.24353359526053797, 'reg_alpha': 0.3579870893641438, 'reg_lambda': 2.0335636348416166}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,683] Trial 138 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.025132140453330665, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9845709641585996, 'colsample_bytree': 0.8011991958400098, 'gamma': 0.2783302009625577, 'reg_alpha': 0.34356453052438873, 'reg_lambda': 1.8484990234735015}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:57,894] Trial 139 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 25, 'learning_rate': 0.024766548050942954, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9613824232666964, 'colsample_bytree': 0.8245326163669959, 'gamma': 0.24483862277717386, 'reg_alpha': 0.3482163607525401, 'reg_lambda': 1.8466309411656054}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,080] Trial 140 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 22, 'learning_rate': 0.02520141887480423, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9595069898224958, 'colsample_bytree': 0.7951863129343218, 'gamma': 0.47131118553478807, 'reg_alpha': 0.34062052071360965, 'reg_lambda': 1.857341158294462}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,198] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 25, 'learning_rate': 0.01938539989566623, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9814316926871216, 'colsample_bytree': 0.8276090568031659, 'gamma': 0.2827048994191953, 'reg_alpha': 0.35266019640791724, 'reg_lambda': 2.036495048744762}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,415] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.02292920066554168, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9730621087911547, 'colsample_bytree': 0.8202076646951685, 'gamma': 0.1267404171626474, 'reg_alpha': 0.29349009994144754, 'reg_lambda': 1.9238926515776127}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,548] Trial 143 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 35, 'learning_rate': 0.026293679905503433, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9647799851768353, 'colsample_bytree': 0.8358820993866688, 'gamma': 0.23625168518663428, 'reg_alpha': 0.3804289781484556, 'reg_lambda': 1.7194492201076619}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,651] Trial 144 finished with value: 0.636904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.024753346050278773, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6003547620393269, 'colsample_bytree': 0.8409539169100068, 'gamma': 0.5562462816985627, 'reg_alpha': 0.38496278580341275, 'reg_lambda': 1.7327987010494224}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,793] Trial 145 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 38, 'learning_rate': 0.026943879357276053, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9507727283185374, 'colsample_bytree': 0.8067657602197889, 'gamma': 0.41456677325807273, 'reg_alpha': 0.2499492709994085, 'reg_lambda': 1.8555710358662316}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,874] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.016989416341374235, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9654461891671041, 'colsample_bytree': 0.849384276998634, 'gamma': 0.24176976817572454, 'reg_alpha': 0.46329458308314825, 'reg_lambda': 1.6676962958112604}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:58,986] Trial 147 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 26, 'learning_rate': 0.029999119563387643, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9398273786071776, 'colsample_bytree': 0.8366435079085743, 'gamma': 0.6777967208376545, 'reg_alpha': 0.15062722625107128, 'reg_lambda': 1.8589886236368764}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,087] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.0201014037204076, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6223927870347126, 'colsample_bytree': 0.797836093352526, 'gamma': 0.36113174864202746, 'reg_alpha': 0.4254707836976407, 'reg_lambda': 2.168733995572582}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,597] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.024880437841427374, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9579959276362726, 'colsample_bytree': 0.8149859770990971, 'gamma': 0.22606974170692853, 'reg_alpha': 0.36787266321604956, 'reg_lambda': 1.96446778790958}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,742] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.021257454841002863, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9677051849421064, 'colsample_bytree': 0.7898843037326542, 'gamma': 0.39897689341232745, 'reg_alpha': 0.2168236059956189, 'reg_lambda': 1.7628144367681022}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:40:59,910] Trial 151 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 40, 'learning_rate': 0.020557330270759674, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9688013724280391, 'colsample_bytree': 0.7913229300443637, 'gamma': 0.5213376795727286, 'reg_alpha': 0.2232740188383724, 'reg_lambda': 1.7796348448506631}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,001] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 32, 'learning_rate': 0.02037562999653942, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.970014963167495, 'colsample_bytree': 0.7724480012314339, 'gamma': 0.5232092337839932, 'reg_alpha': 0.20624203085254944, 'reg_lambda': 1.7620362614685718}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,135] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.020696210904619292, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9661350783558258, 'colsample_bytree': 0.7710445543126723, 'gamma': 0.5835797833985167, 'reg_alpha': 0.23183769171455992, 'reg_lambda': 1.777405864567158}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,251] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.019181517205246815, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9740574949885802, 'colsample_bytree': 0.7908025936380753, 'gamma': 0.36647227886446915, 'reg_alpha': 0.2198024268191781, 'reg_lambda': 1.5671752875264993}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,364] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.017870578761040316, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.955773857553455, 'colsample_bytree': 0.7765816980068355, 'gamma': 0.529069771654485, 'reg_alpha': 0.1956774708972553, 'reg_lambda': 1.728661603946316}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,579] Trial 156 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.015704235358758666, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9485752438536397, 'colsample_bytree': 0.8026443530963718, 'gamma': 0.2080467230608955, 'reg_alpha': 0.2610987380484619, 'reg_lambda': 1.6790865200745981}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,748] Trial 157 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.021912170112189527, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9996959614443401, 'colsample_bytree': 0.7655008157488037, 'gamma': 0.027769658226289406, 'reg_alpha': 0.16745497578837062, 'reg_lambda': 1.911854773318618}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:00,893] Trial 158 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.02363834638757395, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9837774189195825, 'colsample_bytree': 0.8175861278678508, 'gamma': 0.28921491582582104, 'reg_alpha': 0.30708363915837233, 'reg_lambda': 1.842704065394384}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,019] Trial 159 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 26, 'learning_rate': 0.024289541281716915, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9851654570060289, 'colsample_bytree': 0.7844760246903443, 'gamma': 0.3094961813644628, 'reg_alpha': 0.11752636513850592, 'reg_lambda': 1.8510640168449313}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,159] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.026502980248085804, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.984162827240627, 'colsample_bytree': 0.7865130140410052, 'gamma': 0.28234817117360705, 'reg_alpha': 0.13605286605951167, 'reg_lambda': 1.9892108104748647}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,268] Trial 161 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 26, 'learning_rate': 0.024303899000187014, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.986086464637143, 'colsample_bytree': 0.7880716843930723, 'gamma': 0.28484327920902147, 'reg_alpha': 0.12621236801771268, 'reg_lambda': 1.847554506718922}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,464] Trial 162 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.026522422389983973, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9873698539646422, 'colsample_bytree': 0.7823372076980298, 'gamma': 0.4118998083370836, 'reg_alpha': 0.09289101424654926, 'reg_lambda': 1.8188431836767733}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,618] Trial 163 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 32, 'learning_rate': 0.024288111161822962, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9813007819746175, 'colsample_bytree': 0.7564557356406975, 'gamma': 0.4330766617270039, 'reg_alpha': 0.32002943032108655, 'reg_lambda': 1.738448969766179}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,762] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.013641533138718537, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9789767526936626, 'colsample_bytree': 0.7574631032146707, 'gamma': 0.4410145087275684, 'reg_alpha': 0.09982471764252733, 'reg_lambda': 1.7829413673802552}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:01,983] Trial 165 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 37, 'learning_rate': 0.021404810533373106, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9637507263250733, 'colsample_bytree': 0.7475007763469192, 'gamma': 0.4822952177601681, 'reg_alpha': 0.31832049973310395, 'reg_lambda': 1.612673668120925}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,123] Trial 166 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 43, 'learning_rate': 0.02405892886483607, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9910900647454809, 'colsample_bytree': 0.7813261938837215, 'gamma': 0.6685643814005513, 'reg_alpha': 0.2102535983668103, 'reg_lambda': 1.7058318150498568}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,237] Trial 167 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 31, 'learning_rate': 0.02929255158929783, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9763103018611932, 'colsample_bytree': 0.7779884114302681, 'gamma': 0.3807109556657669, 'reg_alpha': 0.28180551235325996, 'reg_lambda': 1.8196757608767098}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,354] Trial 168 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.029418162805461223, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9745668167291924, 'colsample_bytree': 0.7777682611388362, 'gamma': 0.5649127317379485, 'reg_alpha': 0.2872596077284708, 'reg_lambda': 1.7563875889050897}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,570] Trial 169 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 40, 'learning_rate': 0.02648673766159666, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9881965488952239, 'colsample_bytree': 0.7645275184074034, 'gamma': 0.374440398056696, 'reg_alpha': 0.09814909658350039, 'reg_lambda': 1.9218744269779848}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,715] Trial 170 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 33, 'learning_rate': 0.022615621247157706, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9789359451759468, 'colsample_bytree': 0.7951868484630736, 'gamma': 0.3679716293060353, 'reg_alpha': 0.24583078309890102, 'reg_lambda': 1.7977343366432321}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:02,841] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.022171465366175744, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9778372814155644, 'colsample_bytree': 0.7685760686568884, 'gamma': 0.1256784409578367, 'reg_alpha': 0.253436806130245, 'reg_lambda': 1.8239859443376292}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,002] Trial 172 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.017994043010672877, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9936048298673013, 'colsample_bytree': 0.7903201475967895, 'gamma': 0.37608816776494125, 'reg_alpha': 0.316389776124705, 'reg_lambda': 1.7441054604250121}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,088] Trial 173 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 30, 'learning_rate': 0.020454030140955707, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9835082135419917, 'colsample_bytree': 0.7418526760937479, 'gamma': 0.5160693458024042, 'reg_alpha': 0.2766979146223151, 'reg_lambda': 1.8790123380219974}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,221] Trial 174 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 38, 'learning_rate': 0.023005737130005595, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9806608444895293, 'colsample_bytree': 0.7394034847622288, 'gamma': 0.6915221301280747, 'reg_alpha': 0.24551719168927733, 'reg_lambda': 1.6411742454236946}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,403] Trial 175 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 45, 'learning_rate': 0.027691870526725306, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9994026334952691, 'colsample_bytree': 0.7532177328871619, 'gamma': 0.5065269710225716, 'reg_alpha': 0.21039930398510875, 'reg_lambda': 1.509919535383141}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,527] Trial 176 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 31, 'learning_rate': 0.019110628746170866, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9709502719512152, 'colsample_bytree': 0.7826689482941709, 'gamma': 0.5936639248178562, 'reg_alpha': 0.2685702897730038, 'reg_lambda': 1.80867541052668}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,644] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.01914183646024894, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9694688021175804, 'colsample_bytree': 0.7783690018003874, 'gamma': 0.6135057820408962, 'reg_alpha': 0.276856600799883, 'reg_lambda': 1.6985011773069907}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,831] Trial 178 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.022568777073136485, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9881266816552512, 'colsample_bytree': 0.7911293462193106, 'gamma': 0.4381729078933312, 'reg_alpha': 0.12519395427589747, 'reg_lambda': 1.8110461071687938}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:03,942] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 31, 'learning_rate': 0.021612071290848148, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9891134408509266, 'colsample_bytree': 0.7907638957481103, 'gamma': 0.7434872891830079, 'reg_alpha': 0.11911864830234825, 'reg_lambda': 1.8025675536796588}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,051] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.02344332839172564, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7313389006391535, 'colsample_bytree': 0.7727167034644794, 'gamma': 0.4948926691322057, 'reg_alpha': 0.3064010238874423, 'reg_lambda': 1.8680318628328798}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,272] Trial 181 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.02037353815477477, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.97149597584883, 'colsample_bytree': 0.7833957683613442, 'gamma': 0.41661662812300937, 'reg_alpha': 0.06189845839959722, 'reg_lambda': 1.7638351987311365}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,383] Trial 182 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.02150132503461323, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9699747480414731, 'colsample_bytree': 0.7783912284165166, 'gamma': 0.39861166624852123, 'reg_alpha': 0.05885734171788647, 'reg_lambda': 1.755343869802993}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,499] Trial 183 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.020862411431257156, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9692439848534496, 'colsample_bytree': 0.7827686915093763, 'gamma': 0.6021101515654366, 'reg_alpha': 0.0696114068249206, 'reg_lambda': 1.7030584685420147}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,614] Trial 184 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.017048785199324398, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9731466247558086, 'colsample_bytree': 0.7606306024140642, 'gamma': 0.6257154035027106, 'reg_alpha': 0.06202223823485108, 'reg_lambda': 1.6986161613929052}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,673] Trial 185 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.016493077906118113, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9721048443165895, 'colsample_bytree': 0.7607300261545964, 'gamma': 0.649016626178185, 'reg_alpha': 0.0732770373283446, 'reg_lambda': 1.5784573433228324}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,834] Trial 186 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 29, 'learning_rate': 0.017913152207215757, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9655324213223573, 'colsample_bytree': 0.7384680602286358, 'gamma': 0.5807536103279296, 'reg_alpha': 0.0514295969764588, 'reg_lambda': 1.6922038865406255}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:04,934] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.02033543620562635, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.973834767760877, 'colsample_bytree': 0.7464248689807056, 'gamma': 0.4891028434591229, 'reg_alpha': 0.07882589922805647, 'reg_lambda': 1.6291535075645602}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,048] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.016433119207359875, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9941057804188065, 'colsample_bytree': 0.7802475787009889, 'gamma': 0.7670966724146813, 'reg_alpha': 0.028441608066660386, 'reg_lambda': 1.7326633204140245}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,287] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.01801531510417469, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6555268266766634, 'colsample_bytree': 0.7558487575018016, 'gamma': 0.8917139795537508, 'reg_alpha': 0.06708962529874653, 'reg_lambda': 1.6929610467093468}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,400] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.01904196827572282, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9542455828594218, 'colsample_bytree': 0.7696729640140998, 'gamma': 0.5968199210752552, 'reg_alpha': 0.04838840828426008, 'reg_lambda': 1.7779929938036088}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,495] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.024118257665111675, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9848324920854793, 'colsample_bytree': 0.7798189037494038, 'gamma': 0.3217542651638161, 'reg_alpha': 0.11504827002622457, 'reg_lambda': 1.8272380049078312}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,596] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 23, 'learning_rate': 0.020914589324044653, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9755074199045384, 'colsample_bytree': 0.7754606994088804, 'gamma': 0.15789063701358097, 'reg_alpha': 0.10636348575364905, 'reg_lambda': 1.8155355386295564}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,813] Trial 193 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 35, 'learning_rate': 0.02819395958987997, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.987494168487751, 'colsample_bytree': 0.7626955454276864, 'gamma': 0.44338864164593994, 'reg_alpha': 0.08119157999462104, 'reg_lambda': 1.7423557997410046}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:05,917] Trial 194 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 29, 'learning_rate': 0.02254661558175587, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9900053181748779, 'colsample_bytree': 0.7643605659251718, 'gamma': 0.47868190397950916, 'reg_alpha': 0.029344781309004073, 'reg_lambda': 1.8830660586693153}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,031] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.029305733026513257, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9837818902641686, 'colsample_bytree': 0.7537438404884245, 'gamma': 0.38209099204977237, 'reg_alpha': 0.09412897471287296, 'reg_lambda': 1.7671951554448293}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,231] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 35, 'learning_rate': 0.029500638315278365, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.995655595569987, 'colsample_bytree': 0.7811090964652688, 'gamma': 0.3311396025897882, 'reg_alpha': 0.08950222079534659, 'reg_lambda': 1.6509935311680448}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,441] Trial 197 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 24, 'learning_rate': 0.026818348725790888, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9996160101964496, 'colsample_bytree': 0.75350797663609, 'gamma': 0.406673079403309, 'reg_alpha': 0.14613247654952816, 'reg_lambda': 1.7599685293255114}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,551] Trial 198 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.024222634661135285, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9750938123378633, 'colsample_bytree': 0.8082785968995603, 'gamma': 0.6747928719349447, 'reg_alpha': 0.058200553579215906, 'reg_lambda': 1.8277864937719337}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,769] Trial 199 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 43, 'learning_rate': 0.028612686008341062, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9855126339994643, 'colsample_bytree': 0.7672770793523647, 'gamma': 0.34021589628742216, 'reg_alpha': 0.11313767966374132, 'reg_lambda': 1.735571591930685}. Best is trial 131 with value: 0.7916666666666666.
[I 2025-11-03 19:41:06,772] A new study created in memory with name: no-name-2794e5e8-4e3a-4b29-93fa-0b9fec569a68
[I 2025-11-03 19:41:07,020] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.20621850567289557, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8633353048066135, 'colsample_bytree': 0.6998928555244079, 'gamma': 4.536611287071703, 'reg_alpha': 0.9938178160986252, 'reg_lambda': 2.344625789349463}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:41:07,267] Trial 1 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.07534389582530501, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8827455494877834, 'colsample_bytree': 0.9054940059859453, 'gamma': 0.49395444844747116, 'reg_alpha': 0.40099198541318304, 'reg_lambda': 1.6830557045886687}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 19:41:07,449] Trial 2 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 179, 'learning_rate': 0.11387724595916086, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8892780542964567, 'colsample_bytree': 0.9143736159670371, 'gamma': 0.6488506361105711, 'reg_alpha': 0.2498994306568708, 'reg_lambda': 1.3766075278967516}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:07,513] Trial 3 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.012221909305164574, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9426994993437314, 'colsample_bytree': 0.7211734565701252, 'gamma': 4.746706285302159, 'reg_alpha': 0.6109308743780134, 'reg_lambda': 2.8163417116436014}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:07,784] Trial 4 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.019528129579880028, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8463193503703226, 'colsample_bytree': 0.8990390819024603, 'gamma': 3.846237039614656, 'reg_alpha': 0.3514016293679617, 'reg_lambda': 2.6267639309830875}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:08,093] Trial 5 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.08920398612553665, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7351530411860315, 'colsample_bytree': 0.8076466858952155, 'gamma': 4.768884441393376, 'reg_alpha': 0.48845400747845635, 'reg_lambda': 1.5040291130122856}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:08,274] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.014175303627679646, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.6255764546470427, 'colsample_bytree': 0.9626650995395777, 'gamma': 1.5733585761254991, 'reg_alpha': 0.571967127283446, 'reg_lambda': 1.2700497586968749}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 19:41:08,378] Trial 7 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.015747091914037423, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8802122516137362, 'colsample_bytree': 0.684896872102136, 'gamma': 1.0857112282757515, 'reg_alpha': 0.050293274989821835, 'reg_lambda': 2.831668044082082}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:08,758] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.023434996785070737, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9639019904534394, 'colsample_bytree': 0.8091500160847034, 'gamma': 2.772453351079603, 'reg_alpha': 0.9927905090687817, 'reg_lambda': 1.9167409526825128}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:08,834] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.10620701179943831, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7355424202343344, 'colsample_bytree': 0.8004277144830192, 'gamma': 0.11792231984632695, 'reg_alpha': 0.5051241940305019, 'reg_lambda': 1.1656212704231703}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:08,979] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.03663076867989494, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7464744538381065, 'colsample_bytree': 0.6026961664366395, 'gamma': 1.9573189730796778, 'reg_alpha': 0.0576612828589193, 'reg_lambda': 0.7210911005115996}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,206] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 90, 'learning_rate': 0.19959999023382863, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9952621965680387, 'colsample_bytree': 0.6805113429678525, 'gamma': 0.8963239137334472, 'reg_alpha': 0.001804672580429094, 'reg_lambda': 2.130728453718543}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,347] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.04034359511736984, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9064097673580348, 'colsample_bytree': 0.9876222903335594, 'gamma': 1.2574428047491506, 'reg_alpha': 0.1742530842217105, 'reg_lambda': 0.5196088107856368}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,522] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 180, 'learning_rate': 0.12379160693496517, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7999056253583763, 'colsample_bytree': 0.8782225102138205, 'gamma': 2.628902513940646, 'reg_alpha': 0.22141739276330627, 'reg_lambda': 2.993169740145902}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,581] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.052573571760605994, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8096226618469012, 'colsample_bytree': 0.6003109705405759, 'gamma': 0.07488607563805927, 'reg_alpha': 0.2122863387163063, 'reg_lambda': 0.894994854341367}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:09,859] Trial 15 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 67, 'learning_rate': 0.2732795510864933, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9250526573543071, 'colsample_bytree': 0.746858859591295, 'gamma': 1.841287084972211, 'reg_alpha': 0.7510435086010439, 'reg_lambda': 2.4790092498056824}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,140] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 246, 'learning_rate': 0.027245726681642546, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8234293364072548, 'colsample_bytree': 0.6525895004498865, 'gamma': 0.9716234796467378, 'reg_alpha': 0.10749124333323304, 'reg_lambda': 1.987173968037478}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,293] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.06244770297984201, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7782167429234421, 'colsample_bytree': 0.8706700192875134, 'gamma': 2.263348820494981, 'reg_alpha': 0.30428130811087817, 'reg_lambda': 1.4608924445355362}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,523] Trial 18 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.14270334420912037, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6212937951114005, 'colsample_bytree': 0.7640026978331439, 'gamma': 3.2449038933982193, 'reg_alpha': 0.1216963707167103, 'reg_lambda': 1.0351750043939218}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:10,867] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.011053402145063946, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.690316779606782, 'colsample_bytree': 0.9430354598548435, 'gamma': 0.6825250976508271, 'reg_alpha': 0.24215680726097327, 'reg_lambda': 2.1859853078169693}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,016] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.039678043101498035, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.887799533740788, 'colsample_bytree': 0.8421826225133695, 'gamma': 1.4390628838737514, 'reg_alpha': 0.04128815300602226, 'reg_lambda': 1.7648358188498965}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,185] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.0867137359048473, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6864297703518368, 'colsample_bytree': 0.8370643468493364, 'gamma': 4.180407284323584, 'reg_alpha': 0.4324192053991253, 'reg_lambda': 1.487062101489379}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,417] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.15419240970615664, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6995818599345551, 'colsample_bytree': 0.8400591398722369, 'gamma': 3.934272109496152, 'reg_alpha': 0.41553190856281513, 'reg_lambda': 1.4322657068957965}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,594] Trial 23 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.08156499555901718, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6529431038720489, 'colsample_bytree': 0.9186564683990037, 'gamma': 3.3783740783315355, 'reg_alpha': 0.28251159951402044, 'reg_lambda': 1.695475440756718}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,761] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.05840644398602057, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8445979672428175, 'colsample_bytree': 0.7600953580261101, 'gamma': 0.3805145351236936, 'reg_alpha': 0.7211112007675214, 'reg_lambda': 1.223397508767001}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:11,893] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.09851393752598922, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7700139127121942, 'colsample_bytree': 0.8346706726919555, 'gamma': 1.160463200454713, 'reg_alpha': 0.14526279369876632, 'reg_lambda': 0.8971300995536033}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:12,120] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.018492282378283233, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.6759283629635613, 'colsample_bytree': 0.6483616321167369, 'gamma': 4.268746836877889, 'reg_alpha': 0.34339540592397877, 'reg_lambda': 1.5798188416252805}. Best is trial 7 with value: 0.7440476190476191.
[I 2025-11-03 19:41:12,295] Trial 27 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.16314965707421689, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9686876007961364, 'colsample_bytree': 0.8663510294320311, 'gamma': 3.040642803537694, 'reg_alpha': 0.43762761520536, 'reg_lambda': 1.8482021490248477}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,430] Trial 28 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 88, 'learning_rate': 0.2979025856371865, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9974043939905985, 'colsample_bytree': 0.779130702722302, 'gamma': 3.1669148446001074, 'reg_alpha': 0.7211767489303171, 'reg_lambda': 2.6137677189755535}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,583] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.19995383634675418, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9507477964836208, 'colsample_bytree': 0.8703784297995414, 'gamma': 3.700684512106093, 'reg_alpha': 0.9465357213157795, 'reg_lambda': 2.388976398259214}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,736] Trial 30 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 127, 'learning_rate': 0.14983350838230855, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9243899814324117, 'colsample_bytree': 0.7256396411282346, 'gamma': 4.396891918586135, 'reg_alpha': 0.8241021724431501, 'reg_lambda': 2.1890222659292515}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:12,939] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.2991129246971435, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9810718010840787, 'colsample_bytree': 0.6932374516024575, 'gamma': 2.928547981181663, 'reg_alpha': 0.6377580196461395, 'reg_lambda': 2.822036328693577}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,178] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.23434179103626374, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9980463940349813, 'colsample_bytree': 0.7836183933119871, 'gamma': 3.207734342367825, 'reg_alpha': 0.4494416521275848, 'reg_lambda': 2.6726781333631724}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,310] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.17348080090999027, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9669881734908987, 'colsample_bytree': 0.8323903681460995, 'gamma': 3.5610993704183067, 'reg_alpha': 0.44798397028967496, 'reg_lambda': 2.873687229259268}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,394] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.24041613660023026, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8582150785901216, 'colsample_bytree': 0.7842674204601077, 'gamma': 2.3635970014760277, 'reg_alpha': 0.5303027672429504, 'reg_lambda': 2.606519931111004}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,497] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 32, 'learning_rate': 0.1262055073045575, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.934107341893811, 'colsample_bytree': 0.7221339252139227, 'gamma': 4.132576975435159, 'reg_alpha': 0.38320855356778444, 'reg_lambda': 1.9045550930765602}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,713] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 128, 'learning_rate': 0.07076940121291467, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.873672202340396, 'colsample_bytree': 0.8902365465719275, 'gamma': 2.9251441554118487, 'reg_alpha': 0.43811481191451107, 'reg_lambda': 2.9566569474950275}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:13,825] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.23183334878650488, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9141687667975463, 'colsample_bytree': 0.9285410184692213, 'gamma': 2.0724969064053065, 'reg_alpha': 0.6313782786877103, 'reg_lambda': 2.6720001227588623}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,036] Trial 38 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.17218273598185077, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9594940230644828, 'colsample_bytree': 0.8614313763759498, 'gamma': 4.678963416074161, 'reg_alpha': 0.5386462462121289, 'reg_lambda': 2.3949671753244965}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,163] Trial 39 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 78, 'learning_rate': 0.04856796966254666, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9017867693508899, 'colsample_bytree': 0.8149706750777223, 'gamma': 3.939844927132315, 'reg_alpha': 0.4830527765443367, 'reg_lambda': 2.715651814578484}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,399] Trial 40 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 63, 'learning_rate': 0.015988245295193784, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9779503388472289, 'colsample_bytree': 0.6347564766302205, 'gamma': 4.977498368706286, 'reg_alpha': 0.3310424962775417, 'reg_lambda': 1.7796657508324538}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,544] Trial 41 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 93, 'learning_rate': 0.2535528858257408, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9822308290506102, 'colsample_bytree': 0.7861998928521392, 'gamma': 3.073440043679996, 'reg_alpha': 0.7047368102439682, 'reg_lambda': 2.563890627769294}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,678] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 79, 'learning_rate': 0.22282879753295085, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.986972330007315, 'colsample_bytree': 0.7909835114165458, 'gamma': 3.5019173780740704, 'reg_alpha': 0.8264763390931269, 'reg_lambda': 2.8088492381766814}. Best is trial 27 with value: 0.7559523809523809.
[I 2025-11-03 19:41:14,911] Trial 43 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.18040733029897948, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9994792049678245, 'colsample_bytree': 0.7484364813420703, 'gamma': 2.5677748265589457, 'reg_alpha': 0.592569743221469, 'reg_lambda': 2.5176320184859597}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,085] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.18138908997971018, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.944437990118177, 'colsample_bytree': 0.7481314889944084, 'gamma': 2.658588408720691, 'reg_alpha': 0.5916769242690632, 'reg_lambda': 2.293594733245636}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,232] Trial 45 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 118, 'learning_rate': 0.11266411655812841, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9986686577976832, 'colsample_bytree': 0.6827846990298897, 'gamma': 2.457859141420018, 'reg_alpha': 0.4665944318687042, 'reg_lambda': 2.0259916708623815}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,491] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.09086827646165686, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9627169970589926, 'colsample_bytree': 0.7123138721916306, 'gamma': 1.65247122056927, 'reg_alpha': 0.3705783127735288, 'reg_lambda': 2.760083603290567}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,561] Trial 47 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 29, 'learning_rate': 0.032259061338494134, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7137750125649454, 'colsample_bytree': 0.8203630274727175, 'gamma': 2.816144837350859, 'reg_alpha': 0.5611774103894245, 'reg_lambda': 1.5966027812952874}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,790] Trial 48 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.1326049410653662, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.600090228895182, 'colsample_bytree': 0.6647487027040949, 'gamma': 3.7127168710384018, 'reg_alpha': 0.6557078355479926, 'reg_lambda': 1.309027176080576}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:15,905] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 47, 'learning_rate': 0.07075195679260617, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8332121110042432, 'colsample_bytree': 0.7454633452159372, 'gamma': 2.149521438552391, 'reg_alpha': 0.50873766688781, 'reg_lambda': 2.496387878237257}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,123] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.20403175956914946, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9454964283758739, 'colsample_bytree': 0.8980342189436437, 'gamma': 1.8363859370044617, 'reg_alpha': 0.4044925417183541, 'reg_lambda': 2.8960985632444114}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,294] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.1951597933172236, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9391271163588311, 'colsample_bytree': 0.853043914610533, 'gamma': 1.9287275129865469, 'reg_alpha': 0.40310874348312825, 'reg_lambda': 2.976917991415001}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,443] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.20459012259044676, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9402318376461796, 'colsample_bytree': 0.8593016034703064, 'gamma': 1.7707114930959824, 'reg_alpha': 0.39824741925749285, 'reg_lambda': 2.9187941147049488}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,739] Trial 53 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 121, 'learning_rate': 0.16572712464222059, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9696187612326053, 'colsample_bytree': 0.8979388279417182, 'gamma': 1.450076673175408, 'reg_alpha': 0.29325338116010435, 'reg_lambda': 2.993609166929237}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:16,910] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.2012446504232902, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8969218181061721, 'colsample_bytree': 0.948120556302766, 'gamma': 2.587535484550711, 'reg_alpha': 0.5804275787032374, 'reg_lambda': 2.713139427654425}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,059] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.26035524173163743, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9151377648364024, 'colsample_bytree': 0.999265023899105, 'gamma': 1.9518924566203153, 'reg_alpha': 0.4841916030738368, 'reg_lambda': 2.8481652176198904}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,207] Trial 56 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.13992832277206116, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.950659924268341, 'colsample_bytree': 0.8828621190200183, 'gamma': 2.34436697255564, 'reg_alpha': 0.32468740082928527, 'reg_lambda': 2.484064731403586}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,449] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.22265300324107817, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9325021093937106, 'colsample_bytree': 0.8486415218221167, 'gamma': 1.1222324712795788, 'reg_alpha': 0.25984695748343234, 'reg_lambda': 2.2757762946797797}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,572] Trial 58 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 71, 'learning_rate': 0.18551279772094653, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8772377411681909, 'colsample_bytree': 0.9118321411588755, 'gamma': 1.344722661644695, 'reg_alpha': 0.18461841150259928, 'reg_lambda': 2.765437063937773}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,716] Trial 59 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.01379377904694277, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.999667319848562, 'colsample_bytree': 0.8065424835695084, 'gamma': 0.6575464350132281, 'reg_alpha': 0.004157594652724417, 'reg_lambda': 2.539490803638647}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:17,896] Trial 60 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.02409765105778809, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9579717710599918, 'colsample_bytree': 0.7637427334250131, 'gamma': 0.8360890058263379, 'reg_alpha': 0.40450679259850675, 'reg_lambda': 2.92825129224997}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:18,300] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.10687293048130814, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.973541543689364, 'colsample_bytree': 0.8204971403989325, 'gamma': 1.7129088221216453, 'reg_alpha': 0.43216345097489334, 'reg_lambda': 2.670717630302216}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:18,485] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.16206267946124797, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7790078636335537, 'colsample_bytree': 0.8613591307601854, 'gamma': 0.4410335846176845, 'reg_alpha': 0.5218547019392168, 'reg_lambda': 1.0914116631691255}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:18,740] Trial 63 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.1183707876569315, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9887958935695544, 'colsample_bytree': 0.853048609221572, 'gamma': 3.3049425876403307, 'reg_alpha': 0.36298612779826445, 'reg_lambda': 2.881451444635381}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,107] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.04836693654503484, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.926585774508781, 'colsample_bytree': 0.875741683554663, 'gamma': 2.2293195150488625, 'reg_alpha': 0.4722749727984498, 'reg_lambda': 1.5825743599693096}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,279] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.2757401060904176, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6623332314532042, 'colsample_bytree': 0.6217214918358116, 'gamma': 1.9345824500998927, 'reg_alpha': 0.5559440535022375, 'reg_lambda': 1.3624334875851747}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,449] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.14080078992617656, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9147016844177019, 'colsample_bytree': 0.8996281903287286, 'gamma': 2.746488117328423, 'reg_alpha': 0.0714779597867157, 'reg_lambda': 2.415188089062898}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,731] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.21790973426530508, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9476155509916767, 'colsample_bytree': 0.8255712196646862, 'gamma': 3.0905864263606784, 'reg_alpha': 0.44627605874576715, 'reg_lambda': 1.831718253291206}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:19,911] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.18787067273198807, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7964638610283009, 'colsample_bytree': 0.7950519556963008, 'gamma': 0.2528665867302311, 'reg_alpha': 0.6015544034807074, 'reg_lambda': 2.7901334573622756}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,061] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 21, 'learning_rate': 0.15000540331009513, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8656216832196374, 'colsample_bytree': 0.9314118608663119, 'gamma': 2.9322727875424737, 'reg_alpha': 0.664536278733947, 'reg_lambda': 2.991232428209058}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,186] Trial 70 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 59, 'learning_rate': 0.08355544360328934, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7446291807781866, 'colsample_bytree': 0.7092872997246653, 'gamma': 1.5329557970294823, 'reg_alpha': 0.4123554623162306, 'reg_lambda': 2.679877790815592}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,305] Trial 71 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.0829381288674439, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7380660429385316, 'colsample_bytree': 0.7328642161889072, 'gamma': 1.1871660635269348, 'reg_alpha': 0.4100721893676004, 'reg_lambda': 2.6114449870953242}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,532] Trial 72 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.01026583694502805, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6838225692742442, 'colsample_bytree': 0.7039616771179933, 'gamma': 1.6251408108890664, 'reg_alpha': 0.36111542722439155, 'reg_lambda': 2.6948602534154733}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,661] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.10241168562561352, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7241295960985783, 'colsample_bytree': 0.6635664214181158, 'gamma': 1.4366578441830837, 'reg_alpha': 0.3091061630434736, 'reg_lambda': 2.879303255727199}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,843] Trial 74 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.06450880663791214, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.767274501368806, 'colsample_bytree': 0.7751857379650934, 'gamma': 1.0189332093444592, 'reg_alpha': 0.5082303408909278, 'reg_lambda': 1.4696715728520469}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:20,961] Trial 75 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.09553402262811062, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9761049042822842, 'colsample_bytree': 0.697002861837327, 'gamma': 2.1142158410763034, 'reg_alpha': 0.45818500594376554, 'reg_lambda': 2.0821215016026104}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,105] Trial 76 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 34, 'learning_rate': 0.24241290395622514, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7479131181534789, 'colsample_bytree': 0.7394216839277639, 'gamma': 1.8958143860840428, 'reg_alpha': 0.41999002290400134, 'reg_lambda': 2.765468017800658}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,280] Trial 77 finished with value: 0.726190476190476 and parameters: {'n_estimators': 74, 'learning_rate': 0.08233447143409947, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.648105797634715, 'colsample_bytree': 0.7107606750519984, 'gamma': 2.511485133263398, 'reg_alpha': 0.2702073386911311, 'reg_lambda': 1.6577446006022871}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,455] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.12722049035965702, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9886517605931385, 'colsample_bytree': 0.7728722892698919, 'gamma': 1.5367614503188642, 'reg_alpha': 0.3356304691827279, 'reg_lambda': 2.5850515628307944}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,696] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 132, 'learning_rate': 0.030369406380559186, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7066986487325996, 'colsample_bytree': 0.6760155096788834, 'gamma': 3.428121271938816, 'reg_alpha': 0.3882658324209369, 'reg_lambda': 2.6615132216389363}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:21,918] Trial 80 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 94, 'learning_rate': 0.05236178307963756, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9565839591562093, 'colsample_bytree': 0.8890000608651327, 'gamma': 1.2960425050401654, 'reg_alpha': 0.533437151934488, 'reg_lambda': 2.8485371447359626}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,075] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.1834804693316246, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.801946471249345, 'colsample_bytree': 0.8079063022331504, 'gamma': 0.27611454576616445, 'reg_alpha': 0.5966790075617356, 'reg_lambda': 2.7873639573659137}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,221] Trial 82 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 105, 'learning_rate': 0.1941492843387329, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7888299845306462, 'colsample_bytree': 0.7948890060891105, 'gamma': 0.8205456185587767, 'reg_alpha': 0.6220569111163536, 'reg_lambda': 2.9318402083218045}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,496] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.16465620654434646, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8199503939097731, 'colsample_bytree': 0.7551249134079828, 'gamma': 0.14670572479364374, 'reg_alpha': 0.22519458990780955, 'reg_lambda': 2.7400094682062077}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,650] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.2157617121172467, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.891287934970993, 'colsample_bytree': 0.8309335649443498, 'gamma': 1.7938115420847531, 'reg_alpha': 0.7797851219650167, 'reg_lambda': 2.5337783013511466}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,788] Trial 85 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.26918957049410835, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8933826390221012, 'colsample_bytree': 0.8413257014329286, 'gamma': 2.040260553555931, 'reg_alpha': 0.821870074765918, 'reg_lambda': 2.456924298697197}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:22,969] Trial 86 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 141, 'learning_rate': 0.04413699502858791, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9065111810366534, 'colsample_bytree': 0.8271501432296953, 'gamma': 4.423204377093442, 'reg_alpha': 0.782640034527802, 'reg_lambda': 2.239579781660747}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,155] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.20876668002097407, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9381041306432808, 'colsample_bytree': 0.8378892962468679, 'gamma': 1.7839579419407183, 'reg_alpha': 0.8743936751100904, 'reg_lambda': 2.3138818521956965}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,321] Trial 88 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 56, 'learning_rate': 0.24524571264797504, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8568798796508003, 'colsample_bytree': 0.8490932492581115, 'gamma': 2.253776147049043, 'reg_alpha': 0.9257804102408289, 'reg_lambda': 2.5276218544556963}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,503] Trial 89 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.15760012607125648, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9673958014942544, 'colsample_bytree': 0.6836413152812733, 'gamma': 4.091040388911267, 'reg_alpha': 0.49640388090683957, 'reg_lambda': 0.6215004496211569}. Best is trial 43 with value: 0.7738095238095238.
[I 2025-11-03 19:41:23,632] Trial 90 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.2828339747572406, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8437280243712196, 'colsample_bytree': 0.8636149106385222, 'gamma': 2.388694037151651, 'reg_alpha': 0.6979244967681809, 'reg_lambda': 1.224133005112467}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:23,761] Trial 91 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.2914995184500133, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8475592710669662, 'colsample_bytree': 0.8646326223784179, 'gamma': 2.4232974208514757, 'reg_alpha': 0.7415499818020864, 'reg_lambda': 1.1814197268496904}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:23,898] Trial 92 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 81, 'learning_rate': 0.22919048745911552, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8808807993652585, 'colsample_bytree': 0.8686636792207366, 'gamma': 2.0404661074146206, 'reg_alpha': 0.6901755585687035, 'reg_lambda': 1.0069761014157692}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,052] Trial 93 finished with value: 0.726190476190476 and parameters: {'n_estimators': 64, 'learning_rate': 0.26072871909227185, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8333808086289127, 'colsample_bytree': 0.8857825280046652, 'gamma': 1.5225045753188284, 'reg_alpha': 0.6839372837302985, 'reg_lambda': 1.4025211081047446}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,188] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.21568957894918314, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8713068390157568, 'colsample_bytree': 0.8761211750191819, 'gamma': 2.6456267217525173, 'reg_alpha': 0.8013348350498702, 'reg_lambda': 0.8069375899462852}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,301] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 50, 'learning_rate': 0.1716777012186191, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.887579175284431, 'colsample_bytree': 0.8533480170812137, 'gamma': 1.8347209264889717, 'reg_alpha': 0.3803972363420317, 'reg_lambda': 1.2499036679522297}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,553] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.2007546698904661, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9245223285456567, 'colsample_bytree': 0.8144651763417536, 'gamma': 2.856444448115439, 'reg_alpha': 0.7701697654823947, 'reg_lambda': 2.644728855291784}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,688] Trial 97 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 111, 'learning_rate': 0.28023396784433585, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9793143021426829, 'colsample_bytree': 0.9182528994121236, 'gamma': 3.614294765389987, 'reg_alpha': 0.44013004342585954, 'reg_lambda': 2.3663912947617622}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:24,831] Trial 98 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 85, 'learning_rate': 0.01795549494363857, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.990472789757255, 'colsample_bytree': 0.9048237424640632, 'gamma': 3.034419201353991, 'reg_alpha': 0.7363926589333621, 'reg_lambda': 1.088665860729551}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,065] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 75, 'learning_rate': 0.24696136854399747, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7607554742258678, 'colsample_bytree': 0.8313880217793174, 'gamma': 2.172264686071414, 'reg_alpha': 0.861078366088449, 'reg_lambda': 2.8214986156804045}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,276] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.0762179682163761, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9584592525516972, 'colsample_bytree': 0.8045805580605842, 'gamma': 2.5485824326862443, 'reg_alpha': 0.46775192747249805, 'reg_lambda': 1.2944821938409528}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,435] Trial 101 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 126, 'learning_rate': 0.18152107369700185, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8097737165010116, 'colsample_bytree': 0.7874013598243603, 'gamma': 1.6736229619261966, 'reg_alpha': 0.5596141776023003, 'reg_lambda': 1.5245191069072448}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,626] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.19402608604185517, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8494019145460833, 'colsample_bytree': 0.7316099234016805, 'gamma': 3.821110128621924, 'reg_alpha': 0.6044367413056838, 'reg_lambda': 2.906977527591476}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,791] Trial 103 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.2253655646026876, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8401928498136202, 'colsample_bytree': 0.7950469255574533, 'gamma': 1.3495809129523433, 'reg_alpha': 0.6553290777693563, 'reg_lambda': 2.72195741468636}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:25,987] Trial 104 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.13400862294384927, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7526863064115347, 'colsample_bytree': 0.856514812111663, 'gamma': 2.353161829243047, 'reg_alpha': 0.7117597052268382, 'reg_lambda': 2.804086561312155}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,134] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.15404988447717644, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.787254006814468, 'colsample_bytree': 0.8456884029638981, 'gamma': 0.5095164492715283, 'reg_alpha': 0.4137144131265087, 'reg_lambda': 2.948234397723952}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,263] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.05930044785529796, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7310691737230453, 'colsample_bytree': 0.8177154904030893, 'gamma': 3.2606092661583284, 'reg_alpha': 0.35101760185469677, 'reg_lambda': 2.5755034554119414}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,398] Trial 107 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 89, 'learning_rate': 0.11364580166947424, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9077606901574934, 'colsample_bytree': 0.7701688727549291, 'gamma': 2.7097432830519264, 'reg_alpha': 0.48648075273641156, 'reg_lambda': 1.3488782278124167}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,719] Trial 108 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 236, 'learning_rate': 0.17618777587556828, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.992487478543898, 'colsample_bytree': 0.6895296241978545, 'gamma': 1.7586438927918717, 'reg_alpha': 0.13236470607446538, 'reg_lambda': 1.920858855571651}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:26,867] Trial 109 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.19112885147391612, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8201683541864434, 'colsample_bytree': 0.8952380723317839, 'gamma': 4.6654517725637925, 'reg_alpha': 0.42733049479533136, 'reg_lambda': 2.4379319275068116}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,046] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.2324974318830997, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.969384306167188, 'colsample_bytree': 0.8747752587698586, 'gamma': 4.971316107220801, 'reg_alpha': 0.5140701517098504, 'reg_lambda': 1.6911076314864608}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,216] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.024299881095194018, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9499615213912277, 'colsample_bytree': 0.7810031689606116, 'gamma': 0.8008843102262404, 'reg_alpha': 0.3949183943072051, 'reg_lambda': 2.9690924810748656}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,484] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.026283311145444507, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9445413828861926, 'colsample_bytree': 0.7800225183458624, 'gamma': 1.0478373733671984, 'reg_alpha': 0.38592910014278353, 'reg_lambda': 2.880626960246168}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,648] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.016108763691499918, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9322048268562894, 'colsample_bytree': 0.752611288572262, 'gamma': 0.9260851345313961, 'reg_alpha': 0.4022221390022653, 'reg_lambda': 2.8277786777360334}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,830] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 120, 'learning_rate': 0.014199294813399753, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.948328921701494, 'colsample_bytree': 0.716870015551573, 'gamma': 1.221013805499788, 'reg_alpha': 0.4604889760470713, 'reg_lambda': 2.9773028615525874}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:27,982] Trial 115 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.016001935962920447, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9313020152967149, 'colsample_bytree': 0.6726946266263036, 'gamma': 0.7550477871647523, 'reg_alpha': 0.3658219999727744, 'reg_lambda': 2.849619492861622}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,194] Trial 116 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 110, 'learning_rate': 0.01887870458295583, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9556700868304597, 'colsample_bytree': 0.7446062625564712, 'gamma': 0.9155563973369649, 'reg_alpha': 0.4420752971245, 'reg_lambda': 2.6880328264308346}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,365] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.01330971576399217, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9181649220865951, 'colsample_bytree': 0.7527092420992527, 'gamma': 1.0787330271012983, 'reg_alpha': 0.3975804681261502, 'reg_lambda': 2.630837774081561}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,531] Trial 118 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.021995330885402408, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9375583750978376, 'colsample_bytree': 0.7655298160249047, 'gamma': 1.4419134967200613, 'reg_alpha': 0.3197268767380813, 'reg_lambda': 2.997117738754205}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,684] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.021332155404372877, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.980209597378206, 'colsample_bytree': 0.7580610601773079, 'gamma': 0.9226354531814023, 'reg_alpha': 0.34257070241746185, 'reg_lambda': 2.5170772511238573}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:28,957] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.02193450955356689, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9829185607374917, 'colsample_bytree': 0.7358872311655941, 'gamma': 0.9467078428456566, 'reg_alpha': 0.18570113942264763, 'reg_lambda': 2.512367347212282}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,123] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.02246563207598222, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9829152940624966, 'colsample_bytree': 0.7286351145758101, 'gamma': 0.6124414626735915, 'reg_alpha': 0.06106086594013623, 'reg_lambda': 2.4895838451699883}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,286] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.02088055096787217, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9800725709617891, 'colsample_bytree': 0.7564567952906105, 'gamma': 0.5422550065153003, 'reg_alpha': 0.09638559552705211, 'reg_lambda': 2.536782073752922}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,531] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.017006004759533826, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9846949448250402, 'colsample_bytree': 0.7345303324054189, 'gamma': 0.5994955037237758, 'reg_alpha': 0.08706966816035314, 'reg_lambda': 2.479736982818018}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,728] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 110, 'learning_rate': 0.017141725521778416, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9830911786055091, 'colsample_bytree': 0.7276050544889351, 'gamma': 0.6061528612897461, 'reg_alpha': 0.09469381405184907, 'reg_lambda': 2.355986439039816}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:29,894] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 110, 'learning_rate': 0.017661888917395833, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9834831168602546, 'colsample_bytree': 0.7377737471699355, 'gamma': 0.5553595058507095, 'reg_alpha': 0.08244012538173617, 'reg_lambda': 2.344695939930268}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,044] Trial 126 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 106, 'learning_rate': 0.02004601190203404, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9988056708770533, 'colsample_bytree': 0.7289868211130935, 'gamma': 0.547822407986667, 'reg_alpha': 0.09353781848102027, 'reg_lambda': 2.3394906095334314}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,318] Trial 127 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 98, 'learning_rate': 0.01686211334289795, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9847606641793495, 'colsample_bytree': 0.7393035821250594, 'gamma': 0.37570432928440395, 'reg_alpha': 0.03227797488817763, 'reg_lambda': 2.2041045738863563}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,530] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.01450850848950318, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9732055431412002, 'colsample_bytree': 0.7378125578394562, 'gamma': 0.5711499564105614, 'reg_alpha': 0.16241290168322547, 'reg_lambda': 2.4162602257031827}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,736] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.01774044034501231, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9931127645650548, 'colsample_bytree': 0.7192229246275752, 'gamma': 0.7435063335207813, 'reg_alpha': 0.07918900835657439, 'reg_lambda': 2.4686020429917703}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:30,966] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.012415295511927592, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9639048209457657, 'colsample_bytree': 0.7030180681680697, 'gamma': 0.6075252907496891, 'reg_alpha': 0.048397642599023113, 'reg_lambda': 2.5705032921786692}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,260] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.019845521676178413, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.984185380596956, 'colsample_bytree': 0.7229877474920097, 'gamma': 0.39359402042992375, 'reg_alpha': 0.02156557764135794, 'reg_lambda': 2.366445016044872}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,426] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.021744576260171455, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9720563944092433, 'colsample_bytree': 0.7435826239953635, 'gamma': 0.6888469171780196, 'reg_alpha': 0.11009169305750133, 'reg_lambda': 2.264340468731884}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,579] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.017138291519162623, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9772535377818784, 'colsample_bytree': 0.72795425166141, 'gamma': 0.2841209458504881, 'reg_alpha': 0.06940661139318403, 'reg_lambda': 2.5047821480423607}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,754] Trial 134 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 134, 'learning_rate': 0.027679650748539748, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9868557452505936, 'colsample_bytree': 0.7488891464780862, 'gamma': 0.05277209796306237, 'reg_alpha': 0.0909949026356873, 'reg_lambda': 2.452715791298821}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:31,913] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 113, 'learning_rate': 0.014773862193435612, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.964042474193445, 'colsample_bytree': 0.7350517976889243, 'gamma': 0.4520286987392939, 'reg_alpha': 0.1538301306825876, 'reg_lambda': 2.6166958451806974}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,119] Trial 136 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.015220138381817882, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9966271518555592, 'colsample_bytree': 0.7649850932144073, 'gamma': 0.17127693939333977, 'reg_alpha': 0.14989528192815724, 'reg_lambda': 2.547551399881216}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,351] Trial 137 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 90, 'learning_rate': 0.01476734046179857, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9996150162222709, 'colsample_bytree': 0.7370569110255737, 'gamma': 0.11848076658201662, 'reg_alpha': 0.1946905899887137, 'reg_lambda': 2.5549794621214112}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,515] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.015850977304334993, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9605606144322147, 'colsample_bytree': 0.7627226275540488, 'gamma': 0.45549229854087614, 'reg_alpha': 0.14715722656016045, 'reg_lambda': 2.146195008119224}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,703] Trial 139 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.011337535009343013, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9699185345023205, 'colsample_bytree': 0.7159942251979223, 'gamma': 0.21962940690265895, 'reg_alpha': 0.1181578298647205, 'reg_lambda': 2.4000541824239257}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:32,915] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.012390028441970792, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9804943376389923, 'colsample_bytree': 0.7247518710521492, 'gamma': 0.6254806484240046, 'reg_alpha': 0.054461830795071796, 'reg_lambda': 2.61287870266114}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,095] Trial 141 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 93, 'learning_rate': 0.02091188758324107, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9889787061291642, 'colsample_bytree': 0.7694785643836314, 'gamma': 0.33827803680078466, 'reg_alpha': 0.16055956762657544, 'reg_lambda': 2.5053241240315045}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,240] Trial 142 finished with value: 0.738095238095238 and parameters: {'n_estimators': 107, 'learning_rate': 0.0187983023673256, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9943727100674876, 'colsample_bytree': 0.7581010787216376, 'gamma': 0.4788414009687545, 'reg_alpha': 0.13088156565091505, 'reg_lambda': 2.3283047654772515}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,536] Trial 143 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.022722528519230054, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9760294735196793, 'colsample_bytree': 0.7318815103506425, 'gamma': 0.1958460631236426, 'reg_alpha': 0.016966463410618804, 'reg_lambda': 2.560786550841328}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,753] Trial 144 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.01507707125442332, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997971011051631, 'colsample_bytree': 0.7096221213725062, 'gamma': 0.7082826887972622, 'reg_alpha': 0.09630020635566575, 'reg_lambda': 2.4710970052172327}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:33,936] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.03616083241941508, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9661197372784153, 'colsample_bytree': 0.7491422817036867, 'gamma': 3.1230088822417494, 'reg_alpha': 0.20325790348009884, 'reg_lambda': 2.643924718436832}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,071] Trial 146 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.013276899750120605, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9867432352180658, 'colsample_bytree': 0.6431901456678306, 'gamma': 0.580911021772003, 'reg_alpha': 0.23710819149384155, 'reg_lambda': 2.54012569750331}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,286] Trial 147 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 117, 'learning_rate': 0.0180547860716451, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.982711397779046, 'colsample_bytree': 0.7747519819430845, 'gamma': 0.47775088450257064, 'reg_alpha': 0.042522405276827255, 'reg_lambda': 2.4201003459783212}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,488] Trial 148 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.01979544927053598, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9628710583081368, 'colsample_bytree': 0.9743428406354001, 'gamma': 0.8352839603899482, 'reg_alpha': 0.08020905356388591, 'reg_lambda': 2.75415919944264}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,637] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.02417768260732222, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9766143298826068, 'colsample_bytree': 0.7427334884509725, 'gamma': 0.3118713911383227, 'reg_alpha': 0.14313521799078596, 'reg_lambda': 2.6005466942980515}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:34,839] Trial 150 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 90, 'learning_rate': 0.016575073759935638, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.992862781122008, 'colsample_bytree': 0.7561221166923254, 'gamma': 2.9739282265409157, 'reg_alpha': 0.05878726559202266, 'reg_lambda': 2.4938146725458483}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,019] Trial 151 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 123, 'learning_rate': 0.013222675304050557, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9684218297430334, 'colsample_bytree': 0.866601786346041, 'gamma': 3.4207350135744057, 'reg_alpha': 0.1175136642163069, 'reg_lambda': 2.7120419841008854}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,199] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 111, 'learning_rate': 0.015038140775244076, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9534950208500157, 'colsample_bytree': 0.7340863007866018, 'gamma': 0.6653464024729832, 'reg_alpha': 0.0009533401305190092, 'reg_lambda': 2.3831553974683404}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,444] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.20498923724064938, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.984604837255139, 'colsample_bytree': 0.8834242729027502, 'gamma': 0.01790311421387958, 'reg_alpha': 0.17743069052381524, 'reg_lambda': 2.63483207873987}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,605] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 85, 'learning_rate': 0.01712122426056353, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8659133609418652, 'colsample_bytree': 0.6984355950146581, 'gamma': 1.9382680484331172, 'reg_alpha': 0.1070579747046348, 'reg_lambda': 2.5313564467155487}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,757] Trial 155 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 118, 'learning_rate': 0.015416471060875514, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9615005027335539, 'colsample_bytree': 0.7598231006566519, 'gamma': 2.8104919308603105, 'reg_alpha': 0.0680052677980784, 'reg_lambda': 2.0841272518965144}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:35,918] Trial 156 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 144, 'learning_rate': 0.24832206074286658, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9735101178738439, 'colsample_bytree': 0.7225373127672614, 'gamma': 0.405465741254729, 'reg_alpha': 0.155902423005302, 'reg_lambda': 2.2910550085363086}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,120] Trial 157 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.01871072493710507, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9932238324127756, 'colsample_bytree': 0.7685237946973423, 'gamma': 0.9838137064223093, 'reg_alpha': 0.09473846036271136, 'reg_lambda': 2.4420306200023254}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,260] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.02593397683517007, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9544919731561297, 'colsample_bytree': 0.6118029989862666, 'gamma': 2.2991529751144126, 'reg_alpha': 0.12604728110620456, 'reg_lambda': 2.5851744605008244}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,394] Trial 159 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 104, 'learning_rate': 0.29866214710896416, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9809465787972391, 'colsample_bytree': 0.7479934595477272, 'gamma': 3.21837166738314, 'reg_alpha': 0.17102016636501233, 'reg_lambda': 2.698866982253609}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,709] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.21403266985869612, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8992705222237142, 'colsample_bytree': 0.9314124536506962, 'gamma': 2.032680639162786, 'reg_alpha': 0.04568654656544303, 'reg_lambda': 0.507266522669094}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:36,873] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.02052564409132582, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9452724470237078, 'colsample_bytree': 0.7851368453281048, 'gamma': 0.7956245091876144, 'reg_alpha': 0.08309717112804578, 'reg_lambda': 2.9028233298095762}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,028] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.023459164647105978, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9894525417592761, 'colsample_bytree': 0.7990188858938847, 'gamma': 0.8122881902239535, 'reg_alpha': 0.030252449982018467, 'reg_lambda': 2.899334604205656}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,293] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.0250975282275416, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9505296774658374, 'colsample_bytree': 0.789272667391609, 'gamma': 0.5916244845627248, 'reg_alpha': 0.7671434753209738, 'reg_lambda': 2.9703299803669947}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,462] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 133, 'learning_rate': 0.02923977253397468, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9664943877398235, 'colsample_bytree': 0.738882363499193, 'gamma': 0.7122972880695191, 'reg_alpha': 0.13796100675635714, 'reg_lambda': 2.761628141596783}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,632] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.013843776950273178, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9743051421211079, 'colsample_bytree': 0.7775982327508318, 'gamma': 0.5388357916235311, 'reg_alpha': 0.11022717080793909, 'reg_lambda': 2.9340188438960744}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:37,790] Trial 166 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 44, 'learning_rate': 0.01777950462267095, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9414700660962597, 'colsample_bytree': 0.8571665802413526, 'gamma': 0.8918335185202249, 'reg_alpha': 0.06569965334318675, 'reg_lambda': 2.4865278483706197}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,054] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.016688768921541534, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9994921251826167, 'colsample_bytree': 0.7813210854319036, 'gamma': 1.1540920949696691, 'reg_alpha': 0.8636936192797757, 'reg_lambda': 2.340116094077817}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,173] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.2679115245338591, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.855703041685886, 'colsample_bytree': 0.7287283261279848, 'gamma': 0.43987836121713775, 'reg_alpha': 0.6807674248386466, 'reg_lambda': 1.8616074634701114}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,335] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 125, 'learning_rate': 0.02188846373156981, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8883179486574205, 'colsample_bytree': 0.7644917566861877, 'gamma': 0.6808271924592167, 'reg_alpha': 0.430360904408951, 'reg_lambda': 2.6689876559391874}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,477] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 103, 'learning_rate': 0.01999919554893729, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9811746135282169, 'colsample_bytree': 0.8404693037350688, 'gamma': 1.84279986223482, 'reg_alpha': 0.6424098131082833, 'reg_lambda': 2.8467747937232657}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,735] Trial 171 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 101, 'learning_rate': 0.01929184067815844, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.990596508809098, 'colsample_bytree': 0.8407681866858667, 'gamma': 1.8072547907871979, 'reg_alpha': 0.7207150029951768, 'reg_lambda': 2.8145214928727036}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:38,886] Trial 172 finished with value: 0.761904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.019259710711033877, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.984140505005578, 'colsample_bytree': 0.8441555643705216, 'gamma': 1.7928377034593248, 'reg_alpha': 0.6445744042754413, 'reg_lambda': 2.8114609035689844}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,028] Trial 173 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.019112060996829525, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9865640743276824, 'colsample_bytree': 0.8290796581749577, 'gamma': 1.8412886751943258, 'reg_alpha': 0.6501165609903233, 'reg_lambda': 2.7693410651212433}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,288] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 106, 'learning_rate': 0.02055885174211115, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9800356790332421, 'colsample_bytree': 0.8417944414155556, 'gamma': 1.7736249089832143, 'reg_alpha': 0.6291334699566004, 'reg_lambda': 2.816818523921664}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,434] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.02000011656170971, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9796596802528537, 'colsample_bytree': 0.8345089323661239, 'gamma': 1.6386253282427252, 'reg_alpha': 0.632679741209275, 'reg_lambda': 2.812952313870806}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,698] Trial 176 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.02035410295569191, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9794081951518944, 'colsample_bytree': 0.8367049781120123, 'gamma': 1.7300962071698183, 'reg_alpha': 0.6355580207833267, 'reg_lambda': 2.8210513994681405}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:39,869] Trial 177 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 107, 'learning_rate': 0.02311283465367855, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9913541274299469, 'colsample_bytree': 0.8448585857721448, 'gamma': 1.8590928315677846, 'reg_alpha': 0.6196604961798877, 'reg_lambda': 2.848609472424301}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,031] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.019479679460859073, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9727844119081293, 'colsample_bytree': 0.8219641261552124, 'gamma': 1.5875355409735628, 'reg_alpha': 0.6715739397567163, 'reg_lambda': 2.789709542575688}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,179] Trial 179 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 95, 'learning_rate': 0.021157538963894062, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9710976437696403, 'colsample_bytree': 0.8194421302205552, 'gamma': 1.579341481657784, 'reg_alpha': 0.6701871859133215, 'reg_lambda': 2.734583205350915}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,318] Trial 180 finished with value: 0.761904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.018141209773651083, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9780898004323615, 'colsample_bytree': 0.8270313701742564, 'gamma': 1.6002017483770166, 'reg_alpha': 0.5768546169005729, 'reg_lambda': 2.5350683304067214}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,458] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.018428482140288024, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.983252356360047, 'colsample_bytree': 0.8280907042382727, 'gamma': 1.6892698204003866, 'reg_alpha': 0.5690415582892854, 'reg_lambda': 2.549840922078665}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,704] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.018430497835203553, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9785334246848456, 'colsample_bytree': 0.8251652909889856, 'gamma': 1.6472387472649503, 'reg_alpha': 0.5764156079759655, 'reg_lambda': 2.6133932237746342}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:40,957] Trial 183 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 86, 'learning_rate': 0.017679669616891235, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9648969371706065, 'colsample_bytree': 0.8116303867041199, 'gamma': 1.6651199803204053, 'reg_alpha': 0.5765189594936057, 'reg_lambda': 2.6318506039587146}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,122] Trial 184 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.018396423257010092, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9703492933392384, 'colsample_bytree': 0.812051965266822, 'gamma': 1.6877755295308978, 'reg_alpha': 0.5742401013890279, 'reg_lambda': 2.437799642544017}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,261] Trial 185 finished with value: 0.636904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.017713670890337666, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9609136455589548, 'colsample_bytree': 0.8299591620776505, 'gamma': 1.4589708455785066, 'reg_alpha': 0.5461173884797835, 'reg_lambda': 2.5887667714712896}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,405] Trial 186 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 77, 'learning_rate': 0.02241244963277183, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9810982334046257, 'colsample_bytree': 0.828357911731695, 'gamma': 1.5777152735577507, 'reg_alpha': 0.5915164918479526, 'reg_lambda': 2.517110378418965}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:41,704] Trial 187 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.022123506494267087, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9761411589619252, 'colsample_bytree': 0.8218547208323577, 'gamma': 1.5933197001078818, 'reg_alpha': 0.5815850477054243, 'reg_lambda': 2.485077435054912}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,009] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.020601796208023448, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9837198385515084, 'colsample_bytree': 0.8259139779859991, 'gamma': 1.388699691205548, 'reg_alpha': 0.606724560281174, 'reg_lambda': 2.5344849824646802}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,163] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.021122268759003835, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9701106717499559, 'colsample_bytree': 0.8242266338793393, 'gamma': 1.370610710418283, 'reg_alpha': 0.6026417771666465, 'reg_lambda': 2.531297730703039}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,308] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.020992104281351717, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9699913204678454, 'colsample_bytree': 0.8249319660315747, 'gamma': 1.4122480140296223, 'reg_alpha': 0.6060804138079229, 'reg_lambda': 0.946740167933043}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,439] Trial 191 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 76, 'learning_rate': 0.023265489394463015, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9795860914732256, 'colsample_bytree': 0.8056375878774061, 'gamma': 1.2816077248467028, 'reg_alpha': 0.5972520279681818, 'reg_lambda': 2.536199865167289}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,689] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 73, 'learning_rate': 0.019526431049987577, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9765090527340506, 'colsample_bytree': 0.8062580666016493, 'gamma': 1.2524301507848428, 'reg_alpha': 0.5892736330402085, 'reg_lambda': 2.555317434996496}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,826] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.01919973742023951, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.975473770269836, 'colsample_bytree': 0.8054008309108174, 'gamma': 1.2923795802559397, 'reg_alpha': 0.5891035973906246, 'reg_lambda': 2.6545568724851862}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:42,987] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.020517696735834638, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9755940726152404, 'colsample_bytree': 0.8069440295656957, 'gamma': 1.3072729100402278, 'reg_alpha': 0.596518929038218, 'reg_lambda': 2.6320659295747113}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,219] Trial 195 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.01934961488876991, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9607837634836315, 'colsample_bytree': 0.8130237744203215, 'gamma': 1.2342782224552078, 'reg_alpha': 0.580293923650984, 'reg_lambda': 2.533741381518675}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,390] Trial 196 finished with value: 0.675595238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.019183819845531552, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9851271010799109, 'colsample_bytree': 0.8026997976106311, 'gamma': 1.2562320847505632, 'reg_alpha': 0.6165138512832148, 'reg_lambda': 2.574353591820158}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,520] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.02343536867515496, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9582463207762113, 'colsample_bytree': 0.8164711273737432, 'gamma': 1.3753501198372218, 'reg_alpha': 0.6480858937018102, 'reg_lambda': 2.5320096693984118}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,646] Trial 198 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 68, 'learning_rate': 0.023413216472692205, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9614770907993365, 'colsample_bytree': 0.8169315320013466, 'gamma': 1.4959963220878845, 'reg_alpha': 0.5538333822622307, 'reg_lambda': 2.5400914418910685}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,869] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.0274609849684975, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9541776600420364, 'colsample_bytree': 0.824449160404712, 'gamma': 1.385588983239404, 'reg_alpha': 0.6454977542741053, 'reg_lambda': 2.5236546502947137}. Best is trial 90 with value: 0.7827380952380952.
[I 2025-11-03 19:41:43,873] A new study created in memory with name: no-name-a328d05e-9d95-4934-9edd-7145b415871c
[I 2025-11-03 19:41:44,037] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 103, 'learning_rate': 0.010313699041407377, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9233332852703587, 'colsample_bytree': 0.6224893091185649, 'gamma': 0.6924832024142152, 'reg_alpha': 0.7156357778474516, 'reg_lambda': 2.5889190472029293}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:41:44,246] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.11154993339650231, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8512108485205541, 'colsample_bytree': 0.9204307402384981, 'gamma': 1.9740782744297531, 'reg_alpha': 0.26107436186453936, 'reg_lambda': 1.0178972075085029}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:41:44,305] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.011323252768007021, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8604265742410798, 'colsample_bytree': 0.7961557646537184, 'gamma': 3.983065859389758, 'reg_alpha': 0.6081250061387808, 'reg_lambda': 2.359090433640451}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:41:44,494] Trial 3 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 135, 'learning_rate': 0.07020874845671717, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6678950557367805, 'colsample_bytree': 0.8082299497044377, 'gamma': 1.6206150981841438, 'reg_alpha': 0.25987861876937424, 'reg_lambda': 0.504957189120291}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:44,612] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.18011709924361755, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9568523157436274, 'colsample_bytree': 0.9341786647344514, 'gamma': 2.2032825704710253, 'reg_alpha': 0.8162838172323099, 'reg_lambda': 1.2511482232729865}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:44,711] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.04250534997244231, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7545384904644176, 'colsample_bytree': 0.6497573364271078, 'gamma': 4.6333410776788195, 'reg_alpha': 0.16031458290268152, 'reg_lambda': 1.159952342604838}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:45,028] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.09741555240991487, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8445797205845417, 'colsample_bytree': 0.9618170700408006, 'gamma': 0.21170613385758041, 'reg_alpha': 0.3168183432057273, 'reg_lambda': 2.620272281708101}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:45,244] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.1738044217186329, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6100865245338191, 'colsample_bytree': 0.702790506822233, 'gamma': 0.9676283139688696, 'reg_alpha': 0.3045964057727917, 'reg_lambda': 2.7006541367225716}. Best is trial 3 with value: 0.6964285714285715.
[I 2025-11-03 19:41:45,387] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.05854831452157385, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9068154884939924, 'colsample_bytree': 0.9262938456677695, 'gamma': 4.094144389394231, 'reg_alpha': 0.4375218693248497, 'reg_lambda': 1.7352839473618387}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:45,427] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.012524638743437188, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8401184509319625, 'colsample_bytree': 0.9056026170849597, 'gamma': 3.34048509706278, 'reg_alpha': 0.5007650216632529, 'reg_lambda': 2.767514959421395}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:45,737] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.037921240232504365, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.98827469990484, 'colsample_bytree': 0.8367561260116141, 'gamma': 3.160173919592582, 'reg_alpha': 0.999409633806125, 'reg_lambda': 1.9497873594884652}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:45,943] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.03162738295350382, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9915045872373571, 'colsample_bytree': 0.8483253810165847, 'gamma': 3.178215289407615, 'reg_alpha': 0.9068518849800723, 'reg_lambda': 1.9082503185160917}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,112] Trial 12 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 183, 'learning_rate': 0.025144919352802164, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9132693754902039, 'colsample_bytree': 0.9944180517479223, 'gamma': 4.9003373534080765, 'reg_alpha': 0.9921122606352794, 'reg_lambda': 1.9220111231495642}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,436] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.022050878644275185, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9977138330032772, 'colsample_bytree': 0.8596165353337507, 'gamma': 3.039091620302999, 'reg_alpha': 0.012389939515383086, 'reg_lambda': 1.5838405182463937}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,591] Trial 14 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 123, 'learning_rate': 0.057974774697396154, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7750694628119957, 'colsample_bytree': 0.7543329736912477, 'gamma': 4.034548846289615, 'reg_alpha': 0.4862379036474723, 'reg_lambda': 2.1598823155855125}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,764] Trial 15 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 174, 'learning_rate': 0.28959508353867075, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9197796627964325, 'colsample_bytree': 0.8587026163018443, 'gamma': 3.9908387833686483, 'reg_alpha': 0.4694712818509148, 'reg_lambda': 1.6253712356150942}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:46,966] Trial 16 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.042458732141170574, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9519799779131731, 'colsample_bytree': 0.7410552645290512, 'gamma': 2.868581986031419, 'reg_alpha': 0.6628697657844023, 'reg_lambda': 2.182273373414537}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,181] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 248, 'learning_rate': 0.01958593542666298, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8894454428262756, 'colsample_bytree': 0.8881341152844343, 'gamma': 3.6221755087953635, 'reg_alpha': 0.7780061118707458, 'reg_lambda': 1.4982756466855036}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,372] Trial 18 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.07950846804741409, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7241791404715592, 'colsample_bytree': 0.8064344939030775, 'gamma': 2.673056874749695, 'reg_alpha': 0.5772175725729272, 'reg_lambda': 1.9189456285327946}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,646] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.04194513630101237, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9606467031391713, 'colsample_bytree': 0.9982983408746017, 'gamma': 4.254831749848929, 'reg_alpha': 0.4124335444996971, 'reg_lambda': 1.3865965405038354}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,808] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.029759528588267994, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8044005081087313, 'colsample_bytree': 0.9466551102065122, 'gamma': 3.4915861521514633, 'reg_alpha': 0.10660060005484434, 'reg_lambda': 0.5383863228469221}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 19:41:47,963] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.04647238007306725, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9547330909229743, 'colsample_bytree': 0.9982687582687991, 'gamma': 4.429078874493036, 'reg_alpha': 0.4162641755702943, 'reg_lambda': 1.3817677206439611}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,198] Trial 22 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 80, 'learning_rate': 0.05305141592317888, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.999164649582938, 'colsample_bytree': 0.9639224711308023, 'gamma': 4.539809045176776, 'reg_alpha': 0.3906128190804037, 'reg_lambda': 0.8726177237484349}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,492] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 60, 'learning_rate': 0.05708181190278591, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.896483585480639, 'colsample_bytree': 0.8826132815322577, 'gamma': 4.943661306667549, 'reg_alpha': 0.5544918962898157, 'reg_lambda': 1.7616038663093074}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,648] Trial 24 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 116, 'learning_rate': 0.015822521221034603, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9548326251129132, 'colsample_bytree': 0.9677086468728063, 'gamma': 3.753207548963208, 'reg_alpha': 0.38011266462288107, 'reg_lambda': 2.9649515493673735}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:48,841] Trial 25 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.03268598129837274, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8794755998623662, 'colsample_bytree': 0.8316790657270575, 'gamma': 4.441159801087042, 'reg_alpha': 0.15725406248810486, 'reg_lambda': 2.093353371178436}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:49,078] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.11739936473028532, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9327503849784783, 'colsample_bytree': 0.909255958340058, 'gamma': 3.759312327287318, 'reg_alpha': 0.7092162915447962, 'reg_lambda': 1.7291831568195373}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:49,185] Trial 27 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 51, 'learning_rate': 0.07798256642651835, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.972408463054787, 'colsample_bytree': 0.7599953132039112, 'gamma': 2.304449549662925, 'reg_alpha': 0.9853111803492158, 'reg_lambda': 1.440598906042567}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 19:41:49,277] Trial 28 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 25, 'learning_rate': 0.08215448856275338, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8117791236820101, 'colsample_bytree': 0.7586045910102076, 'gamma': 2.3218713430185427, 'reg_alpha': 0.8671148611710717, 'reg_lambda': 1.328496937152785}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,462] Trial 29 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 32, 'learning_rate': 0.1551305700484205, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8083440976405954, 'colsample_bytree': 0.6875039473076323, 'gamma': 1.4174170791230858, 'reg_alpha': 0.8932239599183357, 'reg_lambda': 0.8702197588865206}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,596] Trial 30 finished with value: 0.699404761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.08422847526148458, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6830030247615786, 'colsample_bytree': 0.7714111388310883, 'gamma': 2.2120689398446425, 'reg_alpha': 0.8960666807405744, 'reg_lambda': 1.280140886748049}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,716] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.06777811175262978, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9320189668291832, 'colsample_bytree': 0.7276321238317377, 'gamma': 2.3500327399389405, 'reg_alpha': 0.7873690327431155, 'reg_lambda': 1.4064914553013412}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,828] Trial 32 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.12560888476803683, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8279774520775132, 'colsample_bytree': 0.7726691495732629, 'gamma': 1.8688452572296568, 'reg_alpha': 0.9501526341924326, 'reg_lambda': 1.0683402783602223}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:49,958] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.09304594673475472, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8733391025394127, 'colsample_bytree': 0.7110838028080787, 'gamma': 2.6626756076662708, 'reg_alpha': 0.6523515742464179, 'reg_lambda': 0.892026942923358}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,045] Trial 34 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.05237577337874875, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9712082951869165, 'colsample_bytree': 0.6462290799844597, 'gamma': 1.2291755813605363, 'reg_alpha': 0.8301237810959509, 'reg_lambda': 1.7131622548309053}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,246] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.06763357741875871, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9114798850122234, 'colsample_bytree': 0.7799648326457362, 'gamma': 1.9695627745917832, 'reg_alpha': 0.44022078987903296, 'reg_lambda': 1.4273643164339351}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,400] Trial 36 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.108507174952185, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9366224448638707, 'colsample_bytree': 0.6108623114186931, 'gamma': 1.687435443405961, 'reg_alpha': 0.533001294089319, 'reg_lambda': 2.369160557754377}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,547] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.1374102659151485, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.7766737958211322, 'colsample_bytree': 0.6768117245861973, 'gamma': 2.487024807912114, 'reg_alpha': 0.3038048172678563, 'reg_lambda': 1.2146060624330637}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,676] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.23934121256271168, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8614363809001346, 'colsample_bytree': 0.9327594707754228, 'gamma': 0.333257685998988, 'reg_alpha': 0.6299397000874709, 'reg_lambda': 1.547221911171727}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:50,962] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 82, 'learning_rate': 0.07196241280192564, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8956505034304207, 'colsample_bytree': 0.8144632159002456, 'gamma': 4.265238655661039, 'reg_alpha': 0.25378091833195826, 'reg_lambda': 1.0626685541850491}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:51,091] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.04771633423641935, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7289791988280612, 'colsample_bytree': 0.7902925280016542, 'gamma': 2.832472943326394, 'reg_alpha': 0.8654158548040087, 'reg_lambda': 0.6608951190896052}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:51,259] Trial 41 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.03674330382806761, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9759047582650076, 'colsample_bytree': 0.8388733674787353, 'gamma': 3.2032568121491836, 'reg_alpha': 0.9902864525714774, 'reg_lambda': 1.2925833151142867}. Best is trial 28 with value: 0.7291666666666667.
[I 2025-11-03 19:41:51,429] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.06002251055744199, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9734406711228397, 'colsample_bytree': 0.7553567946223841, 'gamma': 2.2910351355084595, 'reg_alpha': 0.9503878225951916, 'reg_lambda': 1.2981629848630516}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:51,747] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.036110178057738154, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9823026082257115, 'colsample_bytree': 0.7572084237717789, 'gamma': 2.28013103513866, 'reg_alpha': 0.9535866683795601, 'reg_lambda': 1.3151003696121066}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:51,941] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.03606251999263753, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9817278704954401, 'colsample_bytree': 0.7382194237765775, 'gamma': 1.961411423551904, 'reg_alpha': 0.9397855159324539, 'reg_lambda': 1.2878409350284026}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,107] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.024688860864384793, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9388770245991432, 'colsample_bytree': 0.7129929514468938, 'gamma': 1.6416716444773203, 'reg_alpha': 0.8419194194017429, 'reg_lambda': 1.144658663660993}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,388] Trial 46 finished with value: 0.726190476190476 and parameters: {'n_estimators': 179, 'learning_rate': 0.04750648429779014, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6401838452413876, 'colsample_bytree': 0.6649307189013625, 'gamma': 0.8807762979871709, 'reg_alpha': 0.7448568787247843, 'reg_lambda': 0.977306092224342}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,562] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.029160453727206558, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9726689191608137, 'colsample_bytree': 0.8272300414142683, 'gamma': 2.526565155124417, 'reg_alpha': 0.9574132938749268, 'reg_lambda': 1.319710652876739}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,722] Trial 48 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 125, 'learning_rate': 0.03752325572313982, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9540080435239332, 'colsample_bytree': 0.751366986923081, 'gamma': 2.967175862271085, 'reg_alpha': 0.9041100239067972, 'reg_lambda': 1.1412674844688346}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:52,937] Trial 49 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.06362502527553916, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9792162271970012, 'colsample_bytree': 0.7330256933211992, 'gamma': 3.4243613950873084, 'reg_alpha': 0.7926069209397353, 'reg_lambda': 0.7192430735895143}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:53,128] Trial 50 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 200, 'learning_rate': 0.02593483707322961, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9441041193008495, 'colsample_bytree': 0.7965597134989899, 'gamma': 2.1182854921659375, 'reg_alpha': 0.936720697609869, 'reg_lambda': 1.612236880544057}. Best is trial 42 with value: 0.7321428571428572.
[I 2025-11-03 19:41:53,300] Trial 51 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.019677183521766502, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.926649595612231, 'colsample_bytree': 0.7087053153974436, 'gamma': 1.6469354646188987, 'reg_alpha': 0.8676642514088151, 'reg_lambda': 1.143098000702853}. Best is trial 51 with value: 0.738095238095238.
[I 2025-11-03 19:41:53,536] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.011261662395349497, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9636687060774789, 'colsample_bytree': 0.6939388850761987, 'gamma': 1.813002559611108, 'reg_alpha': 0.8764970175912529, 'reg_lambda': 0.9943319014496604}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:53,734] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.010298931816654746, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9255069561666293, 'colsample_bytree': 0.6936969894124181, 'gamma': 1.1512178911991193, 'reg_alpha': 0.7369116530005231, 'reg_lambda': 0.9809060422462722}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:53,933] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.010356209638241307, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.913255242544372, 'colsample_bytree': 0.6380286857878132, 'gamma': 1.212202248093847, 'reg_alpha': 0.8568493830133646, 'reg_lambda': 0.9521975040127759}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,266] Trial 55 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 131, 'learning_rate': 0.013490686316302278, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9256853761016575, 'colsample_bytree': 0.6949564566210331, 'gamma': 0.6147274636567467, 'reg_alpha': 0.7355093716126613, 'reg_lambda': 0.7344580365297522}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,451] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 170, 'learning_rate': 0.017342606188906463, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.825083733215083, 'colsample_bytree': 0.6655816116196284, 'gamma': 1.4833022702468994, 'reg_alpha': 0.6961704935637442, 'reg_lambda': 1.18660049782695}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,662] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.012592829012674462, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9986695710237081, 'colsample_bytree': 0.7219195600574254, 'gamma': 1.3402043725889843, 'reg_alpha': 0.8139202342870293, 'reg_lambda': 1.0715239936304866}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:54,897] Trial 58 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 153, 'learning_rate': 0.014949631323169921, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9612423103257319, 'colsample_bytree': 0.703728848487484, 'gamma': 1.8028768235676593, 'reg_alpha': 0.8723501768251648, 'reg_lambda': 0.7802248582753819}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,065] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.010935344465834341, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8594518121069384, 'colsample_bytree': 0.6797888466175455, 'gamma': 1.0839721159689937, 'reg_alpha': 0.9991136303209334, 'reg_lambda': 0.9608845343999778}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,257] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 188, 'learning_rate': 0.019374726961346473, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8836520014548425, 'colsample_bytree': 0.6287982291201923, 'gamma': 0.8460546006443885, 'reg_alpha': 0.7630667990198775, 'reg_lambda': 1.14676867857982}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,586] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.011859698596004404, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9635674290897356, 'colsample_bytree': 0.696364859199244, 'gamma': 2.114440025093342, 'reg_alpha': 0.9148380331101005, 'reg_lambda': 1.3643858771851902}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,753] Trial 62 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 120, 'learning_rate': 0.014158253872528961, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9262685239133674, 'colsample_bytree': 0.7173834043306663, 'gamma': 4.785951125856137, 'reg_alpha': 0.812293783393517, 'reg_lambda': 1.484084219857617}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:55,908] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.01687731100472511, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9023838607823816, 'colsample_bytree': 0.9792527768255541, 'gamma': 1.5266795450344524, 'reg_alpha': 0.344679918363766, 'reg_lambda': 1.2358757642948395}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,205] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.01786703435645331, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9403681913073128, 'colsample_bytree': 0.7394848426369491, 'gamma': 1.5293716793480545, 'reg_alpha': 0.9729619960138771, 'reg_lambda': 1.21807193627947}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,410] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.02166777712780787, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9076739990565915, 'colsample_bytree': 0.8849705205222991, 'gamma': 1.76307425472513, 'reg_alpha': 0.9186640105242847, 'reg_lambda': 0.6021456450947339}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,579] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.021024232807951144, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.904355145491182, 'colsample_bytree': 0.9792215110889798, 'gamma': 1.808888551673931, 'reg_alpha': 0.8743931943981899, 'reg_lambda': 0.5846544699500806}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:56,758] Trial 67 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 147, 'learning_rate': 0.01616699036706714, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8449740202934827, 'colsample_bytree': 0.9138048333388652, 'gamma': 1.6750876369626138, 'reg_alpha': 0.9272579391023738, 'reg_lambda': 0.8380764834743356}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,073] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.012408880529292694, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8684398586563662, 'colsample_bytree': 0.8910556498418114, 'gamma': 1.092795197438178, 'reg_alpha': 0.22564083933275758, 'reg_lambda': 1.00813987801979}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,225] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.010361259042126264, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.898623223939008, 'colsample_bytree': 0.6597341725523711, 'gamma': 2.046250243012568, 'reg_alpha': 0.6778946434772497, 'reg_lambda': 0.5156888229544063}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,379] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.010139212968659647, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8941125992760427, 'colsample_bytree': 0.8614466387055562, 'gamma': 0.6788577509424243, 'reg_alpha': 0.5888932453244148, 'reg_lambda': 0.6080234687414552}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,721] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 89, 'learning_rate': 0.011953214243357341, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9214747262347865, 'colsample_bytree': 0.6618755354671771, 'gamma': 2.127857031059268, 'reg_alpha': 0.3395088771787244, 'reg_lambda': 0.6653492656103134}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:57,907] Trial 72 finished with value: 0.738095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.01150234441054923, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9193743609805891, 'colsample_bytree': 0.6622561038718655, 'gamma': 2.060711736614961, 'reg_alpha': 0.3544167869207044, 'reg_lambda': 0.5422414156753221}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,072] Trial 73 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 94, 'learning_rate': 0.013493669507234884, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9161545335865926, 'colsample_bytree': 0.946997619923716, 'gamma': 1.370286469728091, 'reg_alpha': 0.3543416278561532, 'reg_lambda': 0.6659182767241194}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,218] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 85, 'learning_rate': 0.011370408856128084, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9450122997889088, 'colsample_bytree': 0.650875631637472, 'gamma': 1.8566414144368455, 'reg_alpha': 0.34026553136225546, 'reg_lambda': 0.8011219101593212}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,362] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.01592901763471608, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9214950750125297, 'colsample_bytree': 0.6787147797372098, 'gamma': 2.45994727371548, 'reg_alpha': 0.29169203850273684, 'reg_lambda': 0.5970325499433579}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,526] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.022728185177640366, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9069862697601544, 'colsample_bytree': 0.6135545145448931, 'gamma': 1.6027944812383983, 'reg_alpha': 0.1920981261123304, 'reg_lambda': 0.8937630743744797}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,802] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.01424230514983131, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8821284383451513, 'colsample_bytree': 0.7026883293635778, 'gamma': 2.175384661206389, 'reg_alpha': 0.5136770210051124, 'reg_lambda': 0.7076899729786006}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:58,974] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.017355245857582045, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8807543660759467, 'colsample_bytree': 0.6268307223365359, 'gamma': 2.6892191874104556, 'reg_alpha': 0.4482803968982158, 'reg_lambda': 0.6922514161545021}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,151] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 119, 'learning_rate': 0.014368297570826537, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9890535512316971, 'colsample_bytree': 0.7063336313521028, 'gamma': 1.9824589076151478, 'reg_alpha': 0.3929896509012184, 'reg_lambda': 0.7630111479572987}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,309] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.018872916580449185, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9480060011608804, 'colsample_bytree': 0.6016405653373795, 'gamma': 1.7586553241857954, 'reg_alpha': 0.4974228661650627, 'reg_lambda': 0.5151870444445739}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,507] Trial 81 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 89, 'learning_rate': 0.013157941798273834, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9279710021274408, 'colsample_bytree': 0.6927173935521737, 'gamma': 1.2839489318378403, 'reg_alpha': 0.34750183072742874, 'reg_lambda': 0.9203331229591446}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,684] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.011599437574308886, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9064325584685218, 'colsample_bytree': 0.6733097779689425, 'gamma': 2.2077455587630936, 'reg_alpha': 0.3273980342290896, 'reg_lambda': 0.8164720039436821}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:41:59,870] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.011551383865107151, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9011735486905394, 'colsample_bytree': 0.656031011671056, 'gamma': 2.181087513578, 'reg_alpha': 0.26211855339286083, 'reg_lambda': 0.6545387755534399}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,051] Trial 84 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 141, 'learning_rate': 0.011408665522904515, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8753748997977765, 'colsample_bytree': 0.6702897012602467, 'gamma': 2.199070933667617, 'reg_alpha': 0.2754264650927365, 'reg_lambda': 0.8206559008638454}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,311] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.01221954669106453, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8883131965122906, 'colsample_bytree': 0.6564548511320859, 'gamma': 2.3868917045688, 'reg_alpha': 0.1081894671095607, 'reg_lambda': 0.6983098987106128}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,499] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.015271738740138366, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8930033393020435, 'colsample_bytree': 0.6555430587205772, 'gamma': 2.457262438472726, 'reg_alpha': 0.0600746138725473, 'reg_lambda': 0.6576045626132728}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:00,778] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.012220556767195079, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8586172585671692, 'colsample_bytree': 0.6835335694282908, 'gamma': 2.111714287608683, 'reg_alpha': 0.10275410852040515, 'reg_lambda': 0.7376446429009648}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,060] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.014167896199354978, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8836914692410429, 'colsample_bytree': 0.6453655073516946, 'gamma': 1.9104183654887117, 'reg_alpha': 0.23932854261185105, 'reg_lambda': 0.8331619672815931}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,229] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 112, 'learning_rate': 0.013873797504413492, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8832231907835211, 'colsample_bytree': 0.6411286626827426, 'gamma': 2.7272901015244484, 'reg_alpha': 0.22383001816269452, 'reg_lambda': 1.071781959066397}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,420] Trial 90 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 131, 'learning_rate': 0.01634990085394303, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9008862406174618, 'colsample_bytree': 0.6377350482418926, 'gamma': 1.9270525923696171, 'reg_alpha': 0.13403769673525934, 'reg_lambda': 0.8345908844207924}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,560] Trial 91 finished with value: 0.744047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.011343869625489889, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.887725661832978, 'colsample_bytree': 0.6731792300126384, 'gamma': 2.567172751764706, 'reg_alpha': 0.2436063623705219, 'reg_lambda': 0.6516803920029679}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,772] Trial 92 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 74, 'learning_rate': 0.012638575647356105, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8886039028658388, 'colsample_bytree': 0.6704609682523048, 'gamma': 2.6089769778844873, 'reg_alpha': 0.32222879571837715, 'reg_lambda': 0.6543799662235112}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:01,918] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.014314678237916573, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8689747443950797, 'colsample_bytree': 0.6717420532432405, 'gamma': 2.5908402930838044, 'reg_alpha': 0.2313740113504761, 'reg_lambda': 0.7751999247254302}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,056] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.013197782545355112, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8333001256571243, 'colsample_bytree': 0.6702250502936827, 'gamma': 2.6100880456071276, 'reg_alpha': 0.22635137499892627, 'reg_lambda': 0.7767774069533039}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,191] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 70, 'learning_rate': 0.014820878555163015, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8497995586649568, 'colsample_bytree': 0.6738361708498072, 'gamma': 2.9413958112758842, 'reg_alpha': 0.17120867441394083, 'reg_lambda': 0.8709600682699651}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,426] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.010775957105917125, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8706575942549932, 'colsample_bytree': 0.6190973102774396, 'gamma': 2.392743866745431, 'reg_alpha': 0.24426516607712684, 'reg_lambda': 0.7176636010314567}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,599] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.010671926534297847, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8675092621881103, 'colsample_bytree': 0.6180961433417949, 'gamma': 2.3794735088111416, 'reg_alpha': 0.25259983928928653, 'reg_lambda': 0.6469139003473058}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:02,749] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.011004440260764048, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8894190407983695, 'colsample_bytree': 0.6205463134391612, 'gamma': 2.3833972826751175, 'reg_alpha': 0.2600727778961972, 'reg_lambda': 0.6974010245862078}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,001] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 56, 'learning_rate': 0.010916927606433407, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8611770399969086, 'colsample_bytree': 0.632450660924033, 'gamma': 2.792107232520495, 'reg_alpha': 0.20016700092635809, 'reg_lambda': 0.5705589764729574}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,152] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.012397988718893553, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7908610273788674, 'colsample_bytree': 0.6467172169518043, 'gamma': 3.061898353558359, 'reg_alpha': 0.3068500327721458, 'reg_lambda': 0.6225417790478183}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,300] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.01302694766063946, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8680535172374875, 'colsample_bytree': 0.6005048887452125, 'gamma': 2.563307869492854, 'reg_alpha': 0.27520928632392344, 'reg_lambda': 0.7964100112953912}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,457] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.010646537422652966, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8381554131300374, 'colsample_bytree': 0.653413326335564, 'gamma': 2.4034837960044504, 'reg_alpha': 0.029233781442724982, 'reg_lambda': 0.7137881994925054}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,775] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 80, 'learning_rate': 0.014548909233685571, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8869213162546004, 'colsample_bytree': 0.6191089534949556, 'gamma': 2.267782397349352, 'reg_alpha': 0.13834614302993903, 'reg_lambda': 0.6458994677999622}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:03,930] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.01174627105829728, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8166256393274243, 'colsample_bytree': 0.6420086433735335, 'gamma': 2.605339877671054, 'reg_alpha': 0.2376322858182407, 'reg_lambda': 0.9245340963833467}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:04,090] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.01013161289646675, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8722168239765766, 'colsample_bytree': 0.6851320945441011, 'gamma': 2.1841543372975236, 'reg_alpha': 0.19803120835549207, 'reg_lambda': 0.7512217109693826}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:04,233] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 87, 'learning_rate': 0.013837654127094924, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8553961810637688, 'colsample_bytree': 0.6316537401267607, 'gamma': 2.788815375407782, 'reg_alpha': 0.31863533934758326, 'reg_lambda': 0.8473873794313864}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 19:42:04,387] Trial 107 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 54, 'learning_rate': 0.012783773260713985, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.877549095403852, 'colsample_bytree': 0.6130463705459781, 'gamma': 2.3237542165124694, 'reg_alpha': 0.24414010767769473, 'reg_lambda': 0.5047283070392482}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,535] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.012657955409938908, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.844756424150111, 'colsample_bytree': 0.6092439181810411, 'gamma': 2.3547615519827776, 'reg_alpha': 0.28601289102734356, 'reg_lambda': 0.5690182936466834}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,632] Trial 109 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 33, 'learning_rate': 0.012785011029536329, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8456190559613822, 'colsample_bytree': 0.6092019956914775, 'gamma': 2.356561235673433, 'reg_alpha': 0.2819384043570041, 'reg_lambda': 0.5595244053171593}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,761] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.01002919738417831, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8638134973173084, 'colsample_bytree': 0.6111860632731057, 'gamma': 2.247321103320361, 'reg_alpha': 0.525158359386758, 'reg_lambda': 0.5099469447246587}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:04,971] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.011018296458792038, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.876246704759866, 'colsample_bytree': 0.6174081997516043, 'gamma': 2.2419572224886473, 'reg_alpha': 0.5328790699356808, 'reg_lambda': 0.5028440057361621}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,132] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.010072115154411738, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8522726041569076, 'colsample_bytree': 0.6139903091478772, 'gamma': 2.5083988710719547, 'reg_alpha': 0.3200592385148122, 'reg_lambda': 0.5133064029036429}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,226] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.01022410716827053, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8214556203595457, 'colsample_bytree': 0.612102729028917, 'gamma': 2.2741788084629313, 'reg_alpha': 0.37831660173068726, 'reg_lambda': 0.5565289070607644}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,436] Trial 114 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 54, 'learning_rate': 0.010955114577297049, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.867516397889503, 'colsample_bytree': 0.6213721806843998, 'gamma': 2.428119357219677, 'reg_alpha': 0.31929349196086254, 'reg_lambda': 0.5221418208126185}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,570] Trial 115 finished with value: 0.6875 and parameters: {'n_estimators': 45, 'learning_rate': 0.012092262985775168, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8518329097963586, 'colsample_bytree': 0.6083187658397127, 'gamma': 2.0240655861374477, 'reg_alpha': 0.5755257730384907, 'reg_lambda': 0.6147352823082812}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,630] Trial 116 finished with value: 0.699404761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.010844542968023358, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.83637482863065, 'colsample_bytree': 0.6180984785474778, 'gamma': 2.3366328942341914, 'reg_alpha': 0.471513259666144, 'reg_lambda': 0.5015152308633414}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,808] Trial 117 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.010125565354381107, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8738152747561424, 'colsample_bytree': 0.6338881101540733, 'gamma': 2.9016829197521856, 'reg_alpha': 0.09957546196208797, 'reg_lambda': 0.6007172404515546}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:05,927] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.0119005651311747, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8455382919257736, 'colsample_bytree': 0.6259289526527169, 'gamma': 2.4969941806147666, 'reg_alpha': 0.3717892240573134, 'reg_lambda': 0.5675228543380195}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,050] Trial 119 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.01276102975060564, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.864249152401008, 'colsample_bytree': 0.6045345131188077, 'gamma': 2.22131160293482, 'reg_alpha': 0.5452933263911837, 'reg_lambda': 0.5096745589807771}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,222] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 61, 'learning_rate': 0.011451068790860565, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.853049527844293, 'colsample_bytree': 0.618031654135611, 'gamma': 2.658861222323442, 'reg_alpha': 0.32352660338446015, 'reg_lambda': 2.404834045784983}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,340] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.010942051443641113, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8911575988041516, 'colsample_bytree': 0.6516862697953498, 'gamma': 2.4793266243911067, 'reg_alpha': 0.4216181532111387, 'reg_lambda': 0.6490108052412069}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,445] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.010064105308328708, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8771496285272701, 'colsample_bytree': 0.6321131364523256, 'gamma': 2.7331018307710404, 'reg_alpha': 0.2522729366644913, 'reg_lambda': 0.6833615816515559}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,635] Trial 123 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 31, 'learning_rate': 0.012495538630215422, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.828933507507808, 'colsample_bytree': 0.6302189862218658, 'gamma': 2.7376827554972, 'reg_alpha': 0.2947462126178905, 'reg_lambda': 0.6953775804635038}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,764] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.01003090990252076, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8769920486778798, 'colsample_bytree': 0.613576744616437, 'gamma': 2.273802771438484, 'reg_alpha': 0.26733684430079646, 'reg_lambda': 0.5613022911788188}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:06,934] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 39, 'learning_rate': 0.011508798042939715, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9110724425730011, 'colsample_bytree': 0.6008662352321965, 'gamma': 3.282998654842072, 'reg_alpha': 0.16651842888801477, 'reg_lambda': 0.6355222900473456}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,028] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.01557791252612585, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.91016625166471, 'colsample_bytree': 0.6002056192205693, 'gamma': 3.3886603427533575, 'reg_alpha': 0.17244948646795796, 'reg_lambda': 0.7458862687385598}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,165] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.015401796708374216, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.903988597110315, 'colsample_bytree': 0.6057424896183552, 'gamma': 3.1945353408540456, 'reg_alpha': 0.16555943176314114, 'reg_lambda': 0.7457583042916919}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,426] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.013224502407034214, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9116958614207744, 'colsample_bytree': 0.6266686454238629, 'gamma': 3.7360214728652696, 'reg_alpha': 0.20710790648839666, 'reg_lambda': 0.6271242779498986}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,546] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.01181690746229104, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8974196805158591, 'colsample_bytree': 0.6011009475338297, 'gamma': 3.5177163243012446, 'reg_alpha': 0.1833173981009311, 'reg_lambda': 0.7118439595214225}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,727] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 35, 'learning_rate': 0.012392867425349579, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9343210052738457, 'colsample_bytree': 0.6396083146444856, 'gamma': 3.656034471496995, 'reg_alpha': 0.13242703908261466, 'reg_lambda': 0.6768268056362319}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,795] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 21, 'learning_rate': 0.011061278666684398, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8777745138135826, 'colsample_bytree': 0.6229603830125068, 'gamma': 3.0001968688570697, 'reg_alpha': 0.08715027806792632, 'reg_lambda': 0.5950508216878618}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:07,918] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 22, 'learning_rate': 0.011632007011447404, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8948219446010799, 'colsample_bytree': 0.6254392321778243, 'gamma': 3.0890004580059127, 'reg_alpha': 0.08986898271717315, 'reg_lambda': 0.6044443385056502}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,017] Trial 133 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 26, 'learning_rate': 0.012995213319628086, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9052680552628062, 'colsample_bytree': 0.6578129494567603, 'gamma': 3.387130333426841, 'reg_alpha': 0.15696151128946767, 'reg_lambda': 0.7889778104314311}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,153] Trial 134 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.01068344995720073, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9125428936930619, 'colsample_bytree': 0.6353261168323889, 'gamma': 3.2637811782295003, 'reg_alpha': 0.08283809744624583, 'reg_lambda': 0.6429320113162816}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,253] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 27, 'learning_rate': 0.013476994013094363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8612975821859014, 'colsample_bytree': 0.6001345932064163, 'gamma': 2.8438837246318975, 'reg_alpha': 0.06913917263823635, 'reg_lambda': 0.7334710276813181}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,359] Trial 136 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 27, 'learning_rate': 0.015247818696901916, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8609984652012211, 'colsample_bytree': 0.6001165116086069, 'gamma': 2.871103802115493, 'reg_alpha': 0.05850487688824446, 'reg_lambda': 0.7434698933781888}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,436] Trial 137 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 28, 'learning_rate': 0.01519143592691828, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8630225629531437, 'colsample_bytree': 0.6001285389700951, 'gamma': 3.0384363999594304, 'reg_alpha': 0.045633126216616776, 'reg_lambda': 0.8888221343516491}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,570] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 28, 'learning_rate': 0.016028890517827857, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.863654883098951, 'colsample_bytree': 0.6078521339714462, 'gamma': 3.0422627977738492, 'reg_alpha': 0.04539933489943858, 'reg_lambda': 0.8994718068830012}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,668] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.016156378221104543, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8590792696487864, 'colsample_bytree': 0.6000084594972325, 'gamma': 3.293446767011461, 'reg_alpha': 2.5594357276170765e-05, 'reg_lambda': 0.8644324437345634}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,768] Trial 140 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 26, 'learning_rate': 0.017150974832637833, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8435332479844694, 'colsample_bytree': 0.6102060491218344, 'gamma': 3.0359917193788077, 'reg_alpha': 0.04850150854740859, 'reg_lambda': 0.917985341094141}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:08,954] Trial 141 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.018805281969037798, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8642828428948374, 'colsample_bytree': 0.6007570815506884, 'gamma': 3.271757126423067, 'reg_alpha': 0.019928115559498367, 'reg_lambda': 1.0306037947066324}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,084] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.018267113910985233, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8645686584460762, 'colsample_bytree': 0.6077647341428729, 'gamma': 3.4909950740171265, 'reg_alpha': 0.05542236792667858, 'reg_lambda': 1.0535602214988344}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,215] Trial 143 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.020396227594731083, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8661111673055464, 'colsample_bytree': 0.600197263775016, 'gamma': 3.9049481708586224, 'reg_alpha': 0.03616437675462142, 'reg_lambda': 1.03168134262076}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,417] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.01861447422418966, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8607492395142408, 'colsample_bytree': 0.6084565288422409, 'gamma': 3.1502321457860702, 'reg_alpha': 0.05951667515251978, 'reg_lambda': 0.9853940384641884}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,539] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.01555880858724401, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8392494054205781, 'colsample_bytree': 0.607909146145547, 'gamma': 3.510367789621281, 'reg_alpha': 0.018587093992542873, 'reg_lambda': 1.0981207940817073}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,742] Trial 146 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.017675910902628163, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7996426035091814, 'colsample_bytree': 0.6146931804137751, 'gamma': 2.865909092171905, 'reg_alpha': 0.07010500934737511, 'reg_lambda': 1.014909747340752}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:09,993] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.018681087914358938, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8552871853578139, 'colsample_bytree': 0.6002371286509387, 'gamma': 3.4180047214005898, 'reg_alpha': 0.04901520995713243, 'reg_lambda': 0.9569046656392705}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,130] Trial 148 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 39, 'learning_rate': 0.015251339914649121, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8680824123946533, 'colsample_bytree': 0.620110309404918, 'gamma': 3.3115701951183922, 'reg_alpha': 0.12227324917842386, 'reg_lambda': 0.889952562863618}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,253] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.02450866212028996, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8614565648872368, 'colsample_bytree': 0.6129708628511126, 'gamma': 2.8695305817825827, 'reg_alpha': 0.02603255678010924, 'reg_lambda': 2.835760182571389}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,438] Trial 150 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.0235287123420901, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8456407973821327, 'colsample_bytree': 0.6117168174978425, 'gamma': 3.1180403029554316, 'reg_alpha': 0.010610395828846875, 'reg_lambda': 2.869589521619304}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,633] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.016339887852471563, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8639356076437927, 'colsample_bytree': 0.6074024204053915, 'gamma': 2.9291669079329727, 'reg_alpha': 0.04829064514460765, 'reg_lambda': 2.700601963495984}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,764] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 29, 'learning_rate': 0.020177613226422985, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8787782729353588, 'colsample_bytree': 0.6219566518493144, 'gamma': 3.2183199786767664, 'reg_alpha': 0.027447330423327785, 'reg_lambda': 1.8359929675939}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:10,827] Trial 153 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.013793645263552382, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8319888149403496, 'colsample_bytree': 0.6284614280218577, 'gamma': 2.8575317342297453, 'reg_alpha': 0.0005227694107816649, 'reg_lambda': 2.304693426198325}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,080] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.014974458021678454, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8536215484313643, 'colsample_bytree': 0.6139771972784849, 'gamma': 2.7947182547563822, 'reg_alpha': 0.0701655241866206, 'reg_lambda': 2.4952843300813026}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,225] Trial 155 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 33, 'learning_rate': 0.027549909144680623, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6067423418364165, 'colsample_bytree': 0.6073699148806124, 'gamma': 2.9798742268905345, 'reg_alpha': 0.036493095051550566, 'reg_lambda': 2.017849755703618}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,343] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.016544933000146565, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8737669943622008, 'colsample_bytree': 0.6170130577724529, 'gamma': 3.370408361810831, 'reg_alpha': 0.0771362222216114, 'reg_lambda': 0.7578626460767174}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,494] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.017850244669305758, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8601952150709522, 'colsample_bytree': 0.6017514753204369, 'gamma': 3.6407052078612416, 'reg_alpha': 0.1174400237057415, 'reg_lambda': 0.8329462067118207}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,567] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.013738402511450826, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8686079385597312, 'colsample_bytree': 0.6308181280044095, 'gamma': 3.550517626899466, 'reg_alpha': 0.15597208573686622, 'reg_lambda': 0.7394562794432621}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,748] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.014820939928684019, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7442715325286107, 'colsample_bytree': 0.6234850484294664, 'gamma': 3.0650243462733484, 'reg_alpha': 0.2092685487988853, 'reg_lambda': 1.0926019354199237}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,872] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 20, 'learning_rate': 0.01344333193691682, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.85016439587464, 'colsample_bytree': 0.6088996006757567, 'gamma': 3.1395939114584532, 'reg_alpha': 0.02117582095640524, 'reg_lambda': 0.9316279299580864}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:11,939] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.010814296006336144, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8795457883566579, 'colsample_bytree': 0.6221345982291968, 'gamma': 2.7257563078062765, 'reg_alpha': 0.09174466906888712, 'reg_lambda': 0.5851970416737422}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,179] Trial 162 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.0328371503320794, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8733075730091633, 'colsample_bytree': 0.6153839412880898, 'gamma': 2.985887588622928, 'reg_alpha': 0.06269246695614739, 'reg_lambda': 0.5619366456438416}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,301] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.01440229878997391, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8844356807225489, 'colsample_bytree': 0.6369258119227665, 'gamma': 2.9990069056545017, 'reg_alpha': 0.043472317833075806, 'reg_lambda': 0.6927992690939566}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,399] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 25, 'learning_rate': 0.021500689763814595, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8611318445201778, 'colsample_bytree': 0.6001672444477734, 'gamma': 3.252950120133487, 'reg_alpha': 0.10230616493445736, 'reg_lambda': 0.7940638839437534}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,515] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 50, 'learning_rate': 0.012891892043656213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8764071220778525, 'colsample_bytree': 0.6236209486536711, 'gamma': 2.9037283268943614, 'reg_alpha': 0.6322106789325355, 'reg_lambda': 0.6110852526255969}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,706] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 35, 'learning_rate': 0.011949943835593826, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8410018373070025, 'colsample_bytree': 0.6090882325188792, 'gamma': 2.8211701318058817, 'reg_alpha': 0.14670411668531866, 'reg_lambda': 0.7315809845554458}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,814] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.015682396298010222, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8431165599801648, 'colsample_bytree': 0.6081396064307948, 'gamma': 2.6815567224459516, 'reg_alpha': 0.1757881417741804, 'reg_lambda': 0.8721828477823463}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:12,931] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.012248648246047105, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8251783882981306, 'colsample_bytree': 0.6155005661410208, 'gamma': 3.3498289891146347, 'reg_alpha': 0.13531329239917222, 'reg_lambda': 0.7270826995159992}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,145] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.01000306265682212, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8394900730326024, 'colsample_bytree': 0.6065758376738621, 'gamma': 2.8211099914473623, 'reg_alpha': 0.24469458757164336, 'reg_lambda': 1.0420355882524894}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,273] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.013626209546914214, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.697203063366389, 'colsample_bytree': 0.6132235674833045, 'gamma': 2.803941758965866, 'reg_alpha': 0.21679588300779248, 'reg_lambda': 0.8156563684281822}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,350] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.0111472043331285, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8554693806654323, 'colsample_bytree': 0.6277609153656385, 'gamma': 3.191275850055819, 'reg_alpha': 0.08298946826454572, 'reg_lambda': 0.6649687839236117}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,528] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.011580630775458798, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8534125148909715, 'colsample_bytree': 0.6319287661955921, 'gamma': 3.465267350458938, 'reg_alpha': 0.1438331207462003, 'reg_lambda': 0.6793992267659136}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,647] Trial 173 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 39, 'learning_rate': 0.011548406145562207, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8536025889540739, 'colsample_bytree': 0.6312768221170953, 'gamma': 3.158800222653648, 'reg_alpha': 0.14977571581729246, 'reg_lambda': 0.6469804665370923}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,764] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.010609947183214726, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8492894290785961, 'colsample_bytree': 0.6459436280955128, 'gamma': 3.85528341155371, 'reg_alpha': 0.07430998692285525, 'reg_lambda': 2.2185422948318303}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:13,943] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.012219550658604016, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8642085044504392, 'colsample_bytree': 0.6366549744218986, 'gamma': 3.4432385029423678, 'reg_alpha': 0.11466010954968875, 'reg_lambda': 0.6961615216677329}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,062] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.011399608905853927, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8331397143392945, 'colsample_bytree': 0.6266420131217182, 'gamma': 0.004300784087943654, 'reg_alpha': 0.01966813236400977, 'reg_lambda': 0.7668685055482523}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,177] Trial 177 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.23018882589477305, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8161962679385087, 'colsample_bytree': 0.6191084553293877, 'gamma': 3.2296294875886793, 'reg_alpha': 0.049889458276068464, 'reg_lambda': 0.6817691329036545}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,390] Trial 178 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.010720821518199421, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8576520634510267, 'colsample_bytree': 0.6085051676356509, 'gamma': 3.5607610253092528, 'reg_alpha': 0.07219795843758932, 'reg_lambda': 0.5521546289434063}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,513] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.012500919037650597, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8690359385498444, 'colsample_bytree': 0.6158147296986101, 'gamma': 2.6697748642269596, 'reg_alpha': 0.10398827809245778, 'reg_lambda': 0.6248301373861685}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,636] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.012881317681266609, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8680156444736876, 'colsample_bytree': 0.6442440560838193, 'gamma': 2.6286555439361994, 'reg_alpha': 0.09945651330098354, 'reg_lambda': 0.8960679627790287}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,806] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.011850389748988183, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8563922284410223, 'colsample_bytree': 0.6188241615221722, 'gamma': 2.8661216881499314, 'reg_alpha': 0.13785142896866545, 'reg_lambda': 1.68863338549916}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:14,904] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.010023314901377048, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8482017394729395, 'colsample_bytree': 0.6188149601347032, 'gamma': 2.716931139487208, 'reg_alpha': 0.05996214234676831, 'reg_lambda': 2.9945586183598127}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,004] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.011902833878422128, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8587696659624727, 'colsample_bytree': 0.6328680945120888, 'gamma': 2.8885918538120943, 'reg_alpha': 0.11769418653622732, 'reg_lambda': 1.8350153478013984}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,197] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.013534882975323972, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8694728880509057, 'colsample_bytree': 0.6258440566891071, 'gamma': 2.4977359788551126, 'reg_alpha': 0.03527908710171461, 'reg_lambda': 1.7057718205526404}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,315] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.013923139528302824, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8397034466285908, 'colsample_bytree': 0.6138061906951477, 'gamma': 2.5211694229844883, 'reg_alpha': 0.03594071038228506, 'reg_lambda': 0.9900715531934192}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,445] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.01293906459842548, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8700387168511066, 'colsample_bytree': 0.6252874398778409, 'gamma': 2.378913672944799, 'reg_alpha': 0.09067368570108987, 'reg_lambda': 1.6941424448858358}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,640] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 63, 'learning_rate': 0.014197438071730687, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8534682282814939, 'colsample_bytree': 0.6101305704376568, 'gamma': 2.5540864499910705, 'reg_alpha': 0.03322599564318293, 'reg_lambda': 1.6030475061361105}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,770] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.014442107940077357, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8514204205453918, 'colsample_bytree': 0.6200054795196249, 'gamma': 2.567403935519751, 'reg_alpha': 0.01951108563261102, 'reg_lambda': 1.1928903404626234}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:15,901] Trial 189 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 70, 'learning_rate': 0.016780532899895628, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8547668088211788, 'colsample_bytree': 0.621457363231954, 'gamma': 2.5703329539692845, 'reg_alpha': 0.01722566338128541, 'reg_lambda': 1.5611245593506329}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,035] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.017145635772415506, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8536751657559457, 'colsample_bytree': 0.6398340652420536, 'gamma': 2.6396798486776922, 'reg_alpha': 0.008558766855864472, 'reg_lambda': 1.551248863259569}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,161] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.01447907743751413, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8588718900353542, 'colsample_bytree': 0.6223553789091034, 'gamma': 2.5242681202861936, 'reg_alpha': 0.027938051035408237, 'reg_lambda': 1.7640421962144388}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,376] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 57, 'learning_rate': 0.01870226517868354, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7781467991191764, 'colsample_bytree': 0.614178139037129, 'gamma': 2.772125048309536, 'reg_alpha': 0.03790898488499999, 'reg_lambda': 1.6770047616972972}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,515] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.016516559845818155, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8498443373391431, 'colsample_bytree': 0.6275217892094618, 'gamma': 2.606409073565691, 'reg_alpha': 0.013142522606629872, 'reg_lambda': 1.6388167706001933}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:16,703] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 67, 'learning_rate': 0.016866259482444138, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8484450046272975, 'colsample_bytree': 0.6070254470928724, 'gamma': 2.895011139531961, 'reg_alpha': 0.008837290849957803, 'reg_lambda': 1.6456980063799074}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,346] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.016687759413395172, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8376100582225283, 'colsample_bytree': 0.6000574140028911, 'gamma': 3.0417781566311772, 'reg_alpha': 0.0007447399879388847, 'reg_lambda': 1.497282191166873}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,488] Trial 196 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 70, 'learning_rate': 0.01933700968469841, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8471942007449101, 'colsample_bytree': 0.6073754401782149, 'gamma': 2.625868685058001, 'reg_alpha': 0.020112777363984258, 'reg_lambda': 1.4526512927984807}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,608] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.018224445604621324, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8261383794143093, 'colsample_bytree': 0.6146480003706226, 'gamma': 2.9298746031394876, 'reg_alpha': 0.05159278762277495, 'reg_lambda': 1.6306237692952439}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:17,924] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.015738058640296138, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6356186835202018, 'colsample_bytree': 0.6290514651012238, 'gamma': 2.735198620802967, 'reg_alpha': 0.06330478880108341, 'reg_lambda': 1.5726882454413786}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:18,073] Trial 199 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 84, 'learning_rate': 0.017316198145582353, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.849341479305729, 'colsample_bytree': 0.605265502991575, 'gamma': 3.1009748750364396, 'reg_alpha': 0.012416741070373938, 'reg_lambda': 1.536426245574098}. Best is trial 107 with value: 0.7738095238095237.
[I 2025-11-03 19:42:18,076] A new study created in memory with name: no-name-200a93d0-c407-48e3-b602-5bc121246dae
[I 2025-11-03 19:42:18,130] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.13607977570163227, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7653852059964933, 'colsample_bytree': 0.782225819964579, 'gamma': 3.246339978507927, 'reg_alpha': 0.5660546095357992, 'reg_lambda': 0.9887237070823756}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:42:18,322] Trial 1 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 63, 'learning_rate': 0.016174525820872296, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9202072685038504, 'colsample_bytree': 0.80878687602077, 'gamma': 0.7391166365990498, 'reg_alpha': 0.39913163646351535, 'reg_lambda': 2.5601687374480946}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:42:18,385] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.1269801892174876, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7687688646345278, 'colsample_bytree': 0.7560399592071001, 'gamma': 4.353388690325959, 'reg_alpha': 0.4521597813475259, 'reg_lambda': 0.585528303248287}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:42:18,540] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 132, 'learning_rate': 0.053006826178859975, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.773068857449528, 'colsample_bytree': 0.6929747157119768, 'gamma': 4.01132257890594, 'reg_alpha': 0.9577753510387773, 'reg_lambda': 1.6470723614357317}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:42:18,617] Trial 4 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 62, 'learning_rate': 0.12926843209433922, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7575550468367588, 'colsample_bytree': 0.8985668207193815, 'gamma': 4.365794978220064, 'reg_alpha': 0.6125789229797484, 'reg_lambda': 1.301478236118759}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 19:42:18,871] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.032758933241322216, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6400829565928982, 'colsample_bytree': 0.986166053445235, 'gamma': 3.1144596777371985, 'reg_alpha': 0.4655322665636894, 'reg_lambda': 1.9046536074828024}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 19:42:19,066] Trial 6 finished with value: 0.726190476190476 and parameters: {'n_estimators': 195, 'learning_rate': 0.03276235080503949, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6090330159498875, 'colsample_bytree': 0.7452514475360248, 'gamma': 3.647844987553148, 'reg_alpha': 0.904595977847443, 'reg_lambda': 0.9682624444633754}. Best is trial 6 with value: 0.726190476190476.
[I 2025-11-03 19:42:19,283] Trial 7 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 102, 'learning_rate': 0.010373119341355326, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9573001602256644, 'colsample_bytree': 0.8766495440142444, 'gamma': 4.217756971624923, 'reg_alpha': 0.23867333624381415, 'reg_lambda': 1.3930136184140538}. Best is trial 6 with value: 0.726190476190476.
[I 2025-11-03 19:42:19,403] Trial 8 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.08848209374021666, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8389352663007917, 'colsample_bytree': 0.7869819489300773, 'gamma': 1.3896134781884344, 'reg_alpha': 0.15747606003840153, 'reg_lambda': 2.640004130512238}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:42:19,536] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.14938248229216547, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8770949266920149, 'colsample_bytree': 0.9764803298347765, 'gamma': 4.594293203691415, 'reg_alpha': 0.5152754338106117, 'reg_lambda': 2.6512746671840905}. Best is trial 8 with value: 0.7380952380952381.
[I 2025-11-03 19:42:19,835] Trial 10 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.2884997040414313, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.850750465541975, 'colsample_bytree': 0.6114845136744816, 'gamma': 1.3249169456514591, 'reg_alpha': 0.03838310173708866, 'reg_lambda': 2.1869762708406184}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,041] Trial 11 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.27637161830326157, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8516120713174739, 'colsample_bytree': 0.612504767685467, 'gamma': 1.5941674799971017, 'reg_alpha': 0.03179690788231322, 'reg_lambda': 2.1756126247441725}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,252] Trial 12 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.2784772738074412, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8582941286871788, 'colsample_bytree': 0.6141612962253581, 'gamma': 1.9121626232189213, 'reg_alpha': 0.03428498909698731, 'reg_lambda': 2.162851722029844}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,444] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 243, 'learning_rate': 0.29989585192495855, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.908195971700686, 'colsample_bytree': 0.6025852453989964, 'gamma': 2.0953893083909194, 'reg_alpha': 0.011236195654306946, 'reg_lambda': 2.9981224124685166}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,733] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.19343637857942764, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9918169027827959, 'colsample_bytree': 0.6704621744172539, 'gamma': 0.3037195723497128, 'reg_alpha': 0.22026165934720732, 'reg_lambda': 2.169447295488141}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:20,948] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.07404880061920908, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6948248432353787, 'colsample_bytree': 0.6630384276435001, 'gamma': 2.5950083846655114, 'reg_alpha': 0.1191307067578169, 'reg_lambda': 2.1670794592766507}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,138] Trial 16 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.20331662571229522, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8189462784018793, 'colsample_bytree': 0.6421022153368893, 'gamma': 1.1479483910562074, 'reg_alpha': 0.3282697360079421, 'reg_lambda': 1.755706818485499}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,300] Trial 17 finished with value: 0.744047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.2215066782329396, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7089054123608716, 'colsample_bytree': 0.7125954442779734, 'gamma': 2.202416925102997, 'reg_alpha': 0.7021230254410038, 'reg_lambda': 2.3908239306314845}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,505] Trial 18 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.0959150333987593, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8947753058152452, 'colsample_bytree': 0.6365254570039608, 'gamma': 0.4750622391669421, 'reg_alpha': 0.10395459019369908, 'reg_lambda': 2.9450760312256756}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,739] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.04520519165073935, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9469813490535539, 'colsample_bytree': 0.71375301210717, 'gamma': 1.844673058565427, 'reg_alpha': 0.32800791147182423, 'reg_lambda': 1.9700906190645988}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:21,947] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.1795421100468819, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8589442788726827, 'colsample_bytree': 0.8454223394715945, 'gamma': 2.708837202701152, 'reg_alpha': 0.24029045385679054, 'reg_lambda': 1.6040034303824533}. Best is trial 10 with value: 0.7797619047619048.
[I 2025-11-03 19:42:22,150] Trial 21 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 230, 'learning_rate': 0.2755136160840998, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8089049254113398, 'colsample_bytree': 0.6066617263670345, 'gamma': 1.4402666901590935, 'reg_alpha': 0.005315213047776785, 'reg_lambda': 2.259673574971958}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:22,347] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 223, 'learning_rate': 0.2735180991159828, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8116658632118685, 'colsample_bytree': 0.6124629889270382, 'gamma': 0.9208456869791801, 'reg_alpha': 0.00830143997239378, 'reg_lambda': 2.4162400826631343}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:22,688] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.23276965388870255, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7181269569151828, 'colsample_bytree': 0.6517673684916153, 'gamma': 0.04613772729862364, 'reg_alpha': 0.12064359296411882, 'reg_lambda': 2.0206048029165413}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:22,896] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.16754383713199353, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7968668092316037, 'colsample_bytree': 0.68670171996241, 'gamma': 1.4328134651373758, 'reg_alpha': 0.07557490397317443, 'reg_lambda': 2.343809076326629}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,075] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.10825016705792792, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.872779674239022, 'colsample_bytree': 0.632201342343466, 'gamma': 1.9067736978308236, 'reg_alpha': 0.19066379855424673, 'reg_lambda': 2.720827377847837}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,405] Trial 26 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.28821725711353824, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8347853809998762, 'colsample_bytree': 0.719562531852006, 'gamma': 1.0395710537425316, 'reg_alpha': 0.3222344569318241, 'reg_lambda': 1.8468661565485098}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,567] Trial 27 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.22354371755897015, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.794565958224072, 'colsample_bytree': 0.6091300841979752, 'gamma': 2.5617356846093204, 'reg_alpha': 0.06293024177842868, 'reg_lambda': 2.246018106716684}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,799] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.06426757478580532, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9373125403201588, 'colsample_bytree': 0.6785947225575721, 'gamma': 1.6764303341955464, 'reg_alpha': 0.6820455938030121, 'reg_lambda': 2.033116987718552}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:23,980] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.14594807349268674, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7352801220911508, 'colsample_bytree': 0.937673267325889, 'gamma': 2.8605254661739314, 'reg_alpha': 0.1754737267795426, 'reg_lambda': 1.493934729744233}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:24,134] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.02050003406733119, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6686443292126406, 'colsample_bytree': 0.6316775681044927, 'gamma': 2.3341014192626948, 'reg_alpha': 0.7887834290221531, 'reg_lambda': 2.426817793007924}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 19:42:24,432] Trial 31 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 240, 'learning_rate': 0.29691629343465303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8474394990420818, 'colsample_bytree': 0.6027984920378604, 'gamma': 1.4142327120301614, 'reg_alpha': 0.01366794660137089, 'reg_lambda': 2.1317157080759617}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:24,642] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.2398162699902259, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8843512058536471, 'colsample_bytree': 0.6553183425057967, 'gamma': 0.6932732519202325, 'reg_alpha': 0.07942638998309617, 'reg_lambda': 2.5153303761414163}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:24,839] Trial 33 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.185224394374937, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8240513851870086, 'colsample_bytree': 0.6130836238213471, 'gamma': 1.3267760920411482, 'reg_alpha': 0.02182738739563431, 'reg_lambda': 2.063899006305462}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,156] Trial 34 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 238, 'learning_rate': 0.2419995024007041, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7828091914147368, 'colsample_bytree': 0.6313370618950631, 'gamma': 1.920939791449722, 'reg_alpha': 0.0008166271302790292, 'reg_lambda': 2.8336051737182864}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,384] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.12338367930474381, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9172391139940586, 'colsample_bytree': 0.8154630358135447, 'gamma': 0.8067838499293238, 'reg_alpha': 0.1270973063123194, 'reg_lambda': 1.7679363269668584}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,626] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.15508179855476956, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7510540827661332, 'colsample_bytree': 0.7537836614577383, 'gamma': 1.259563647316446, 'reg_alpha': 0.3821586442720057, 'reg_lambda': 2.3137197654107835}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,709] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.29998470429728086, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8628716281030817, 'colsample_bytree': 0.7017719939592092, 'gamma': 1.553687792746786, 'reg_alpha': 0.24633751956385774, 'reg_lambda': 0.6386553363390284}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:25,975] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 225, 'learning_rate': 0.11816422496141375, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8438160658954299, 'colsample_bytree': 0.7340267967820939, 'gamma': 3.1262261198794854, 'reg_alpha': 0.06721607715694446, 'reg_lambda': 2.546289653801824}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,219] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.18824475449558659, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8948984732336707, 'colsample_bytree': 0.6719420934452159, 'gamma': 3.712839518455287, 'reg_alpha': 0.15930516075673962, 'reg_lambda': 1.86177324686072}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,399] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.24014715505515227, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7730612382071852, 'colsample_bytree': 0.6027993356281391, 'gamma': 0.5900059909823628, 'reg_alpha': 0.3009805023549503, 'reg_lambda': 1.1875723895320056}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,723] Trial 41 finished with value: 0.773809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.2622465018415047, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8503313005711064, 'colsample_bytree': 0.6228896916010811, 'gamma': 1.6756091337929044, 'reg_alpha': 0.04786634375732266, 'reg_lambda': 2.1469443746437977}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:26,920] Trial 42 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.24819228875138902, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8222030317465038, 'colsample_bytree': 0.6266353090907398, 'gamma': 1.7299354588506994, 'reg_alpha': 0.054765086667437665, 'reg_lambda': 2.12637745744055}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,109] Trial 43 finished with value: 0.744047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.20907887490123933, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8005973185986095, 'colsample_bytree': 0.6501310381505794, 'gamma': 2.294276593844602, 'reg_alpha': 0.13448098580825477, 'reg_lambda': 2.261089803531611}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,452] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.16246533895852394, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8144209804510498, 'colsample_bytree': 0.6245997755649637, 'gamma': 1.0749993935130124, 'reg_alpha': 0.0723866968928771, 'reg_lambda': 1.9321334138925552}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,677] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.016846412020195378, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8321598846142936, 'colsample_bytree': 0.6000726589140302, 'gamma': 2.001065987952817, 'reg_alpha': 0.001454266633463916, 'reg_lambda': 2.11151870735148}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:27,895] Trial 46 finished with value: 0.744047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.2604512039759562, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7529891438411771, 'colsample_bytree': 0.644573100851654, 'gamma': 1.7465154761481814, 'reg_alpha': 0.19283270102622158, 'reg_lambda': 1.5826791246531537}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,197] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.030638459308124616, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.870794693933207, 'colsample_bytree': 0.6937442335262499, 'gamma': 1.335522804935713, 'reg_alpha': 0.10318370506729291, 'reg_lambda': 2.4598883942247696}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,427] Trial 48 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.21170582331986684, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9017736407691236, 'colsample_bytree': 0.6641450147325321, 'gamma': 1.0000095136172358, 'reg_alpha': 0.2754686040556687, 'reg_lambda': 2.6319359302935457}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,619] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 241, 'learning_rate': 0.2996405574322538, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7870459695256832, 'colsample_bytree': 0.7836899406499818, 'gamma': 2.105395254394613, 'reg_alpha': 0.9922825374202728, 'reg_lambda': 2.2413526486716244}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:28,911] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.04478880979049657, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8123041791081148, 'colsample_bytree': 0.9124334985912405, 'gamma': 1.5093815571790716, 'reg_alpha': 0.5850672721074547, 'reg_lambda': 1.6686314759708405}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,118] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.25870809020435737, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8470071287207025, 'colsample_bytree': 0.6229627214251322, 'gamma': 1.7043985668138275, 'reg_alpha': 0.0432295880039259, 'reg_lambda': 2.147932112907048}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,316] Trial 52 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 229, 'learning_rate': 0.25396284049489, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8539815814093172, 'colsample_bytree': 0.6178208534680727, 'gamma': 4.83981532908113, 'reg_alpha': 0.0420331581739308, 'reg_lambda': 2.088906355328937}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,618] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.20096159382406667, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8824673881144953, 'colsample_bytree': 0.641858815564024, 'gamma': 2.405435719241402, 'reg_alpha': 0.5009169824599685, 'reg_lambda': 1.913873538803425}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:29,841] Trial 54 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.13643321545657772, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8338279918639415, 'colsample_bytree': 0.6204365042770809, 'gamma': 1.250826377225328, 'reg_alpha': 0.09737764803152926, 'reg_lambda': 2.280699866779455}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,099] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.17240606313414436, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8565501699356782, 'colsample_bytree': 0.6620670858287914, 'gamma': 1.52436289822339, 'reg_alpha': 0.14497216038117344, 'reg_lambda': 1.9958616703272196}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,366] Trial 56 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.271850531502749, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9788081101103732, 'colsample_bytree': 0.6339601076969749, 'gamma': 1.8002322277799552, 'reg_alpha': 0.03789039483345169, 'reg_lambda': 2.192441416942509}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,562] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 241, 'learning_rate': 0.21690071958988597, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8241786479840345, 'colsample_bytree': 0.6020122690585361, 'gamma': 2.1332725657064002, 'reg_alpha': 0.2065600206903357, 'reg_lambda': 1.8005783317288708}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:30,757] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.2978114881371157, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9361541475990262, 'colsample_bytree': 0.6826256379453717, 'gamma': 0.8437104516319958, 'reg_alpha': 0.4089814153498533, 'reg_lambda': 2.3847935069437627}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,026] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.2574414063949481, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8082944052935753, 'colsample_bytree': 0.6474688920830192, 'gamma': 1.6314244598693415, 'reg_alpha': 0.05382692039532161, 'reg_lambda': 1.7033678063578477}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,200] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 190, 'learning_rate': 0.22508333833349836, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6092403889306512, 'colsample_bytree': 0.6195588822317772, 'gamma': 0.3440213916356898, 'reg_alpha': 0.09949053228587054, 'reg_lambda': 1.9787702856205789}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,399] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2717449127000636, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8663716078963164, 'colsample_bytree': 0.6175739601250771, 'gamma': 1.1624874539675374, 'reg_alpha': 3.559702279806731e-05, 'reg_lambda': 2.190520038169424}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,599] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.19125354872540432, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8487612363883524, 'colsample_bytree': 0.6020773726980916, 'gamma': 1.9934594191660242, 'reg_alpha': 0.042403521384786286, 'reg_lambda': 2.3280861821673517}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:31,926] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.23222254607769618, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.890101847211649, 'colsample_bytree': 0.6340229748783138, 'gamma': 1.4773512535993607, 'reg_alpha': 0.16211765437980852, 'reg_lambda': 2.0982423852865537}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,136] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.2653790285007668, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8359039175698039, 'colsample_bytree': 0.9990303225122283, 'gamma': 1.8576082619506848, 'reg_alpha': 0.08445480734080128, 'reg_lambda': 2.4901966285815638}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,340] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.1790730667138669, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8734787618170708, 'colsample_bytree': 0.654545434426498, 'gamma': 1.3729054428666083, 'reg_alpha': 0.025674993766731602, 'reg_lambda': 2.6004656338301153}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,541] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.20994758930782548, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.912711109161272, 'colsample_bytree': 0.8576550209733447, 'gamma': 1.6959108662527211, 'reg_alpha': 0.12137086178331719, 'reg_lambda': 2.190586414918681}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:32,852] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.14880439856418065, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8247165498930389, 'colsample_bytree': 0.6143123882852359, 'gamma': 2.1946297300441993, 'reg_alpha': 0.8323624438290413, 'reg_lambda': 2.346561013695516}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,112] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.01111802151844015, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7828041518461992, 'colsample_bytree': 0.7695575286953994, 'gamma': 1.152206446585172, 'reg_alpha': 0.06428236082678654, 'reg_lambda': 2.7351168941634505}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,304] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.09744599845538426, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7991169642214309, 'colsample_bytree': 0.6713607756580825, 'gamma': 2.822415746769734, 'reg_alpha': 0.02836747176618603, 'reg_lambda': 2.0326130423220374}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,579] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.24012749985283335, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8439551114074679, 'colsample_bytree': 0.6286908106059804, 'gamma': 0.9079924036076962, 'reg_alpha': 0.1466899916760592, 'reg_lambda': 1.869424142083505}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:33,802] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.13406881622704891, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8331077471582935, 'colsample_bytree': 0.6111840578944798, 'gamma': 1.2449477270020095, 'reg_alpha': 0.09800871736499865, 'reg_lambda': 2.2766379959679006}. Best is trial 31 with value: 0.7916666666666666.
[I 2025-11-03 19:42:34,087] Trial 72 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 246, 'learning_rate': 0.2750393457437861, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.855183712003057, 'colsample_bytree': 0.6391219097614611, 'gamma': 1.6203517033748343, 'reg_alpha': 0.10447903591136182, 'reg_lambda': 2.236636797705532}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:34,465] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.2821067502397776, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.863606165560199, 'colsample_bytree': 0.6409768306330587, 'gamma': 1.6301999944314194, 'reg_alpha': 0.0664853000678287, 'reg_lambda': 2.1388291962160664}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:34,647] Trial 74 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 147, 'learning_rate': 0.27790032453858954, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8813192062266633, 'colsample_bytree': 0.600342011077731, 'gamma': 1.8632172952684622, 'reg_alpha': 0.017522105826899687, 'reg_lambda': 2.388923707728173}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:34,849] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.24012757748599353, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8996997149089755, 'colsample_bytree': 0.6281295802727679, 'gamma': 1.4182485715080273, 'reg_alpha': 0.11628081505366929, 'reg_lambda': 2.067966937250181}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,245] Trial 76 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.19979417867204047, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8544521000083511, 'colsample_bytree': 0.6592332189933117, 'gamma': 0.6763002791335913, 'reg_alpha': 0.17517903241985028, 'reg_lambda': 2.2184958917838817}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,443] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.296721942603583, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8215686094688978, 'colsample_bytree': 0.6115579594353631, 'gamma': 1.9525648091900145, 'reg_alpha': 0.2248255340664772, 'reg_lambda': 1.993902728035254}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,709] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 244, 'learning_rate': 0.21847106200979877, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8057972856570416, 'colsample_bytree': 0.8212706593193415, 'gamma': 2.4989706039308754, 'reg_alpha': 0.07948733051432796, 'reg_lambda': 2.459261412750925}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:35,941] Trial 79 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 118, 'learning_rate': 0.25095409359511933, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.871458061763237, 'colsample_bytree': 0.643125852378734, 'gamma': 1.0126356437751176, 'reg_alpha': 0.003558746186820866, 'reg_lambda': 1.9314868048497917}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,129] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 201, 'learning_rate': 0.07512415338999247, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.766606770164988, 'colsample_bytree': 0.6275397399087348, 'gamma': 1.5688297537200209, 'reg_alpha': 0.048540264901905376, 'reg_lambda': 2.311928151010051}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,336] Trial 81 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 235, 'learning_rate': 0.16918973810010213, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8326612249506253, 'colsample_bytree': 0.6211417131673546, 'gamma': 1.2730706312199196, 'reg_alpha': 0.10485812795501179, 'reg_lambda': 2.26485721153288}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,678] Trial 82 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 238, 'learning_rate': 0.2751515461577119, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8459806408891496, 'colsample_bytree': 0.6118462264030794, 'gamma': 1.2030048106005669, 'reg_alpha': 0.08842317640798654, 'reg_lambda': 2.123151392540356}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:36,891] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.23333144588804933, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8605294945931254, 'colsample_bytree': 0.6395180397032798, 'gamma': 1.4385073798011883, 'reg_alpha': 0.024152839543331375, 'reg_lambda': 2.381758708954634}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,136] Trial 84 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.19218343416530909, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8183982478679476, 'colsample_bytree': 0.6503126226059412, 'gamma': 1.8125864635089421, 'reg_alpha': 0.0623978639782111, 'reg_lambda': 2.549604986398965}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,321] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.2578403358650133, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8399507590337588, 'colsample_bytree': 0.6092872917922186, 'gamma': 1.3428305955263593, 'reg_alpha': 0.5322059794464593, 'reg_lambda': 2.2894077904370373}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,501] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.29968393456806364, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7913303129740168, 'colsample_bytree': 0.6203161612793403, 'gamma': 1.0629803617605413, 'reg_alpha': 0.13509726916274972, 'reg_lambda': 2.1662066972278695}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,700] Trial 87 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.2211558032629618, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8281153017232815, 'colsample_bytree': 0.9592426762661028, 'gamma': 2.0405906853655917, 'reg_alpha': 0.03093430640159515, 'reg_lambda': 2.223674349372719}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:37,881] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.15813284666367963, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9246552390697859, 'colsample_bytree': 0.6662563027206969, 'gamma': 1.6094788523866819, 'reg_alpha': 0.08974129585096859, 'reg_lambda': 2.053536161537781}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,161] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.2530981611656939, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8863729007228868, 'colsample_bytree': 0.6352407584342992, 'gamma': 2.2973151449689007, 'reg_alpha': 0.6811046019731996, 'reg_lambda': 2.1240279005649367}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,375] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.028494778158818884, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8561668608259214, 'colsample_bytree': 0.6794173825546573, 'gamma': 1.7908484445923238, 'reg_alpha': 0.17424835683946405, 'reg_lambda': 1.8098632646846273}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,690] Trial 91 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.20948430680962882, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8533421342061366, 'colsample_bytree': 0.6597563317781119, 'gamma': 0.45244530027501273, 'reg_alpha': 0.18327774833483196, 'reg_lambda': 2.2314543900822748}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:38,901] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.2750073347056424, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8128690371381326, 'colsample_bytree': 0.6242525192780704, 'gamma': 0.4122271786264306, 'reg_alpha': 0.04578028263756674, 'reg_lambda': 2.433352206453295}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,101] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.2068538443517703, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8751915534153901, 'colsample_bytree': 0.6065811883077278, 'gamma': 0.04992852858907604, 'reg_alpha': 0.11922599005121462, 'reg_lambda': 2.3331422595364786}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,414] Trial 94 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 241, 'learning_rate': 0.22868358174780715, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8410334248855544, 'colsample_bytree': 0.6517005875203531, 'gamma': 1.4985344688688786, 'reg_alpha': 0.06109372874510531, 'reg_lambda': 2.2248847612239824}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,619] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 249, 'learning_rate': 0.232085916739631, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8488201737348426, 'colsample_bytree': 0.6900875739999289, 'gamma': 1.5198955948635497, 'reg_alpha': 0.001448613189136503, 'reg_lambda': 1.9507508702593253}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,737] Trial 96 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 33, 'learning_rate': 0.27698370284592255, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8414250957510844, 'colsample_bytree': 0.6553799772582154, 'gamma': 0.19848739096690027, 'reg_alpha': 0.05258540512135874, 'reg_lambda': 2.228311707933748}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:39,939] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.24440817977117216, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8639575318083087, 'colsample_bytree': 0.6369788870439084, 'gamma': 1.7427133051760046, 'reg_alpha': 0.0737364075587359, 'reg_lambda': 2.051000321333925}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,252] Trial 98 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 228, 'learning_rate': 0.19341305122031524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.807460684017473, 'colsample_bytree': 0.6474447810962068, 'gamma': 1.4123050294097441, 'reg_alpha': 0.025735617553219823, 'reg_lambda': 2.153433868151181}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,484] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.25820302268250583, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.853251764336506, 'colsample_bytree': 0.7240040026185912, 'gamma': 3.535213931333508, 'reg_alpha': 0.146075340871837, 'reg_lambda': 2.509584445772479}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,727] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.22175201097196562, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9073797534516528, 'colsample_bytree': 0.671911960686222, 'gamma': 0.6004932337484941, 'reg_alpha': 0.4529644265718845, 'reg_lambda': 2.093126936989628}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:40,939] Trial 101 finished with value: 0.761904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.18034270456480825, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8389524592813596, 'colsample_bytree': 0.6165947652484927, 'gamma': 1.632273262155976, 'reg_alpha': 0.1049902179509098, 'reg_lambda': 2.3584332831049264}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:41,289] Trial 102 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 250, 'learning_rate': 0.28800625090372683, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8297354005399291, 'colsample_bytree': 0.7033043786394135, 'gamma': 0.916567215915284, 'reg_alpha': 0.05767080200761369, 'reg_lambda': 2.2915577981492157}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:41,551] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.2824075924642928, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8264100944510743, 'colsample_bytree': 0.629341727379805, 'gamma': 0.8939153774301184, 'reg_alpha': 0.05751608035905325, 'reg_lambda': 0.8257129975801223}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:41,771] Trial 104 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 250, 'learning_rate': 0.24422724700415108, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.818003831567666, 'colsample_bytree': 0.607659507941082, 'gamma': 0.7993932490168416, 'reg_alpha': 0.027119420934686035, 'reg_lambda': 2.011468209621129}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:42,223] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.24727884827653582, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8026408866048257, 'colsample_bytree': 0.6997097552202428, 'gamma': 0.5147591250819963, 'reg_alpha': 0.020272522172245493, 'reg_lambda': 2.1980172990076707}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:42,422] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.29951324644942495, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.785280280862052, 'colsample_bytree': 0.6061562805731724, 'gamma': 1.1125214468671927, 'reg_alpha': 0.07773283544823595, 'reg_lambda': 1.990069990151812}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:42,630] Trial 107 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.20747114936123842, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8169366207556074, 'colsample_bytree': 0.6002469074869351, 'gamma': 0.7647602735749768, 'reg_alpha': 0.03971486435231125, 'reg_lambda': 2.2784259406700347}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:43,075] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.048294335570175886, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8688609305250563, 'colsample_bytree': 0.6541614136808686, 'gamma': 0.9738435854059255, 'reg_alpha': 0.1210681152780533, 'reg_lambda': 2.1628755027606394}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:43,324] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.22901195465425458, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.827268696077698, 'colsample_bytree': 0.7924546816987792, 'gamma': 0.1948195243926566, 'reg_alpha': 0.36909248873906875, 'reg_lambda': 2.024211935771461}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:43,527] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.2676625228838994, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7773826916086807, 'colsample_bytree': 0.6359339093832277, 'gamma': 0.7439328183223329, 'reg_alpha': 0.020244653180893114, 'reg_lambda': 1.876821475022513}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:44,000] Trial 111 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.2796871066478373, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8472147847255904, 'colsample_bytree': 0.623129414750531, 'gamma': 1.2948479194841978, 'reg_alpha': 0.05656180800299165, 'reg_lambda': 2.092616211809311}. Best is trial 72 with value: 0.7976190476190477.
[I 2025-11-03 19:42:44,224] Trial 112 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 241, 'learning_rate': 0.26013373805970275, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8376910978410704, 'colsample_bytree': 0.6244930272013351, 'gamma': 1.2979380216954741, 'reg_alpha': 0.058932215620923, 'reg_lambda': 2.245470787374595}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:44,444] Trial 113 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 243, 'learning_rate': 0.28299372663607947, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8399430227752712, 'colsample_bytree': 0.6445695103356569, 'gamma': 1.3093361765644276, 'reg_alpha': 0.0660866302158644, 'reg_lambda': 2.2499764051665587}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:44,661] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.2876721129587532, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8398775484761308, 'colsample_bytree': 0.6611649804572368, 'gamma': 1.3274344753360063, 'reg_alpha': 0.08352386021328592, 'reg_lambda': 2.2509857762716132}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:44,994] Trial 115 finished with value: 0.773809523809524 and parameters: {'n_estimators': 226, 'learning_rate': 0.2696835908215169, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8791524825465674, 'colsample_bytree': 0.6467104545284073, 'gamma': 1.191280980193366, 'reg_alpha': 0.06107879343781825, 'reg_lambda': 2.317435603230355}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,199] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.283865457705614, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8628913737922372, 'colsample_bytree': 0.6255316846822842, 'gamma': 1.485191875558089, 'reg_alpha': 0.26440453404229036, 'reg_lambda': 2.4406116959447903}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,396] Trial 117 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 241, 'learning_rate': 0.22887516887827186, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8472837094162622, 'colsample_bytree': 0.7419435252210513, 'gamma': 1.2847889115777014, 'reg_alpha': 0.16266692156606033, 'reg_lambda': 2.386371800711987}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,601] Trial 118 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.2552274177912399, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8327718582605627, 'colsample_bytree': 0.6442883672983475, 'gamma': 1.152864430684294, 'reg_alpha': 0.13461626764662785, 'reg_lambda': 2.2082035622069798}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:45,900] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.21709459708384435, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8562510976914894, 'colsample_bytree': 0.6778861032129225, 'gamma': 1.5185268032110544, 'reg_alpha': 0.19231033998406635, 'reg_lambda': 2.0954356497472135}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,110] Trial 120 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2015111617526979, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7928863631686413, 'colsample_bytree': 0.633565594399601, 'gamma': 1.3951640664198672, 'reg_alpha': 0.10949970559469295, 'reg_lambda': 2.303768508387604}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,338] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 242, 'learning_rate': 0.2859848065954973, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8393669418372448, 'colsample_bytree': 0.6601699148609486, 'gamma': 1.3246286253022808, 'reg_alpha': 0.0818841199515558, 'reg_lambda': 2.243756443043994}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,651] Trial 122 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.2898044694035579, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8454750577672545, 'colsample_bytree': 0.6173208788300978, 'gamma': 1.02301895803464, 'reg_alpha': 0.08928261226671327, 'reg_lambda': 2.246534653931635}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:46,845] Trial 123 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.2605110019400494, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8374459029181544, 'colsample_bytree': 0.6646639393998747, 'gamma': 1.2817329093583594, 'reg_alpha': 0.0034287151059863644, 'reg_lambda': 2.3500372068248345}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,080] Trial 124 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.242906652945159, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8228393281018191, 'colsample_bytree': 0.7107567014061393, 'gamma': 1.6880784041049246, 'reg_alpha': 0.04929124126226737, 'reg_lambda': 2.178387003897115}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,422] Trial 125 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.2955907361731111, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8603481233006894, 'colsample_bytree': 0.6391914839559506, 'gamma': 1.0887787251527732, 'reg_alpha': 0.0658102958378747, 'reg_lambda': 2.1162221710834968}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,605] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2670701614045329, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8518256294727578, 'colsample_bytree': 0.627035948220861, 'gamma': 1.8956180214467133, 'reg_alpha': 0.03328280482899944, 'reg_lambda': 2.271435455054744}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:47,888] Trial 127 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 250, 'learning_rate': 0.24269541179383997, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8104975730645799, 'colsample_bytree': 0.6138872955810027, 'gamma': 1.5849553946635329, 'reg_alpha': 0.09495943680754143, 'reg_lambda': 2.406938508469885}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,166] Trial 128 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2374798884273943, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.814949654156193, 'colsample_bytree': 0.6101424722185513, 'gamma': 1.5564551494640955, 'reg_alpha': 0.10150260975450563, 'reg_lambda': 2.477505063955024}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,418] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.060093365227596784, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7990843407149848, 'colsample_bytree': 0.6160646713906528, 'gamma': 1.43175271570046, 'reg_alpha': 0.05990878170286968, 'reg_lambda': 2.3926489490844824}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,628] Trial 130 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.21972375218885584, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8283902414010068, 'colsample_bytree': 0.6306087124774343, 'gamma': 1.7215451000810202, 'reg_alpha': 0.13073724126876474, 'reg_lambda': 2.5779633562264737}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:48,888] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 244, 'learning_rate': 0.27606987826678914, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8333774593978388, 'colsample_bytree': 0.6524179363256455, 'gamma': 1.5869298784340022, 'reg_alpha': 0.0838229750186324, 'reg_lambda': 2.215119564446811}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,103] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.25300940994091387, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8107818045931791, 'colsample_bytree': 0.6506933263005571, 'gamma': 1.62207705413497, 'reg_alpha': 0.016041469958615256, 'reg_lambda': 1.334553874130864}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,331] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.03831664915218271, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8695839181795348, 'colsample_bytree': 0.6215767895969229, 'gamma': 1.501708385427351, 'reg_alpha': 0.041928465583598966, 'reg_lambda': 2.190836136800838}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,528] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.27031612370657865, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8329607526777848, 'colsample_bytree': 0.6001093057221601, 'gamma': 1.7919329394570984, 'reg_alpha': 0.07184761449637508, 'reg_lambda': 2.3171035110596945}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,709] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.23492756729859926, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8453004401071449, 'colsample_bytree': 0.7683115519171531, 'gamma': 1.9665422753657547, 'reg_alpha': 0.002432177743578026, 'reg_lambda': 2.063954655075747}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:49,993] Trial 136 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 250, 'learning_rate': 0.2979867412794625, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8264508532708114, 'colsample_bytree': 0.6409634837025778, 'gamma': 1.2123360727359347, 'reg_alpha': 0.0994324473557068, 'reg_lambda': 2.121908106793463}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,229] Trial 137 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.2972598181862899, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8222957422771382, 'colsample_bytree': 0.6131651253614638, 'gamma': 1.2015369694626643, 'reg_alpha': 0.14948854160350478, 'reg_lambda': 2.1236859795702667}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,432] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.29683825440882794, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8027176008352916, 'colsample_bytree': 0.6133939643630467, 'gamma': 0.9164709957951231, 'reg_alpha': 0.15775473753560096, 'reg_lambda': 2.423487650596271}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,661] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.2774890476449728, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8203317358079846, 'colsample_bytree': 0.6377230938990563, 'gamma': 1.1363290218142132, 'reg_alpha': 0.20650738244399008, 'reg_lambda': 2.130604408104859}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:50,858] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.26369305969301704, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8904120857291626, 'colsample_bytree': 0.6201861970563181, 'gamma': 1.248514574579499, 'reg_alpha': 0.11230960944288779, 'reg_lambda': 2.074948192361316}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,064] Trial 141 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 250, 'learning_rate': 0.29973725475221163, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8281127374222617, 'colsample_bytree': 0.6297247908844911, 'gamma': 1.3976900330313913, 'reg_alpha': 0.09660970601628516, 'reg_lambda': 2.159626323799298}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,442] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.28118513627379066, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8296229314161839, 'colsample_bytree': 0.6109502743520263, 'gamma': 1.3509167769017827, 'reg_alpha': 0.14661749491607395, 'reg_lambda': 2.1494483698543823}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,715] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.25331053242017104, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8084249054463808, 'colsample_bytree': 0.6289818802711776, 'gamma': 1.2325473751423213, 'reg_alpha': 0.09434236121040152, 'reg_lambda': 2.2040807914691385}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:51,917] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.29809001214627334, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8577331800159521, 'colsample_bytree': 0.6408826412488736, 'gamma': 1.376287438022237, 'reg_alpha': 0.12286643658839794, 'reg_lambda': 2.287024380493875}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:52,225] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.2699265574246243, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8499246029497837, 'colsample_bytree': 0.6080737650472235, 'gamma': 0.9754372858484713, 'reg_alpha': 0.07879342002157767, 'reg_lambda': 2.324078043502403}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:52,419] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.24700844622300971, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6706773962593655, 'colsample_bytree': 0.6217810669861167, 'gamma': 1.0761306633053898, 'reg_alpha': 0.18382390416721922, 'reg_lambda': 1.962540688683721}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:52,656] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.2726783272918981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.822441053808698, 'colsample_bytree': 0.6323770758479677, 'gamma': 1.5864282750325902, 'reg_alpha': 0.03886998518531189, 'reg_lambda': 2.1635885113112394}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,058] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.2947796143173768, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8349346761441429, 'colsample_bytree': 0.6064124614558568, 'gamma': 1.4270898230031395, 'reg_alpha': 0.9166586933517382, 'reg_lambda': 2.230673384693788}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,266] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.024569574316787957, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8137828598059722, 'colsample_bytree': 0.6465997669366977, 'gamma': 4.165376550066272, 'reg_alpha': 0.10234357905611188, 'reg_lambda': 2.0863108303880638}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,468] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.2587948999777089, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8667944756099398, 'colsample_bytree': 0.6176755733658266, 'gamma': 1.1934942656354264, 'reg_alpha': 0.13197725267761876, 'reg_lambda': 2.3685341899709873}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,785] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.24566604322469762, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8259783418525599, 'colsample_bytree': 0.6271422453649665, 'gamma': 1.674376741091948, 'reg_alpha': 0.04838551860115894, 'reg_lambda': 2.154782889506567}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:53,989] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.297738796469455, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8428146940120241, 'colsample_bytree': 0.6390557169595863, 'gamma': 1.5618413490631087, 'reg_alpha': 0.08648202851790199, 'reg_lambda': 2.1174314194046477}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,202] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.2773364579347972, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8532568691546727, 'colsample_bytree': 0.624763311600148, 'gamma': 1.4087956501900092, 'reg_alpha': 0.018837411334714324, 'reg_lambda': 2.0255143904678365}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,399] Trial 154 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 240, 'learning_rate': 0.23479670264967975, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7945745723532229, 'colsample_bytree': 0.6123533162345526, 'gamma': 1.2276422086076115, 'reg_alpha': 0.06826206406872745, 'reg_lambda': 2.2510134846733205}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,604] Trial 155 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.21349660903697926, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.817534143443211, 'colsample_bytree': 0.6321116767549175, 'gamma': 1.32855074240191, 'reg_alpha': 0.038248429192607056, 'reg_lambda': 2.2004767357449695}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:54,944] Trial 156 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 233, 'learning_rate': 0.29927322170418846, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8263651122659363, 'colsample_bytree': 0.9010576951082176, 'gamma': 1.481396934400226, 'reg_alpha': 0.10650762653988521, 'reg_lambda': 2.2970005408759104}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,234] Trial 157 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.08164774299378151, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8360198890220418, 'colsample_bytree': 0.6003282728289416, 'gamma': 1.7894043274858724, 'reg_alpha': 0.055354411745413445, 'reg_lambda': 2.1096245761697037}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,413] Trial 158 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.2579865762840551, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8084578736124806, 'colsample_bytree': 0.6468338932116476, 'gamma': 1.1017637212409792, 'reg_alpha': 0.15449100592387582, 'reg_lambda': 2.043777542888429}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,655] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.2770213260106688, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8507420948558923, 'colsample_bytree': 0.6566578136942355, 'gamma': 1.6375243730040667, 'reg_alpha': 0.08528507477257245, 'reg_lambda': 2.184046935463023}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:55,854] Trial 160 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 238, 'learning_rate': 0.24345854257311308, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8773134935181591, 'colsample_bytree': 0.6734732610989966, 'gamma': 0.5993738799960403, 'reg_alpha': 0.0194008057792414, 'reg_lambda': 2.2394315666387823}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,062] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.22544371966309137, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8428979048620723, 'colsample_bytree': 0.6178373219740599, 'gamma': 1.4907161698549527, 'reg_alpha': 0.06528938820567129, 'reg_lambda': 2.343868290062719}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,371] Trial 162 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 245, 'learning_rate': 0.263396828192612, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8339809637064246, 'colsample_bytree': 0.6535335582593835, 'gamma': 1.29611586405438, 'reg_alpha': 0.05670138571005585, 'reg_lambda': 2.2268335917003146}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,572] Trial 163 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.2642978209115638, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8319946890529962, 'colsample_bytree': 0.6414359123442391, 'gamma': 1.3322842017733407, 'reg_alpha': 0.029980632783334446, 'reg_lambda': 2.146933612712518}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:56,772] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 246, 'learning_rate': 0.26671348134607037, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8320329183774537, 'colsample_bytree': 0.6641648369437307, 'gamma': 1.3187692485894753, 'reg_alpha': 0.031172642305188243, 'reg_lambda': 2.288050119367614}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,083] Trial 165 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 250, 'learning_rate': 0.2785215105646599, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8600413860339278, 'colsample_bytree': 0.6426080849553802, 'gamma': 1.283399162731047, 'reg_alpha': 0.0032260350743409383, 'reg_lambda': 2.1589715484168255}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,331] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.278665618029624, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8356502732365603, 'colsample_bytree': 0.6553135355757674, 'gamma': 0.8806365381207941, 'reg_alpha': 0.0032849156458590115, 'reg_lambda': 2.159616689150974}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,528] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.2536187631594389, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8603512631937619, 'colsample_bytree': 0.6439524256467111, 'gamma': 1.0625481497359845, 'reg_alpha': 0.042980876493975174, 'reg_lambda': 2.221722495099392}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,725] Trial 168 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 246, 'learning_rate': 0.2768198466762985, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8185498691444103, 'colsample_bytree': 0.6681333616004242, 'gamma': 1.215965924269543, 'reg_alpha': 0.12045141734378134, 'reg_lambda': 2.0894164352716564}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:57,912] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.2582966583370993, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8463763661607172, 'colsample_bytree': 0.6864146813161306, 'gamma': 1.1696243324929254, 'reg_alpha': 0.01868442574021359, 'reg_lambda': 2.3978859708530345}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,134] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.29978269390547513, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.828535700402045, 'colsample_bytree': 0.6373216757705656, 'gamma': 0.9841122905248565, 'reg_alpha': 0.0887272979640917, 'reg_lambda': 2.265056049436606}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,337] Trial 171 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 246, 'learning_rate': 0.2812918046967027, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8572946186529186, 'colsample_bytree': 0.650875241611237, 'gamma': 1.3640866831189138, 'reg_alpha': 0.0013283977309505894, 'reg_lambda': 2.188073264987585}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,714] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.24351946922530776, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8397915433290275, 'colsample_bytree': 0.632065287106198, 'gamma': 1.258892424400313, 'reg_alpha': 0.055743899674932804, 'reg_lambda': 2.117601968743582}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:58,932] Trial 173 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.27083339656774125, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8656163547594633, 'colsample_bytree': 0.6231769106856733, 'gamma': 1.4263908136633325, 'reg_alpha': 0.02836266214621369, 'reg_lambda': 2.210923754996933}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,148] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2322939646099729, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8542372049715695, 'colsample_bytree': 0.6082647578798304, 'gamma': 1.5610620747235933, 'reg_alpha': 0.6185903639645329, 'reg_lambda': 2.148929546820939}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,348] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.2982347277186179, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8462541573697996, 'colsample_bytree': 0.6414866179011169, 'gamma': 1.2897969859860043, 'reg_alpha': 0.06891181049751628, 'reg_lambda': 2.3312126744961046}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,696] Trial 176 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.2584361722768594, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8218860893124457, 'colsample_bytree': 0.6181708900544134, 'gamma': 1.1646112859130362, 'reg_alpha': 0.046943529967315184, 'reg_lambda': 2.062380618881329}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:42:59,885] Trial 177 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 232, 'learning_rate': 0.2798905368968344, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8745584775263785, 'colsample_bytree': 0.6548459989845038, 'gamma': 1.441526083791753, 'reg_alpha': 0.09889104110528117, 'reg_lambda': 0.5438508268918711}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,079] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.27860302599003445, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8758830499079026, 'colsample_bytree': 0.6532212105478846, 'gamma': 1.4220310543857555, 'reg_alpha': 0.10270376158039667, 'reg_lambda': 0.582211888902247}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,377] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.26209201680909483, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.832544884499645, 'colsample_bytree': 0.6582268902856451, 'gamma': 1.3240804653493778, 'reg_alpha': 0.1336353068588288, 'reg_lambda': 2.279843599291129}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,603] Trial 180 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 237, 'learning_rate': 0.23845234692171238, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8126700269229653, 'colsample_bytree': 0.6720832394816826, 'gamma': 1.0937364451828528, 'reg_alpha': 0.08179038475614661, 'reg_lambda': 1.4926618161833751}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:00,800] Trial 181 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.24438522686742983, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8034933482007621, 'colsample_bytree': 0.831911595674821, 'gamma': 1.0751027107177253, 'reg_alpha': 0.07785876918428825, 'reg_lambda': 0.9983577416848304}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,183] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.013368129746045674, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8164025336389343, 'colsample_bytree': 0.6751435196885418, 'gamma': 1.166250351566912, 'reg_alpha': 0.09944750720938353, 'reg_lambda': 1.5329387677811797}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,397] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.1120832280224559, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8391215426657418, 'colsample_bytree': 0.6665051782811976, 'gamma': 0.9848769033296587, 'reg_alpha': 0.07287759569722846, 'reg_lambda': 1.7404410952129188}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,645] Trial 184 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 240, 'learning_rate': 0.28470727967007525, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8261462868105155, 'colsample_bytree': 0.6959674006565315, 'gamma': 1.2956730428236598, 'reg_alpha': 0.10843458631072062, 'reg_lambda': 2.2583826017083175}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:01,938] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.22248684744843553, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8254681153148689, 'colsample_bytree': 0.6930736671842413, 'gamma': 1.4669495763949243, 'reg_alpha': 0.11705909931150447, 'reg_lambda': 1.3719005195189726}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,135] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.29916378664548876, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8094991182790515, 'colsample_bytree': 0.7184613275892533, 'gamma': 1.2573542129002793, 'reg_alpha': 0.13575218895307045, 'reg_lambda': 1.029744656579941}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,447] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.27776410409264113, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8132502595891185, 'colsample_bytree': 0.7023989812486933, 'gamma': 1.3611039634960054, 'reg_alpha': 0.09247908196978302, 'reg_lambda': 0.6673957466167205}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,658] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.2553798393503595, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.800978669026741, 'colsample_bytree': 0.6592521889671906, 'gamma': 0.29727416370085047, 'reg_alpha': 0.16556464245304459, 'reg_lambda': 1.1869488631477316}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:02,986] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 242, 'learning_rate': 0.23967752319169602, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8271762862881483, 'colsample_bytree': 0.682919196849742, 'gamma': 0.8484595353852, 'reg_alpha': 0.4175294969021094, 'reg_lambda': 0.5231207622447122}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:03,183] Trial 190 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 227, 'learning_rate': 0.20877764460783726, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8350685229009349, 'colsample_bytree': 0.6448622007107108, 'gamma': 1.1175222703257393, 'reg_alpha': 0.11629877654422321, 'reg_lambda': 2.8293541107401246}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:03,514] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.20557341005552765, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8348037070088127, 'colsample_bytree': 0.6454944565012525, 'gamma': 1.122141549131186, 'reg_alpha': 0.113411017550026, 'reg_lambda': 2.886284920819488}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:03,715] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.2809636116244624, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8218212185951517, 'colsample_bytree': 0.6482398415446528, 'gamma': 1.221164285845801, 'reg_alpha': 0.137598919131217, 'reg_lambda': 0.788474992870823}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,033] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.26456792946415936, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8467050218444975, 'colsample_bytree': 0.6368310942007153, 'gamma': 1.011808698900242, 'reg_alpha': 0.08616937554641284, 'reg_lambda': 1.2199779966205038}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,287] Trial 194 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.2309571334203296, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8303842769885478, 'colsample_bytree': 0.660421399550136, 'gamma': 1.3816307729161172, 'reg_alpha': 0.058245616596857, 'reg_lambda': 2.239827980061385}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,481] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.1885702052615132, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8134585935515879, 'colsample_bytree': 0.6754505612203757, 'gamma': 1.5247608936243964, 'reg_alpha': 0.11415314110204178, 'reg_lambda': 2.2048378812671143}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,703] Trial 196 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.22123872697968072, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8313585415628768, 'colsample_bytree': 0.6657226617945399, 'gamma': 1.4239605237891904, 'reg_alpha': 0.04841238935434686, 'reg_lambda': 2.14409301501377}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:04,985] Trial 197 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 234, 'learning_rate': 0.22747999011649322, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.831630750787236, 'colsample_bytree': 0.6642683269898911, 'gamma': 1.4207733322618563, 'reg_alpha': 0.04713955982357064, 'reg_lambda': 1.9215879203073813}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:05,182] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.22489140028398458, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8300346383548778, 'colsample_bytree': 0.6632110086806124, 'gamma': 1.4023687323310292, 'reg_alpha': 0.05220024203269106, 'reg_lambda': 1.893817566722092}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:05,418] Trial 199 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 236, 'learning_rate': 0.2094724537364833, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.820952810188917, 'colsample_bytree': 0.6683897044273229, 'gamma': 1.6144685754653096, 'reg_alpha': 0.07293343847900875, 'reg_lambda': 2.657090035233554}. Best is trial 112 with value: 0.8035714285714286.
[I 2025-11-03 19:43:05,422] A new study created in memory with name: no-name-fadb7ca2-8241-4969-858d-9c5673bc12b0
[I 2025-11-03 19:43:05,619] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.04817379927457345, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9048358386648192, 'colsample_bytree': 0.6568310444835364, 'gamma': 1.639175998641937, 'reg_alpha': 0.17661765199615376, 'reg_lambda': 2.111697865620152}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:43:05,959] Trial 1 finished with value: 0.6101190476190477 and parameters: {'n_estimators': 124, 'learning_rate': 0.2173445491730934, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.792512255588812, 'colsample_bytree': 0.7947891479030513, 'gamma': 2.7994726569900537, 'reg_alpha': 0.7403943996600041, 'reg_lambda': 2.9520168663794806}. Best is trial 1 with value: 0.6101190476190477.
[I 2025-11-03 19:43:06,024] Trial 2 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 27, 'learning_rate': 0.013845435618165284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7872842620202158, 'colsample_bytree': 0.8920370632811864, 'gamma': 0.27991706781005987, 'reg_alpha': 0.4858025135084023, 'reg_lambda': 2.445907743144146}. Best is trial 2 with value: 0.7172619047619048.
[I 2025-11-03 19:43:06,204] Trial 3 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.05030207932897641, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7996642692974708, 'colsample_bytree': 0.7260780950591497, 'gamma': 1.0340502263414457, 'reg_alpha': 0.6626468121275391, 'reg_lambda': 1.8322767616228903}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:06,365] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.12449207786794583, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7176689901126238, 'colsample_bytree': 0.6292285331383114, 'gamma': 2.3156821360403725, 'reg_alpha': 0.0988223404465377, 'reg_lambda': 0.953495090382753}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:06,658] Trial 5 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 182, 'learning_rate': 0.09492239780217493, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8291299098942324, 'colsample_bytree': 0.9481275160212401, 'gamma': 3.9742294570607513, 'reg_alpha': 0.9030987374881774, 'reg_lambda': 1.5349721954759317}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:06,833] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.02297407017751961, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7125268400048257, 'colsample_bytree': 0.6766142722921897, 'gamma': 2.4946315458280983, 'reg_alpha': 0.9794175483892813, 'reg_lambda': 1.7747386879159959}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,016] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 126, 'learning_rate': 0.29487815409533014, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.914133215382608, 'colsample_bytree': 0.925519740329089, 'gamma': 3.387459640867198, 'reg_alpha': 0.34707210705652636, 'reg_lambda': 1.5939829261759124}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,187] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.06024866918128409, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7800511665927812, 'colsample_bytree': 0.9485418285949114, 'gamma': 3.9556335422765225, 'reg_alpha': 0.16936882517607177, 'reg_lambda': 2.2219562835046442}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,390] Trial 9 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.011303281236037008, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9358416372551247, 'colsample_bytree': 0.9720372747137194, 'gamma': 0.06865542077988118, 'reg_alpha': 0.6416662172436332, 'reg_lambda': 1.6169365767278414}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,605] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 242, 'learning_rate': 0.026430572278774288, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.619807666960244, 'colsample_bytree': 0.7531631089694937, 'gamma': 4.993469460159278, 'reg_alpha': 0.6674963369475704, 'reg_lambda': 0.5935640699806717}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:43:07,671] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.010637995733205383, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8335255208613742, 'colsample_bytree': 0.8473885562379438, 'gamma': 0.24329672214015097, 'reg_alpha': 0.4527459800998546, 'reg_lambda': 2.644052205143134}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:07,844] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.03254815030139852, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8628226402058228, 'colsample_bytree': 0.8609618365219203, 'gamma': 1.1254227629233606, 'reg_alpha': 0.41486126970553616, 'reg_lambda': 2.9870860808647413}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:07,980] Trial 13 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 54, 'learning_rate': 0.020407845372891538, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9825235682756082, 'colsample_bytree': 0.7353118751508252, 'gamma': 1.1085879814125066, 'reg_alpha': 0.5853519909244912, 'reg_lambda': 2.564213850891169}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,132] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.05102449175227477, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7168300356141516, 'colsample_bytree': 0.8335817865071273, 'gamma': 0.6976097926024424, 'reg_alpha': 0.8177098975359665, 'reg_lambda': 1.1635897785870712}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,254] Trial 15 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 69, 'learning_rate': 0.01570951334839278, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8621286952163685, 'colsample_bytree': 0.7244780136129546, 'gamma': 1.7123644865929308, 'reg_alpha': 0.3303881044632706, 'reg_lambda': 1.9970051902673793}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,594] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 81, 'learning_rate': 0.1052917618084769, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6348975968996071, 'colsample_bytree': 0.803775549469909, 'gamma': 0.7331686134538234, 'reg_alpha': 0.5300128859418647, 'reg_lambda': 2.6215722150490213}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,755] Trial 17 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.11563023811039704, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6120113386051795, 'colsample_bytree': 0.7936397250476275, 'gamma': 0.3518014419845254, 'reg_alpha': 0.5331548027067032, 'reg_lambda': 2.6381785733558667}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:08,833] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.15969087953607145, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6565265574846287, 'colsample_bytree': 0.8718128909932791, 'gamma': 1.8740318001249068, 'reg_alpha': 0.27978947017932854, 'reg_lambda': 2.763664621193338}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,144] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.07192880098154292, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6679882777865696, 'colsample_bytree': 0.789902042043566, 'gamma': 0.056313908749579866, 'reg_alpha': 0.4543574711658034, 'reg_lambda': 2.262765410318937}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,285] Trial 20 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 47, 'learning_rate': 0.03729083017130213, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.60194081272616, 'colsample_bytree': 0.8321613254301319, 'gamma': 0.4772924902890662, 'reg_alpha': 0.019030320899640907, 'reg_lambda': 2.389885649053424}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,408] Trial 21 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 24, 'learning_rate': 0.1168424561975466, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.65435744282404, 'colsample_bytree': 0.7710830389569258, 'gamma': 0.7345685330966915, 'reg_alpha': 0.5428561221714072, 'reg_lambda': 2.6649836656784895}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,555] Trial 22 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.08344189749741644, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.744923426018011, 'colsample_bytree': 0.8239047242349044, 'gamma': 1.3589008990476104, 'reg_alpha': 0.5435315071089604, 'reg_lambda': 2.7359399584335486}. Best is trial 11 with value: 0.7321428571428572.
[I 2025-11-03 19:43:09,679] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.16873749419531722, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6309420457710567, 'colsample_bytree': 0.8906468472758198, 'gamma': 0.6599746529387212, 'reg_alpha': 0.40280291933307677, 'reg_lambda': 2.5157392373338703}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:09,759] Trial 24 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.17401618369545632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6871839579205682, 'colsample_bytree': 0.9169338142966073, 'gamma': 0.44230077852863137, 'reg_alpha': 0.38551951011429764, 'reg_lambda': 2.4047879866434245}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:09,930] Trial 25 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.24028203796850725, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7457617481307156, 'colsample_bytree': 0.8672354324932704, 'gamma': 0.014937400266269663, 'reg_alpha': 0.29561507162107264, 'reg_lambda': 1.994369772025233}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,065] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.16091462141123014, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8550357928874482, 'colsample_bytree': 0.896336268975157, 'gamma': 2.136670776083894, 'reg_alpha': 0.22390914578391047, 'reg_lambda': 2.8517253339031727}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,203] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.14942805479069235, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.600539405389613, 'colsample_bytree': 0.695676568176631, 'gamma': 1.281438362369293, 'reg_alpha': 0.46098492956403664, 'reg_lambda': 2.5469585805331563}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,394] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.07276329323959765, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8276456017184775, 'colsample_bytree': 0.8565822928600888, 'gamma': 0.8177028068239862, 'reg_alpha': 0.7353606231831527, 'reg_lambda': 2.259395721757043}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,686] Trial 29 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 40, 'learning_rate': 0.21471417253777775, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7521553240370833, 'colsample_bytree': 0.9849101104180399, 'gamma': 1.5407249992642413, 'reg_alpha': 0.4025595806712576, 'reg_lambda': 2.0664359701982207}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,748] Trial 30 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.03897814721607013, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6818838212566876, 'colsample_bytree': 0.8153351242312957, 'gamma': 0.380182801475464, 'reg_alpha': 0.23971353707249388, 'reg_lambda': 1.2603145246279495}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:10,979] Trial 31 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 85, 'learning_rate': 0.09437935351395232, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6289676936098001, 'colsample_bytree': 0.7775573342320253, 'gamma': 0.7439127538053079, 'reg_alpha': 0.5676683913718554, 'reg_lambda': 2.5916693253551477}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,199] Trial 32 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 63, 'learning_rate': 0.11307450154624588, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6387265803467711, 'colsample_bytree': 0.8060428352941822, 'gamma': 0.5142207112921413, 'reg_alpha': 0.49206534710157224, 'reg_lambda': 2.7319926419482763}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,379] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.12793177508152379, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6323477242910777, 'colsample_bytree': 0.900243283480546, 'gamma': 0.9181665123173252, 'reg_alpha': 0.601457002089385, 'reg_lambda': 2.8215708629156855}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,524] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.1960387025133436, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6967414405944362, 'colsample_bytree': 0.8479827483328687, 'gamma': 2.9294495151535167, 'reg_alpha': 0.7297984302011202, 'reg_lambda': 2.4564631371841807}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,641] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 37, 'learning_rate': 0.28030850850906597, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6530338326706906, 'colsample_bytree': 0.798221215277314, 'gamma': 0.28665119559845775, 'reg_alpha': 0.5256913861830865, 'reg_lambda': 2.1911078084625197}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:11,897] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 58, 'learning_rate': 0.010137485554660083, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8920837004529555, 'colsample_bytree': 0.7584283070418812, 'gamma': 1.4271215594198479, 'reg_alpha': 0.4464967272783713, 'reg_lambda': 2.9019785147318427}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,095] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 208, 'learning_rate': 0.06335977520013791, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8287063908522807, 'colsample_bytree': 0.8761994249441671, 'gamma': 1.9969102424561638, 'reg_alpha': 0.3578220687719533, 'reg_lambda': 2.3898767264580623}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,257] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.09751230183968981, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7654740213608237, 'colsample_bytree': 0.7096082484234785, 'gamma': 1.0662552262767757, 'reg_alpha': 0.6748692726160042, 'reg_lambda': 1.9052510524107347}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,320] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.13094610419577413, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8115516507206917, 'colsample_bytree': 0.654675853385428, 'gamma': 0.2345817390799549, 'reg_alpha': 0.8287264566167702, 'reg_lambda': 2.633992653516541}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,569] Trial 40 finished with value: 0.726190476190476 and parameters: {'n_estimators': 76, 'learning_rate': 0.1034218663508266, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6181715996779776, 'colsample_bytree': 0.9431866954911942, 'gamma': 2.88070251618972, 'reg_alpha': 0.6235494059714969, 'reg_lambda': 2.4900312636100326}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,720] Trial 41 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 78, 'learning_rate': 0.10159582578823971, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6100953580960529, 'colsample_bytree': 0.9418865147222202, 'gamma': 2.79782095925758, 'reg_alpha': 0.61948928542541, 'reg_lambda': 2.9993160976763216}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:12,883] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.07978283411490934, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6310409969665121, 'colsample_bytree': 0.9141197473448827, 'gamma': 3.389239022543053, 'reg_alpha': 0.48298982122660233, 'reg_lambda': 2.492650508743021}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,097] Trial 43 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 121, 'learning_rate': 0.08469315544772746, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6426764843033965, 'colsample_bytree': 0.9138907332117047, 'gamma': 3.9639435260162705, 'reg_alpha': 0.498155287744907, 'reg_lambda': 2.700060707337497}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,282] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.13749877596987445, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6715929551299092, 'colsample_bytree': 0.8891898159118489, 'gamma': 3.4788101911481166, 'reg_alpha': 0.4203631550519935, 'reg_lambda': 2.1468948765407654}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,472] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 111, 'learning_rate': 0.04545816626631491, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7020542188500343, 'colsample_bytree': 0.964369883467567, 'gamma': 4.334629225461143, 'reg_alpha': 0.520460783454643, 'reg_lambda': 2.3704570116599393}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,723] Trial 46 finished with value: 0.675595238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.013779344128378923, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.616615085878211, 'colsample_bytree': 0.8440112628009806, 'gamma': 4.318891600075166, 'reg_alpha': 0.37977080531550866, 'reg_lambda': 2.3130770744072753}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,801] Trial 47 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 39, 'learning_rate': 0.18586822059536814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7307078534002207, 'colsample_bytree': 0.8834552154545654, 'gamma': 3.296558391766343, 'reg_alpha': 0.30725218926395814, 'reg_lambda': 2.530568133313788}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:13,923] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.06192102764691867, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7954612194885287, 'colsample_bytree': 0.7883171549060662, 'gamma': 0.6183878613983568, 'reg_alpha': 0.4690815113905118, 'reg_lambda': 2.8688202378661845}. Best is trial 23 with value: 0.7380952380952381.
[I 2025-11-03 19:43:14,185] Trial 49 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.07807510872115551, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8933820159568445, 'colsample_bytree': 0.8115085225107223, 'gamma': 2.4723917632367898, 'reg_alpha': 0.6976508724065325, 'reg_lambda': 0.557814957933161}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:14,367] Trial 50 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 196, 'learning_rate': 0.07549618536725093, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9474050156924282, 'colsample_bytree': 0.7458171987965447, 'gamma': 2.4941741502748305, 'reg_alpha': 0.9994447315589678, 'reg_lambda': 1.4535421927886847}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:14,643] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.08776745311866428, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8503896992863762, 'colsample_bytree': 0.8165406251620427, 'gamma': 3.6880525298227123, 'reg_alpha': 0.6896499419427785, 'reg_lambda': 0.6490327806538123}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:14,900] Trial 52 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.0549963069969849, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8906064627295776, 'colsample_bytree': 0.8196213138614441, 'gamma': 3.585602697146649, 'reg_alpha': 0.836923167031965, 'reg_lambda': 0.5150102930304139}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,079] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.0837066035460513, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8818899207220471, 'colsample_bytree': 0.8407810373174925, 'gamma': 3.714461038384366, 'reg_alpha': 0.7708040559782765, 'reg_lambda': 0.6939891958086538}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,271] Trial 54 finished with value: 0.738095238095238 and parameters: {'n_estimators': 165, 'learning_rate': 0.02571873204860442, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9259735420777655, 'colsample_bytree': 0.7671731109311912, 'gamma': 3.092409976181666, 'reg_alpha': 0.6719091788691074, 'reg_lambda': 0.7812515575955251}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,488] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.019129429779286555, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.931154586107636, 'colsample_bytree': 0.7769046230226555, 'gamma': 3.221513715581944, 'reg_alpha': 0.6931929981210816, 'reg_lambda': 0.7965813105372279}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,749] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.028117584155569145, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9132113255959868, 'colsample_bytree': 0.8572678387484602, 'gamma': 3.0345732121603253, 'reg_alpha': 0.7852298551427743, 'reg_lambda': 0.8338930677063174}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:15,942] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.014313399596355428, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8486539106810019, 'colsample_bytree': 0.9299880950825066, 'gamma': 4.268133858590694, 'reg_alpha': 0.8962393593043791, 'reg_lambda': 1.0741010046597266}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,123] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.04199184300869379, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9902305733921993, 'colsample_bytree': 0.9106185208701325, 'gamma': 4.63878487254516, 'reg_alpha': 0.6940936076694827, 'reg_lambda': 0.6448818217253638}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,337] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.030432651584474328, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9637777152905304, 'colsample_bytree': 0.82624058085968, 'gamma': 3.7505689174164276, 'reg_alpha': 0.5845698822039025, 'reg_lambda': 0.8795577962201295}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,515] Trial 60 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 151, 'learning_rate': 0.024141704992441438, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8694328315320655, 'colsample_bytree': 0.9996497783260798, 'gamma': 3.1186840706521743, 'reg_alpha': 0.8746149533001242, 'reg_lambda': 0.9827341835804527}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:16,735] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.017908640608957794, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8441998242204434, 'colsample_bytree': 0.6055853654831536, 'gamma': 2.6792718026024565, 'reg_alpha': 0.6384518206263948, 'reg_lambda': 0.7469019431753716}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,021] Trial 62 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 201, 'learning_rate': 0.071316774825839, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.926968588915563, 'colsample_bytree': 0.766237344776394, 'gamma': 2.2786817722811525, 'reg_alpha': 0.5698106434985504, 'reg_lambda': 0.5255980927300029}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,140] Trial 63 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.054081774739579425, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9075684332187247, 'colsample_bytree': 0.8081890486000336, 'gamma': 3.4255987822003506, 'reg_alpha': 0.438884972543849, 'reg_lambda': 0.5988016071129301}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,317] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 182, 'learning_rate': 0.11504374471356037, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.812425258381784, 'colsample_bytree': 0.7876061890340105, 'gamma': 2.644399089614197, 'reg_alpha': 0.7778506153636737, 'reg_lambda': 1.6317107047484423}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,531] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.09058664569926217, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8698470778897744, 'colsample_bytree': 0.8644758410773741, 'gamma': 0.2169941743240054, 'reg_alpha': 0.6611670520895181, 'reg_lambda': 1.336107811468556}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:17,863] Trial 66 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 230, 'learning_rate': 0.06654518297927371, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8724326383997296, 'colsample_bytree': 0.8759999857464024, 'gamma': 4.1395759766732745, 'reg_alpha': 0.7099293135492114, 'reg_lambda': 1.1896456649538554}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,082] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.08858873520848345, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.842461681412715, 'colsample_bytree': 0.8637888384294177, 'gamma': 0.21371115470991287, 'reg_alpha': 0.6385536373762036, 'reg_lambda': 0.9567510846447023}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,307] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.08929712236207363, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8904532061912215, 'colsample_bytree': 0.857690249938808, 'gamma': 0.18035044637506595, 'reg_alpha': 0.6704652371503573, 'reg_lambda': 1.344822689448486}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,621] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.09039738276880863, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8979479219747415, 'colsample_bytree': 0.8997258067880721, 'gamma': 0.10212017986919092, 'reg_alpha': 0.6410561838224987, 'reg_lambda': 1.37547426968046}. Best is trial 49 with value: 0.7440476190476191.
[I 2025-11-03 19:43:18,855] Trial 70 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.07863210663369474, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8409205863189434, 'colsample_bytree': 0.8651244540963497, 'gamma': 0.19903332260332687, 'reg_alpha': 0.7550993761279114, 'reg_lambda': 0.9269751690167604}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,075] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.07680304340525823, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8789735690423532, 'colsample_bytree': 0.8580829411015825, 'gamma': 0.5543094993780988, 'reg_alpha': 0.746836413994923, 'reg_lambda': 0.9574228018892155}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,440] Trial 72 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.08039002172602142, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8394857865949497, 'colsample_bytree': 0.8676898178672198, 'gamma': 0.16872040439453873, 'reg_alpha': 0.7167080757579221, 'reg_lambda': 1.1215047020369664}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,665] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.08022393316484702, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8149062323866477, 'colsample_bytree': 0.8842835936649055, 'gamma': 0.36930120136273725, 'reg_alpha': 0.7983857145533526, 'reg_lambda': 0.8898250141735861}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:19,893] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.07960486759002192, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8184718176121666, 'colsample_bytree': 0.9257886347423777, 'gamma': 0.40681591362343505, 'reg_alpha': 0.7556004148144913, 'reg_lambda': 1.063519021056886}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,117] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.05750106627453996, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7835381374287537, 'colsample_bytree': 0.9280690400916849, 'gamma': 0.8885070914448882, 'reg_alpha': 0.9522764120919031, 'reg_lambda': 1.0288978591976217}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,401] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.06623250820861479, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8162990563148143, 'colsample_bytree': 0.8810636765443549, 'gamma': 0.43858496498081606, 'reg_alpha': 0.7969369511272598, 'reg_lambda': 1.1624959621787903}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,646] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.04807880656379277, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8415547706278671, 'colsample_bytree': 0.8332939246517332, 'gamma': 0.34147377855348426, 'reg_alpha': 0.7532311864172648, 'reg_lambda': 0.9112731120851769}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:20,879] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.06954387249666183, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8580784557422452, 'colsample_bytree': 0.890731984114113, 'gamma': 0.04622377763956953, 'reg_alpha': 0.8488195257159918, 'reg_lambda': 1.085161557376394}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,202] Trial 79 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 240, 'learning_rate': 0.06932343325485985, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8554930645104802, 'colsample_bytree': 0.9036734520744939, 'gamma': 0.09274133942523943, 'reg_alpha': 0.8176183758465143, 'reg_lambda': 1.1318703073795953}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,421] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.07075611975746654, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8577530994049235, 'colsample_bytree': 0.9052418976309535, 'gamma': 0.074522574695233, 'reg_alpha': 0.86402179072113, 'reg_lambda': 1.0794867955405485}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,761] Trial 81 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.10690600732604096, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8346288512687093, 'colsample_bytree': 0.8905409178962388, 'gamma': 0.05460053071400592, 'reg_alpha': 0.8125948725387523, 'reg_lambda': 0.7072972402536888}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:21,991] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 214, 'learning_rate': 0.10278301968680564, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8297329628844835, 'colsample_bytree': 0.9589189480022131, 'gamma': 0.009489046786890915, 'reg_alpha': 0.9404748900755812, 'reg_lambda': 0.7047976320696978}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:22,308] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.10674206386385501, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8293641890823547, 'colsample_bytree': 0.9598205668891718, 'gamma': 0.0245501971382785, 'reg_alpha': 0.942236944484063, 'reg_lambda': 0.7370586446637057}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:22,530] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.1411333738266805, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8548926342706908, 'colsample_bytree': 0.9237353413433032, 'gamma': 0.14108130159160207, 'reg_alpha': 0.9155792580676785, 'reg_lambda': 0.6602895866584764}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:22,724] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.12137646863850245, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.800093320329854, 'colsample_bytree': 0.8902716312709417, 'gamma': 0.5389952661351309, 'reg_alpha': 0.8539591444722987, 'reg_lambda': 0.5960912154633187}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,029] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.10027818682472511, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8031768049992191, 'colsample_bytree': 0.9508554543028527, 'gamma': 0.2660160574660556, 'reg_alpha': 0.8142232581484243, 'reg_lambda': 1.2342097016976037}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,250] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.059233102154724784, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8226468420609985, 'colsample_bytree': 0.9363119820408449, 'gamma': 0.009651130250995163, 'reg_alpha': 0.7214418100766076, 'reg_lambda': 1.116889100799201}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,448] Trial 88 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 243, 'learning_rate': 0.06761797591055228, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8312585494093461, 'colsample_bytree': 0.901811100870466, 'gamma': 1.733795808396604, 'reg_alpha': 0.9164924604129085, 'reg_lambda': 1.0103162409547932}. Best is trial 70 with value: 0.7678571428571428.
[I 2025-11-03 19:43:23,668] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 210, 'learning_rate': 0.10943033745020748, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8631750485192956, 'colsample_bytree': 0.9814318642974467, 'gamma': 0.4440709409515744, 'reg_alpha': 0.8823143660914189, 'reg_lambda': 0.832278731662173}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:23,888] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.10569487435197031, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7701877476625619, 'colsample_bytree': 0.9778387445156986, 'gamma': 0.6362322365733297, 'reg_alpha': 0.8888460393820806, 'reg_lambda': 0.8272431310206053}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,114] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.0767291405432451, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.863066202704919, 'colsample_bytree': 0.9535467225477565, 'gamma': 0.4590649007380991, 'reg_alpha': 0.8420891349082309, 'reg_lambda': 0.7250513921601861}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,334] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.07705252737659767, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8664276053441075, 'colsample_bytree': 0.9908045372953368, 'gamma': 0.4113293825652259, 'reg_alpha': 0.8460359698074338, 'reg_lambda': 0.7250807459463815}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,750] Trial 93 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.06238706283963044, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8640096632354445, 'colsample_bytree': 0.985903324344893, 'gamma': 0.4301745307595045, 'reg_alpha': 0.8443212900307286, 'reg_lambda': 0.7004307722639861}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:24,973] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.0953049693436168, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.862384070047458, 'colsample_bytree': 0.9686520121529287, 'gamma': 0.7982843148687726, 'reg_alpha': 0.9435103778816045, 'reg_lambda': 0.8741877114033773}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:25,193] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.06248402570288504, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8374186786907883, 'colsample_bytree': 0.9621352831683918, 'gamma': 0.985970265992767, 'reg_alpha': 0.8088110856934603, 'reg_lambda': 1.0767312922772834}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:25,659] Trial 96 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.05366277702391681, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8786661782704824, 'colsample_bytree': 0.9520304606991126, 'gamma': 0.49369356645808865, 'reg_alpha': 0.8837627365446301, 'reg_lambda': 0.7988002011738737}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:25,889] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.04649710340238939, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8809173073877957, 'colsample_bytree': 0.9779847858758708, 'gamma': 0.31409030708323604, 'reg_alpha': 0.9770213776863925, 'reg_lambda': 0.925959922703301}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,120] Trial 98 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.05473005829180778, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8219182894390922, 'colsample_bytree': 0.9402852675132336, 'gamma': 0.11724217881636337, 'reg_alpha': 0.7657863956988089, 'reg_lambda': 0.808182889530596}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,326] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.05249850199634039, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8221941271285914, 'colsample_bytree': 0.9394100025816499, 'gamma': 0.15384602324030758, 'reg_alpha': 0.7548142233664621, 'reg_lambda': 0.8364845586318833}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,629] Trial 100 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.04162492982443614, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8508658144258702, 'colsample_bytree': 0.9236315960358241, 'gamma': 1.1751367223543576, 'reg_alpha': 0.8779918421316477, 'reg_lambda': 1.288576562534554}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:26,837] Trial 101 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 214, 'learning_rate': 0.050095179159932425, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8394072575306257, 'colsample_bytree': 0.974942453814899, 'gamma': 0.6551817129475251, 'reg_alpha': 0.9025728741327758, 'reg_lambda': 0.7741035846516997}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,063] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 226, 'learning_rate': 0.05547151208325666, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8035641076207504, 'colsample_bytree': 0.9878378630613441, 'gamma': 0.12933491268844108, 'reg_alpha': 0.8275129960897504, 'reg_lambda': 1.0250857680896854}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,469] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.03484418220194786, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7914350382099785, 'colsample_bytree': 0.9505438632001298, 'gamma': 0.00713771272237438, 'reg_alpha': 0.7764974108159834, 'reg_lambda': 0.6809290521723542}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,686] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.05967937919377351, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.874536642761037, 'colsample_bytree': 0.9961844816443959, 'gamma': 0.2897000218579948, 'reg_alpha': 0.9175367230692022, 'reg_lambda': 1.1462666140424318}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:27,923] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 221, 'learning_rate': 0.06977176714328771, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8226232896275436, 'colsample_bytree': 0.9358709637772404, 'gamma': 0.5263577784896915, 'reg_alpha': 0.864286017348723, 'reg_lambda': 0.8410369133315948}. Best is trial 89 with value: 0.7678571428571429.
[I 2025-11-03 19:43:28,135] Trial 106 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 201, 'learning_rate': 0.06322571302989612, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.850047919278907, 'colsample_bytree': 0.9180368398126769, 'gamma': 0.3431025768305507, 'reg_alpha': 0.8275709721418838, 'reg_lambda': 0.6293342856764108}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:28,454] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.04399783775239203, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8561583476183535, 'colsample_bytree': 0.9187474671326421, 'gamma': 0.7187772312902442, 'reg_alpha': 0.8225605780792947, 'reg_lambda': 0.6314102772127101}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:28,651] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.043262050015544916, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8448805016912966, 'colsample_bytree': 0.9163627792309523, 'gamma': 0.7237181850329404, 'reg_alpha': 0.8220845520799167, 'reg_lambda': 0.5666621815679711}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:28,878] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.03776458888576606, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8345524176293622, 'colsample_bytree': 0.9085198699127078, 'gamma': 0.5742418532763671, 'reg_alpha': 0.7635779151613854, 'reg_lambda': 0.6108006991081241}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,164] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.04981548459426727, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8839008533973158, 'colsample_bytree': 0.9207130835536456, 'gamma': 0.8729140802240605, 'reg_alpha': 0.7185614164240498, 'reg_lambda': 0.782107366455148}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,394] Trial 111 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.06283507316093975, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8573942647251294, 'colsample_bytree': 0.8980186836679793, 'gamma': 0.4196875458788135, 'reg_alpha': 0.7917173487304756, 'reg_lambda': 1.2069553964764752}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,609] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.05696069901914143, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8495688225872227, 'colsample_bytree': 0.9284557513321854, 'gamma': 0.24504791766103545, 'reg_alpha': 0.7329078013499681, 'reg_lambda': 0.9265787747306741}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:29,937] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.057227985957221686, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8076182792592923, 'colsample_bytree': 0.930410524453906, 'gamma': 0.2513287505602284, 'reg_alpha': 0.7399923940726204, 'reg_lambda': 0.9713707112249945}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,145] Trial 114 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 186, 'learning_rate': 0.05234122197475434, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8513293248636526, 'colsample_bytree': 0.9442905141008581, 'gamma': 0.32898782040579283, 'reg_alpha': 0.8172770214979357, 'reg_lambda': 0.6230689208745632}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,385] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.053102613759930806, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8497917744276506, 'colsample_bytree': 0.9418921367141042, 'gamma': 0.3260379855839882, 'reg_alpha': 0.8058844836300072, 'reg_lambda': 0.5008156541181707}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,594] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.04359243213658148, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9015353044280058, 'colsample_bytree': 0.9816663264653015, 'gamma': 0.17199993341105002, 'reg_alpha': 0.8767282486285344, 'reg_lambda': 0.5347771028085346}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:30,833] Trial 117 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 197, 'learning_rate': 0.039367031111778826, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8729512281390425, 'colsample_bytree': 0.9691284908369199, 'gamma': 0.485593715228299, 'reg_alpha': 0.7950520374436745, 'reg_lambda': 0.7950835364460496}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,142] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.0655288109251393, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8373225375583396, 'colsample_bytree': 0.9550466278017548, 'gamma': 0.7674758162004125, 'reg_alpha': 0.8378817640451508, 'reg_lambda': 0.6689555444655391}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,350] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.046487441037592205, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8866884316501921, 'colsample_bytree': 0.9454704568005361, 'gamma': 0.6090725489368769, 'reg_alpha': 0.7759043868502745, 'reg_lambda': 0.5691546240357891}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,566] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.05489188791580903, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8473169118302425, 'colsample_bytree': 0.9140860824943081, 'gamma': 0.22779438086759243, 'reg_alpha': 0.01800882357044109, 'reg_lambda': 0.9116620845163734}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:31,853] Trial 121 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 185, 'learning_rate': 0.05109605010300279, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8521681636799052, 'colsample_bytree': 0.9343771741915785, 'gamma': 0.3427088695223556, 'reg_alpha': 0.8138757396307166, 'reg_lambda': 0.5064237758253693}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,075] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.0590792341761604, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8641196246800761, 'colsample_bytree': 0.9433811286359443, 'gamma': 0.3096372309910054, 'reg_alpha': 0.7342648978101787, 'reg_lambda': 0.6566975067000248}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,324] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.05160106853714442, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8502198558872417, 'colsample_bytree': 0.8715379213723398, 'gamma': 0.12192852773775176, 'reg_alpha': 0.8227798475240499, 'reg_lambda': 0.603329159228685}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,630] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.06296721285765616, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8742035647194929, 'colsample_bytree': 0.9077212900299384, 'gamma': 0.4880999722483434, 'reg_alpha': 0.8053619848276669, 'reg_lambda': 0.7499733897583136}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:32,890] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.047818289477595186, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.836696873905911, 'colsample_bytree': 0.9458908226076743, 'gamma': 0.35770847596350785, 'reg_alpha': 0.8873905946201726, 'reg_lambda': 0.8531090772761978}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,100] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.03465218297205147, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8617081875508726, 'colsample_bytree': 0.9700857100066158, 'gamma': 0.20482264278495538, 'reg_alpha': 0.11716340317153756, 'reg_lambda': 0.7053802245084726}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,400] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.07201026834058824, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8443545750447741, 'colsample_bytree': 0.8948476424254554, 'gamma': 0.1185105406231932, 'reg_alpha': 0.8596219741858374, 'reg_lambda': 0.5078059244987134}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,647] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.05752652471309608, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8261665040942777, 'colsample_bytree': 0.9186627573510154, 'gamma': 0.6206735292757598, 'reg_alpha': 0.7798971586168968, 'reg_lambda': 0.6509688220014986}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:33,835] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.08292402866386359, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8289855834573081, 'colsample_bytree': 0.9206452520014959, 'gamma': 0.9781663667833645, 'reg_alpha': 0.7732066648241571, 'reg_lambda': 0.8133516813033992}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:34,183] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.05611282483251233, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8200746661181838, 'colsample_bytree': 0.877870486297914, 'gamma': 0.6963904507358469, 'reg_alpha': 0.721207817975202, 'reg_lambda': 1.736639555094606}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:34,409] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.060789038774100045, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8551757925764925, 'colsample_bytree': 0.9301863606990463, 'gamma': 0.5641706017582568, 'reg_alpha': 0.7876810530276624, 'reg_lambda': 0.6272304217403917}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:34,617] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.05210575314662429, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8462528997071744, 'colsample_bytree': 0.9043666883907652, 'gamma': 0.39080847848784134, 'reg_alpha': 0.8301968456647779, 'reg_lambda': 0.6438525808792139}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,023] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.06601210226342294, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8685403417148557, 'colsample_bytree': 0.9039270797038899, 'gamma': 0.43334811748204616, 'reg_alpha': 0.8416992287824894, 'reg_lambda': 0.6856448212966664}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,250] Trial 134 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.04078968363708171, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8342243548889576, 'colsample_bytree': 0.915420129339205, 'gamma': 0.2251719003145849, 'reg_alpha': 0.868236193585603, 'reg_lambda': 0.7471374899318336}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,496] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.039822719518483186, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8090025450342767, 'colsample_bytree': 0.9146562166083976, 'gamma': 0.25063381897977616, 'reg_alpha': 0.8641328859118322, 'reg_lambda': 0.7376241994225349}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:35,925] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.04446388444115544, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8287700658047317, 'colsample_bytree': 0.8864287669584346, 'gamma': 0.09670314186697326, 'reg_alpha': 0.9045423820769659, 'reg_lambda': 0.8924280910792247}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,138] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.11142256847280427, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8390704560213142, 'colsample_bytree': 0.9231511064831243, 'gamma': 0.18611042663842267, 'reg_alpha': 0.757999828797013, 'reg_lambda': 0.7993393106415279}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,340] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.07444983484802697, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8780930212731387, 'colsample_bytree': 0.9628437831502352, 'gamma': 0.5146380846384353, 'reg_alpha': 0.7080660015018985, 'reg_lambda': 0.5607041671846632}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,555] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.036279512670681004, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.825449738054374, 'colsample_bytree': 0.8498399218433867, 'gamma': 0.6651932032730209, 'reg_alpha': 0.8030471371337835, 'reg_lambda': 0.949656001295535}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:36,839] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.04728401750428766, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8603137502222618, 'colsample_bytree': 0.9349652212871128, 'gamma': 0.27080525543104, 'reg_alpha': 0.7386897115144764, 'reg_lambda': 0.7335601734769494}. Best is trial 106 with value: 0.7738095238095238.
[I 2025-11-03 19:43:37,049] Trial 141 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 219, 'learning_rate': 0.05346755953742773, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8441112024010419, 'colsample_bytree': 0.8942930885088913, 'gamma': 0.3977425561564807, 'reg_alpha': 0.8348683592386286, 'reg_lambda': 0.7660901671211464}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:37,280] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.058102893680993806, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8348972165380231, 'colsample_bytree': 0.8945348690676918, 'gamma': 0.003702488741317761, 'reg_alpha': 0.856404176826308, 'reg_lambda': 0.8699376096085347}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:37,606] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.12490344041971382, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8177495752224965, 'colsample_bytree': 0.8697402517579333, 'gamma': 0.43211215329759556, 'reg_alpha': 0.9272173726555331, 'reg_lambda': 0.7790801036455512}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:37,865] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.03182877615119089, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8677065903692108, 'colsample_bytree': 0.9108730657710726, 'gamma': 0.18864417995142857, 'reg_alpha': 0.8772753904831792, 'reg_lambda': 0.7035716905551692}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:38,223] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.06499170717414661, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8555645482370885, 'colsample_bytree': 0.9201585221697185, 'gamma': 0.3267984467453585, 'reg_alpha': 0.9617243421995363, 'reg_lambda': 0.9938171191378536}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:38,483] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.06621161101921903, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8554793827038966, 'colsample_bytree': 0.9901300273577253, 'gamma': 0.29157953699507194, 'reg_alpha': 0.9716345944384508, 'reg_lambda': 1.006528698683421}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:38,727] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.04206579659939413, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8420292997298834, 'colsample_bytree': 0.8846851043663486, 'gamma': 0.11413439022087304, 'reg_alpha': 0.970953291416901, 'reg_lambda': 0.9354328858736753}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,079] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.06306834555062578, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8935461296206558, 'colsample_bytree': 0.9294963586136288, 'gamma': 0.3740059677559855, 'reg_alpha': 0.8930158759782808, 'reg_lambda': 0.8379936437371285}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,292] Trial 149 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.08420858779313616, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8809159538469032, 'colsample_bytree': 0.9529042525208447, 'gamma': 0.5044146460777656, 'reg_alpha': 0.8314468198062904, 'reg_lambda': 1.1188880386026099}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,532] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.07189893590929144, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8642119540027928, 'colsample_bytree': 0.899779341154634, 'gamma': 0.0888637440865917, 'reg_alpha': 0.9988855870187121, 'reg_lambda': 0.9830822494701491}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,741] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.054925903039808766, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8330644597684933, 'colsample_bytree': 0.915642851862637, 'gamma': 0.6177374936694318, 'reg_alpha': 0.7926558853384731, 'reg_lambda': 0.7636290869933237}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:39,970] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 206, 'learning_rate': 0.04846868996325894, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8484937905600264, 'colsample_bytree': 0.9381237835622755, 'gamma': 0.8411548058199055, 'reg_alpha': 0.8031079669829647, 'reg_lambda': 0.773796397623784}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:40,186] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.05239754703800339, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8350138343485418, 'colsample_bytree': 0.9111607023933206, 'gamma': 0.26801422696996313, 'reg_alpha': 0.845941964911278, 'reg_lambda': 0.9044788998300443}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:40,420] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.05558834748218928, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8583230649278176, 'colsample_bytree': 0.9200360155020139, 'gamma': 0.4119549200956768, 'reg_alpha': 0.7552896973417084, 'reg_lambda': 0.8562609620827688}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:40,843] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.06114294352162726, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8499043672239271, 'colsample_bytree': 0.9269095265627014, 'gamma': 0.5962893694747123, 'reg_alpha': 0.9004408465983467, 'reg_lambda': 0.5833928805300426}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,102] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.045078952275171, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8424266458212084, 'colsample_bytree': 0.9076916455298715, 'gamma': 0.1891069391300113, 'reg_alpha': 0.7894037184730966, 'reg_lambda': 0.7118574221704732}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,328] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.054357341877067554, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8133336255891397, 'colsample_bytree': 0.895913417394398, 'gamma': 0.3267480664482436, 'reg_alpha': 0.8726885689508836, 'reg_lambda': 0.8094959374835277}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,526] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 194, 'learning_rate': 0.096486736066689, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8737584565727675, 'colsample_bytree': 0.9401422144134798, 'gamma': 0.4960431911790674, 'reg_alpha': 0.8222435739378188, 'reg_lambda': 1.043119560418707}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:41,994] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.06781105442104521, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8380563851948035, 'colsample_bytree': 0.8797194618383958, 'gamma': 0.7750169987602005, 'reg_alpha': 0.9552464554001608, 'reg_lambda': 0.7599401761001822}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,194] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 202, 'learning_rate': 0.14919340051070423, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8543405863076954, 'colsample_bytree': 0.8902685875297954, 'gamma': 0.09031567512509697, 'reg_alpha': 0.8513006696007795, 'reg_lambda': 0.933135495134966}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,402] Trial 161 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 212, 'learning_rate': 0.05966443427592356, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8320723723502748, 'colsample_bytree': 0.9175730889155675, 'gamma': 0.6619755210550828, 'reg_alpha': 0.7708484030243693, 'reg_lambda': 0.6620292879884173}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,708] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 216, 'learning_rate': 0.06037844248185329, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8339433629994651, 'colsample_bytree': 0.9165127132537296, 'gamma': 0.36104226419722046, 'reg_alpha': 0.7816995151712737, 'reg_lambda': 0.6638074201979829}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:42,989] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 214, 'learning_rate': 0.060285439109092225, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8321894932697949, 'colsample_bytree': 0.9017925697580257, 'gamma': 0.5379421625228531, 'reg_alpha': 0.7663346400236114, 'reg_lambda': 0.6836161764808268}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,184] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.06135314598022571, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8232074636496507, 'colsample_bytree': 0.9025708011019558, 'gamma': 0.5657097815266576, 'reg_alpha': 0.7678497685009047, 'reg_lambda': 0.6946372305567438}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,498] Trial 165 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 219, 'learning_rate': 0.07467703069301049, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8326996916784445, 'colsample_bytree': 0.9105646367127289, 'gamma': 0.21475763465097625, 'reg_alpha': 0.73815011272642, 'reg_lambda': 0.7579116267603739}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,716] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 216, 'learning_rate': 0.07114021019371404, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7969266318161576, 'colsample_bytree': 0.9141018017088741, 'gamma': 0.20535890026765224, 'reg_alpha': 0.7361753256004913, 'reg_lambda': 0.7434690494987849}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:43,938] Trial 167 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 208, 'learning_rate': 0.08012478039719466, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8282786319133842, 'colsample_bytree': 0.8931755618668553, 'gamma': 0.3469971220092588, 'reg_alpha': 0.7127905423033992, 'reg_lambda': 0.8430238258117949}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:44,278] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.07859793656050437, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.831952956730558, 'colsample_bytree': 0.8936339195444, 'gamma': 0.015373837322801509, 'reg_alpha': 0.6931442240810621, 'reg_lambda': 1.5480727825916505}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:44,491] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.08098608705604522, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.812007744017573, 'colsample_bytree': 0.8718441956702103, 'gamma': 0.14202316211783145, 'reg_alpha': 0.717612685551207, 'reg_lambda': 0.674135557029752}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:44,691] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.09035578033232092, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8197452764556601, 'colsample_bytree': 0.8879858643038928, 'gamma': 0.41292905656544476, 'reg_alpha': 0.6764081406444656, 'reg_lambda': 0.8622502480486239}. Best is trial 141 with value: 0.7857142857142857.
[I 2025-11-03 19:43:45,066] Trial 171 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 225, 'learning_rate': 0.06806846462163943, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8337299024691923, 'colsample_bytree': 0.9031655179824677, 'gamma': 0.2538766280305762, 'reg_alpha': 0.7580556416258697, 'reg_lambda': 0.8340769484204372}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:45,357] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.07498828440466132, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8317707146809187, 'colsample_bytree': 0.904354600160879, 'gamma': 0.24459058082384605, 'reg_alpha': 0.7421404424312771, 'reg_lambda': 0.8173674865019337}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:45,600] Trial 173 finished with value: 0.744047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.07029991191941164, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8258614320508196, 'colsample_bytree': 0.9029540569924995, 'gamma': 0.23515262627868938, 'reg_alpha': 0.7733041490951411, 'reg_lambda': 0.7600449887835681}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:45,823] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.08339991498021887, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8320018348552425, 'colsample_bytree': 0.9080121056418158, 'gamma': 0.38588593029220836, 'reg_alpha': 0.7509658495720106, 'reg_lambda': 0.812699408445255}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,062] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 228, 'learning_rate': 0.07513659616709396, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8083738354195984, 'colsample_bytree': 0.8837252414078876, 'gamma': 0.09105636675997356, 'reg_alpha': 0.7902809173821055, 'reg_lambda': 0.711621075344193}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,313] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.07461591799192643, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8424624795616157, 'colsample_bytree': 0.8935766480015044, 'gamma': 0.17606869670432984, 'reg_alpha': 0.7106112900719485, 'reg_lambda': 0.6298763820180794}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,535] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.0672981329932595, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8346481548464049, 'colsample_bytree': 0.8995282257338155, 'gamma': 0.3058668911291792, 'reg_alpha': 0.7567824330279533, 'reg_lambda': 0.8183216657873796}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,779] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.08697038191471305, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8170788033046601, 'colsample_bytree': 0.8765591675057888, 'gamma': 0.47138670870980276, 'reg_alpha': 0.7376693708548651, 'reg_lambda': 0.7439666905196378}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:46,993] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.09246578562811243, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8282945069699256, 'colsample_bytree': 0.9107571566704519, 'gamma': 0.6238997194196548, 'reg_alpha': 0.7776525658322297, 'reg_lambda': 0.8714279771512676}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,264] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.06524885059204699, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8415837703677411, 'colsample_bytree': 0.8643954849272242, 'gamma': 0.009229034281752702, 'reg_alpha': 0.8046018062748124, 'reg_lambda': 0.6677032487672233}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,472] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.059608240636526526, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.833229800393464, 'colsample_bytree': 0.9272929716669625, 'gamma': 0.24549887090287678, 'reg_alpha': 0.7275011271986325, 'reg_lambda': 0.7856227931216629}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,657] Trial 182 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.061155717151629194, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.8331407574096151, 'colsample_bytree': 0.9151433644370841, 'gamma': 0.2523825159710334, 'reg_alpha': 0.7014179385836731, 'reg_lambda': 0.7866893970019387}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:47,858] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.07502182748623455, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8224986980421323, 'colsample_bytree': 0.9029345144395019, 'gamma': 0.3628329648461841, 'reg_alpha': 0.7573601394764616, 'reg_lambda': 0.7096678858029186}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,132] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.07625599960735452, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.842409796085706, 'colsample_bytree': 0.8999857980095513, 'gamma': 0.36206672108932986, 'reg_alpha': 0.7258946889573862, 'reg_lambda': 0.6972283976730713}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,338] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.07796549731979745, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8395672433603504, 'colsample_bytree': 0.8997442017104066, 'gamma': 0.35990770908595987, 'reg_alpha': 0.6613244698094202, 'reg_lambda': 0.5850856277180743}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,540] Trial 186 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 215, 'learning_rate': 0.07372971765888116, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8259023135663225, 'colsample_bytree': 0.8890322772209079, 'gamma': 0.543440863672393, 'reg_alpha': 0.6816289905840675, 'reg_lambda': 0.6796105136545739}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:48,829] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 215, 'learning_rate': 0.072065407710906, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8247813562195782, 'colsample_bytree': 0.9059978971610362, 'gamma': 0.5720098263037128, 'reg_alpha': 0.6880277112453738, 'reg_lambda': 0.6288730448060849}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,056] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.071349082134596, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8052620813103567, 'colsample_bytree': 0.9058194635696245, 'gamma': 0.561083492815356, 'reg_alpha': 0.7378640671295515, 'reg_lambda': 0.6179243169385018}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,248] Trial 189 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 206, 'learning_rate': 0.0741636693918327, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8165810482571263, 'colsample_bytree': 0.897018581375836, 'gamma': 0.7303148346110766, 'reg_alpha': 0.6945070371410291, 'reg_lambda': 0.6593951426550353}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,445] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 199, 'learning_rate': 0.06917329083981007, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8249317269290041, 'colsample_bytree': 0.8869695707101245, 'gamma': 0.6696215094047135, 'reg_alpha': 0.6814076999508817, 'reg_lambda': 0.5633998991126195}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,764] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 200, 'learning_rate': 0.06756613482287031, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8246703529857327, 'colsample_bytree': 0.8852053515840919, 'gamma': 0.49693930124632024, 'reg_alpha': 0.6796332273843454, 'reg_lambda': 0.5673483345245408}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:49,968] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.06853008826176941, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.824334993201876, 'colsample_bytree': 0.8830504022239005, 'gamma': 0.5314162518037411, 'reg_alpha': 0.6569236480969142, 'reg_lambda': 0.5454246974807595}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,168] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.07506677084095525, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7878176650512541, 'colsample_bytree': 0.890664003647884, 'gamma': 0.7015597944480758, 'reg_alpha': 0.6192778145665903, 'reg_lambda': 0.5668402506779613}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,517] Trial 194 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.08129925127180497, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.811785560907229, 'colsample_bytree': 0.9039179480227285, 'gamma': 0.9189449154396885, 'reg_alpha': 0.6804492227928065, 'reg_lambda': 0.6096197047971883}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,716] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.06826093569318885, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8257630256103363, 'colsample_bytree': 0.8843591875016423, 'gamma': 0.6326247366198339, 'reg_alpha': 0.703575775672048, 'reg_lambda': 0.668198762759132}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:50,926] Trial 196 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 204, 'learning_rate': 0.05863632028451597, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8186748383961004, 'colsample_bytree': 0.8977998435325769, 'gamma': 0.46796124448002835, 'reg_alpha': 0.7257530027454688, 'reg_lambda': 0.5572104676862006}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,138] Trial 197 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 205, 'learning_rate': 0.05950661020699981, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.802595853482984, 'colsample_bytree': 0.9093876382042978, 'gamma': 0.43515356053566046, 'reg_alpha': 0.7472198971187052, 'reg_lambda': 0.707189548131778}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,432] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.0625765737565434, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8181121233823727, 'colsample_bytree': 0.8974444953374764, 'gamma': 0.6403350926142101, 'reg_alpha': 0.7227838987095898, 'reg_lambda': 0.6198674285174609}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,710] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.07341330892047931, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8437982316327148, 'colsample_bytree': 0.9229545547300252, 'gamma': 0.37312669576686924, 'reg_alpha': 0.7222522603465928, 'reg_lambda': 0.7587498578933648}. Best is trial 171 with value: 0.7976190476190477.
[I 2025-11-03 19:43:51,713] A new study created in memory with name: no-name-7c3eb613-ae8c-4489-965e-68a16bcca244
[I 2025-11-03 19:43:52,030] Trial 0 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 199, 'learning_rate': 0.05884779417086811, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9601220359762563, 'colsample_bytree': 0.6824823047790156, 'gamma': 4.4291764116249075, 'reg_alpha': 0.4911284122284586, 'reg_lambda': 2.250180684118024}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,336] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.14329251688584346, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6115996853000286, 'colsample_bytree': 0.8858939121167553, 'gamma': 2.5193691697085683, 'reg_alpha': 0.8619804360873865, 'reg_lambda': 0.9307738692140334}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,440] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.17161623002429408, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6709203621868044, 'colsample_bytree': 0.7132672460658329, 'gamma': 2.5296424577509895, 'reg_alpha': 0.2118838902054393, 'reg_lambda': 1.7682887824789122}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,652] Trial 3 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.0944631234635011, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9573021400393227, 'colsample_bytree': 0.9238379583309505, 'gamma': 2.883177198140311, 'reg_alpha': 0.6198909319766928, 'reg_lambda': 2.8587298291363354}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,813] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.010774114558575857, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8385614665306762, 'colsample_bytree': 0.897853591291999, 'gamma': 1.644592117291901, 'reg_alpha': 0.25224540225793823, 'reg_lambda': 2.966934879205259}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:52,957] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.21201769079008548, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.872491337049531, 'colsample_bytree': 0.9709498239182759, 'gamma': 2.3766719380418206, 'reg_alpha': 0.5323965291034988, 'reg_lambda': 2.5172761472040546}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:53,006] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.01715299463640669, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6247034988216217, 'colsample_bytree': 0.9131691247063106, 'gamma': 3.46069466962534, 'reg_alpha': 0.9286084068424946, 'reg_lambda': 1.418028729385343}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:53,308] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.035755586655270524, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.6862076854328049, 'colsample_bytree': 0.807701800270103, 'gamma': 0.8991884105267645, 'reg_alpha': 0.6306097147572652, 'reg_lambda': 2.984940417273003}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 19:43:53,561] Trial 8 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.15086914794422304, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8822700150129705, 'colsample_bytree': 0.8193378534815032, 'gamma': 0.7806735753183625, 'reg_alpha': 0.7852617966221325, 'reg_lambda': 1.4231768092308532}. Best is trial 8 with value: 0.7261904761904762.
[I 2025-11-03 19:43:53,675] Trial 9 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.1273345113238403, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.669147776593119, 'colsample_bytree': 0.9071397850879427, 'gamma': 1.7434327429434149, 'reg_alpha': 0.34878823903294187, 'reg_lambda': 0.900849619290054}. Best is trial 8 with value: 0.7261904761904762.
[I 2025-11-03 19:43:53,937] Trial 10 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 173, 'learning_rate': 0.29929077409665233, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7831317130846245, 'colsample_bytree': 0.6058621948644223, 'gamma': 0.02225627032302624, 'reg_alpha': 0.04593778987357622, 'reg_lambda': 0.505035169911131}. Best is trial 8 with value: 0.7261904761904762.
[I 2025-11-03 19:43:54,099] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.09819311350111758, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7604863142734771, 'colsample_bytree': 0.8388146186324179, 'gamma': 1.0633357799836134, 'reg_alpha': 0.7456780864262406, 'reg_lambda': 1.2258535446764378}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:43:54,254] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.057381316190834475, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7734817602946964, 'colsample_bytree': 0.8067777455547763, 'gamma': 0.5079082311818395, 'reg_alpha': 0.785152669992603, 'reg_lambda': 1.58471303929244}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:43:54,448] Trial 13 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.05129889015306818, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7545453980575907, 'colsample_bytree': 0.7462774015876963, 'gamma': 0.09064995379051499, 'reg_alpha': 0.7508495433243747, 'reg_lambda': 1.8001159500107766}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:54,617] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.033458090675842676, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7233932119044637, 'colsample_bytree': 0.7333899897586047, 'gamma': 1.4018094879828542, 'reg_alpha': 0.7132437355748688, 'reg_lambda': 2.006911452214868}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:54,805] Trial 15 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.08371419067319076, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.726320700040133, 'colsample_bytree': 0.7604431253108411, 'gamma': 0.19124409218692162, 'reg_alpha': 0.9835713243201085, 'reg_lambda': 1.0262812943565192}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,145] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.03422103112235145, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7237442250654023, 'colsample_bytree': 0.7558997526308121, 'gamma': 0.1146165054683056, 'reg_alpha': 0.9698941324194801, 'reg_lambda': 1.8849061748969729}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,317] Trial 17 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 127, 'learning_rate': 0.08367323160924817, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8280374329708844, 'colsample_bytree': 0.6316842280366626, 'gamma': 4.503333273049849, 'reg_alpha': 0.9970503906334621, 'reg_lambda': 0.9947854934013268}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,489] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.019677191161665896, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7328212637808285, 'colsample_bytree': 0.7697565717017816, 'gamma': 0.4555880601961063, 'reg_alpha': 0.8754107336572555, 'reg_lambda': 0.5981019001849084}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,769] Trial 19 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 190, 'learning_rate': 0.04908705895720204, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8149624910549786, 'colsample_bytree': 0.6663568750336475, 'gamma': 3.708244956733754, 'reg_alpha': 0.8550844415593128, 'reg_lambda': 2.245538560125395}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:55,930] Trial 20 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 115, 'learning_rate': 0.07248362929956746, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8890678694396135, 'colsample_bytree': 0.856445888256351, 'gamma': 1.9975760555547428, 'reg_alpha': 0.6563502991381912, 'reg_lambda': 1.3281609101442777}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,080] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.09771039280505842, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7530006016703914, 'colsample_bytree': 0.8427534251802025, 'gamma': 1.2682694287057075, 'reg_alpha': 0.7427387183826824, 'reg_lambda': 1.158833431351773}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,287] Trial 22 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 69, 'learning_rate': 0.0436940092064402, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7023905789634026, 'colsample_bytree': 0.7652887797818655, 'gamma': 1.0315102843352622, 'reg_alpha': 0.5016173436121294, 'reg_lambda': 1.1574043128107614}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,372] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.044751381826299085, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6914856154979527, 'colsample_bytree': 0.773253588690565, 'gamma': 0.44254168627612067, 'reg_alpha': 0.48035239726968254, 'reg_lambda': 0.7118431932779716}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,506] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 68, 'learning_rate': 0.02369313024517496, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6549646468352084, 'colsample_bytree': 0.7079939666564985, 'gamma': 0.13849998960324128, 'reg_alpha': 0.4047582630951846, 'reg_lambda': 1.10625495550163}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,812] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.06956963409238857, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7111159383418773, 'colsample_bytree': 0.7422553656964253, 'gamma': 0.7375084013927184, 'reg_alpha': 0.5675223698516267, 'reg_lambda': 1.5904600510455997}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:56,961] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 70, 'learning_rate': 0.02629046669812416, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6398869984451004, 'colsample_bytree': 0.7824814172368464, 'gamma': 0.4653125338791325, 'reg_alpha': 0.4274023389703863, 'reg_lambda': 0.791166080487355}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,124] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.03956399973769645, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8039897795396593, 'colsample_bytree': 0.6796830621318749, 'gamma': 1.1793030239264104, 'reg_alpha': 0.30057590425449965, 'reg_lambda': 1.5819827043698758}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,354] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 107, 'learning_rate': 0.056466744923570344, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7451283875462316, 'colsample_bytree': 0.7195871271869089, 'gamma': 0.14108466136635606, 'reg_alpha': 0.09179350783350976, 'reg_lambda': 1.9778493718717476}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,536] Trial 29 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 171, 'learning_rate': 0.06934012878160002, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9994151798949106, 'colsample_bytree': 0.6618122782047013, 'gamma': 4.865965010240468, 'reg_alpha': 0.9326022344159519, 'reg_lambda': 2.230540524317428}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,741] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.027917527569898154, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7004653522937028, 'colsample_bytree': 0.6974259440301405, 'gamma': 1.527970350211498, 'reg_alpha': 0.8374980061941794, 'reg_lambda': 2.4262524304272612}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:57,897] Trial 31 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.09170056789261805, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.760623339783078, 'colsample_bytree': 0.8507832451237334, 'gamma': 1.0439603118231615, 'reg_alpha': 0.7597549784598703, 'reg_lambda': 1.2500897268331035}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,147] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.11769139896672386, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6006997859787024, 'colsample_bytree': 0.7799403726185087, 'gamma': 0.7480650144833976, 'reg_alpha': 0.6591204554532285, 'reg_lambda': 1.1213501078737966}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,283] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.13254044207016497, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6003357678146235, 'colsample_bytree': 0.783445369680029, 'gamma': 0.6957394630436238, 'reg_alpha': 0.6860938960509996, 'reg_lambda': 1.0219866072763186}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,490] Trial 34 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.19120524302418157, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6365131334334415, 'colsample_bytree': 0.7490038687192878, 'gamma': 2.0124480114735226, 'reg_alpha': 0.5776545594142724, 'reg_lambda': 1.7160087993919753}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,645] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.049093396893985355, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.681395774578984, 'colsample_bytree': 0.729183386708424, 'gamma': 0.3272148578069113, 'reg_alpha': 0.43456184057948005, 'reg_lambda': 0.8954915224281611}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:58,718] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.11086823292059066, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7798907449358454, 'colsample_bytree': 0.8731908057766329, 'gamma': 0.7219626904663526, 'reg_alpha': 0.5087824347231391, 'reg_lambda': 0.7311868158026162}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,044] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 125, 'learning_rate': 0.07376906502863595, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.65923209738241, 'colsample_bytree': 0.7922913710071341, 'gamma': 3.1239052413368773, 'reg_alpha': 0.6004915237300891, 'reg_lambda': 1.428294818139218}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,232] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 146, 'learning_rate': 0.23470537220272897, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8464748872755634, 'colsample_bytree': 0.8225750866370162, 'gamma': 1.7953147670453156, 'reg_alpha': 0.673410359749227, 'reg_lambda': 1.0824099580269757}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,319] Trial 39 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 26, 'learning_rate': 0.01062116738206719, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6114077822303148, 'colsample_bytree': 0.9509220213162973, 'gamma': 0.9719603370255536, 'reg_alpha': 0.8097399147875629, 'reg_lambda': 1.746314409175062}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,468] Trial 40 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 95, 'learning_rate': 0.01474735618825348, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9275002524033055, 'colsample_bytree': 0.7552166304268788, 'gamma': 2.5610391023039005, 'reg_alpha': 0.8855401455985952, 'reg_lambda': 1.3586213588049036}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,681] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.10805796469542005, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7945764339668117, 'colsample_bytree': 0.8236547292299449, 'gamma': 0.291506070977439, 'reg_alpha': 0.7363356370628934, 'reg_lambda': 1.2150243435432369}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,816] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.1621290105802364, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.761742254903952, 'colsample_bytree': 0.8340489863496738, 'gamma': 1.1936228145572632, 'reg_alpha': 0.6239226732629909, 'reg_lambda': 0.868509832038264}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:43:59,934] Trial 43 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 47, 'learning_rate': 0.11948192313588478, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7403288458123989, 'colsample_bytree': 0.8030076647601316, 'gamma': 0.9784648959381664, 'reg_alpha': 0.5423538684485516, 'reg_lambda': 1.4652870019516797}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,177] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.08508513290799818, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6935005924561126, 'colsample_bytree': 0.9970019850533125, 'gamma': 0.6945551016433043, 'reg_alpha': 0.9149471354393345, 'reg_lambda': 1.2152038079067737}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,369] Trial 45 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.0645709398400677, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7157330503658803, 'colsample_bytree': 0.8673873944541912, 'gamma': 1.4147025848767274, 'reg_alpha': 0.19562105421627674, 'reg_lambda': 0.9804099458666905}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,532] Trial 46 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.1424318075063925, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7777564584636631, 'colsample_bytree': 0.7721975076442253, 'gamma': 0.6253281573112361, 'reg_alpha': 0.4773517358697743, 'reg_lambda': 1.5267254430716852}. Best is trial 13 with value: 0.7559523809523809.
[I 2025-11-03 19:44:00,929] Trial 47 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 136, 'learning_rate': 0.26366506732597406, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7937580723176345, 'colsample_bytree': 0.7619586294727316, 'gamma': 0.2517107668399611, 'reg_alpha': 0.48562225651440427, 'reg_lambda': 1.50082792313665}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,098] Trial 48 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.27308778880508605, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.864073351189766, 'colsample_bytree': 0.6978059613634179, 'gamma': 0.29204883487094024, 'reg_alpha': 0.3453045677189985, 'reg_lambda': 2.093842559685025}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,259] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.1875261205131098, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8147072036493167, 'colsample_bytree': 0.7560583724805829, 'gamma': 0.0978945013639787, 'reg_alpha': 0.5358284897492589, 'reg_lambda': 1.8739123182788404}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,341] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.039705758443662614, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6686248691070011, 'colsample_bytree': 0.725742118852319, 'gamma': 0.026241867153905724, 'reg_alpha': 0.39587653037437515, 'reg_lambda': 1.288600488465268}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,505] Trial 51 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 118, 'learning_rate': 0.1414776723729448, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7908537932681864, 'colsample_bytree': 0.7693136248907368, 'gamma': 0.5942820704733013, 'reg_alpha': 0.48073494409607015, 'reg_lambda': 1.5551171732475748}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,793] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.22528706113165992, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7917400818376455, 'colsample_bytree': 0.793434195622231, 'gamma': 0.862694922211813, 'reg_alpha': 0.3561446457592179, 'reg_lambda': 1.6577515716911808}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:01,966] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.16147423645447573, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8393104324286704, 'colsample_bytree': 0.7692614707541356, 'gamma': 0.3219491856807377, 'reg_alpha': 0.45300809760850064, 'reg_lambda': 1.831908566966588}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,196] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.08115710351335312, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7387890451623181, 'colsample_bytree': 0.7379045329451805, 'gamma': 0.5720167294499037, 'reg_alpha': 0.6430988543208412, 'reg_lambda': 1.372570386521452}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,455] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.06026207730938148, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.765250697208881, 'colsample_bytree': 0.8098434878934889, 'gamma': 0.2635436253450617, 'reg_alpha': 0.5159405975063602, 'reg_lambda': 1.1086479800676314}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,626] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.050344169200056604, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.812888528120778, 'colsample_bytree': 0.7618199427828324, 'gamma': 0.006951842520443452, 'reg_alpha': 0.2907432925224863, 'reg_lambda': 1.489290665724321}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:02,767] Trial 57 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.2783698804945, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7230360176531088, 'colsample_bytree': 0.7103491010000625, 'gamma': 0.5097614453715855, 'reg_alpha': 0.5723066711473895, 'reg_lambda': 2.8190589461896645}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,049] Trial 58 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 132, 'learning_rate': 0.19309646557933494, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7052831780459674, 'colsample_bytree': 0.742604219516683, 'gamma': 0.8315443635666033, 'reg_alpha': 0.47127270169237273, 'reg_lambda': 1.6979914981639688}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,202] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 66, 'learning_rate': 0.04170840010279043, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8552389062137735, 'colsample_bytree': 0.7814393016045391, 'gamma': 0.4812093150379152, 'reg_alpha': 0.7011424185023187, 'reg_lambda': 2.0095789732343965}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,378] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 170, 'learning_rate': 0.14221320375637375, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8887367872448212, 'colsample_bytree': 0.7907824120361893, 'gamma': 4.008643600036907, 'reg_alpha': 0.9795330902712575, 'reg_lambda': 0.6253049931751369}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,585] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.14777795986144543, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7763424559961142, 'colsample_bytree': 0.7726204189664262, 'gamma': 0.5746841441712163, 'reg_alpha': 0.490551848032414, 'reg_lambda': 1.5250548574502885}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:03,862] Trial 62 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.09670038393567634, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7887552279187199, 'colsample_bytree': 0.7635760355432589, 'gamma': 0.2241961760256903, 'reg_alpha': 0.375867806285354, 'reg_lambda': 1.6191416343682257}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,056] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.10543862455618556, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8242840472856441, 'colsample_bytree': 0.8102233939826325, 'gamma': 0.2272870922897155, 'reg_alpha': 0.3824612378871315, 'reg_lambda': 1.6361754353748368}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,254] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.10408885191490605, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8234484498505223, 'colsample_bytree': 0.8081239373980287, 'gamma': 0.22876350101966292, 'reg_alpha': 0.37591738646259504, 'reg_lambda': 1.8067077000200071}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,571] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.12383509362940176, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7988294856531284, 'colsample_bytree': 0.8162277221086934, 'gamma': 0.358551490567676, 'reg_alpha': 0.2252983628179866, 'reg_lambda': 1.637823318658326}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,759] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.09066930210607502, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.911660966510583, 'colsample_bytree': 0.7385502418053488, 'gamma': 0.002082611010789215, 'reg_alpha': 0.2837146374657489, 'reg_lambda': 2.101158050784437}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:04,948] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.07859846035316576, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7501109019140956, 'colsample_bytree': 0.7182336199146161, 'gamma': 0.17590274821357904, 'reg_alpha': 0.32281449167831855, 'reg_lambda': 1.9162133705559257}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,132] Trial 68 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.11861230848417803, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8283111434726923, 'colsample_bytree': 0.748350531461566, 'gamma': 0.37482146668316885, 'reg_alpha': 0.42954270836190794, 'reg_lambda': 1.6146081822561689}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,417] Trial 69 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.11518106283848478, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8039607443949573, 'colsample_bytree': 0.6967648265586815, 'gamma': 0.4175989234513835, 'reg_alpha': 0.43009797145422746, 'reg_lambda': 1.5670810525427714}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,569] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.13145432290559933, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8053093521955436, 'colsample_bytree': 0.6348700953818565, 'gamma': 0.4355993728721611, 'reg_alpha': 0.4244998761530398, 'reg_lambda': 1.7692524885773377}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:05,734] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.11671841114587762, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8306320102690061, 'colsample_bytree': 0.6887776138789814, 'gamma': 0.8190951707647909, 'reg_alpha': 0.43271386498036535, 'reg_lambda': 1.5664168630647417}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,069] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.09859300000547164, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7879198556673261, 'colsample_bytree': 0.747278051354858, 'gamma': 0.6325767693668598, 'reg_alpha': 0.6011430360598256, 'reg_lambda': 1.3795786786052238}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,253] Trial 73 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 88, 'learning_rate': 0.17202666933913513, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8053195843164708, 'colsample_bytree': 0.6733806250800568, 'gamma': 0.41994832762349693, 'reg_alpha': 0.4141028707928406, 'reg_lambda': 1.698710365581692}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,445] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 108, 'learning_rate': 0.09670359500130221, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7714436666896656, 'colsample_bytree': 0.6478215216135427, 'gamma': 0.15841954282342047, 'reg_alpha': 0.4632940675296251, 'reg_lambda': 1.3091440358752542}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,690] Trial 75 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.1323901001080837, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8421901216898946, 'colsample_bytree': 0.7296981128663389, 'gamma': 1.153693585907864, 'reg_alpha': 0.7961943488023109, 'reg_lambda': 1.4282651760401073}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:06,867] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.07366988496421784, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8704922812609223, 'colsample_bytree': 0.7604081549328272, 'gamma': 0.572858786821526, 'reg_alpha': 0.3617181395796902, 'reg_lambda': 1.556389287295165}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,045] Trial 77 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 101, 'learning_rate': 0.0626700429375342, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7849256567142932, 'colsample_bytree': 0.7080606820341542, 'gamma': 0.4097368361205986, 'reg_alpha': 0.5430014086413018, 'reg_lambda': 1.9299672075509688}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,404] Trial 78 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 116, 'learning_rate': 0.0876537251294187, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7344251976540779, 'colsample_bytree': 0.6020631034039672, 'gamma': 2.34969545125655, 'reg_alpha': 0.32515392656230685, 'reg_lambda': 0.8209404017677078}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,596] Trial 79 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.24507571760878613, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8302964896748646, 'colsample_bytree': 0.7792194279161875, 'gamma': 0.7700836814076326, 'reg_alpha': 0.5157098561073514, 'reg_lambda': 1.7993461159757889}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:07,796] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.2442511338921708, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.753638085081245, 'colsample_bytree': 0.6986589354308634, 'gamma': 0.14856193491227576, 'reg_alpha': 0.453441065165959, 'reg_lambda': 1.77908527924434}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,073] Trial 81 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 127, 'learning_rate': 0.21086331073254594, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8288040708371541, 'colsample_bytree': 0.7815844691702638, 'gamma': 0.9127581361517896, 'reg_alpha': 0.5032729804900529, 'reg_lambda': 1.6567289890222048}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,225] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.2919391186777405, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8520864741365479, 'colsample_bytree': 0.7911883420335049, 'gamma': 0.7542774629333597, 'reg_alpha': 0.5578983342955899, 'reg_lambda': 1.8545881983636927}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,458] Trial 83 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.1736386883213433, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.815346020508778, 'colsample_bytree': 0.7508754867409665, 'gamma': 0.33937867439090014, 'reg_alpha': 0.8438610892914461, 'reg_lambda': 1.6008546203627894}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,656] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.2645340636608593, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8066537211647462, 'colsample_bytree': 0.7510876627155922, 'gamma': 0.3393415108515785, 'reg_alpha': 0.9432564087110857, 'reg_lambda': 1.4799777293405179}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:08,959] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.17703734356635886, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7916945480030338, 'colsample_bytree': 0.7638898435135741, 'gamma': 0.12681706412100371, 'reg_alpha': 0.7652732068517836, 'reg_lambda': 1.5991943689577344}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,127] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.2269633778954065, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8212962029007727, 'colsample_bytree': 0.7281444377746819, 'gamma': 0.515276904733604, 'reg_alpha': 0.9000793401573185, 'reg_lambda': 1.7359448814213714}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,417] Trial 87 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.15797740463867868, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7717502401261485, 'colsample_bytree': 0.747468250428515, 'gamma': 0.25164942431677423, 'reg_alpha': 0.39699143074644366, 'reg_lambda': 1.9796660331020615}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,673] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.21193206920819205, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7966533514058117, 'colsample_bytree': 0.7182928809094706, 'gamma': 0.661859854871783, 'reg_alpha': 0.9490307628534166, 'reg_lambda': 1.4456335632422372}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:09,857] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.24886922174719686, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8600583174514702, 'colsample_bytree': 0.7963580968289727, 'gamma': 0.00543201747780514, 'reg_alpha': 0.8464027537675617, 'reg_lambda': 2.0931475360161262}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,034] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.2058224679328672, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8354448059598946, 'colsample_bytree': 0.7385502127820472, 'gamma': 1.3268430598301462, 'reg_alpha': 0.1727000290583609, 'reg_lambda': 1.8066329443694655}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,273] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 124, 'learning_rate': 0.11061998967590811, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8145296544941613, 'colsample_bytree': 0.7842251714255496, 'gamma': 0.37229887653605553, 'reg_alpha': 0.6667611589635837, 'reg_lambda': 0.9889754658900313}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,453] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.11642513750554638, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8171130218842562, 'colsample_bytree': 0.7737250899264342, 'gamma': 0.3942536501436683, 'reg_alpha': 0.8286562971321002, 'reg_lambda': 0.9803270960502585}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,615] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.05327238423134761, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8093787118218366, 'colsample_bytree': 0.7540998301912278, 'gamma': 0.10951266959619968, 'reg_alpha': 0.9961581291255055, 'reg_lambda': 1.5097198641472864}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,767] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.1535342820533485, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7833793955557492, 'colsample_bytree': 0.7657730413413439, 'gamma': 0.2669100255494942, 'reg_alpha': 0.714374895471014, 'reg_lambda': 1.7007785201785222}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:10,985] Trial 95 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 115, 'learning_rate': 0.11070746538067598, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.766420218763875, 'colsample_bytree': 0.758487517305895, 'gamma': 0.5200783785931349, 'reg_alpha': 0.5906700690030215, 'reg_lambda': 1.584186089999896}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,187] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 248, 'learning_rate': 0.13669719335656513, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8455173607353715, 'colsample_bytree': 0.8295143851078985, 'gamma': 2.994434481278901, 'reg_alpha': 0.44500108540475447, 'reg_lambda': 1.0616306714180712}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,326] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.13934579194975277, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8447572038348892, 'colsample_bytree': 0.8342562932546251, 'gamma': 2.998169688967922, 'reg_alpha': 0.5249303727901466, 'reg_lambda': 1.179834729325777}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,628] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.17151513234759672, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8340534155829517, 'colsample_bytree': 0.7999289526187042, 'gamma': 3.53532096967208, 'reg_alpha': 0.4393931312900815, 'reg_lambda': 1.2790860738276992}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:11,838] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.1270111211842118, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.87705566985425, 'colsample_bytree': 0.785209102184959, 'gamma': 2.198400202599209, 'reg_alpha': 0.4978808279493765, 'reg_lambda': 1.386797685260504}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,025] Trial 100 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 126, 'learning_rate': 0.17915059381366713, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8512259670272181, 'colsample_bytree': 0.8227242027701148, 'gamma': 3.1966380490693718, 'reg_alpha': 0.3822581686163852, 'reg_lambda': 1.6093918398674294}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,304] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.1870693389700559, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.814496228998375, 'colsample_bytree': 0.8482888273341611, 'gamma': 3.497437388439044, 'reg_alpha': 0.4049510202274643, 'reg_lambda': 1.6275286655392454}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,461] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.1378150733992945, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8512530681196944, 'colsample_bytree': 0.8181494725566276, 'gamma': 2.6806880012472547, 'reg_alpha': 0.3276973890087666, 'reg_lambda': 1.5375617876945746}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,605] Trial 103 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 117, 'learning_rate': 0.19748588641039774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7994037378089213, 'colsample_bytree': 0.8295354137808881, 'gamma': 3.2812282501749115, 'reg_alpha': 0.37331389969601286, 'reg_lambda': 1.0490860237587483}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:12,774] Trial 104 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.2549930267329857, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8374237055582532, 'colsample_bytree': 0.8861997179788415, 'gamma': 2.8152337042241427, 'reg_alpha': 0.4716730840506093, 'reg_lambda': 1.6631532150750115}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,002] Trial 105 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 146, 'learning_rate': 0.15028606715498455, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8664138504708973, 'colsample_bytree': 0.8568516385197694, 'gamma': 3.1951425089696097, 'reg_alpha': 0.4531811886870724, 'reg_lambda': 1.7388695670335013}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,138] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.1664836401433488, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8240363738937836, 'colsample_bytree': 0.7734690910575348, 'gamma': 3.65798939154669, 'reg_alpha': 0.42415905554710864, 'reg_lambda': 1.9074709114079778}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,354] Trial 107 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 241, 'learning_rate': 0.2251798138834114, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8846541447500367, 'colsample_bytree': 0.8014273562178758, 'gamma': 3.2320876716197233, 'reg_alpha': 0.27030967070324097, 'reg_lambda': 1.803335641745511}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,733] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 215, 'learning_rate': 0.12284383852887794, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8175679147125109, 'colsample_bytree': 0.7791759253637482, 'gamma': 3.971152069455087, 'reg_alpha': 0.3901667452030899, 'reg_lambda': 0.9374670289786484}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:13,901] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.17675416438177935, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8587380557003904, 'colsample_bytree': 0.745562974777947, 'gamma': 3.374461351898568, 'reg_alpha': 0.3495983994986814, 'reg_lambda': 1.480159673554864}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,065] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.1006338176192048, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9084867504754053, 'colsample_bytree': 0.8412318738539765, 'gamma': 0.36048231809286346, 'reg_alpha': 0.4831076088253135, 'reg_lambda': 1.6034436944567554}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,224] Trial 111 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.09340884892582485, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7522138814168711, 'colsample_bytree': 0.7357333581484929, 'gamma': 2.770057423813307, 'reg_alpha': 0.8131551950006694, 'reg_lambda': 1.046062801369638}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,396] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.11157811284727791, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7263380388875963, 'colsample_bytree': 0.7866605756279278, 'gamma': 3.1059789612042707, 'reg_alpha': 0.8840868935250026, 'reg_lambda': 0.7974863393957625}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,608] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.04529456602937523, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7905916944112598, 'colsample_bytree': 0.7539977366474261, 'gamma': 0.19646916615016416, 'reg_alpha': 0.76887458310441, 'reg_lambda': 1.3473991235468006}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,774] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 119, 'learning_rate': 0.06679363270304683, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8458627164782279, 'colsample_bytree': 0.7668459861495641, 'gamma': 0.6647804460134271, 'reg_alpha': 0.8631005034433811, 'reg_lambda': 0.9158826409815634}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:14,934] Trial 115 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 100, 'learning_rate': 0.06751445289551375, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8458573806365275, 'colsample_bytree': 0.8249578099614255, 'gamma': 0.6387488017737616, 'reg_alpha': 0.4174230523875049, 'reg_lambda': 1.6585607859350269}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,191] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.05767591960791327, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8482434117797973, 'colsample_bytree': 0.8086841943454495, 'gamma': 0.8876886937562852, 'reg_alpha': 0.40847983503633833, 'reg_lambda': 0.5345660886669668}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,359] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 117, 'learning_rate': 0.06772665110768644, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8321053320913777, 'colsample_bytree': 0.825910452729827, 'gamma': 0.7374365125736038, 'reg_alpha': 0.4347421551343763, 'reg_lambda': 0.936314198399565}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,526] Trial 118 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.07697118051147667, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8443027137852547, 'colsample_bytree': 0.8627404896300738, 'gamma': 1.062096669911066, 'reg_alpha': 0.37742712437041676, 'reg_lambda': 0.7565554925557}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,684] Trial 119 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.295491466427234, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8003575992286843, 'colsample_bytree': 0.7695638465837847, 'gamma': 0.5641032636343636, 'reg_alpha': 0.8688551856381863, 'reg_lambda': 0.681481166698507}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:15,992] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.13183695751632618, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8772336970488186, 'colsample_bytree': 0.7932750782273015, 'gamma': 0.667070152322635, 'reg_alpha': 0.00021101996372291376, 'reg_lambda': 1.5308932351100033}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,163] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.1033237265044923, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8302417085557718, 'colsample_bytree': 0.8317975784770469, 'gamma': 0.794781621194173, 'reg_alpha': 0.4460894568837656, 'reg_lambda': 0.8482937896629953}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,333] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.06798311874833086, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8381106189409724, 'colsample_bytree': 0.8168423734932483, 'gamma': 0.4442833737777321, 'reg_alpha': 0.4229610407601984, 'reg_lambda': 0.9123821207455072}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,521] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.08307574857484608, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8111300434691378, 'colsample_bytree': 0.8256174071283123, 'gamma': 0.632698552128413, 'reg_alpha': 0.5125621518367589, 'reg_lambda': 0.9498899646691641}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,760] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.06585495235642479, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8255173096363637, 'colsample_bytree': 0.8444674419942966, 'gamma': 2.9287149987838053, 'reg_alpha': 0.4691996879033027, 'reg_lambda': 1.6874311991789364}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:16,952] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.012320935954210983, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8576906724530996, 'colsample_bytree': 0.7794301862235619, 'gamma': 0.9459163789861824, 'reg_alpha': 0.30911144311340166, 'reg_lambda': 0.8574766219734299}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,156] Trial 126 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 134, 'learning_rate': 0.07150909924360299, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8317408478663976, 'colsample_bytree': 0.8147903691927159, 'gamma': 0.7888458426902571, 'reg_alpha': 0.5528992347557657, 'reg_lambda': 1.1606926881595265}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,371] Trial 127 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 138, 'learning_rate': 0.1501269037153504, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8035170260088118, 'colsample_bytree': 0.8039181238162005, 'gamma': 0.5114737339662396, 'reg_alpha': 0.5485457613276643, 'reg_lambda': 1.0964287818687795}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,560] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.11814445278872121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8037761993875319, 'colsample_bytree': 0.8005621611193343, 'gamma': 0.4732410781701071, 'reg_alpha': 0.544590448106504, 'reg_lambda': 1.121589134739624}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:17,846] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.15028248476338824, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7792110888693633, 'colsample_bytree': 0.813288186179028, 'gamma': 0.33605478689842333, 'reg_alpha': 0.6291839654212076, 'reg_lambda': 1.2161320998578296}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:18,032] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.06121911911650137, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8162242544227436, 'colsample_bytree': 0.9326727698617473, 'gamma': 0.5905090071395664, 'reg_alpha': 0.5214694206047675, 'reg_lambda': 1.0801797873731185}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:18,276] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.08875880283296322, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.792900150480157, 'colsample_bytree': 0.803966684297428, 'gamma': 0.7596145566818283, 'reg_alpha': 0.5586428190352941, 'reg_lambda': 1.1576735678782026}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:18,573] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.14262051845847765, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8228352382481375, 'colsample_bytree': 0.7628282122461049, 'gamma': 0.27833910705092935, 'reg_alpha': 0.49108837220601936, 'reg_lambda': 0.9856689905070567}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:19,346] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.07320690563581894, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.843950074055024, 'colsample_bytree': 0.7879906484075847, 'gamma': 1.1297963293883466, 'reg_alpha': 0.6096325722002227, 'reg_lambda': 1.4278101097060336}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:19,530] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.1295997319548337, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.808747079557549, 'colsample_bytree': 0.8218146250476235, 'gamma': 0.513376230062699, 'reg_alpha': 0.579336548908419, 'reg_lambda': 1.6270510261669033}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:19,886] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.158532197014148, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8507653504756675, 'colsample_bytree': 0.8376926347678613, 'gamma': 0.41066355459470505, 'reg_alpha': 0.46040842831659856, 'reg_lambda': 1.5701895347849513}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,069] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.10963263947308664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8701858940291322, 'colsample_bytree': 0.7767150017938336, 'gamma': 0.6539173685675478, 'reg_alpha': 0.6604794972649273, 'reg_lambda': 1.7240484488563017}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,228] Trial 137 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.18298778137965863, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7863792771759858, 'colsample_bytree': 0.7943087158953038, 'gamma': 1.7381982368567903, 'reg_alpha': 0.49060567438658653, 'reg_lambda': 1.4783568601784645}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,552] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.19716565249399656, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8305057077790783, 'colsample_bytree': 0.7639215206651008, 'gamma': 0.9744015420640912, 'reg_alpha': 0.3625431579188526, 'reg_lambda': 1.023114213829243}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,735] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 147, 'learning_rate': 0.26595639206420735, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8285850620578508, 'colsample_bytree': 0.7602704760206975, 'gamma': 0.8535852923543807, 'reg_alpha': 0.4052255573598825, 'reg_lambda': 1.015960552896028}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:20,927] Trial 140 finished with value: 0.755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.23523299188073415, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8021479498388236, 'colsample_bytree': 0.7716515901879681, 'gamma': 1.0546537385594656, 'reg_alpha': 0.5110659553719592, 'reg_lambda': 1.0817208562136174}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,136] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.16771625767764767, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8365664500764781, 'colsample_bytree': 0.751011351218923, 'gamma': 0.57646968470695, 'reg_alpha': 0.3817999118806625, 'reg_lambda': 1.2601552830633218}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,380] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.1386004339623476, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8211192149326688, 'colsample_bytree': 0.786506676261491, 'gamma': 0.7065345259131671, 'reg_alpha': 0.351029045968125, 'reg_lambda': 1.1309227822322698}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,545] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.2017989762416682, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.814594730823551, 'colsample_bytree': 0.764498609712988, 'gamma': 0.35183805383702277, 'reg_alpha': 0.4462690083987827, 'reg_lambda': 1.6673161267462513}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,698] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.21994643209853423, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8626345639451871, 'colsample_bytree': 0.8044767401537156, 'gamma': 3.0670376121050418, 'reg_alpha': 0.36586995908026826, 'reg_lambda': 0.8912311405041969}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:21,960] Trial 145 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.19240305712065014, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8416207052100951, 'colsample_bytree': 0.7415796408540352, 'gamma': 0.9451285685313571, 'reg_alpha': 0.3352779034169734, 'reg_lambda': 1.0360917833710266}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,254] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.12534806107640628, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8374268300047888, 'colsample_bytree': 0.7431544853372163, 'gamma': 0.8530725729237796, 'reg_alpha': 0.5312342138619285, 'reg_lambda': 1.0237286864225963}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,405] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.07785134005746679, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8083544945087902, 'colsample_bytree': 0.7223726061108066, 'gamma': 1.2580939355402587, 'reg_alpha': 0.5375323107176345, 'reg_lambda': 0.9967500176259276}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,555] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.12215354331390971, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7950745078969043, 'colsample_bytree': 0.7425308886766171, 'gamma': 0.8934853306169563, 'reg_alpha': 0.33470099220455024, 'reg_lambda': 1.1935653898182994}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,750] Trial 149 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.19571397257642786, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8378906869933334, 'colsample_bytree': 0.7352889741589617, 'gamma': 0.9736590831010611, 'reg_alpha': 0.5543228286085259, 'reg_lambda': 1.0143411345388482}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:22,912] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.054308037647749094, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8299338305207394, 'colsample_bytree': 0.7483669271067757, 'gamma': 1.5284082487981592, 'reg_alpha': 0.527526650105376, 'reg_lambda': 0.9624138274992677}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,123] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.15476568480855007, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8438533471106995, 'colsample_bytree': 0.7303908009276101, 'gamma': 0.7526481724190851, 'reg_alpha': 0.47854516604100067, 'reg_lambda': 1.0562765533832208}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,279] Trial 152 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.09650535650480656, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9808021917539284, 'colsample_bytree': 0.7577921842698975, 'gamma': 0.8197353398023902, 'reg_alpha': 0.3095225440382365, 'reg_lambda': 1.1380498965502484}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,502] Trial 153 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 135, 'learning_rate': 0.11282362693571464, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8232987032380943, 'colsample_bytree': 0.766358345660458, 'gamma': 0.49643492867603606, 'reg_alpha': 0.41385927246961113, 'reg_lambda': 1.0923418054243845}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,766] Trial 154 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 137, 'learning_rate': 0.12681651436265892, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8215627792083322, 'colsample_bytree': 0.7710005399397435, 'gamma': 0.48134636423485055, 'reg_alpha': 0.4140751678458956, 'reg_lambda': 1.7585040452924487}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:23,934] Trial 155 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.118523016976728, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8220199481799666, 'colsample_bytree': 0.7657550525189466, 'gamma': 0.4991414381020182, 'reg_alpha': 0.39924423546208865, 'reg_lambda': 1.8538132057214405}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,087] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.12632156943663417, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8199285823133986, 'colsample_bytree': 0.770913496067533, 'gamma': 0.4903256267068095, 'reg_alpha': 0.3450615693017809, 'reg_lambda': 1.7602728950027706}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,255] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.24257886790915456, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8020904181985562, 'colsample_bytree': 0.7686494717150766, 'gamma': 0.6216199676384478, 'reg_alpha': 0.3933567940677244, 'reg_lambda': 1.877993090671102}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,408] Trial 158 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 133, 'learning_rate': 0.11188864348692897, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7819735461253309, 'colsample_bytree': 0.7564045325121151, 'gamma': 0.5286265833343465, 'reg_alpha': 0.42091377147898634, 'reg_lambda': 1.8315215688510875}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,605] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.21318760402319936, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8224428210540153, 'colsample_bytree': 0.7791451968146772, 'gamma': 0.6634148214195158, 'reg_alpha': 0.2673732424448002, 'reg_lambda': 2.03646660106663}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:24,815] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.14766384653549355, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.8377515712745695, 'colsample_bytree': 0.6561785165025391, 'gamma': 0.958330013978639, 'reg_alpha': 0.410007331278456, 'reg_lambda': 1.7752278519933513}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,062] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.10402174666755118, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8291905849689666, 'colsample_bytree': 0.7458287402418966, 'gamma': 0.2257942834127814, 'reg_alpha': 0.3673835890914702, 'reg_lambda': 1.699618870852237}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,209] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.11612721720456728, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8087468760335484, 'colsample_bytree': 0.7633893229216177, 'gamma': 0.4552324846411316, 'reg_alpha': 0.4324492559544666, 'reg_lambda': 1.5485589731443705}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,539] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.1254460521626382, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8288671960083355, 'colsample_bytree': 0.7537084051670208, 'gamma': 0.7746489830880394, 'reg_alpha': 0.4601211375782934, 'reg_lambda': 1.9315429140563523}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,724] Trial 164 finished with value: 0.755952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.13504689901295452, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8553040111503319, 'colsample_bytree': 0.7147356199487964, 'gamma': 0.27274836116899065, 'reg_alpha': 0.3943933545545043, 'reg_lambda': 1.6305925560691836}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:25,870] Trial 165 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.16612595894094023, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8172810699844164, 'colsample_bytree': 0.7398338715299886, 'gamma': 0.4067025061334286, 'reg_alpha': 0.49879960282886415, 'reg_lambda': 1.7384725508905001}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,164] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.09323515942571174, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7937410379431024, 'colsample_bytree': 0.7755450279629148, 'gamma': 0.12938573688178123, 'reg_alpha': 0.4259413111673631, 'reg_lambda': 2.7100689464231014}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,380] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.12210748012469547, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7742091186032258, 'colsample_bytree': 0.7610483962692816, 'gamma': 0.598562135517287, 'reg_alpha': 0.4748817668404208, 'reg_lambda': 1.8152013886785145}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,552] Trial 168 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.10441269110316694, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8349580749118319, 'colsample_bytree': 0.6161863158174272, 'gamma': 0.8516474068573869, 'reg_alpha': 0.12599662360612934, 'reg_lambda': 1.506582305613289}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:26,719] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.10282791974384564, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8393343594357194, 'colsample_bytree': 0.617809720715754, 'gamma': 1.152528232020338, 'reg_alpha': 0.2197228683164773, 'reg_lambda': 1.089618193697982}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,002] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.08474756698705577, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.835584240160803, 'colsample_bytree': 0.6235080666353962, 'gamma': 1.1053348274162231, 'reg_alpha': 0.11322246358781907, 'reg_lambda': 1.1705521789007514}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,172] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.10278498196391885, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8429192331377661, 'colsample_bytree': 0.6283117336093849, 'gamma': 0.8549942157430107, 'reg_alpha': 0.23793631659774095, 'reg_lambda': 1.0831166226732558}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,329] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 123, 'learning_rate': 0.10562094910220295, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.849940571187927, 'colsample_bytree': 0.6064815401866952, 'gamma': 1.0019525911569132, 'reg_alpha': 0.9199432100796329, 'reg_lambda': 1.3088935005145503}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,662] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.0984423574805063, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8576762921305866, 'colsample_bytree': 0.6180246949776546, 'gamma': 1.0141894713739585, 'reg_alpha': 0.14126152512264897, 'reg_lambda': 1.244061027936446}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,824] Trial 174 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 149, 'learning_rate': 0.1069093119235984, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8494066932327392, 'colsample_bytree': 0.6100986610145035, 'gamma': 1.2238477572827495, 'reg_alpha': 0.05123370658179485, 'reg_lambda': 1.3988677918149477}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:27,987] Trial 175 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.08637297757399871, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8367957014036783, 'colsample_bytree': 0.6378025899165629, 'gamma': 0.8967709126375913, 'reg_alpha': 0.18747031703139344, 'reg_lambda': 1.3063702257588463}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,309] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.1155154134678563, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8654026517317528, 'colsample_bytree': 0.6071431639432311, 'gamma': 1.3876240489537355, 'reg_alpha': 0.9069928378570794, 'reg_lambda': 1.1159365759659494}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,490] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.07053130254721268, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8213522516863055, 'colsample_bytree': 0.605604003581439, 'gamma': 0.9874125754015151, 'reg_alpha': 0.9668799223415425, 'reg_lambda': 1.0481386012386458}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,647] Trial 178 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 135, 'learning_rate': 0.2767981000494035, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8471479153725106, 'colsample_bytree': 0.6179417363146027, 'gamma': 4.98182500333721, 'reg_alpha': 0.1564099816214002, 'reg_lambda': 1.207198511667586}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:28,912] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.09260991343842705, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8307286997461937, 'colsample_bytree': 0.6390218481418807, 'gamma': 1.1224451379629186, 'reg_alpha': 0.1137982753111059, 'reg_lambda': 0.9201093906641054}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,096] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.0970678730644371, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.810655897094703, 'colsample_bytree': 0.6495206356228974, 'gamma': 0.6924697483067903, 'reg_alpha': 0.19981707830920978, 'reg_lambda': 1.3375355779551379}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,253] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.10500526310713863, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8002672660010416, 'colsample_bytree': 0.6006466366632247, 'gamma': 0.8131820023544685, 'reg_alpha': 0.9193207412969477, 'reg_lambda': 1.5209397983998532}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,474] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 124, 'learning_rate': 0.1055621977626895, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7991090520379651, 'colsample_bytree': 0.6003778108273256, 'gamma': 0.7989155746925014, 'reg_alpha': 0.9329417981082756, 'reg_lambda': 1.4451635461090646}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,668] Trial 183 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 126, 'learning_rate': 0.10457894428533969, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8001392214954989, 'colsample_bytree': 0.617769850698114, 'gamma': 0.8006255193226948, 'reg_alpha': 0.9322246916907968, 'reg_lambda': 1.5055926981139804}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:29,830] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.10394810646122932, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8028315517871893, 'colsample_bytree': 0.6125544586509696, 'gamma': 0.7870105135134935, 'reg_alpha': 0.9132407720520932, 'reg_lambda': 1.4615155251494718}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,082] Trial 185 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 127, 'learning_rate': 0.10695435949641695, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8006884899014316, 'colsample_bytree': 0.6125818207840483, 'gamma': 0.8040825935369096, 'reg_alpha': 0.9326433128288621, 'reg_lambda': 1.4680346104290132}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,244] Trial 186 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 127, 'learning_rate': 0.10364074168558692, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7987954737702815, 'colsample_bytree': 0.6184172725092073, 'gamma': 0.7703713071061018, 'reg_alpha': 0.9263702397407068, 'reg_lambda': 1.4594966008599592}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,418] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 126, 'learning_rate': 0.10368926081067772, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7858649216337876, 'colsample_bytree': 0.6185588047108909, 'gamma': 0.8071321602566705, 'reg_alpha': 0.9400763160530898, 'reg_lambda': 1.4649279855190032}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,592] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 127, 'learning_rate': 0.10439083489917017, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7860177877824436, 'colsample_bytree': 0.6003485721362534, 'gamma': 0.7903526956964375, 'reg_alpha': 0.9317260243382488, 'reg_lambda': 1.4556216662930788}. Best is trial 47 with value: 0.7976190476190477.
[I 2025-11-03 19:44:30,879] Trial 189 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 127, 'learning_rate': 0.10368741676146044, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7837530761720952, 'colsample_bytree': 0.6137152936886611, 'gamma': 0.8279991162431378, 'reg_alpha': 0.9264414720170489, 'reg_lambda': 1.434664114171222}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,037] Trial 190 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 122, 'learning_rate': 0.09922625345037399, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7975142983318221, 'colsample_bytree': 0.6139376214123732, 'gamma': 0.8396423262080166, 'reg_alpha': 0.9189252493884155, 'reg_lambda': 1.4227134182414518}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,336] Trial 191 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.09201079716116092, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7702319335734492, 'colsample_bytree': 0.618731122243602, 'gamma': 0.836727551386169, 'reg_alpha': 0.9565867992246619, 'reg_lambda': 1.41692338476028}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,509] Trial 192 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 122, 'learning_rate': 0.08946177036800707, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7684999360069772, 'colsample_bytree': 0.6128395048740444, 'gamma': 0.8347703176927911, 'reg_alpha': 0.9564951324810991, 'reg_lambda': 1.3843155747683837}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,676] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.08908329482041255, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7683289128534602, 'colsample_bytree': 0.6265741454127778, 'gamma': 0.8126716331616423, 'reg_alpha': 0.9513823311246312, 'reg_lambda': 1.3780124172623778}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:31,931] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 117, 'learning_rate': 0.09599080759012499, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7614929230555622, 'colsample_bytree': 0.6103533883651804, 'gamma': 0.7664002334554293, 'reg_alpha': 0.897055439892545, 'reg_lambda': 1.4317154051639864}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,092] Trial 195 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 122, 'learning_rate': 0.09213716824387713, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7574734597075119, 'colsample_bytree': 0.6116182317427817, 'gamma': 0.7258616688328949, 'reg_alpha': 0.9206339704280092, 'reg_lambda': 1.4237312325095968}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,302] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.08014357198306772, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7604424061393736, 'colsample_bytree': 0.6139217066442733, 'gamma': 0.732891571593833, 'reg_alpha': 0.9208380367872432, 'reg_lambda': 1.4273460881013582}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,560] Trial 197 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 121, 'learning_rate': 0.09351085635379916, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7444475577207313, 'colsample_bytree': 0.6007025593980457, 'gamma': 0.7295247161389807, 'reg_alpha': 0.8996933193001094, 'reg_lambda': 1.4129589759959265}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,722] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.08999514315579979, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7618664063882344, 'colsample_bytree': 0.6104081040369663, 'gamma': 0.9082010604466759, 'reg_alpha': 0.9657706720109981, 'reg_lambda': 1.4697437698935796}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,875] Trial 199 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 116, 'learning_rate': 0.08338125819056182, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7752722221977277, 'colsample_bytree': 0.6215342355017972, 'gamma': 1.0486193522572247, 'reg_alpha': 0.9312786166970553, 'reg_lambda': 1.3417387670105323}. Best is trial 189 with value: 0.8035714285714286.
[I 2025-11-03 19:44:32,879] A new study created in memory with name: no-name-51b5d3ed-b858-4c3c-944c-22ee475b0949
[I 2025-11-03 19:44:33,099] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.03594810756567027, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8619033172133757, 'colsample_bytree': 0.9594068233141303, 'gamma': 0.11856331548038335, 'reg_alpha': 0.3562757545398768, 'reg_lambda': 2.065125615909638}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:44:33,368] Trial 1 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 207, 'learning_rate': 0.10800233459080137, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9852601178585055, 'colsample_bytree': 0.810421862395149, 'gamma': 1.9900301276906063, 'reg_alpha': 0.9064923254806899, 'reg_lambda': 2.6512448415523537}. Best is trial 1 with value: 0.6964285714285714.
[I 2025-11-03 19:44:33,562] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.016435493479247304, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6954909559189048, 'colsample_bytree': 0.8415107583350716, 'gamma': 2.0932908748798025, 'reg_alpha': 0.8542773387237194, 'reg_lambda': 2.420724857184841}. Best is trial 2 with value: 0.7083333333333334.
[I 2025-11-03 19:44:33,835] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.02495965037039694, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7627937612652048, 'colsample_bytree': 0.7836400130841142, 'gamma': 0.48542639830505496, 'reg_alpha': 0.789446209310684, 'reg_lambda': 2.209088786134803}. Best is trial 2 with value: 0.7083333333333334.
[I 2025-11-03 19:44:33,981] Trial 4 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.19881066080609355, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8781111555078145, 'colsample_bytree': 0.7801417638222637, 'gamma': 0.320028251918279, 'reg_alpha': 0.033668671794501615, 'reg_lambda': 0.9154846816594218}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,292] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.02085845162980349, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8533733457937167, 'colsample_bytree': 0.8982725879821398, 'gamma': 0.7936975452998601, 'reg_alpha': 0.6288853432622201, 'reg_lambda': 0.546413743771645}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,375] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.01877726463265849, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7744220699657215, 'colsample_bytree': 0.7574240138203234, 'gamma': 3.4443763629935624, 'reg_alpha': 0.6179108311569314, 'reg_lambda': 0.9478128019182959}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,664] Trial 7 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 177, 'learning_rate': 0.13716361618343106, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6450340098176442, 'colsample_bytree': 0.6614516422552047, 'gamma': 4.662882302482779, 'reg_alpha': 0.40533459593364085, 'reg_lambda': 2.882701547773756}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,840] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.12475559369935824, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.784094087752825, 'colsample_bytree': 0.7040621489807054, 'gamma': 3.935091414250027, 'reg_alpha': 0.9724113100576013, 'reg_lambda': 1.40859456727751}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:34,916] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.05991319251241808, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8699127251271168, 'colsample_bytree': 0.6801983187022129, 'gamma': 3.784912121337029, 'reg_alpha': 0.2632770578845981, 'reg_lambda': 1.4553722713668669}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:35,065] Trial 10 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.28658045299537144, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9883418797287715, 'colsample_bytree': 0.6178126755131419, 'gamma': 1.4522933532651805, 'reg_alpha': 0.010688485079098399, 'reg_lambda': 0.5429758770717057}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:44:35,264] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.24164867792902384, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9883359286440966, 'colsample_bytree': 0.6086530671284744, 'gamma': 1.2328024638537778, 'reg_alpha': 0.0028379106404470104, 'reg_lambda': 0.5290018741552053}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:35,341] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 21, 'learning_rate': 0.2721125333020794, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9298491742878693, 'colsample_bytree': 0.6043591368249069, 'gamma': 1.188164768631047, 'reg_alpha': 0.010285490047437708, 'reg_lambda': 0.9561232027530283}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:35,618] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.18069175673448432, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9189148966166105, 'colsample_bytree': 0.7285875521368967, 'gamma': 1.2860330386626715, 'reg_alpha': 0.16554945149489683, 'reg_lambda': 0.9379199666408499}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:35,760] Trial 14 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 71, 'learning_rate': 0.06491933786916734, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9299163928481675, 'colsample_bytree': 0.8747749401249195, 'gamma': 0.11285611908328264, 'reg_alpha': 0.14621807000457918, 'reg_lambda': 1.3544802833533804}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,218] Trial 15 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 117, 'learning_rate': 0.19615594843321893, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9976615540032957, 'colsample_bytree': 0.9851600606083585, 'gamma': 2.7841121219138993, 'reg_alpha': 0.1413493193859768, 'reg_lambda': 0.7739476317719958}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,392] Trial 16 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.07900720541725263, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9899496727595409, 'colsample_bytree': 0.9957241676884332, 'gamma': 2.81446666001347, 'reg_alpha': 0.17510327541684317, 'reg_lambda': 1.7011744975925254}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,474] Trial 17 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 49, 'learning_rate': 0.03780107519712193, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9521090577256572, 'colsample_bytree': 0.920915211632681, 'gamma': 2.8573717256993842, 'reg_alpha': 0.3008419657237361, 'reg_lambda': 0.5126669069185988}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,730] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.010439953954184528, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8218935112985483, 'colsample_bytree': 0.8291065608214176, 'gamma': 2.0854794559966634, 'reg_alpha': 0.4944204541653421, 'reg_lambda': 1.1965320344822898}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:36,944] Trial 19 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 242, 'learning_rate': 0.18993234506672926, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.71981285224981, 'colsample_bytree': 0.9337687251524543, 'gamma': 3.1092751537147625, 'reg_alpha': 0.10136635729029965, 'reg_lambda': 1.7285566724426835}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:37,099] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 85, 'learning_rate': 0.0911167976243693, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.902843551565221, 'colsample_bytree': 0.6531097707963187, 'gamma': 4.935431173096649, 'reg_alpha': 0.2407672401688275, 'reg_lambda': 0.8022562762744141}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 19:44:37,342] Trial 21 finished with value: 0.761904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.1888698753752254, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9654726967889843, 'colsample_bytree': 0.7541383432232326, 'gamma': 0.8128511669427305, 'reg_alpha': 0.005410247824554848, 'reg_lambda': 0.7492307002194807}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:37,509] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.15292346362957449, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9544912598018399, 'colsample_bytree': 0.741886302476059, 'gamma': 1.6900741772552017, 'reg_alpha': 0.07653781989272, 'reg_lambda': 0.7348618273803266}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:37,788] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.24399713067376258, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9675197701635248, 'colsample_bytree': 0.8787647553267807, 'gamma': 0.8600426183932052, 'reg_alpha': 0.20222544298688952, 'reg_lambda': 1.160902831399473}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:37,956] Trial 24 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 62, 'learning_rate': 0.21717254267698216, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9939107661705587, 'colsample_bytree': 0.6390782393345803, 'gamma': 2.472710906395007, 'reg_alpha': 0.12190663325370565, 'reg_lambda': 1.2167130717663208}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,209] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.1564291255855091, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.95394016411276, 'colsample_bytree': 0.7004668496022387, 'gamma': 0.7602955714287853, 'reg_alpha': 0.006285048338557133, 'reg_lambda': 0.7069321943230484}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,373] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.10107385591420001, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9021070487444229, 'colsample_bytree': 0.9945478515377147, 'gamma': 1.6681300824970604, 'reg_alpha': 0.08854764904372087, 'reg_lambda': 0.7004622074176592}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,434] Trial 27 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 23, 'learning_rate': 0.2949149077255862, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6233966227581426, 'colsample_bytree': 0.8514268561342977, 'gamma': 2.4649355445649612, 'reg_alpha': 0.36513771690708297, 'reg_lambda': 1.0751226686080737}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,699] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 139, 'learning_rate': 0.041809491611544534, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9975909048588012, 'colsample_bytree': 0.8003827892348627, 'gamma': 1.2173203357696156, 'reg_alpha': 0.29693188190060854, 'reg_lambda': 1.57941152163863}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:38,876] Trial 29 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.12759387216586499, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8373824325872646, 'colsample_bytree': 0.9722896845618029, 'gamma': 0.5842182865733055, 'reg_alpha': 0.07775691020915833, 'reg_lambda': 1.9271364171545473}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,083] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 43, 'learning_rate': 0.12228398109101415, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8387602892250983, 'colsample_bytree': 0.9496028749289663, 'gamma': 0.011827249896611991, 'reg_alpha': 0.45255968366967153, 'reg_lambda': 1.9625130610210657}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,229] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.22474049418298261, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8885469965416823, 'colsample_bytree': 0.9763484389514847, 'gamma': 0.48060651477591765, 'reg_alpha': 0.07589029369777472, 'reg_lambda': 1.9135123381024317}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,475] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.23191364514603127, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8196422551314854, 'colsample_bytree': 0.9745034009616107, 'gamma': 0.49614977193210025, 'reg_alpha': 0.0633875180730461, 'reg_lambda': 2.0626215405259036}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,592] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.16098732186423353, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7516661643149276, 'colsample_bytree': 0.9570099128095825, 'gamma': 1.000225452488076, 'reg_alpha': 0.21715734208184334, 'reg_lambda': 2.2874203256658876}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,727] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.0830387132357041, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.799051612285967, 'colsample_bytree': 0.9081937565757358, 'gamma': 0.47958309556082734, 'reg_alpha': 0.6109595289457375, 'reg_lambda': 2.4796500173566454}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:39,873] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.1115597563877877, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8237243888429838, 'colsample_bytree': 0.8193575885782257, 'gamma': 0.2879540680214886, 'reg_alpha': 0.057948843362041744, 'reg_lambda': 2.0555530807856286}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,081] Trial 36 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.11268600086234387, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8235072436305996, 'colsample_bytree': 0.7718950654028265, 'gamma': 0.3364482331118013, 'reg_alpha': 0.7184774112982507, 'reg_lambda': 2.1560042717713035}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,281] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 77, 'learning_rate': 0.0498754413655848, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.732787501248919, 'colsample_bytree': 0.7704875394744802, 'gamma': 0.6405149441126619, 'reg_alpha': 0.5425562823694984, 'reg_lambda': 2.2330578486484516}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,403] Trial 38 finished with value: 0.744047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.06928917065561518, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6759865373326328, 'colsample_bytree': 0.7934751971445905, 'gamma': 0.28872380653087376, 'reg_alpha': 0.7854364152016713, 'reg_lambda': 2.5551620420276917}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,625] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.13561835114217527, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8529767568650752, 'colsample_bytree': 0.7326220612574783, 'gamma': 0.9411477670722759, 'reg_alpha': 0.7204168242523149, 'reg_lambda': 1.8201725527261063}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,802] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 178, 'learning_rate': 0.0965086047992165, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.8167964889744638, 'colsample_bytree': 0.8481889923545491, 'gamma': 1.6455844357818465, 'reg_alpha': 0.6993236982013948, 'reg_lambda': 2.3651162112640147}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:40,936] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.11537966122505434, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.824410806632503, 'colsample_bytree': 0.8203508635957707, 'gamma': 0.2225010688581731, 'reg_alpha': 0.05694845992841058, 'reg_lambda': 2.115398243860743}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,074] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.1470740183834513, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.800170920895067, 'colsample_bytree': 0.7610990622328998, 'gamma': 0.5418184145683023, 'reg_alpha': 0.8813952905148179, 'reg_lambda': 2.072963286235024}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,352] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 71, 'learning_rate': 0.10765112066111324, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8478828934399435, 'colsample_bytree': 0.6985079360839151, 'gamma': 0.4256532275148524, 'reg_alpha': 0.9861235709478096, 'reg_lambda': 1.984827548124705}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,495] Trial 44 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 81, 'learning_rate': 0.1732063635659495, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7707258452531727, 'colsample_bytree': 0.9661053839457641, 'gamma': 0.08023994352247618, 'reg_alpha': 0.046593696124771516, 'reg_lambda': 2.1735871322571265}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:41,970] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.030639376453572578, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7941196475751787, 'colsample_bytree': 0.7475858741186991, 'gamma': 0.7068855790115784, 'reg_alpha': 0.11128906045429007, 'reg_lambda': 1.8499137496015825}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,167] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 93, 'learning_rate': 0.05169808041566842, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8301961946783822, 'colsample_bytree': 0.7205090744172313, 'gamma': 0.9316650746658782, 'reg_alpha': 0.5652309144460269, 'reg_lambda': 2.7889291907617717}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,285] Trial 47 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 54, 'learning_rate': 0.12952024780547838, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8710815199620239, 'colsample_bytree': 0.8783803335440212, 'gamma': 0.3257481478595285, 'reg_alpha': 0.826422606482153, 'reg_lambda': 1.5754078200375992}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,437] Trial 48 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 47, 'learning_rate': 0.13336941903129895, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7472133412209923, 'colsample_bytree': 0.8927438892809654, 'gamma': 1.1353098217208113, 'reg_alpha': 0.8199542329483176, 'reg_lambda': 1.514657996592267}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,581] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.24653282544049032, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8739887243158553, 'colsample_bytree': 0.9398152186538594, 'gamma': 0.6380363123025821, 'reg_alpha': 0.7593909449817006, 'reg_lambda': 1.6176017447347917}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:42,929] Trial 50 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 191, 'learning_rate': 0.20552405631249418, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8629929184987898, 'colsample_bytree': 0.775749305263533, 'gamma': 1.3845844255336468, 'reg_alpha': 0.8470675262332972, 'reg_lambda': 2.621141063392015}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,023] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.07580011576576008, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8082087926781314, 'colsample_bytree': 0.8051206685980686, 'gamma': 0.2925245470652912, 'reg_alpha': 0.7085712341779921, 'reg_lambda': 2.0238780456665797}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,254] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.11599693281175849, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7853298436889301, 'colsample_bytree': 0.785788456231624, 'gamma': 0.008253028128974771, 'reg_alpha': 0.9509887188295577, 'reg_lambda': 2.2822018950547918}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,430] Trial 53 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 66, 'learning_rate': 0.1735746974283577, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8364247216093851, 'colsample_bytree': 0.9166499675321017, 'gamma': 0.3137706198414995, 'reg_alpha': 0.927658847218066, 'reg_lambda': 2.126823017917899}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,582] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.13308047509072593, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8908501408633102, 'colsample_bytree': 0.8582315683448681, 'gamma': 0.2338985466987044, 'reg_alpha': 0.6619310865058992, 'reg_lambda': 2.3728710796608836}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,673] Trial 55 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 42, 'learning_rate': 0.08286626448297617, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9210583029592064, 'colsample_bytree': 0.8271453477194539, 'gamma': 1.0492709065292076, 'reg_alpha': 0.03342519109540813, 'reg_lambda': 1.8319272710786423}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:43,878] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.1962693417715575, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8587918455758478, 'colsample_bytree': 0.8666586340523141, 'gamma': 0.7277833135095749, 'reg_alpha': 0.18900779240067223, 'reg_lambda': 1.6927509393595384}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,028] Trial 57 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.0923175809551024, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.812578380820743, 'colsample_bytree': 0.9717850178191403, 'gamma': 4.023839709999065, 'reg_alpha': 0.16822528302688716, 'reg_lambda': 1.935851186399261}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,202] Trial 58 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 99, 'learning_rate': 0.24763778125062363, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7764530297660377, 'colsample_bytree': 0.8937026804735846, 'gamma': 0.4832355464321701, 'reg_alpha': 0.1406037585127451, 'reg_lambda': 1.4229126126117286}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,395] Trial 59 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 53, 'learning_rate': 0.10566133047857006, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8461305627128873, 'colsample_bytree': 0.7633727837125495, 'gamma': 0.8022419673175442, 'reg_alpha': 0.04227809406907881, 'reg_lambda': 2.9838944823560594}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,542] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.16865130006741852, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8810206905608347, 'colsample_bytree': 0.8133481924321849, 'gamma': 0.14838546780413564, 'reg_alpha': 0.2636464046163754, 'reg_lambda': 1.3360081040538827}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,783] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.14521936276013223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7991415356497418, 'colsample_bytree': 0.7557138049494684, 'gamma': 0.5887027280526894, 'reg_alpha': 0.8769685548047906, 'reg_lambda': 2.111961100410382}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:44,947] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 72, 'learning_rate': 0.12129485058071283, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7865163417046599, 'colsample_bytree': 0.7235336029342332, 'gamma': 0.4167906591676855, 'reg_alpha': 0.8884309451139454, 'reg_lambda': 2.0539463143424097}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,075] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.14727617142553567, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7614252958723626, 'colsample_bytree': 0.785945685026602, 'gamma': 1.5168864255580958, 'reg_alpha': 0.830025563343149, 'reg_lambda': 2.203785772346218}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,291] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.18026412417049095, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.831546287110917, 'colsample_bytree': 0.9410951358266761, 'gamma': 0.561919698924489, 'reg_alpha': 0.7878052097738132, 'reg_lambda': 1.783277074604273}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,493] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.01346992202325957, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8084532253280371, 'colsample_bytree': 0.836273312111066, 'gamma': 0.8107549168992676, 'reg_alpha': 0.9287445548041511, 'reg_lambda': 1.9166711988920144}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,833] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 243, 'learning_rate': 0.26864477741133247, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.866374231578394, 'colsample_bytree': 0.7128973994528982, 'gamma': 1.9249079929925106, 'reg_alpha': 0.7389037536894907, 'reg_lambda': 2.2958235072957245}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:45,998] Trial 67 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.20853831823991842, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9701192840454153, 'colsample_bytree': 0.6806789439145874, 'gamma': 0.3614798690698435, 'reg_alpha': 0.10163588964548928, 'reg_lambda': 2.049188124110446}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,214] Trial 68 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.2060030299043946, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9486113121433086, 'colsample_bytree': 0.6869772006414276, 'gamma': 0.1630911462165282, 'reg_alpha': 0.0006098634293153944, 'reg_lambda': 1.0634483328681643}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,464] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.22473937139383518, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9386282855597664, 'colsample_bytree': 0.6683951463388433, 'gamma': 0.3636708151288442, 'reg_alpha': 0.07880527001525882, 'reg_lambda': 1.6727209834325192}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,621] Trial 70 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 125, 'learning_rate': 0.2737736241607491, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9648236482831059, 'colsample_bytree': 0.6261935929337827, 'gamma': 1.123376640858861, 'reg_alpha': 0.12770108593460486, 'reg_lambda': 1.8821137062962325}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:46,787] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.15577364535368296, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9125168907398433, 'colsample_bytree': 0.7367953026918256, 'gamma': 0.5702885417516851, 'reg_alpha': 0.09494732118786, 'reg_lambda': 2.0349440376119814}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,015] Trial 72 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.1585830754299768, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9056339878338459, 'colsample_bytree': 0.7360244417149348, 'gamma': 0.9025867790708944, 'reg_alpha': 0.09152883281904711, 'reg_lambda': 2.0203756113800737}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,226] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.1899447958247318, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9739991949279709, 'colsample_bytree': 0.7502810756090054, 'gamma': 0.3601711194347489, 'reg_alpha': 0.028436927792125644, 'reg_lambda': 2.2025950114575727}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,404] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.18386456750388225, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.968690081192551, 'colsample_bytree': 0.7519725721718451, 'gamma': 0.6594386705629843, 'reg_alpha': 0.03258966515275695, 'reg_lambda': 2.4174628915772165}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,644] Trial 75 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.187518723822048, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9771986781977063, 'colsample_bytree': 0.7411534898136446, 'gamma': 0.6581599754216777, 'reg_alpha': 0.02732961390996584, 'reg_lambda': 2.3671053921715077}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:47,863] Trial 76 finished with value: 0.761904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.18523615497188292, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.971584747738916, 'colsample_bytree': 0.7426035580938032, 'gamma': 2.2893921708515403, 'reg_alpha': 0.033325035784386545, 'reg_lambda': 2.471921209900186}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,025] Trial 77 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.21426878738167224, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9774195424338226, 'colsample_bytree': 0.7074952745654911, 'gamma': 2.3334925724899587, 'reg_alpha': 0.44085438443003633, 'reg_lambda': 2.474220335919035}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,220] Trial 78 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 148, 'learning_rate': 0.29641804963280455, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9389987173296401, 'colsample_bytree': 0.6884056478041337, 'gamma': 3.7386725289711285, 'reg_alpha': 0.020895118375862123, 'reg_lambda': 2.7136587396523155}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,401] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 170, 'learning_rate': 0.16177191127436774, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9658460427210698, 'colsample_bytree': 0.7651297041567381, 'gamma': 1.2881173707391884, 'reg_alpha': 0.1091642503010408, 'reg_lambda': 2.5451129420377296}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,700] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.15395328896724553, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9160236111770093, 'colsample_bytree': 0.76976021601539, 'gamma': 1.296393277337166, 'reg_alpha': 0.1094140427750363, 'reg_lambda': 0.6067023720816673}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:48,869] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 137, 'learning_rate': 0.1872387066482274, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.961747328426517, 'colsample_bytree': 0.7555003010442987, 'gamma': 0.1363175925544142, 'reg_alpha': 0.21859698831549956, 'reg_lambda': 2.5467636985376165}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,154] Trial 82 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 190, 'learning_rate': 0.1654849139329819, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9826859997094829, 'colsample_bytree': 0.7510034116600824, 'gamma': 2.962205374334456, 'reg_alpha': 0.054684888793488415, 'reg_lambda': 2.4354869859526356}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,325] Trial 83 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 169, 'learning_rate': 0.1390172678369236, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9704337617297423, 'colsample_bytree': 0.7948226803691605, 'gamma': 1.892500196194123, 'reg_alpha': 0.13950960115202815, 'reg_lambda': 2.2445569252317994}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,487] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.19882843856827045, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9443744085403879, 'colsample_bytree': 0.7283244812653161, 'gamma': 2.6797124398147583, 'reg_alpha': 0.005203279638462687, 'reg_lambda': 2.6201570492930255}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,635] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.254059672363589, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.927762872541295, 'colsample_bytree': 0.7440195682693472, 'gamma': 1.0096617826667067, 'reg_alpha': 0.09011509828055016, 'reg_lambda': 2.7351210768921375}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:49,845] Trial 86 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 122, 'learning_rate': 0.22497285453530427, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9885200484469323, 'colsample_bytree': 0.7806881310779754, 'gamma': 2.3188554135291666, 'reg_alpha': 0.15363876819148695, 'reg_lambda': 2.5536949956212505}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,037] Trial 87 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.18400171767429427, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9993842883553402, 'colsample_bytree': 0.7138557939610121, 'gamma': 3.182303613276191, 'reg_alpha': 0.3580470867507368, 'reg_lambda': 2.3228987219600175}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,222] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.16219992875884007, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9544993908630661, 'colsample_bytree': 0.6500370148533838, 'gamma': 0.39476409018451636, 'reg_alpha': 0.12124183691182772, 'reg_lambda': 0.8596177019177669}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,412] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 214, 'learning_rate': 0.12259998397095709, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9601973339798753, 'colsample_bytree': 0.7685131655849207, 'gamma': 0.9011948856171486, 'reg_alpha': 0.03221605946593615, 'reg_lambda': 2.159050178695421}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,648] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.1397091147362159, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9720888932775952, 'colsample_bytree': 0.6744447097326954, 'gamma': 0.7391169414355402, 'reg_alpha': 0.06436302227188401, 'reg_lambda': 2.4145979168340816}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:50,804] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.18729390538781124, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9797679679595546, 'colsample_bytree': 0.732997514812411, 'gamma': 0.6644838474371373, 'reg_alpha': 0.026547170600407843, 'reg_lambda': 2.3442443236782733}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,083] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.20921181321947846, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9364470498441329, 'colsample_bytree': 0.7401896623884688, 'gamma': 0.35777004962999454, 'reg_alpha': 0.10507720341517651, 'reg_lambda': 2.4700127041394233}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,244] Trial 93 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 131, 'learning_rate': 0.16725416211395155, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9734573362369134, 'colsample_bytree': 0.7487690829728192, 'gamma': 0.5748097683770623, 'reg_alpha': 0.037548530822605765, 'reg_lambda': 2.3917491404531885}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,564] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.17743634768155694, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9916133237602468, 'colsample_bytree': 0.7643065272401908, 'gamma': 0.002634726268203047, 'reg_alpha': 0.018803100507538584, 'reg_lambda': 2.230189265712913}. Best is trial 21 with value: 0.761904761904762.
[I 2025-11-03 19:44:51,810] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 165, 'learning_rate': 0.15427452607271938, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9882416538850851, 'colsample_bytree': 0.7772326869242174, 'gamma': 0.09258747774935985, 'reg_alpha': 0.07042365045136807, 'reg_lambda': 2.2543876888237255}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,001] Trial 96 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 152, 'learning_rate': 0.12917242612806787, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.982867249185085, 'colsample_bytree': 0.7908386512864181, 'gamma': 0.018568182475310654, 'reg_alpha': 0.06926896021511214, 'reg_lambda': 2.2373838921552527}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,305] Trial 97 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.13145277707573924, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9898279649650745, 'colsample_bytree': 0.8051202595974029, 'gamma': 0.08630902588366232, 'reg_alpha': 0.07328385126458968, 'reg_lambda': 1.987644274507791}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,493] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.09693720147889986, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9992484350491676, 'colsample_bytree': 0.7886656955238138, 'gamma': 0.216076243981442, 'reg_alpha': 0.1657321523185899, 'reg_lambda': 2.2571060976390767}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,683] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.15118412602036077, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9588164088108623, 'colsample_bytree': 0.7763446544690079, 'gamma': 0.02012825669612304, 'reg_alpha': 0.1951735848583016, 'reg_lambda': 2.1492363248360156}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:52,854] Trial 100 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 153, 'learning_rate': 0.11133834651866856, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9859811702317006, 'colsample_bytree': 0.7625634422850582, 'gamma': 0.19560762439627993, 'reg_alpha': 0.6519527382781641, 'reg_lambda': 2.095357720061124}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,037] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.14968587488316043, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9100527318690617, 'colsample_bytree': 0.7975028230702664, 'gamma': 0.009849112779968444, 'reg_alpha': 0.05258945913912142, 'reg_lambda': 2.205638177200045}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,401] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.1709884680494531, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9848396871499608, 'colsample_bytree': 0.7641542656146536, 'gamma': 0.30413162386721315, 'reg_alpha': 0.09853150381045302, 'reg_lambda': 2.5166839714343587}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,577] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.12794741460739661, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9455623505968763, 'colsample_bytree': 0.7760444694886023, 'gamma': 0.47202653443788467, 'reg_alpha': 0.0020637170112505626, 'reg_lambda': 2.1931016180742176}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,758] Trial 104 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 163, 'learning_rate': 0.02248409157305106, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8964814305133285, 'colsample_bytree': 0.7218395381997464, 'gamma': 0.2535566025067458, 'reg_alpha': 0.07171113017303805, 'reg_lambda': 2.2858136825353594}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:53,939] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.23256156702837624, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9533799792733492, 'colsample_bytree': 0.8113902705826791, 'gamma': 0.411557820219561, 'reg_alpha': 0.1316956500900469, 'reg_lambda': 2.3235605029897606}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,236] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.142780714927832, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9278214843397751, 'colsample_bytree': 0.7889489605484765, 'gamma': 0.11280077076346695, 'reg_alpha': 0.5975888219310425, 'reg_lambda': 2.1546511664427923}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,426] Trial 107 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 172, 'learning_rate': 0.20434236775739043, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9916837670368613, 'colsample_bytree': 0.7589379584772374, 'gamma': 0.19412929378072125, 'reg_alpha': 0.09095689297035059, 'reg_lambda': 2.2390711274526622}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,715] Trial 108 finished with value: 0.755952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.12002782353750432, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9611901897696697, 'colsample_bytree': 0.7746539630094508, 'gamma': 0.5088202806048868, 'reg_alpha': 0.0539516127819343, 'reg_lambda': 2.019802481316758}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:54,916] Trial 109 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 202, 'learning_rate': 0.11886284876803775, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9615219510092423, 'colsample_bytree': 0.781676118433246, 'gamma': 4.3726331559864695, 'reg_alpha': 0.31634335762432997, 'reg_lambda': 2.0289141825653823}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,257] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.1034883801584709, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9470041769333803, 'colsample_bytree': 0.8238812763356691, 'gamma': 0.5180130573996835, 'reg_alpha': 0.5287374456243557, 'reg_lambda': 1.7623163660734469}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,450] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.1718870936167115, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9679776771936925, 'colsample_bytree': 0.7673340262168866, 'gamma': 0.3725860579588617, 'reg_alpha': 0.050547740481393946, 'reg_lambda': 1.9696890719699136}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,707] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.1275125628926363, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9796334069121334, 'colsample_bytree': 0.7739247735551025, 'gamma': 0.10167523853454373, 'reg_alpha': 0.012316684697934684, 'reg_lambda': 1.3028515066415296}. Best is trial 95 with value: 0.7678571428571429.
[I 2025-11-03 19:44:55,889] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.15190586032793446, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8807519198982147, 'colsample_bytree': 0.8014138485930498, 'gamma': 0.0031784401886723046, 'reg_alpha': 0.11537343988150103, 'reg_lambda': 2.630229154714222}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,086] Trial 114 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.13750518997426106, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8814821320137683, 'colsample_bytree': 0.8332749098715474, 'gamma': 0.0018373643603759593, 'reg_alpha': 0.14530690234855598, 'reg_lambda': 2.870487633245375}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,441] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.15513598153552602, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8775730106576876, 'colsample_bytree': 0.8372386744017233, 'gamma': 0.030882360776348206, 'reg_alpha': 0.07019873536074751, 'reg_lambda': 2.9646025915777177}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,657] Trial 116 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 217, 'learning_rate': 0.13811399175129122, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8905627288322263, 'colsample_bytree': 0.7903470781528195, 'gamma': 0.24676939147262053, 'reg_alpha': 0.15636731368404622, 'reg_lambda': 2.821438477739336}. Best is trial 113 with value: 0.7738095238095238.
[I 2025-11-03 19:44:56,949] Trial 117 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 197, 'learning_rate': 0.1375705855339121, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8961911593505253, 'colsample_bytree': 0.8817947437165266, 'gamma': 0.22652460867890506, 'reg_alpha': 0.23021584969061282, 'reg_lambda': 2.8119079993798732}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,171] Trial 118 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.137620281810115, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.88540531085126, 'colsample_bytree': 0.8049555365293071, 'gamma': 0.15386545998773468, 'reg_alpha': 0.2522732389530321, 'reg_lambda': 2.8518305484154682}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,382] Trial 119 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.1607423479354139, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8963224854097221, 'colsample_bytree': 0.8766365871827925, 'gamma': 0.2416913949503791, 'reg_alpha': 0.2138490699468405, 'reg_lambda': 2.879607197568358}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,662] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.15865592421491034, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8929363962209649, 'colsample_bytree': 0.8842890067314826, 'gamma': 0.2522104597113983, 'reg_alpha': 0.21355773579222517, 'reg_lambda': 2.6954010296648483}. Best is trial 117 with value: 0.7797619047619048.
[I 2025-11-03 19:44:57,899] Trial 121 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 228, 'learning_rate': 0.14325555760586248, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9147319481368074, 'colsample_bytree': 0.9132676735530348, 'gamma': 0.10341053433816709, 'reg_alpha': 0.1881050261285202, 'reg_lambda': 2.8913863240146216}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:58,218] Trial 122 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 212, 'learning_rate': 0.14621917771642473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8999174911923589, 'colsample_bytree': 0.9239046651625344, 'gamma': 0.1164623306607703, 'reg_alpha': 0.17397396732838727, 'reg_lambda': 2.9055785694783607}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:58,465] Trial 123 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 226, 'learning_rate': 0.17574306380844767, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9123669296382254, 'colsample_bytree': 0.9074508250188942, 'gamma': 0.2548665123001605, 'reg_alpha': 0.2402339735756038, 'reg_lambda': 2.8004407370586017}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:58,743] Trial 124 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 226, 'learning_rate': 0.14600082988162114, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9011943834421361, 'colsample_bytree': 0.9069277925184815, 'gamma': 0.21794529919472394, 'reg_alpha': 0.2372142130259175, 'reg_lambda': 2.823260433885868}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,031] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.1476926523226114, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9144118466336465, 'colsample_bytree': 0.9307039698808428, 'gamma': 0.26421403245102837, 'reg_alpha': 0.2788517532463536, 'reg_lambda': 2.7996333130391795}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,340] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.1416817002124437, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.898531686421632, 'colsample_bytree': 0.9135708895436007, 'gamma': 0.15006035201697818, 'reg_alpha': 0.2274345962004089, 'reg_lambda': 2.9385821607291973}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,572] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.030942134256301206, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8984966394870055, 'colsample_bytree': 0.9052305508215424, 'gamma': 0.11854030595622865, 'reg_alpha': 0.23459907720398182, 'reg_lambda': 2.9219224607157246}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:44:59,801] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 209, 'learning_rate': 0.1425366571594734, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8725130870040777, 'colsample_bytree': 0.9157189695902526, 'gamma': 0.19442855558590744, 'reg_alpha': 0.18188621724290546, 'reg_lambda': 2.787578321653845}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,121] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.11041481154553427, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9023743094744315, 'colsample_bytree': 0.869129999322937, 'gamma': 0.2794173708358889, 'reg_alpha': 0.33463088877798564, 'reg_lambda': 2.9344241218851312}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,333] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.17935257337831992, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8888300784995035, 'colsample_bytree': 0.9023455169222795, 'gamma': 0.46219662367627873, 'reg_alpha': 0.2287860926228611, 'reg_lambda': 2.8275708658740317}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,728] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 233, 'learning_rate': 0.1640178176444611, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9235027017479075, 'colsample_bytree': 0.9297996046597841, 'gamma': 0.1716581038511944, 'reg_alpha': 0.2723118185613379, 'reg_lambda': 2.7506359992196496}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:00,953] Trial 132 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 234, 'learning_rate': 0.16239163625428413, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9191883416560973, 'colsample_bytree': 0.9264420353386775, 'gamma': 0.14329313932725846, 'reg_alpha': 0.27727361438347853, 'reg_lambda': 2.6509282514267114}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:01,286] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.16544871634466815, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.923871267355129, 'colsample_bytree': 0.9301057684750914, 'gamma': 0.14168701573184433, 'reg_alpha': 0.2833915980678751, 'reg_lambda': 2.6708728084868874}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:01,514] Trial 134 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 241, 'learning_rate': 0.1936709037013988, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9079948486748805, 'colsample_bytree': 0.9193282558068281, 'gamma': 0.12572300368363226, 'reg_alpha': 0.25386470748237766, 'reg_lambda': 2.7375947226236095}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:01,846] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 238, 'learning_rate': 0.1981303608056195, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9059871218272012, 'colsample_bytree': 0.9228733011781742, 'gamma': 0.1968532133653477, 'reg_alpha': 0.256660754856227, 'reg_lambda': 2.752235123547106}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,067] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.19852955220871396, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9076074681586668, 'colsample_bytree': 0.9248172272152093, 'gamma': 0.18543783349982706, 'reg_alpha': 0.28452649104075617, 'reg_lambda': 2.772864620664503}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,351] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.14856337936121458, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9183811366508181, 'colsample_bytree': 0.9496487985984453, 'gamma': 0.12729893902865236, 'reg_alpha': 0.38058283899387346, 'reg_lambda': 2.899273063438853}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,582] Trial 138 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.17091498034398597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9094558780172181, 'colsample_bytree': 0.8885228547307032, 'gamma': 0.30777907543670063, 'reg_alpha': 0.3070294447888422, 'reg_lambda': 2.6193538847781337}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:02,786] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.1599269335328863, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.898554091742699, 'colsample_bytree': 0.9093739198430594, 'gamma': 0.4152266780575775, 'reg_alpha': 0.20169271605264244, 'reg_lambda': 2.99102162585471}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,142] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.217793412517664, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9335386940337081, 'colsample_bytree': 0.8969305745658978, 'gamma': 0.10250934282851448, 'reg_alpha': 0.274899304829692, 'reg_lambda': 2.773987412987999}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,402] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.13617050167838549, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9052514231622286, 'colsample_bytree': 0.9178089126691974, 'gamma': 0.22223608036667392, 'reg_alpha': 0.2372070831614676, 'reg_lambda': 2.752540780655096}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,745] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.19449379068378136, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9221929220969811, 'colsample_bytree': 0.9237685761826065, 'gamma': 0.19927451542537516, 'reg_alpha': 0.257090959529912, 'reg_lambda': 2.833971860850678}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:03,983] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.06149978845232729, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8903593365192944, 'colsample_bytree': 0.9394602491897781, 'gamma': 0.2956268106486319, 'reg_alpha': 0.24926295234454166, 'reg_lambda': 2.8865160015328017}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:04,307] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.1765130355660248, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9065358543898284, 'colsample_bytree': 0.9518562719044862, 'gamma': 0.09281912803776811, 'reg_alpha': 0.32883621127406487, 'reg_lambda': 2.6485448476895224}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:04,513] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.17579894376862978, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8569650130224781, 'colsample_bytree': 0.9582363419131124, 'gamma': 0.09008293512138078, 'reg_alpha': 0.33488059014291705, 'reg_lambda': 2.6382961965874823}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:04,858] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.14982557218947717, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9141919830657703, 'colsample_bytree': 0.9519448976262863, 'gamma': 0.4167374763630924, 'reg_alpha': 0.21097110265477437, 'reg_lambda': 2.7052029615487654}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,078] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.15836614566952273, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8842969050050298, 'colsample_bytree': 0.9094250672420976, 'gamma': 0.07622432261230351, 'reg_alpha': 0.17427364533490775, 'reg_lambda': 2.830280626490135}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,444] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.1245028739242074, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8661331017258195, 'colsample_bytree': 0.9383337614337692, 'gamma': 0.3381995418844884, 'reg_alpha': 0.32832367660118855, 'reg_lambda': 2.935975353718475}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,678] Trial 149 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 234, 'learning_rate': 0.13941196162683395, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8967905379531036, 'colsample_bytree': 0.9270395488607348, 'gamma': 0.20863743641353344, 'reg_alpha': 0.2913996889871353, 'reg_lambda': 2.682039043417572}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:05,933] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.13549530925468237, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8771753868010941, 'colsample_bytree': 0.9274201076518723, 'gamma': 0.009121171690800983, 'reg_alpha': 0.2983716369603761, 'reg_lambda': 2.6573478009352725}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:06,249] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.14203792489552416, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9007775446703551, 'colsample_bytree': 0.9129109499182675, 'gamma': 0.21948375386724717, 'reg_alpha': 0.2779079183986633, 'reg_lambda': 2.7273018824921063}. Best is trial 121 with value: 0.7857142857142858.
[I 2025-11-03 19:45:06,473] Trial 152 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 229, 'learning_rate': 0.16747872010805054, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8970804954775213, 'colsample_bytree': 0.9442152117034798, 'gamma': 0.1108577656737477, 'reg_alpha': 0.19213782643247743, 'reg_lambda': 2.5892363344973526}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:06,731] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.16683796409396115, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8953714347863658, 'colsample_bytree': 0.9456495746694407, 'gamma': 0.30048695296637606, 'reg_alpha': 0.18608332849661838, 'reg_lambda': 2.597348674292341}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:06,976] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.04593926492255481, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9206752998476782, 'colsample_bytree': 0.9626151389916181, 'gamma': 0.44838476822245804, 'reg_alpha': 0.1576398258373524, 'reg_lambda': 2.8801758146294887}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:07,324] Trial 155 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 211, 'learning_rate': 0.1504066651168185, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9310758635314587, 'colsample_bytree': 0.9002290478832331, 'gamma': 0.1882451032048912, 'reg_alpha': 0.21950659065135902, 'reg_lambda': 2.8173603333721866}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:07,550] Trial 156 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.15047771370117255, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8912798714819881, 'colsample_bytree': 0.8997308668008708, 'gamma': 0.34827531625957425, 'reg_alpha': 0.2252351822571373, 'reg_lambda': 2.807017470216464}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:07,892] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.14653257593428648, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9345819080499425, 'colsample_bytree': 0.8991743049237886, 'gamma': 0.3671293293640995, 'reg_alpha': 0.22839524790415983, 'reg_lambda': 2.6824230138549443}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,103] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 213, 'learning_rate': 0.17594512470622142, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8980851858204003, 'colsample_bytree': 0.8891287423684561, 'gamma': 0.00475165384447529, 'reg_alpha': 0.19616561544529934, 'reg_lambda': 2.9363156114541997}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,389] Trial 159 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 224, 'learning_rate': 0.1753240018990212, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8839065506876902, 'colsample_bytree': 0.8827081430057236, 'gamma': 0.06574861238194538, 'reg_alpha': 0.20215299374948675, 'reg_lambda': 2.9615575369736513}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,596] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.11580600636849155, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8824327268273058, 'colsample_bytree': 0.8813541571631417, 'gamma': 0.021979871224253156, 'reg_alpha': 0.19746131619483515, 'reg_lambda': 2.9981945817703486}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:08,804] Trial 161 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 224, 'learning_rate': 0.1786956749751799, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.896425249738491, 'colsample_bytree': 0.8594579763246784, 'gamma': 0.08108539960822142, 'reg_alpha': 0.19968743820176565, 'reg_lambda': 2.93344727558454}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,036] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 213, 'learning_rate': 0.1759083350158436, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.895454397201425, 'colsample_bytree': 0.8721182662014194, 'gamma': 0.016909695487536944, 'reg_alpha': 0.18461091459963339, 'reg_lambda': 2.9123766755956226}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,352] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.1818167039308029, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8916941891856435, 'colsample_bytree': 0.8738835400655767, 'gamma': 0.28209873159261045, 'reg_alpha': 0.1770950407869444, 'reg_lambda': 2.9376641441068014}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,586] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.1704208263864799, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8731019765169985, 'colsample_bytree': 0.8474686280280079, 'gamma': 0.006252465907972082, 'reg_alpha': 0.199951826607815, 'reg_lambda': 2.9009491775503236}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:09,860] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.2055500200576495, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8689988946035975, 'colsample_bytree': 0.8534913136791832, 'gamma': 0.030588793114241744, 'reg_alpha': 0.21107293549846318, 'reg_lambda': 2.9034261251307107}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,074] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 218, 'learning_rate': 0.17620081667140955, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8994224216694996, 'colsample_bytree': 0.8628053331200105, 'gamma': 0.013279190781723516, 'reg_alpha': 0.1906646500679051, 'reg_lambda': 2.8618844375094787}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,286] Trial 167 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.21684834058800803, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8821910773306002, 'colsample_bytree': 0.8883117497778144, 'gamma': 0.22237337575658006, 'reg_alpha': 0.23606660088949655, 'reg_lambda': 2.9568867782915182}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,604] Trial 168 finished with value: 0.761904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.2434220976386382, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8774889936640832, 'colsample_bytree': 0.8751775641982227, 'gamma': 0.1213409018303926, 'reg_alpha': 0.20075146582068681, 'reg_lambda': 2.948668242932588}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:10,800] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.22808073649323696, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8485873927385461, 'colsample_bytree': 0.8830353044346082, 'gamma': 0.3537217930461445, 'reg_alpha': 0.16608616101115486, 'reg_lambda': 2.9929524954499067}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,079] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.2632762613374381, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.861768399095714, 'colsample_bytree': 0.8430109159744396, 'gamma': 0.19014240413607153, 'reg_alpha': 0.2326823088683559, 'reg_lambda': 2.8896594147037016}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,291] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.19503668097601043, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8853330072613983, 'colsample_bytree': 0.8908341340628917, 'gamma': 0.20003321168155813, 'reg_alpha': 0.24044490221098125, 'reg_lambda': 2.948027790539742}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,588] Trial 172 finished with value: 0.738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.21884344982535958, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8976512810892228, 'colsample_bytree': 0.8650292338191753, 'gamma': 0.2840464058640494, 'reg_alpha': 0.2141173182898042, 'reg_lambda': 2.860582558867289}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:11,823] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 216, 'learning_rate': 0.017043266279149566, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8906143524592179, 'colsample_bytree': 0.8910163143773723, 'gamma': 0.007605344239736744, 'reg_alpha': 0.18223325831639195, 'reg_lambda': 2.7904691326270004}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:12,018] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.17203058137212432, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8741994321741283, 'colsample_bytree': 0.8699167005996024, 'gamma': 0.5408525748840886, 'reg_alpha': 0.2321902778977934, 'reg_lambda': 2.904047726297608}. Best is trial 152 with value: 0.7916666666666667.
[I 2025-11-03 19:45:12,316] Trial 175 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 221, 'learning_rate': 0.1559367285321782, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9137393152266438, 'colsample_bytree': 0.8562254013848042, 'gamma': 0.0005293371685005932, 'reg_alpha': 0.14963516252602463, 'reg_lambda': 2.8492966353257634}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:12,531] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 237, 'learning_rate': 0.157182311396593, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9033986097710109, 'colsample_bytree': 0.8580830960385993, 'gamma': 0.10635031529448268, 'reg_alpha': 0.14039115461421076, 'reg_lambda': 2.9492486145319763}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:12,815] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.12819235244326685, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8816851985789197, 'colsample_bytree': 0.857976122758344, 'gamma': 0.07932152675871422, 'reg_alpha': 0.13634967948339816, 'reg_lambda': 2.9606764754131936}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,044] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 229, 'learning_rate': 0.15841423387222492, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9081384519027603, 'colsample_bytree': 0.8504294284296945, 'gamma': 0.007271801901067888, 'reg_alpha': 0.14425883550339325, 'reg_lambda': 2.854033526162913}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,248] Trial 179 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 221, 'learning_rate': 0.1870342067135819, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8941710708384665, 'colsample_bytree': 0.8591397699676591, 'gamma': 8.399658574947955e-05, 'reg_alpha': 0.20031130337430605, 'reg_lambda': 2.9383016567802502}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,629] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.1909582471363242, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8919168615416974, 'colsample_bytree': 0.8441363276024068, 'gamma': 0.10119342544307806, 'reg_alpha': 0.1982437024389894, 'reg_lambda': 2.8434238909290923}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:13,830] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.2107333869698457, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9015416454391367, 'colsample_bytree': 0.8770975482001437, 'gamma': 0.1719756776748826, 'reg_alpha': 0.16039158098293171, 'reg_lambda': 2.999776618878236}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,037] Trial 182 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.18244436598936006, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.884842606799628, 'colsample_bytree': 0.8593042986339958, 'gamma': 0.012809771916737073, 'reg_alpha': 0.2138766515641361, 'reg_lambda': 2.924778506270701}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,311] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.16382501684888853, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6914670941656951, 'colsample_bytree': 0.8859669646499099, 'gamma': 0.28086347088318664, 'reg_alpha': 0.12065426588120907, 'reg_lambda': 2.783585030205486}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,543] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 232, 'learning_rate': 0.15049928099015691, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9151617015060362, 'colsample_bytree': 0.8692386137913514, 'gamma': 0.12836435602312374, 'reg_alpha': 0.18955247536850123, 'reg_lambda': 2.942573500715264}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:14,971] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.18818419575287013, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8920318599400519, 'colsample_bytree': 0.8978865071218309, 'gamma': 0.001150131374665353, 'reg_alpha': 0.16209369573919075, 'reg_lambda': 2.8930913928357542}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,191] Trial 186 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.16534878008810402, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8729393542898976, 'colsample_bytree': 0.852450486899846, 'gamma': 0.384412514696514, 'reg_alpha': 0.22068280691797101, 'reg_lambda': 2.851544087671558}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,392] Trial 187 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 236, 'learning_rate': 0.15812622536848592, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8704716302767824, 'colsample_bytree': 0.8560581729382527, 'gamma': 0.40843089939623095, 'reg_alpha': 0.20542529534818676, 'reg_lambda': 2.8163222253998654}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,715] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.15547906305933837, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9055857672639204, 'colsample_bytree': 0.8555778113778093, 'gamma': 0.3924194293477171, 'reg_alpha': 0.21987106996789313, 'reg_lambda': 2.7987384148125236}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:15,915] Trial 189 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 237, 'learning_rate': 0.13396676971933766, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8942112937421287, 'colsample_bytree': 0.8604415194413336, 'gamma': 4.972999377277693, 'reg_alpha': 0.26242486145030486, 'reg_lambda': 2.8414984502908025}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,217] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.15965829216462687, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9116113092195055, 'colsample_bytree': 0.8772745676070653, 'gamma': 0.44058631397186526, 'reg_alpha': 0.1784064804584029, 'reg_lambda': 2.7887263440891803}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,474] Trial 191 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.1676291977480978, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8714558375926957, 'colsample_bytree': 0.8490997466352824, 'gamma': 0.14497969922058507, 'reg_alpha': 0.20081724838029838, 'reg_lambda': 2.8687336992255985}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,726] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.14163297102577607, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.865023388589665, 'colsample_bytree': 0.8420035355076948, 'gamma': 0.3090505305737952, 'reg_alpha': 0.141680002569129, 'reg_lambda': 2.744637244768356}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:16,935] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.16706478823260826, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8764793963957931, 'colsample_bytree': 0.8650079531107429, 'gamma': 0.20992510981561058, 'reg_alpha': 0.20351772274094687, 'reg_lambda': 2.8842599571453125}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,273] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 221, 'learning_rate': 0.17883673777760256, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9008838705953671, 'colsample_bytree': 0.8297654985073547, 'gamma': 0.08599072568963241, 'reg_alpha': 0.17435935326928295, 'reg_lambda': 2.998139134651076}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,481] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.18093886760416827, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8989515205114451, 'colsample_bytree': 0.8313440271412167, 'gamma': 0.11146307277519096, 'reg_alpha': 0.15852229233084908, 'reg_lambda': 2.9929684034048716}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,768] Trial 196 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 229, 'learning_rate': 0.1499257167342877, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9039823176867847, 'colsample_bytree': 0.8716598843946021, 'gamma': 0.35520374940943994, 'reg_alpha': 0.18071033324974997, 'reg_lambda': 2.8285778130415142}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:17,975] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.14104184987015714, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9056138715449125, 'colsample_bytree': 0.8712168044424008, 'gamma': 0.49849303906550924, 'reg_alpha': 0.12628228034204014, 'reg_lambda': 2.7104967286866706}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:18,200] Trial 198 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.1995493633895943, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9094131475081783, 'colsample_bytree': 0.8159502692998036, 'gamma': 0.2094336854248171, 'reg_alpha': 0.17763169985787042, 'reg_lambda': 2.943479918712256}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:18,539] Trial 199 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.15328005320830396, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9148723171355729, 'colsample_bytree': 0.8797929366718295, 'gamma': 0.1158170727076481, 'reg_alpha': 0.14912815834416024, 'reg_lambda': 2.840268752128715}. Best is trial 175 with value: 0.7976190476190476.
[I 2025-11-03 19:45:18,543] A new study created in memory with name: no-name-b8b7baec-783b-4ff9-892e-6c7d58abb210
[I 2025-11-03 19:45:18,852] Trial 0 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 240, 'learning_rate': 0.043968047408895546, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6081940024553788, 'colsample_bytree': 0.8261924709504437, 'gamma': 1.6824022591600407, 'reg_alpha': 0.22676502829551604, 'reg_lambda': 1.0741812861377702}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:18,998] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.029368894828252032, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7946981503249443, 'colsample_bytree': 0.8947084149732155, 'gamma': 2.0544297463236267, 'reg_alpha': 0.33272242005870656, 'reg_lambda': 1.586730031886047}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:19,143] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.13199668088551425, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6634657241756713, 'colsample_bytree': 0.8853983382000701, 'gamma': 2.25163092313705, 'reg_alpha': 0.04350035179181466, 'reg_lambda': 2.8061827636551557}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:19,384] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.03549875120467403, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9699685842038934, 'colsample_bytree': 0.8035758675572516, 'gamma': 2.3942310087109355, 'reg_alpha': 0.8650415951704298, 'reg_lambda': 2.9139096690322446}. Best is trial 0 with value: 0.7023809523809523.
[I 2025-11-03 19:45:19,602] Trial 4 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 133, 'learning_rate': 0.07040958872670104, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8191351889083545, 'colsample_bytree': 0.8152673632089439, 'gamma': 2.8479879191584163, 'reg_alpha': 0.019055804527856046, 'reg_lambda': 1.153569738950623}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:19,871] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.022597005072759822, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7938898151128173, 'colsample_bytree': 0.7952890254570575, 'gamma': 2.731360291527552, 'reg_alpha': 0.808343310982398, 'reg_lambda': 2.556099851361972}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:19,937] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 44, 'learning_rate': 0.13428896526115153, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6722145838997503, 'colsample_bytree': 0.6468765304355087, 'gamma': 1.6403339372749037, 'reg_alpha': 0.48507848142850374, 'reg_lambda': 0.8326773995895987}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,072] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.2556632823098661, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.6953968674064417, 'colsample_bytree': 0.8034242753543912, 'gamma': 2.1337136371352505, 'reg_alpha': 0.5530509040596004, 'reg_lambda': 0.7886736686684155}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,287] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.07496284233309061, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8675115073375622, 'colsample_bytree': 0.623162929191382, 'gamma': 2.8901373458298236, 'reg_alpha': 0.02425124318979921, 'reg_lambda': 1.69294886592186}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,475] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.1403174031357044, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.6657937587305276, 'colsample_bytree': 0.7401638692117725, 'gamma': 4.587006391331726, 'reg_alpha': 0.29887098084826913, 'reg_lambda': 2.793539222268727}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,746] Trial 10 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.011544511542986795, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9019971380279016, 'colsample_bytree': 0.9836031526910793, 'gamma': 0.47039782208939585, 'reg_alpha': 0.6232031414997417, 'reg_lambda': 2.1426647075533998}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:20,940] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.07810231852408268, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.871373372298151, 'colsample_bytree': 0.614124184873126, 'gamma': 3.602191832349483, 'reg_alpha': 0.008129114001310648, 'reg_lambda': 1.5578281065158288}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,084] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.0735666039427541, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8600156855658031, 'colsample_bytree': 0.7200698739260623, 'gamma': 3.2858181702872606, 'reg_alpha': 0.15407216005052587, 'reg_lambda': 1.2854068525146347}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,380] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 173, 'learning_rate': 0.06989297815997171, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7489799010066176, 'colsample_bytree': 0.7162544916607069, 'gamma': 4.093677544371887, 'reg_alpha': 0.12021603061259949, 'reg_lambda': 2.219290574320844}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,603] Trial 14 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 198, 'learning_rate': 0.017192458908817362, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9369436957290532, 'colsample_bytree': 0.6661507770428027, 'gamma': 0.9955186877946478, 'reg_alpha': 0.37436210263819514, 'reg_lambda': 0.5032371422050799}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:21,903] Trial 15 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.014301221325744141, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9825518437937356, 'colsample_bytree': 0.6730115137100562, 'gamma': 0.023752735398373304, 'reg_alpha': 0.3994850880182155, 'reg_lambda': 0.5010961651109758}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,209] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 96, 'learning_rate': 0.015498815465072683, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9232065176173363, 'colsample_bytree': 0.8749751909813979, 'gamma': 0.9847217286237473, 'reg_alpha': 0.6818612792124494, 'reg_lambda': 0.5131922545388514}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,397] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 95, 'learning_rate': 0.0244065705474335, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8261585595125874, 'colsample_bytree': 0.903315320280191, 'gamma': 0.893603136678869, 'reg_alpha': 0.676483289216472, 'reg_lambda': 1.2266693809658715}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,685] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.04848704520935324, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9326743916213499, 'colsample_bytree': 0.9361162715238572, 'gamma': 1.3046209726620943, 'reg_alpha': 0.9812804792656848, 'reg_lambda': 0.9107473102066741}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:22,918] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.2999644440634088, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8309269533309818, 'colsample_bytree': 0.8564783647605605, 'gamma': 3.882021343289841, 'reg_alpha': 0.7301026805553847, 'reg_lambda': 1.36003725810082}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,120] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.010504940074937043, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.735015278522548, 'colsample_bytree': 0.956923396403163, 'gamma': 3.1029747937066867, 'reg_alpha': 0.5280455660691858, 'reg_lambda': 0.7242245585993162}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,397] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 151, 'learning_rate': 0.010160184084781225, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7587986469719203, 'colsample_bytree': 0.9840683894475203, 'gamma': 3.1981616978664147, 'reg_alpha': 0.5081778432443463, 'reg_lambda': 0.7188883410533569}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,578] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 112, 'learning_rate': 0.016439132632954698, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7440180244473718, 'colsample_bytree': 0.945203609385218, 'gamma': 3.1336331966027178, 'reg_alpha': 0.5766922024748466, 'reg_lambda': 1.0239468001301266}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:23,870] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.013723891178819966, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.725901136284893, 'colsample_bytree': 0.8584152442639283, 'gamma': 2.772000820596981, 'reg_alpha': 0.7572946396113265, 'reg_lambda': 0.6492061744417986}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,012] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 76, 'learning_rate': 0.023021648375391463, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7796245576599737, 'colsample_bytree': 0.9463931970020736, 'gamma': 4.409277347206006, 'reg_alpha': 0.4379552343076657, 'reg_lambda': 1.0817192918488974}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,247] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 101, 'learning_rate': 0.010080615789195611, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8362505259718762, 'colsample_bytree': 0.7642567804323925, 'gamma': 3.5035566757157923, 'reg_alpha': 0.6479614161708807, 'reg_lambda': 1.9405647019636834}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,374] Trial 26 finished with value: 0.693452380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.01824776724740484, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7172065323510123, 'colsample_bytree': 0.8450692702189541, 'gamma': 4.864603237343271, 'reg_alpha': 0.9545858690344284, 'reg_lambda': 0.6184727183766042}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,621] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.031172809797701484, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8984832090685897, 'colsample_bytree': 0.9087492858548882, 'gamma': 1.8455514365533765, 'reg_alpha': 0.2620599962686126, 'reg_lambda': 0.8385330149972081}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:45:24,793] Trial 28 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 138, 'learning_rate': 0.058156175662249114, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9996154647803471, 'colsample_bytree': 0.9305367964860539, 'gamma': 2.6694988537915982, 'reg_alpha': 0.8733886716227337, 'reg_lambda': 1.39058081930482}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,070] Trial 29 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 238, 'learning_rate': 0.09663224826135366, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6037589088930395, 'colsample_bytree': 0.9628265227690225, 'gamma': 2.668452581461005, 'reg_alpha': 0.1931997348707888, 'reg_lambda': 1.3778278458831186}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,345] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.04101293061019355, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9590383060594121, 'colsample_bytree': 0.9205216270970452, 'gamma': 3.8520798492974517, 'reg_alpha': 0.8611266017478625, 'reg_lambda': 1.1094809442265339}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,513] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.05801570269729281, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9322286146292302, 'colsample_bytree': 0.8820145970483848, 'gamma': 1.4702707615782007, 'reg_alpha': 0.7453138415628136, 'reg_lambda': 1.0170023622142887}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,691] Trial 32 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 142, 'learning_rate': 0.05868666730778698, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9879854946961588, 'colsample_bytree': 0.997836818619878, 'gamma': 1.566466177809217, 'reg_alpha': 0.8677235175975738, 'reg_lambda': 1.4696197555800146}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:25,955] Trial 33 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 126, 'learning_rate': 0.10172075538886237, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9535929810161985, 'colsample_bytree': 0.8283511154834771, 'gamma': 2.4291274019469844, 'reg_alpha': 0.9116833533656715, 'reg_lambda': 1.17357496696208}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,144] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.05694377001154467, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9003852726377684, 'colsample_bytree': 0.8790654723427292, 'gamma': 1.9495742243159304, 'reg_alpha': 0.7651618477585489, 'reg_lambda': 0.9441288441646527}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,308] Trial 35 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.04227833672936186, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6373169271517743, 'colsample_bytree': 0.9293244239106373, 'gamma': 3.0060070622947244, 'reg_alpha': 0.8154237840466332, 'reg_lambda': 1.835152982113193}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,543] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.10305809177612514, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8061566528516859, 'colsample_bytree': 0.8926872453538237, 'gamma': 2.3604335650486514, 'reg_alpha': 0.7191061357580799, 'reg_lambda': 0.9765014421909546}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,715] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.1684962293996568, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9898139030786315, 'colsample_bytree': 0.8225086688849783, 'gamma': 2.58559619896708, 'reg_alpha': 0.09092646177896918, 'reg_lambda': 1.537297220891737}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:26,899] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 130, 'learning_rate': 0.035662498294506406, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9674718155373573, 'colsample_bytree': 0.9624219401955494, 'gamma': 2.130647135101298, 'reg_alpha': 0.5934269055956529, 'reg_lambda': 1.6707771538494636}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,185] Trial 39 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 117, 'learning_rate': 0.060724782087238784, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9987771466858051, 'colsample_bytree': 0.7807271829485647, 'gamma': 3.446920906119205, 'reg_alpha': 0.48923740169063257, 'reg_lambda': 1.277712696254313}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,340] Trial 40 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.18284715305149551, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7030072214302563, 'colsample_bytree': 0.7759113142674879, 'gamma': 3.469680648700124, 'reg_alpha': 0.5103192645068588, 'reg_lambda': 1.409811784857486}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,598] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.23497653747778527, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6303758916444601, 'colsample_bytree': 0.7732837966821003, 'gamma': 3.4557488334149817, 'reg_alpha': 0.3295394101204996, 'reg_lambda': 1.3916423644167049}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:27,752] Trial 42 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 109, 'learning_rate': 0.08553671607668531, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6945894918828207, 'colsample_bytree': 0.7833647504265978, 'gamma': 3.7162958397855936, 'reg_alpha': 0.45940959624269767, 'reg_lambda': 1.8267964553786107}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,006] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 128, 'learning_rate': 0.17682432850014485, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6930826548290319, 'colsample_bytree': 0.7360667570405122, 'gamma': 2.9156275231289683, 'reg_alpha': 0.5273933289813061, 'reg_lambda': 1.2851867542376691}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,180] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.04894612088318659, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9997196867568201, 'colsample_bytree': 0.8169068070928996, 'gamma': 3.318759159469171, 'reg_alpha': 0.23426599979509155, 'reg_lambda': 1.6323045819773407}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,511] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 84, 'learning_rate': 0.11711166647837304, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7727810914882405, 'colsample_bytree': 0.7491746719353531, 'gamma': 3.9768999957213627, 'reg_alpha': 0.4001695998909103, 'reg_lambda': 1.1636846782914303}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,691] Trial 46 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 155, 'learning_rate': 0.06469239017181194, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.718888390319405, 'colsample_bytree': 0.6955967098492496, 'gamma': 4.299028209321077, 'reg_alpha': 0.5577294488663985, 'reg_lambda': 1.477601284456997}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:28,863] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.02862685910806415, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6497537313809497, 'colsample_bytree': 0.7936327424768288, 'gamma': 3.0340909669150657, 'reg_alpha': 0.31168867275222445, 'reg_lambda': 1.9994616287211024}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,141] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.0873334739611541, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.679567642618678, 'colsample_bytree': 0.8023369030460424, 'gamma': 3.393185020135258, 'reg_alpha': 0.3606573203277261, 'reg_lambda': 1.2803903468468183}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,261] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 29, 'learning_rate': 0.15129967239292777, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7343198817191681, 'colsample_bytree': 0.7592972286432376, 'gamma': 3.6558358379361584, 'reg_alpha': 0.46237497272021966, 'reg_lambda': 2.4363436800779823}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,418] Trial 50 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 121, 'learning_rate': 0.12208014064152739, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8057630464133367, 'colsample_bytree': 0.7268171846841903, 'gamma': 2.833226702661726, 'reg_alpha': 0.06632812891020502, 'reg_lambda': 0.8583778771248274}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,649] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.06562799715716067, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9475371445648676, 'colsample_bytree': 0.8465105675627534, 'gamma': 2.530742266558651, 'reg_alpha': 0.7983921071106975, 'reg_lambda': 0.7764615762285237}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:29,840] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.06340485685484198, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9760509434373984, 'colsample_bytree': 0.8455523083866925, 'gamma': 2.53325621509072, 'reg_alpha': 0.8044474721183825, 'reg_lambda': 0.7126166830233226}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,086] Trial 53 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.0466826361672463, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.947639183529708, 'colsample_bytree': 0.7764066541380819, 'gamma': 2.182544604341042, 'reg_alpha': 0.6189127688698054, 'reg_lambda': 0.782895241421578}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,242] Trial 54 finished with value: 0.699404761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.03752497536057694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8761546623371016, 'colsample_bytree': 0.8178846564206974, 'gamma': 3.1608953387425327, 'reg_alpha': 0.9122663889304793, 'reg_lambda': 1.1960102655752858}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,416] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.07606315110130019, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9142377240093535, 'colsample_bytree': 0.7880724954287994, 'gamma': 2.708116754384018, 'reg_alpha': 0.4204605469939433, 'reg_lambda': 1.4307581653666699}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,660] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.21328230196951148, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9714874840794278, 'colsample_bytree': 0.8662579160995924, 'gamma': 2.3112456176074927, 'reg_alpha': 0.6694098709356364, 'reg_lambda': 1.5757485167383574}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,849] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.23901089526071312, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9683324643253169, 'colsample_bytree': 0.8644255520880203, 'gamma': 2.3256757071678935, 'reg_alpha': 0.6822399781611703, 'reg_lambda': 1.5824924912005256}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:30,987] Trial 58 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.19853753350125578, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9986085877498887, 'colsample_bytree': 0.8282444001618928, 'gamma': 1.8518733384525232, 'reg_alpha': 0.8151038274293176, 'reg_lambda': 1.797283810105395}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,164] Trial 59 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.2857323451089825, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9800598487532572, 'colsample_bytree': 0.8341968282127361, 'gamma': 4.167796811871693, 'reg_alpha': 0.8829252063590924, 'reg_lambda': 1.306380179451081}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,464] Trial 60 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.2786148609094805, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9484439680739045, 'colsample_bytree': 0.8456400668474418, 'gamma': 4.9500362273236815, 'reg_alpha': 0.9909114482028483, 'reg_lambda': 1.715304377800554}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,611] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 100, 'learning_rate': 0.21679082357486118, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9768391413502076, 'colsample_bytree': 0.8099933492290259, 'gamma': 4.313134728301406, 'reg_alpha': 0.8899397344573552, 'reg_lambda': 1.3220979984173293}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:31,788] Trial 62 finished with value: 0.699404761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.265849605866249, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9644083354516317, 'colsample_bytree': 0.8380756581755145, 'gamma': 4.07549613159313, 'reg_alpha': 0.9536478318227865, 'reg_lambda': 1.076467708099206}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,039] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.05122719478433819, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9817497635291434, 'colsample_bytree': 0.8052437197253917, 'gamma': 2.5413942482904908, 'reg_alpha': 0.8488659675103065, 'reg_lambda': 1.5064098327142093}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,205] Trial 64 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 112, 'learning_rate': 0.17967021455241886, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9446693787379399, 'colsample_bytree': 0.8719335497706933, 'gamma': 3.759661156973158, 'reg_alpha': 0.6977013671837126, 'reg_lambda': 1.2546866006291235}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,357] Trial 65 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.2087237642804972, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9180973758926586, 'colsample_bytree': 0.8975477980570026, 'gamma': 3.575126923794265, 'reg_alpha': 0.7892485045918891, 'reg_lambda': 1.351110917398114}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,532] Trial 66 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.15208544781142988, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.846521003499569, 'colsample_bytree': 0.7623549004444247, 'gamma': 4.679944438920462, 'reg_alpha': 0.9452115668599649, 'reg_lambda': 1.140647893568443}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,668] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 78, 'learning_rate': 0.29985704629969184, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8894115668032697, 'colsample_bytree': 0.8548427742886816, 'gamma': 2.9112769221492254, 'reg_alpha': 0.13956547261403607, 'reg_lambda': 1.577574241615106}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:32,877] Trial 68 finished with value: 0.755952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.08301487903188742, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9913662880013275, 'colsample_bytree': 0.8359465849457738, 'gamma': 2.020096388030153, 'reg_alpha': 0.6522559004880878, 'reg_lambda': 1.4335275345528817}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,020] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.08744720494462249, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9296379851146633, 'colsample_bytree': 0.833728356312078, 'gamma': 2.0242188867619815, 'reg_alpha': 0.646221272744895, 'reg_lambda': 1.4408130768537952}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,190] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.07291085324177467, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9821797184807622, 'colsample_bytree': 0.8661149469379555, 'gamma': 1.713159544545038, 'reg_alpha': 0.8374245537142151, 'reg_lambda': 1.642618671249252}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,462] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.06573495639854687, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9923053125327705, 'colsample_bytree': 0.9099577972736339, 'gamma': 2.3852308564367966, 'reg_alpha': 0.7734012649348139, 'reg_lambda': 1.2416136116595604}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,638] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.051985936000837105, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9570205781676713, 'colsample_bytree': 0.9194635578777357, 'gamma': 2.2517724092146367, 'reg_alpha': 0.7746745213628422, 'reg_lambda': 1.4046721359357588}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:33,903] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 124, 'learning_rate': 0.06524459485776067, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9709949146109623, 'colsample_bytree': 0.9105248766158305, 'gamma': 2.422344362849581, 'reg_alpha': 0.7192695601957223, 'reg_lambda': 2.9592428551439145}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,153] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.0687237008061993, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9905805462985694, 'colsample_bytree': 0.8878762461865441, 'gamma': 2.691469218778093, 'reg_alpha': 0.6194997709991332, 'reg_lambda': 1.2191450305915312}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,381] Trial 75 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.08399500941381656, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9413184466469684, 'colsample_bytree': 0.8838980202080458, 'gamma': 2.654456662073932, 'reg_alpha': 0.5898508122535999, 'reg_lambda': 1.0176861211640051}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,593] Trial 76 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 68, 'learning_rate': 0.11452372417580732, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9631298519029345, 'colsample_bytree': 0.858744877456018, 'gamma': 2.768703026052121, 'reg_alpha': 0.6432618903647866, 'reg_lambda': 1.5248588104683127}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,764] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.09717168472582269, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9868008599131207, 'colsample_bytree': 0.8913064759731717, 'gamma': 1.3317359632737595, 'reg_alpha': 0.5599795928864079, 'reg_lambda': 1.3506893191546632}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:34,926] Trial 78 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 91, 'learning_rate': 0.24781863311034924, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9549644461279652, 'colsample_bytree': 0.840153810097873, 'gamma': 2.0639279161638404, 'reg_alpha': 0.6180561543343488, 'reg_lambda': 0.8815824145825282}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,208] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.19333981033992412, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9758018950364332, 'colsample_bytree': 0.8111776946164899, 'gamma': 3.2203858962955154, 'reg_alpha': 0.5289322766437536, 'reg_lambda': 0.5824600385701136}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,398] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.056673446133016205, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9906779709168367, 'colsample_bytree': 0.8516528804907936, 'gamma': 1.8622194629259103, 'reg_alpha': 0.8944052766827477, 'reg_lambda': 1.765324762303686}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,696] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.056054611079669886, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9905320875441374, 'colsample_bytree': 0.8513661184479849, 'gamma': 1.7559371710032514, 'reg_alpha': 0.8899368428032386, 'reg_lambda': 1.7290318439085743}. Best is trial 28 with value: 0.7619047619047619.
[I 2025-11-03 19:45:35,876] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.043984712929984994, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9924620603688532, 'colsample_bytree': 0.8465309549699749, 'gamma': 1.6942424203898472, 'reg_alpha': 0.9184319026843641, 'reg_lambda': 2.010670498644946}. Best is trial 82 with value: 0.761904761904762.
[I 2025-11-03 19:45:36,146] Trial 83 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.04390668856449374, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9927336249281176, 'colsample_bytree': 0.8532472719685447, 'gamma': 1.8099705840303848, 'reg_alpha': 0.9266088683513218, 'reg_lambda': 1.960425715847507}. Best is trial 82 with value: 0.761904761904762.
[I 2025-11-03 19:45:36,316] Trial 84 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 129, 'learning_rate': 0.05399742769239148, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9992190066028434, 'colsample_bytree': 0.8722539777500358, 'gamma': 1.506810965246637, 'reg_alpha': 0.832345455247398, 'reg_lambda': 2.0852960311713207}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:36,609] Trial 85 finished with value: 0.6875 and parameters: {'n_estimators': 154, 'learning_rate': 0.04082217116799053, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9986264954901061, 'colsample_bytree': 0.8691819154516847, 'gamma': 1.1238568528710684, 'reg_alpha': 0.8518723594210746, 'reg_lambda': 2.2683370870625112}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:36,781] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.05354042087147353, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9693637458981786, 'colsample_bytree': 0.8809744368616784, 'gamma': 1.6338357909353007, 'reg_alpha': 0.8347190805775369, 'reg_lambda': 2.0735028355828478}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,089] Trial 87 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 130, 'learning_rate': 0.04588727465787973, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9565440262147196, 'colsample_bytree': 0.8750623499794573, 'gamma': 1.4679449245163338, 'reg_alpha': 0.7444433259274533, 'reg_lambda': 1.8786598412809896}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,253] Trial 88 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 122, 'learning_rate': 0.0682859701687819, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9865325147348014, 'colsample_bytree': 0.9290261716821089, 'gamma': 1.2267865880375832, 'reg_alpha': 0.6992899417059683, 'reg_lambda': 2.199360002611896}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,440] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.033564283536263395, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.936286141392738, 'colsample_bytree': 0.8988517307194335, 'gamma': 1.5253838417989345, 'reg_alpha': 0.9265048135305554, 'reg_lambda': 2.3279050624629622}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:37,875] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.02709797817877485, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6195009940710251, 'colsample_bytree': 0.8244808901334654, 'gamma': 0.7798655711493768, 'reg_alpha': 0.6652073565881425, 'reg_lambda': 2.0473201176343374}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,034] Trial 91 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 128, 'learning_rate': 0.057001874908963364, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.989323945266007, 'colsample_bytree': 0.853298695015479, 'gamma': 1.9477453368674442, 'reg_alpha': 0.8802388029288717, 'reg_lambda': 1.7833981130139587}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,345] Trial 92 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.03970687033298925, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9992386664879722, 'colsample_bytree': 0.8457198607081217, 'gamma': 1.7727265680094286, 'reg_alpha': 0.9761493553723841, 'reg_lambda': 1.7440465826741278}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,495] Trial 93 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.07985516860375368, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9785369095793808, 'colsample_bytree': 0.8646456576892937, 'gamma': 2.2505995898479814, 'reg_alpha': 0.8248201996426655, 'reg_lambda': 1.9056197957365812}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,731] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.04954490792762347, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9657248787542644, 'colsample_bytree': 0.8906588561969084, 'gamma': 1.9407301148430436, 'reg_alpha': 0.791341505907412, 'reg_lambda': 2.132259091322331}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:38,910] Trial 95 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 122, 'learning_rate': 0.06127002604761179, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.990128924737203, 'colsample_bytree': 0.8771889385894648, 'gamma': 1.3858686218007157, 'reg_alpha': 0.9004046139382141, 'reg_lambda': 1.6653162816507707}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,164] Trial 96 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.05388854591374663, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9722626515890116, 'colsample_bytree': 0.8595869588645657, 'gamma': 1.6643327485938892, 'reg_alpha': 0.8725027313447463, 'reg_lambda': 2.6333076226802636}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,351] Trial 97 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 166, 'learning_rate': 0.07105631111370675, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9817094904219428, 'colsample_bytree': 0.7965437267382768, 'gamma': 2.1506805208098325, 'reg_alpha': 0.9363893203112289, 'reg_lambda': 1.696081238379094}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,525] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.05657485955904101, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9618839834233325, 'colsample_bytree': 0.8486129901748566, 'gamma': 2.034240375886468, 'reg_alpha': 0.9080266267803, 'reg_lambda': 1.6070762596933146}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,704] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 97, 'learning_rate': 0.04573740080338572, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9497194803538297, 'colsample_bytree': 0.9421058279219342, 'gamma': 2.483606581299652, 'reg_alpha': 0.7348890968090527, 'reg_lambda': 2.0055214658703893}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:39,854] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.07946880168541616, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9998459947994572, 'colsample_bytree': 0.8366366879515954, 'gamma': 2.2993847035926884, 'reg_alpha': 0.9987053014430716, 'reg_lambda': 1.8672459939014274}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,157] Trial 101 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 128, 'learning_rate': 0.05686578558689686, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9895491896013537, 'colsample_bytree': 0.8215132064769667, 'gamma': 1.8656265856990908, 'reg_alpha': 0.8720278048546078, 'reg_lambda': 1.7644812800438476}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,328] Trial 102 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 136, 'learning_rate': 0.05936982552975587, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9869965576588565, 'colsample_bytree': 0.8258280539109006, 'gamma': 1.8602967022068002, 'reg_alpha': 0.9636863295766293, 'reg_lambda': 1.7619484499201048}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,500] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.03800572624804396, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9745265655014699, 'colsample_bytree': 0.8175414197102983, 'gamma': 1.6860583334109531, 'reg_alpha': 0.7960059551840054, 'reg_lambda': 1.5041593282378718}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:40,765] Trial 104 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 105, 'learning_rate': 0.06736234846507201, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9937844084560549, 'colsample_bytree': 0.8312374183237775, 'gamma': 1.5850497858841002, 'reg_alpha': 0.8713153478462764, 'reg_lambda': 1.4523567340921537}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,054] Trial 105 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 150, 'learning_rate': 0.0485397185546759, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9825406409816158, 'colsample_bytree': 0.9525540677705492, 'gamma': 2.1140768745975973, 'reg_alpha': 0.8555145171108736, 'reg_lambda': 1.561216657856704}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,318] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.05426011429595804, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9708985062650151, 'colsample_bytree': 0.8707619448889087, 'gamma': 1.4382892319444402, 'reg_alpha': 0.8151307038416409, 'reg_lambda': 2.1132006976781836}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,505] Trial 107 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 111, 'learning_rate': 0.06222449203629536, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9918114204933897, 'colsample_bytree': 0.8870703035975209, 'gamma': 1.9533072815683918, 'reg_alpha': 0.5978653145035605, 'reg_lambda': 1.9208308854964176}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:41,801] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.07383984273730809, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7731288480227397, 'colsample_bytree': 0.8443650578460676, 'gamma': 1.1784619285108904, 'reg_alpha': 0.9067264121523929, 'reg_lambda': 1.8120307002653568}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,095] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.04350763861577598, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9246290760138517, 'colsample_bytree': 0.8076782585804463, 'gamma': 2.979733227216395, 'reg_alpha': 0.7608381602051584, 'reg_lambda': 1.7416371500231227}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,413] Trial 110 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 225, 'learning_rate': 0.09424331511121936, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9608948484244859, 'colsample_bytree': 0.788549389086978, 'gamma': 2.168523573784428, 'reg_alpha': 0.8880449629381616, 'reg_lambda': 1.635332369698118}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,587] Trial 111 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 128, 'learning_rate': 0.05759981265726146, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9874019012831748, 'colsample_bytree': 0.862830098932249, 'gamma': 1.891092131552228, 'reg_alpha': 0.8817562791283053, 'reg_lambda': 1.9782392899910288}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:42,852] Trial 112 finished with value: 0.726190476190476 and parameters: {'n_estimators': 127, 'learning_rate': 0.05107601277201106, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.793120193914744, 'colsample_bytree': 0.8546312929138778, 'gamma': 1.746033069634031, 'reg_alpha': 0.922181979914134, 'reg_lambda': 1.831908369994908}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,019] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.05672158140258991, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9755972507565073, 'colsample_bytree': 0.8535655140598241, 'gamma': 2.0075503410437805, 'reg_alpha': 0.8424793897717141, 'reg_lambda': 1.7606916740298557}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,236] Trial 114 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 123, 'learning_rate': 0.061418051955983544, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9910919970417905, 'colsample_bytree': 0.9819821499220196, 'gamma': 1.5638356257447883, 'reg_alpha': 0.9631890981412128, 'reg_lambda': 1.7009916285788163}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,451] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.020373804609342506, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9816089004878078, 'colsample_bytree': 0.8206226737729067, 'gamma': 2.6030562400138817, 'reg_alpha': 0.5046187169509386, 'reg_lambda': 2.200534151842326}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,689] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.06856687485690745, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9996309809662174, 'colsample_bytree': 0.8379035472927433, 'gamma': 1.7781519908254741, 'reg_alpha': 0.6655559606708099, 'reg_lambda': 1.3928376483786395}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:43,856] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.03380227092206935, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9522363986429714, 'colsample_bytree': 0.7715229491127447, 'gamma': 2.4507502645734047, 'reg_alpha': 0.8676202418941332, 'reg_lambda': 1.5498958874253335}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,101] Trial 118 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.22614309578374897, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9662065226251355, 'colsample_bytree': 0.9043361071217402, 'gamma': 2.2758034343029343, 'reg_alpha': 0.8360285538443952, 'reg_lambda': 1.5999728590285918}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,374] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.04726387104671122, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9439273255805453, 'colsample_bytree': 0.8499648358438191, 'gamma': 2.826938564001334, 'reg_alpha': 0.7089780928996146, 'reg_lambda': 1.2070125177912183}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,635] Trial 120 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.16362523490353756, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7517445844795652, 'colsample_bytree': 0.8741659718499047, 'gamma': 1.8789841762574646, 'reg_alpha': 0.6302092925466828, 'reg_lambda': 1.476108918032827}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,800] Trial 121 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 133, 'learning_rate': 0.07372105262359736, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6727513117497577, 'colsample_bytree': 0.8007139594381629, 'gamma': 2.6704642341613463, 'reg_alpha': 0.9407202742140539, 'reg_lambda': 2.0441353855311215}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:44,957] Trial 122 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.1369667620645025, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6557427582579374, 'colsample_bytree': 0.8128623046259058, 'gamma': 3.044309868822982, 'reg_alpha': 0.8944383239513511, 'reg_lambda': 1.1378986185415165}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,127] Trial 123 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.06456752462714288, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7077340275575165, 'colsample_bytree': 0.8267154541161287, 'gamma': 2.7622215904311584, 'reg_alpha': 0.46850667459319156, 'reg_lambda': 0.7838110785204172}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,334] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.08137029457298998, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8290581215408902, 'colsample_bytree': 0.84212908672376, 'gamma': 2.565978185004662, 'reg_alpha': 0.5463419073315746, 'reg_lambda': 1.3320377842209448}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,496] Trial 125 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 107, 'learning_rate': 0.05401601398284771, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8450050907441382, 'colsample_bytree': 0.7484160456087019, 'gamma': 2.3480400904520518, 'reg_alpha': 0.8604125719554817, 'reg_lambda': 1.7830886823185206}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,730] Trial 126 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.050305575690045894, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9911150131728518, 'colsample_bytree': 0.9191501977371771, 'gamma': 2.193742204160096, 'reg_alpha': 0.4313842047591883, 'reg_lambda': 0.9567614041300605}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:45,881] Trial 127 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.05879240283420633, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9825461921610742, 'colsample_bytree': 0.8616291765590006, 'gamma': 1.9904639720238166, 'reg_alpha': 0.8187552990064584, 'reg_lambda': 1.860228041052737}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,045] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.07152910776795658, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9747501506378884, 'colsample_bytree': 0.8342426291652522, 'gamma': 1.6594405912182726, 'reg_alpha': 0.19951812451521383, 'reg_lambda': 1.4021802892478537}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,224] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.08832051213571789, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.875992964140448, 'colsample_bytree': 0.8852578422201219, 'gamma': 2.070598220052295, 'reg_alpha': 0.5722930767656044, 'reg_lambda': 1.0705398822599708}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,413] Trial 130 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 89, 'learning_rate': 0.043159078250697536, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8181219423832569, 'colsample_bytree': 0.6299138433599512, 'gamma': 2.8816435018157014, 'reg_alpha': 0.6886901646700185, 'reg_lambda': 1.6930147771235005}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,569] Trial 131 finished with value: 0.699404761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.2525816406419819, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9815776482174298, 'colsample_bytree': 0.8307531880944156, 'gamma': 4.4060004018605285, 'reg_alpha': 0.900460726198428, 'reg_lambda': 1.2899188787147755}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:46,722] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.292740538149782, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9940799270059578, 'colsample_bytree': 0.8407551556511355, 'gamma': 4.670395294699651, 'reg_alpha': 0.02519613597059401, 'reg_lambda': 1.2953129715597713}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,056] Trial 133 finished with value: 0.755952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.12494949079970234, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9946494310816621, 'colsample_bytree': 0.8520866693841115, 'gamma': 1.3087169714823603, 'reg_alpha': 0.05119809425386894, 'reg_lambda': 1.228938938772504}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,277] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.1597492088459028, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9914684605872841, 'colsample_bytree': 0.8519495808126547, 'gamma': 1.2567283250545782, 'reg_alpha': 0.04902129615261003, 'reg_lambda': 1.503462347104355}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,567] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.185458345258386, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9956323310301946, 'colsample_bytree': 0.8656481699446517, 'gamma': 1.5101468280405719, 'reg_alpha': 0.024542990664575864, 'reg_lambda': 1.3494458248367027}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,725] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.1907668065879312, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9990151792826161, 'colsample_bytree': 0.8718152000262557, 'gamma': 0.9790147963868431, 'reg_alpha': 0.036596744210619515, 'reg_lambda': 1.2533782788323538}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:47,937] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.20297310379999428, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9994047977546712, 'colsample_bytree': 0.8794466206844697, 'gamma': 0.8385487123172534, 'reg_alpha': 0.09838087820785082, 'reg_lambda': 1.2019351759512973}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,115] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.14424410443548488, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.999842205770697, 'colsample_bytree': 0.8776873345506488, 'gamma': 0.6471112585432437, 'reg_alpha': 0.1223952561265248, 'reg_lambda': 1.2299045365821781}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,335] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.20899875823213923, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9709593584217353, 'colsample_bytree': 0.8914754514986729, 'gamma': 1.087404511179202, 'reg_alpha': 0.07554120575185717, 'reg_lambda': 1.175332092887963}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,514] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.21787369441292057, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9696779149156288, 'colsample_bytree': 0.8928673953420182, 'gamma': 1.0691765586113786, 'reg_alpha': 0.08680279397964763, 'reg_lambda': 1.1902931238641148}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,671] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.19565805500067537, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9836887723012531, 'colsample_bytree': 0.8709075190046551, 'gamma': 0.9061612823350236, 'reg_alpha': 0.07523589542579658, 'reg_lambda': 1.2702579791902653}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:48,887] Trial 142 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.19273994218132698, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9838294812279162, 'colsample_bytree': 0.8699486520539411, 'gamma': 0.9036671888307368, 'reg_alpha': 0.0034418546902533695, 'reg_lambda': 1.110084273526684}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,035] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 96, 'learning_rate': 0.20894374958735817, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9786880407266082, 'colsample_bytree': 0.9036593461260262, 'gamma': 0.3812147362599062, 'reg_alpha': 0.08141935347590634, 'reg_lambda': 1.2611945352070135}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,193] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.12678010196749845, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9763775599129768, 'colsample_bytree': 0.9093133719740358, 'gamma': 0.0897054789682385, 'reg_alpha': 0.06808327370161499, 'reg_lambda': 1.2516488195666522}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,409] Trial 145 finished with value: 0.761904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.21062171776912034, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9993362668608108, 'colsample_bytree': 0.9023223359620887, 'gamma': 0.5869608884788264, 'reg_alpha': 0.03480959705793771, 'reg_lambda': 1.299596736833352}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,575] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.17170876093411294, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9596518134736988, 'colsample_bytree': 0.8955907367377121, 'gamma': 0.5527037000526192, 'reg_alpha': 0.09317070224139157, 'reg_lambda': 1.301195107580434}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:49,898] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.20653564644229433, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9995275398125949, 'colsample_bytree': 0.9320232284556498, 'gamma': 0.7016666253068923, 'reg_alpha': 0.03992829127869923, 'reg_lambda': 1.1566748162800158}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,044] Trial 148 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.22990556639924528, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9827160401778245, 'colsample_bytree': 0.9220292827454346, 'gamma': 0.980141661246302, 'reg_alpha': 0.03426690492379948, 'reg_lambda': 1.0359668685281112}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,304] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.2646181987611435, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9679590451490497, 'colsample_bytree': 0.9013306126184855, 'gamma': 0.3399727653121819, 'reg_alpha': 0.07002697993939035, 'reg_lambda': 1.222323808198133}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,482] Trial 150 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.20596497144178685, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9999987849938219, 'colsample_bytree': 0.9157221057522119, 'gamma': 0.4825389727240231, 'reg_alpha': 0.10918982161808294, 'reg_lambda': 1.270962459832111}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,729] Trial 151 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 110, 'learning_rate': 0.24029359497729816, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9871801816068809, 'colsample_bytree': 0.8815739129807906, 'gamma': 0.7669021069079488, 'reg_alpha': 0.1441178382107368, 'reg_lambda': 1.169327542823161}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:50,879] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.18284071074715416, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9761661255019322, 'colsample_bytree': 0.8882106221484419, 'gamma': 0.32150052800484874, 'reg_alpha': 0.05223704505413729, 'reg_lambda': 1.337976152652362}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,120] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.18443725105407321, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9757152166680256, 'colsample_bytree': 0.8899111392651597, 'gamma': 0.31867963731300974, 'reg_alpha': 0.05186775108176604, 'reg_lambda': 1.3455947038444176}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,280] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.21819340936039663, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9866539470585157, 'colsample_bytree': 0.8822312946919404, 'gamma': 0.22867301861580902, 'reg_alpha': 0.0126223681160316, 'reg_lambda': 1.4160631705006816}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,440] Trial 155 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 67, 'learning_rate': 0.19802609135271146, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9766652918651589, 'colsample_bytree': 0.9062004116006226, 'gamma': 0.8633812794370789, 'reg_alpha': 0.09268714487327673, 'reg_lambda': 1.094844225864077}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,592] Trial 156 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 96, 'learning_rate': 0.10880798746413493, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9928691264796395, 'colsample_bytree': 0.8993956367505078, 'gamma': 1.058404416408162, 'reg_alpha': 0.1663776266260435, 'reg_lambda': 1.2195808464682183}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,811] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.15598424493082333, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9678550498683458, 'colsample_bytree': 0.8746102456043686, 'gamma': 0.5235284643788684, 'reg_alpha': 0.07355590928595179, 'reg_lambda': 1.289557845799399}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:51,953] Trial 158 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.1764887589120762, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9616721823729851, 'colsample_bytree': 0.8885683561219513, 'gamma': 0.9027967965350074, 'reg_alpha': 0.026200218806916302, 'reg_lambda': 1.3339317912329562}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,166] Trial 159 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 92, 'learning_rate': 0.2806064895010804, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9814563106274915, 'colsample_bytree': 0.8613243185538062, 'gamma': 0.3746027380853195, 'reg_alpha': 0.11672888793743205, 'reg_lambda': 1.3908202157186274}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,327] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.19286053985270585, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9936430914057488, 'colsample_bytree': 0.8683339794136868, 'gamma': 0.6115932872808294, 'reg_alpha': 0.04752062881773312, 'reg_lambda': 1.4449602275403128}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,627] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.17138300062263978, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9718360403602031, 'colsample_bytree': 0.885805545921877, 'gamma': 0.8873374357496536, 'reg_alpha': 0.020001832471467623, 'reg_lambda': 1.3241172159810914}. Best is trial 84 with value: 0.7648809523809524.
[I 2025-11-03 19:45:52,769] Trial 162 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 100, 'learning_rate': 0.21009444384921416, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9997824605037753, 'colsample_bytree': 0.8923980770468051, 'gamma': 1.3224152238720253, 'reg_alpha': 0.05872139429525094, 'reg_lambda': 1.1865065872725664}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,060] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.2303360726478634, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9997527906545558, 'colsample_bytree': 0.8978810092966164, 'gamma': 1.261588680788343, 'reg_alpha': 0.060091672943673034, 'reg_lambda': 1.1361554807929994}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,194] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.21058491160213844, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9858787688578615, 'colsample_bytree': 0.8761617710932046, 'gamma': 1.146353810643069, 'reg_alpha': 0.08195310056436828, 'reg_lambda': 1.1938509337055139}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,403] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.2527271600935945, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9926354229294294, 'colsample_bytree': 0.9149529766698773, 'gamma': 1.3686124844107832, 'reg_alpha': 0.10890218767882208, 'reg_lambda': 1.2504471372010324}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,550] Trial 166 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 101, 'learning_rate': 0.2017432380421862, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9779783378819864, 'colsample_bytree': 0.9377744759078719, 'gamma': 0.7575894650418573, 'reg_alpha': 0.041578297331086235, 'reg_lambda': 1.0455180084124345}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,804] Trial 167 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 93, 'learning_rate': 0.22229184410954209, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9868420764214536, 'colsample_bytree': 0.859568712544005, 'gamma': 1.0357482723936597, 'reg_alpha': 0.010425165072903971, 'reg_lambda': 1.2587228504435113}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:53,954] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.1903417041250118, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9923817694366144, 'colsample_bytree': 0.9030997275062875, 'gamma': 1.3144146018513718, 'reg_alpha': 0.06205054278002468, 'reg_lambda': 1.1836841200538233}. Best is trial 162 with value: 0.7857142857142858.
[I 2025-11-03 19:45:54,135] Trial 169 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 113, 'learning_rate': 0.24027010215217046, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9996273161299428, 'colsample_bytree': 0.9277096381985935, 'gamma': 0.16684483944087058, 'reg_alpha': 0.001747592985709378, 'reg_lambda': 1.0996222377288223}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,380] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.26381581206940824, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9949232513918643, 'colsample_bytree': 0.9269149434617426, 'gamma': 1.4427899322781688, 'reg_alpha': 0.03392986579443657, 'reg_lambda': 1.1166380291956957}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,568] Trial 171 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.21287683530747645, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9829231253622805, 'colsample_bytree': 0.9483352401727572, 'gamma': 0.17201167692360303, 'reg_alpha': 0.0038002957205069826, 'reg_lambda': 1.2953770535168327}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,731] Trial 172 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 122, 'learning_rate': 0.23643779672198004, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9843977224507914, 'colsample_bytree': 0.9490567045865901, 'gamma': 0.9794667262498505, 'reg_alpha': 0.02026716998029101, 'reg_lambda': 1.1566655361670093}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:54,908] Trial 173 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 117, 'learning_rate': 0.29514053533614215, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9996749047627443, 'colsample_bytree': 0.9263233922410772, 'gamma': 0.015327987629532636, 'reg_alpha': 0.0037905534574599687, 'reg_lambda': 1.225174434399658}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,077] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 115, 'learning_rate': 0.27410112836094935, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9970548044792006, 'colsample_bytree': 0.9590727507751262, 'gamma': 0.050175367602047105, 'reg_alpha': 0.010111072491450372, 'reg_lambda': 1.226263372875613}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,385] Trial 175 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.28828438605603507, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9991492422162387, 'colsample_bytree': 0.9359060504706809, 'gamma': 0.13005761705893853, 'reg_alpha': 0.03434107926516294, 'reg_lambda': 1.002224523809371}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,562] Trial 176 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.24752537015692955, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.992514579350602, 'colsample_bytree': 0.9322729772444247, 'gamma': 0.05260703672012462, 'reg_alpha': 0.0007214023043010283, 'reg_lambda': 0.9900488465554157}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,815] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 125, 'learning_rate': 0.2931396802985895, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9876464534699808, 'colsample_bytree': 0.9716592576618942, 'gamma': 0.19562470118200484, 'reg_alpha': 0.030134256770474828, 'reg_lambda': 1.0775225792869234}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:55,992] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.2688630832010384, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9863864730875246, 'colsample_bytree': 0.9809722746040277, 'gamma': 0.18693964400347296, 'reg_alpha': 0.0001800312050272354, 'reg_lambda': 1.0611912926733538}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,266] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.2995710421563546, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9993712761947658, 'colsample_bytree': 0.9675244183391569, 'gamma': 0.1978706659635726, 'reg_alpha': 0.26982252033974563, 'reg_lambda': 0.9360101433096414}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,432] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.2894387310025353, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9875971462000491, 'colsample_bytree': 0.9721018083434727, 'gamma': 0.10032192429373082, 'reg_alpha': 0.03633883922329489, 'reg_lambda': 0.8867135048229836}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,669] Trial 181 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 126, 'learning_rate': 0.2983055464346114, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9878367182465326, 'colsample_bytree': 0.9727465597729534, 'gamma': 0.18086790658859134, 'reg_alpha': 0.039191932094425695, 'reg_lambda': 0.8625887207301657}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:56,832] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.29983539953309635, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9869756059023752, 'colsample_bytree': 0.9670878803209803, 'gamma': 0.1369548399591246, 'reg_alpha': 0.019861856582026084, 'reg_lambda': 0.9055992709591362}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,050] Trial 183 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 133, 'learning_rate': 0.2871687357339689, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9864244775464589, 'colsample_bytree': 0.9701722949038517, 'gamma': 0.00954418539739793, 'reg_alpha': 0.033722337491419625, 'reg_lambda': 0.8849720162848848}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,324] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.2857741875997924, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9860348475581162, 'colsample_bytree': 0.9684303598762123, 'gamma': 0.1441786043098467, 'reg_alpha': 0.037823915659673454, 'reg_lambda': 0.8934495258086227}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,552] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.2961383826265619, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.981055665181666, 'colsample_bytree': 0.97395663398925, 'gamma': 0.2731399151638403, 'reg_alpha': 0.0550859107609393, 'reg_lambda': 0.8283088017395418}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:57,756] Trial 186 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.29971127452918395, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9830867794612009, 'colsample_bytree': 0.9948735005016082, 'gamma': 0.02626915773177345, 'reg_alpha': 0.045562131545194236, 'reg_lambda': 0.8496181038946997}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,020] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 125, 'learning_rate': 0.28057946271856543, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9791591581715028, 'colsample_bytree': 0.9780447070351418, 'gamma': 0.24357144041158144, 'reg_alpha': 0.05671579636301558, 'reg_lambda': 0.6763785513948892}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,259] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.2760596552583853, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9793570123557302, 'colsample_bytree': 0.9772390319375744, 'gamma': 0.2760214818767053, 'reg_alpha': 0.05988088651265294, 'reg_lambda': 0.7149289700046583}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,536] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 125, 'learning_rate': 0.26892518864427195, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9664903692147103, 'colsample_bytree': 0.9712492086034952, 'gamma': 0.1939222180904666, 'reg_alpha': 0.023999862998737617, 'reg_lambda': 0.6458591497728318}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,697] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 121, 'learning_rate': 0.24966536068363246, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9859649336062568, 'colsample_bytree': 0.9568486598260975, 'gamma': 0.0016257333293588916, 'reg_alpha': 0.0018929879730006233, 'reg_lambda': 0.8107668218604022}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:58,965] Trial 191 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 128, 'learning_rate': 0.28399310635332703, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9766591175792759, 'colsample_bytree': 0.9880987456663909, 'gamma': 0.15042959383526275, 'reg_alpha': 0.06070590955189049, 'reg_lambda': 0.9144179789000646}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,131] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 128, 'learning_rate': 0.2813096080576966, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9768556077874859, 'colsample_bytree': 0.9955850290285899, 'gamma': 0.1659026250615629, 'reg_alpha': 0.06436515788104617, 'reg_lambda': 0.881131503188315}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,422] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 129, 'learning_rate': 0.2986809102438943, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9770927802279143, 'colsample_bytree': 0.9963665487228105, 'gamma': 0.13191551358602974, 'reg_alpha': 0.026751619679871448, 'reg_lambda': 0.9122663437776672}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,598] Trial 194 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 133, 'learning_rate': 0.2842196388537685, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9558112167578552, 'colsample_bytree': 0.9963538636742636, 'gamma': 0.13522016381338436, 'reg_alpha': 0.02335403862131739, 'reg_lambda': 0.9542415784535518}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:45:59,848] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.26027766841859773, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9585100402692247, 'colsample_bytree': 0.9922119819395274, 'gamma': 0.11713804113319298, 'reg_alpha': 0.06369910304304899, 'reg_lambda': 0.8995378705088001}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,032] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 130, 'learning_rate': 0.28144774165270925, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9724171420256353, 'colsample_bytree': 0.9930043188835475, 'gamma': 0.4496902875573441, 'reg_alpha': 0.02506177871073541, 'reg_lambda': 0.9416765477193745}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,343] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.2992973700843651, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9779134357646146, 'colsample_bytree': 0.9997317447726356, 'gamma': 0.2809390286309873, 'reg_alpha': 0.06953938306419798, 'reg_lambda': 0.8223832564673577}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,593] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.298889573051389, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9613173447734376, 'colsample_bytree': 0.9857468854435048, 'gamma': 0.11242154251236106, 'reg_alpha': 0.07698280582933825, 'reg_lambda': 0.7654868962284012}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,822] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 141, 'learning_rate': 0.25783020659241357, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9763264257781549, 'colsample_bytree': 0.9876836933582872, 'gamma': 0.27920796927244274, 'reg_alpha': 0.0012306370713807012, 'reg_lambda': 0.8408987974002512}. Best is trial 169 with value: 0.7916666666666667.
[I 2025-11-03 19:46:00,826] A new study created in memory with name: no-name-bf3cd8cf-84bb-42b0-90c7-737ec7272bdf
[I 2025-11-03 19:46:01,118] Trial 0 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.024622985325422442, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8439756522202768, 'colsample_bytree': 0.6412454107760877, 'gamma': 0.14141190232860035, 'reg_alpha': 0.4637815398480828, 'reg_lambda': 1.6426334631843684}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,334] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.04353787356880187, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7117601480319635, 'colsample_bytree': 0.8863217547247304, 'gamma': 2.6121312447862257, 'reg_alpha': 0.14643275324155047, 'reg_lambda': 2.529630081843169}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,550] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.19306223129499503, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.603282079517529, 'colsample_bytree': 0.6499930883652726, 'gamma': 3.611326016445267, 'reg_alpha': 0.35472070709907777, 'reg_lambda': 2.8762498893836206}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,754] Trial 3 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.21875811140121154, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6995525609141716, 'colsample_bytree': 0.7202807697453111, 'gamma': 0.03617744658837907, 'reg_alpha': 0.13089437775124646, 'reg_lambda': 2.2397975895631728}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:01,844] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.029729904527727117, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6937538557743715, 'colsample_bytree': 0.9657985111117856, 'gamma': 1.5879020795190386, 'reg_alpha': 0.38891631153804507, 'reg_lambda': 2.1446637290265773}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,127] Trial 5 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 121, 'learning_rate': 0.018617274340862463, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6452536422661594, 'colsample_bytree': 0.8992717033598281, 'gamma': 4.788070599354933, 'reg_alpha': 0.22464821121089706, 'reg_lambda': 0.6616784956352633}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,190] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.021014248356501158, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8776783555077228, 'colsample_bytree': 0.9124149467651957, 'gamma': 1.443678829535549, 'reg_alpha': 0.2239833385123513, 'reg_lambda': 1.486160289101644}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,464] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.01703516447314957, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6372705142308246, 'colsample_bytree': 0.9931309458217696, 'gamma': 1.462725849198439, 'reg_alpha': 0.2145633508408996, 'reg_lambda': 2.866972352859406}. Best is trial 0 with value: 0.7261904761904762.
[I 2025-11-03 19:46:02,545] Trial 8 finished with value: 0.738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.07420390867991557, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9005069314113975, 'colsample_bytree': 0.7719761765089052, 'gamma': 3.940764745391747, 'reg_alpha': 0.09412355242882964, 'reg_lambda': 1.0654671089714443}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:02,736] Trial 9 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 134, 'learning_rate': 0.10250706425281997, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.725404906247856, 'colsample_bytree': 0.7595502169970998, 'gamma': 3.936729032518423, 'reg_alpha': 0.6490280867096191, 'reg_lambda': 0.6027192618220394}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:02,927] Trial 10 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.08344787508777846, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9773434476800562, 'colsample_bytree': 0.8235165555253685, 'gamma': 4.977754649793789, 'reg_alpha': 0.000985820304103227, 'reg_lambda': 1.096187753666837}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:03,320] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 215, 'learning_rate': 0.010339944297780922, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8590692735779556, 'colsample_bytree': 0.621327121023865, 'gamma': 0.20179968973597845, 'reg_alpha': 0.9762092900785038, 'reg_lambda': 1.4830513010615634}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:03,633] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.062193877415444514, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9219107076101801, 'colsample_bytree': 0.6976219863169449, 'gamma': 2.8164436998072375, 'reg_alpha': 0.9485006614023063, 'reg_lambda': 1.2081069295228357}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:03,829] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.010882315046935674, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.800193155030792, 'colsample_bytree': 0.6138149107199852, 'gamma': 3.6472449209635585, 'reg_alpha': 0.6921717485908152, 'reg_lambda': 1.0533541462219744}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,042] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 79, 'learning_rate': 0.13794899576421205, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9209008981529195, 'colsample_bytree': 0.8039433564829533, 'gamma': 0.8403643643177763, 'reg_alpha': 0.9990254025294549, 'reg_lambda': 1.3942230082224327}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,243] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.04179462112735436, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7976425262519002, 'colsample_bytree': 0.7031878214192003, 'gamma': 2.1107022042605115, 'reg_alpha': 0.8115233148814087, 'reg_lambda': 1.8192975125285145}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,501] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 181, 'learning_rate': 0.011881557081517505, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9966050894377647, 'colsample_bytree': 0.7595009892508529, 'gamma': 4.187853853048313, 'reg_alpha': 0.6658469307560927, 'reg_lambda': 0.9366981336603968}. Best is trial 8 with value: 0.738095238095238.
[I 2025-11-03 19:46:04,679] Trial 17 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 82, 'learning_rate': 0.05621036222975262, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8165617973855847, 'colsample_bytree': 0.8431960908116659, 'gamma': 3.399652244422681, 'reg_alpha': 0.5733645357377317, 'reg_lambda': 1.877623024672977}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:04,821] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.06687796882304359, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7757201590824427, 'colsample_bytree': 0.8404099136897807, 'gamma': 3.145871395747295, 'reg_alpha': 0.5744224346014196, 'reg_lambda': 1.9567412978372778}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,022] Trial 19 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.11812072738364966, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9139374532179005, 'colsample_bytree': 0.8598161486733586, 'gamma': 4.366811525537051, 'reg_alpha': 0.49688933649369227, 'reg_lambda': 0.8147372521038836}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,160] Trial 20 finished with value: 0.693452380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.0369281349568451, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8256494302665704, 'colsample_bytree': 0.7686833868109354, 'gamma': 3.347421478535013, 'reg_alpha': 0.006191129222903949, 'reg_lambda': 2.517579293285666}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,307] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.054067763216372154, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8713483298442216, 'colsample_bytree': 0.9343486049574631, 'gamma': 2.2411133869551882, 'reg_alpha': 0.9012035910469978, 'reg_lambda': 1.3541582949840547}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,504] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.05367561089060863, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8900723468360046, 'colsample_bytree': 0.9318398756574527, 'gamma': 2.1373086114072146, 'reg_alpha': 0.8371445994258927, 'reg_lambda': 1.7228521503223249}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,643] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.049431144327431835, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7570222936488238, 'colsample_bytree': 0.9224725327067512, 'gamma': 2.163924954925744, 'reg_alpha': 0.8211386146408979, 'reg_lambda': 1.7356589270603906}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:05,802] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.05580730655633509, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9507288665201611, 'colsample_bytree': 0.9791567998129707, 'gamma': 2.006499206095326, 'reg_alpha': 0.8209918347906253, 'reg_lambda': 1.9450738436128066}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,002] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.03154013785995122, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.869823091721386, 'colsample_bytree': 0.9388951848314641, 'gamma': 2.9812553056059707, 'reg_alpha': 0.8992596605281564, 'reg_lambda': 1.3256145366150174}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,095] Trial 26 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 24, 'learning_rate': 0.1003413319578933, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8282979430304312, 'colsample_bytree': 0.8780048777221634, 'gamma': 2.458784915032803, 'reg_alpha': 0.7657380111219392, 'reg_lambda': 1.5948653445803478}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,339] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.156108839917805, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8910715829608351, 'colsample_bytree': 0.9419882983566167, 'gamma': 1.8467006256106175, 'reg_alpha': 0.7432651020571239, 'reg_lambda': 2.2262222277479395}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,490] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.2999248957025801, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.959279683250378, 'colsample_bytree': 0.9582332445918463, 'gamma': 1.0389939848465133, 'reg_alpha': 0.8821006857214722, 'reg_lambda': 1.9941034732536522}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,738] Trial 29 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.026871625844262167, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8406951654436002, 'colsample_bytree': 0.8557715116581145, 'gamma': 2.743311184773348, 'reg_alpha': 0.5992127589718332, 'reg_lambda': 1.647108868236706}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:06,929] Trial 30 finished with value: 0.755952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.026626488210182948, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8430632672420514, 'colsample_bytree': 0.8545930680204902, 'gamma': 2.596359135258374, 'reg_alpha': 0.5488896572235873, 'reg_lambda': 2.42790967614524}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,187] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.025661263914260973, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8326889578321967, 'colsample_bytree': 0.8548365758184209, 'gamma': 2.714932147515295, 'reg_alpha': 0.576026912200837, 'reg_lambda': 2.4475687869921607}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,275] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.015085313423575684, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8473630041090926, 'colsample_bytree': 0.8167086042232949, 'gamma': 2.4774954819734063, 'reg_alpha': 0.5717627748540349, 'reg_lambda': 1.6716842124898135}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,466] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.036800241173269736, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8000467351826162, 'colsample_bytree': 0.8803993918876716, 'gamma': 3.3087585535759936, 'reg_alpha': 0.40761505821463506, 'reg_lambda': 1.8058286960682137}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,617] Trial 34 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 90, 'learning_rate': 0.023883066546942295, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7659509275827183, 'colsample_bytree': 0.8505615368060417, 'gamma': 3.015026628227379, 'reg_alpha': 0.4500134575157695, 'reg_lambda': 2.9881137640646176}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,692] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.043884944642585744, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8156982517738026, 'colsample_bytree': 0.9025581293797029, 'gamma': 3.456474359932107, 'reg_alpha': 0.3297199806399264, 'reg_lambda': 2.6988383307300614}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:07,927] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 117, 'learning_rate': 0.030216543870122122, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8551968876005436, 'colsample_bytree': 0.7876193017399258, 'gamma': 2.5889912781983515, 'reg_alpha': 0.5295083908200965, 'reg_lambda': 2.4107100876732424}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,083] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.014166683023833527, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7373507237513259, 'colsample_bytree': 0.8284323312176849, 'gamma': 2.8395432478683036, 'reg_alpha': 0.6473346827307241, 'reg_lambda': 2.10039543782682}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,403] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 75, 'learning_rate': 0.022523884879309907, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9402753511387001, 'colsample_bytree': 0.8707082031211878, 'gamma': 1.7567888271585892, 'reg_alpha': 0.3057897412744689, 'reg_lambda': 2.319553368365676}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,551] Trial 39 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 44, 'learning_rate': 0.027169681901112998, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8907224445556455, 'colsample_bytree': 0.7980665050639073, 'gamma': 1.1159094678252863, 'reg_alpha': 0.45819172202630987, 'reg_lambda': 2.656803327258662}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,627] Trial 40 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.019306716285601846, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7891990679190719, 'colsample_bytree': 0.8938321791983895, 'gamma': 3.724569074626509, 'reg_alpha': 0.7162632125428795, 'reg_lambda': 1.5847087581309325}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:08,857] Trial 41 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.052507375848613, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8729456964375971, 'colsample_bytree': 0.9331167860331487, 'gamma': 2.344442507033131, 'reg_alpha': 0.8807408706025835, 'reg_lambda': 1.2856442913085835}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,043] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.04518887037212325, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8834434677473815, 'colsample_bytree': 0.9127073047411615, 'gamma': 2.3558930443863786, 'reg_alpha': 0.6123544994131269, 'reg_lambda': 1.2205150964243745}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,354] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 125, 'learning_rate': 0.0816900273587164, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9016234000996297, 'colsample_bytree': 0.9601696552606633, 'gamma': 2.3933471885372075, 'reg_alpha': 0.7735697137173103, 'reg_lambda': 1.1764427000312538}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,504] Trial 44 finished with value: 0.738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.03792598920745434, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8834543508090098, 'colsample_bytree': 0.9234555987934076, 'gamma': 1.5686148729928688, 'reg_alpha': 0.6217756646324395, 'reg_lambda': 1.210974384009075}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,670] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.049128246921314685, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8631088672979774, 'colsample_bytree': 0.9915729263946648, 'gamma': 1.922863918090551, 'reg_alpha': 0.521347541021463, 'reg_lambda': 0.7631677035982302}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:09,783] Trial 46 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 46, 'learning_rate': 0.06385460359976557, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9334707445194396, 'colsample_bytree': 0.8991315019792793, 'gamma': 2.322472830894889, 'reg_alpha': 0.8585228283894193, 'reg_lambda': 0.9788129594251964}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,070] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.07526495227489305, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8132207630707556, 'colsample_bytree': 0.9203504608430877, 'gamma': 1.742698241431043, 'reg_alpha': 0.6943070862819739, 'reg_lambda': 1.4627926306367487}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,268] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 149, 'learning_rate': 0.09055611551178286, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6924143021238071, 'colsample_bytree': 0.9491750101654024, 'gamma': 3.0905789431187585, 'reg_alpha': 0.9365172333448806, 'reg_lambda': 2.0513976668621696}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,573] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.03316704053697303, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9087400231284524, 'colsample_bytree': 0.908867400702583, 'gamma': 1.2922244473271314, 'reg_alpha': 0.4299815806868037, 'reg_lambda': 1.8540883486704054}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,772] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.04644399989011892, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8484258767094713, 'colsample_bytree': 0.9712836858073502, 'gamma': 0.6498542965734773, 'reg_alpha': 0.360557700461355, 'reg_lambda': 0.5133045449418454}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:10,907] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.056446702249834405, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8771907846808495, 'colsample_bytree': 0.8630832798245471, 'gamma': 2.825660972189283, 'reg_alpha': 0.5984951183752512, 'reg_lambda': 1.5338400676186688}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,190] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.06664980228182661, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8443086429703416, 'colsample_bytree': 0.8391667950983278, 'gamma': 2.6693944212467753, 'reg_alpha': 0.5327730510037199, 'reg_lambda': 1.4098121980756348}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,286] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.03890231464571763, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8303649521075178, 'colsample_bytree': 0.8832206696813372, 'gamma': 2.1503207713216024, 'reg_alpha': 0.48448255841889315, 'reg_lambda': 1.2533964707988299}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,438] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 58, 'learning_rate': 0.032690744580016876, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8141695483637725, 'colsample_bytree': 0.8150032394647224, 'gamma': 2.5170309508841346, 'reg_alpha': 0.6430830113069066, 'reg_lambda': 1.6987264642808682}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,684] Trial 55 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 70, 'learning_rate': 0.027697740679216182, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7835547227935339, 'colsample_bytree': 0.8441157318790781, 'gamma': 3.2502121099418013, 'reg_alpha': 0.6845047440012069, 'reg_lambda': 1.856861515424554}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,813] Trial 56 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.021087269940334306, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8605202818935084, 'colsample_bytree': 0.8918905263192256, 'gamma': 3.4820532715642813, 'reg_alpha': 0.6049058722269105, 'reg_lambda': 2.212998372382142}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:11,966] Trial 57 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.05259581768402053, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8934190708725326, 'colsample_bytree': 0.9297261702406437, 'gamma': 3.9147574258129456, 'reg_alpha': 0.5558750897417477, 'reg_lambda': 1.3082623047626483}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,101] Trial 58 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 32, 'learning_rate': 0.040594489945400644, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9249007466268965, 'colsample_bytree': 0.9117150517357865, 'gamma': 2.0414721816194934, 'reg_alpha': 0.7806668669528444, 'reg_lambda': 1.097923924422846}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,262] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.07239874567611754, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8359194982762134, 'colsample_bytree': 0.8685013378725138, 'gamma': 2.310794770625138, 'reg_alpha': 0.7130263713577404, 'reg_lambda': 1.5917849339276138}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,423] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 130, 'learning_rate': 0.05896472947971808, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8771893335142052, 'colsample_bytree': 0.83124782167939, 'gamma': 2.9142545705229503, 'reg_alpha': 0.9369884544066125, 'reg_lambda': 1.4969778904073}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,655] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.04642464081161957, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8715294298292846, 'colsample_bytree': 0.9424648584720322, 'gamma': 2.310388894963113, 'reg_alpha': 0.8474440546522868, 'reg_lambda': 1.3827505724603804}. Best is trial 17 with value: 0.7619047619047619.
[I 2025-11-03 19:46:12,807] Trial 62 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.0536713880034098, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8507366141645498, 'colsample_bytree': 0.7364476685569006, 'gamma': 2.1430376576947396, 'reg_alpha': 0.8994937548770279, 'reg_lambda': 1.1445897635168445}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:12,960] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.0352935926253001, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8425758767151208, 'colsample_bytree': 0.7473363777591071, 'gamma': 2.6670064794495194, 'reg_alpha': 0.9795767657460931, 'reg_lambda': 0.9206609596554414}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,172] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.04286745288032494, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8180992460949456, 'colsample_bytree': 0.7242151325967641, 'gamma': 1.6154972339002662, 'reg_alpha': 0.9194147752216122, 'reg_lambda': 1.0931043580502504}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,357] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.05028598625871997, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.903630559167625, 'colsample_bytree': 0.6473109318243268, 'gamma': 2.0327668852619567, 'reg_alpha': 0.7992091068997652, 'reg_lambda': 0.8497521552890848}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,650] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.0519404193281525, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9104441494146704, 'colsample_bytree': 0.6665419993666474, 'gamma': 1.9535088845082802, 'reg_alpha': 0.8659519745805018, 'reg_lambda': 0.8255149907560888}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,783] Trial 67 finished with value: 0.693452380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.0629513323805391, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9685403204846531, 'colsample_bytree': 0.6384395192352579, 'gamma': 4.300793441760227, 'reg_alpha': 0.808027098705194, 'reg_lambda': 0.679103820992651}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:13,927] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.0927887577234261, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9032179317208244, 'colsample_bytree': 0.6773732506860503, 'gamma': 2.145582302204461, 'reg_alpha': 0.8330570669133237, 'reg_lambda': 1.0192763505807954}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,111] Trial 69 finished with value: 0.738095238095238 and parameters: {'n_estimators': 22, 'learning_rate': 0.07430214913526598, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8891718438866009, 'colsample_bytree': 0.7047468972103142, 'gamma': 1.3205887379817867, 'reg_alpha': 0.9986603952524356, 'reg_lambda': 1.118582208494875}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,318] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.057169402691933845, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8577296556147069, 'colsample_bytree': 0.7391159533397352, 'gamma': 1.7397417712536702, 'reg_alpha': 0.7469010733909801, 'reg_lambda': 0.8519048004073151}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,569] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.05793610980734469, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.860990233576839, 'colsample_bytree': 0.7284514877793908, 'gamma': 1.8837121185451637, 'reg_alpha': 0.7400439743625109, 'reg_lambda': 0.8851555896467788}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:14,732] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.04585672514538115, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9219722532444663, 'colsample_bytree': 0.7458825363764394, 'gamma': 1.714568674332533, 'reg_alpha': 0.8931814836686321, 'reg_lambda': 0.7403684777459326}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,023] Trial 73 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 87, 'learning_rate': 0.048804051051205784, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8556991641711088, 'colsample_bytree': 0.7789271248255374, 'gamma': 1.4723622084164443, 'reg_alpha': 0.7339642757100457, 'reg_lambda': 0.5964624227063966}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,168] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.07164800716678862, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.804837525893287, 'colsample_bytree': 0.7915261611449277, 'gamma': 1.5064113036874447, 'reg_alpha': 0.7997676096605529, 'reg_lambda': 0.6597411291144295}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,417] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 110, 'learning_rate': 0.04245707021446565, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8547561577782719, 'colsample_bytree': 0.7772969936709637, 'gamma': 4.541410418546699, 'reg_alpha': 0.7498051907111938, 'reg_lambda': 0.5288249680297824}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,592] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 124, 'learning_rate': 0.050076981880816406, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8677789791082384, 'colsample_bytree': 0.6008456971177588, 'gamma': 1.3667344251976534, 'reg_alpha': 0.631339766505485, 'reg_lambda': 0.8785976122143715}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:15,881] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.0853505624003925, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8242441435074125, 'colsample_bytree': 0.7584067456767568, 'gamma': 1.0921783569406065, 'reg_alpha': 0.6676919677908351, 'reg_lambda': 0.9817902493026146}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,027] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.10973205835435577, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8531161065336698, 'colsample_bytree': 0.8097792979908764, 'gamma': 2.027716913216259, 'reg_alpha': 0.7954074938820934, 'reg_lambda': 0.5657319749648333}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,297] Trial 79 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 67, 'learning_rate': 0.06165318421128362, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8789297817906342, 'colsample_bytree': 0.6839332421633759, 'gamma': 1.6514201335979215, 'reg_alpha': 0.7252132094830124, 'reg_lambda': 0.6403888723046731}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,541] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.03553954734719857, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8339924755669424, 'colsample_bytree': 0.7787709520581089, 'gamma': 2.530846529448728, 'reg_alpha': 0.7662872558640295, 'reg_lambda': 0.7551930971525342}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,781] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 74, 'learning_rate': 0.053601277199442895, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8928290220611182, 'colsample_bytree': 0.7432756214375457, 'gamma': 2.2247584433295224, 'reg_alpha': 0.8795786704339028, 'reg_lambda': 1.2922549729973174}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:16,919] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.04810979771658429, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.865697296323557, 'colsample_bytree': 0.7139466681127364, 'gamma': 1.8082794827188156, 'reg_alpha': 0.821482800669527, 'reg_lambda': 2.666438561305869}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,158] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.06770641752793012, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8475162686096662, 'colsample_bytree': 0.7325163324694196, 'gamma': 1.8127227528653367, 'reg_alpha': 0.8357376311374782, 'reg_lambda': 2.7692373620954593}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,247] Trial 84 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.04865007263597042, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8682780361261532, 'colsample_bytree': 0.6461851349909129, 'gamma': 0.7199876645115983, 'reg_alpha': 0.910389299425786, 'reg_lambda': 2.6745247047881695}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,386] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.05857373297437091, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8832787129902624, 'colsample_bytree': 0.7057060180447733, 'gamma': 1.4719879445860575, 'reg_alpha': 0.9523157934124702, 'reg_lambda': 2.574605437750972}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,599] Trial 86 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.0394418798999178, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8042829519563551, 'colsample_bytree': 0.715611556898712, 'gamma': 2.418253571513947, 'reg_alpha': 0.6710981786044808, 'reg_lambda': 1.1965671987613546}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:17,758] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.04472844074598199, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6426860133174731, 'colsample_bytree': 0.7644952891468371, 'gamma': 1.2537577607561792, 'reg_alpha': 0.48169774772693436, 'reg_lambda': 2.3345279278553943}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,040] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.0822140687885875, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9011409565044823, 'colsample_bytree': 0.6950551191104957, 'gamma': 1.8560330851666698, 'reg_alpha': 0.7020261867032908, 'reg_lambda': 2.883011741895788}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,202] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.029039189568495268, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8232037672975289, 'colsample_bytree': 0.6260259315518134, 'gamma': 0.9594783509033762, 'reg_alpha': 0.5535025581912408, 'reg_lambda': 2.557441357530439}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,359] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.01713743632567073, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6274057370735846, 'colsample_bytree': 0.7133669850121522, 'gamma': 2.04768104841883, 'reg_alpha': 0.866014994570964, 'reg_lambda': 0.8148507366359983}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,572] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.05419519638214844, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9345962205023353, 'colsample_bytree': 0.6595600130013719, 'gamma': 2.1822156876259555, 'reg_alpha': 0.7871056572181435, 'reg_lambda': 1.0323707369152755}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,707] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.049009542631091425, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.916088212092391, 'colsample_bytree': 0.9521673049607733, 'gamma': 2.4063906727889806, 'reg_alpha': 0.8282664337861526, 'reg_lambda': 1.167660056904795}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:18,968] Trial 93 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.06741257905165468, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8609899880987136, 'colsample_bytree': 0.7564621957318566, 'gamma': 1.9796883493707953, 'reg_alpha': 0.7626701932705576, 'reg_lambda': 2.3932595857857235}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:19,183] Trial 94 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.06707262549169878, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8589555402490954, 'colsample_bytree': 0.7367129738650169, 'gamma': 1.9338051490778405, 'reg_alpha': 0.7487141874993977, 'reg_lambda': 2.470918311857697}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:19,644] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.06000701958169978, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8390125078521784, 'colsample_bytree': 0.7529299390909474, 'gamma': 1.7123668119886075, 'reg_alpha': 0.519049008783254, 'reg_lambda': 2.3330603528977205}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,087] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.040991722380787514, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8705902709128616, 'colsample_bytree': 0.7847009247686423, 'gamma': 2.268458881576383, 'reg_alpha': 0.6119661976630232, 'reg_lambda': 2.7536241521361884}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,229] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 45, 'learning_rate': 0.06960118410238976, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.790057765082603, 'colsample_bytree': 0.8039524955759243, 'gamma': 1.5288827245213628, 'reg_alpha': 0.7305012910157609, 'reg_lambda': 0.9512739995338302}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,417] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.07907707358788763, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8842816197251239, 'colsample_bytree': 0.7671395545667322, 'gamma': 2.599525494409099, 'reg_alpha': 0.5899255039136954, 'reg_lambda': 2.1124161373421675}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,609] Trial 99 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 116, 'learning_rate': 0.06276995276357308, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.844574806479904, 'colsample_bytree': 0.7382481277665619, 'gamma': 2.0538364550179966, 'reg_alpha': 0.767017511116574, 'reg_lambda': 2.41315309247288}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,759] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 73, 'learning_rate': 0.05618959460062885, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8550505811080047, 'colsample_bytree': 0.7582587381285056, 'gamma': 3.8050874750325816, 'reg_alpha': 0.06884082646247142, 'reg_lambda': 1.249303547174942}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:20,989] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.05659288067719295, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8527584266184056, 'colsample_bytree': 0.7748429841248414, 'gamma': 3.7808471379004067, 'reg_alpha': 0.16171665871201923, 'reg_lambda': 1.128824311681674}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,115] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.04758436271960337, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8637095069196801, 'colsample_bytree': 0.7539477992908223, 'gamma': 3.9163701880300326, 'reg_alpha': 0.8097448767971951, 'reg_lambda': 1.2504830020043212}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,308] Trial 103 finished with value: 0.744047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.05096065352880436, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8308317433692237, 'colsample_bytree': 0.7947032164667998, 'gamma': 4.06464236098601, 'reg_alpha': 0.09597126748644033, 'reg_lambda': 2.2742172478163822}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,454] Trial 104 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.05529904638796289, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8762834664861284, 'colsample_bytree': 0.7667417654662714, 'gamma': 3.1635231731426314, 'reg_alpha': 0.25565222624199807, 'reg_lambda': 2.175569769617847}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,712] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 80, 'learning_rate': 0.04358645364886321, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8760451661414105, 'colsample_bytree': 0.8248679434347721, 'gamma': 3.2672057543078905, 'reg_alpha': 0.10437551379064908, 'reg_lambda': 2.1758427764377424}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:21,858] Trial 106 finished with value: 0.738095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.054669655486829706, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8968404966115759, 'colsample_bytree': 0.7693999257201164, 'gamma': 3.459442438578144, 'reg_alpha': 0.01186793210545714, 'reg_lambda': 2.040006854343008}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,009] Trial 107 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 72, 'learning_rate': 0.03821453300085862, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8834038685235556, 'colsample_bytree': 0.7214434514662257, 'gamma': 3.1631342028054377, 'reg_alpha': 0.19000764586475358, 'reg_lambda': 2.606728191319336}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,292] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.03378783392276594, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8096572928451015, 'colsample_bytree': 0.7800547296099679, 'gamma': 3.7223340973975834, 'reg_alpha': 0.2177422416293241, 'reg_lambda': 1.3695293513568956}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,534] Trial 109 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.046538930747570165, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9071608091963317, 'colsample_bytree': 0.686986625711916, 'gamma': 3.57601084012303, 'reg_alpha': 0.3087975576054086, 'reg_lambda': 1.4285139614013878}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,799] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 83, 'learning_rate': 0.012074605122272973, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8511006158597215, 'colsample_bytree': 0.8040569678156921, 'gamma': 2.9445165921471523, 'reg_alpha': 0.04038197853180958, 'reg_lambda': 1.9602044044828721}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:22,950] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.057362643435034125, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8392743683666501, 'colsample_bytree': 0.7648463440637855, 'gamma': 3.3734065935016555, 'reg_alpha': 0.5502186657038931, 'reg_lambda': 2.2812520082350365}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,160] Trial 112 finished with value: 0.761904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.06345715284924061, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.866570511940642, 'colsample_bytree': 0.7493469435575585, 'gamma': 1.7994741424121325, 'reg_alpha': 0.8559119168148487, 'reg_lambda': 2.4718721004664412}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,311] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.051596738368688694, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8685413387135522, 'colsample_bytree': 0.7303816571318843, 'gamma': 2.7873251598292006, 'reg_alpha': 0.8444376075473495, 'reg_lambda': 2.5065532815899427}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,431] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.06232648873217261, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.874258148657013, 'colsample_bytree': 0.750034404472251, 'gamma': 1.8108206030665277, 'reg_alpha': 0.27811863425042865, 'reg_lambda': 1.8904915068026893}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,586] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.07667873134686198, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.824350476332636, 'colsample_bytree': 0.7426321009723631, 'gamma': 2.1214531260168537, 'reg_alpha': 0.8857095565475444, 'reg_lambda': 1.2652958618971941}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,694] Trial 116 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.041694853784591604, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8543603488136402, 'colsample_bytree': 0.7883273606109601, 'gamma': 3.5855640173477563, 'reg_alpha': 0.2407818831486154, 'reg_lambda': 1.753885301221887}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:23,818] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.17494096742166057, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8914371605583076, 'colsample_bytree': 0.846936558859884, 'gamma': 1.6645957179164632, 'reg_alpha': 0.9201482193751199, 'reg_lambda': 0.695595573233508}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,026] Trial 118 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.06445447926235487, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8459321769788039, 'colsample_bytree': 0.8340227709388355, 'gamma': 1.3838512331571724, 'reg_alpha': 0.43337617088395664, 'reg_lambda': 0.5828774645354269}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,196] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.051947311987031015, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8844633891542478, 'colsample_bytree': 0.8141867266672853, 'gamma': 2.3706583313164664, 'reg_alpha': 0.39398649011228315, 'reg_lambda': 1.3293372262037577}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,346] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.044400843660649995, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.832528696345654, 'colsample_bytree': 0.7607324765840772, 'gamma': 3.0422560417185736, 'reg_alpha': 0.8585410020737502, 'reg_lambda': 1.0695405842524222}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,634] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.07107571782479323, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8641852552709486, 'colsample_bytree': 0.757390341486809, 'gamma': 1.9593636925157498, 'reg_alpha': 0.8107513115671267, 'reg_lambda': 2.390333425901293}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:24,901] Trial 122 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.05959264789762136, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8626300778363394, 'colsample_bytree': 0.7725426755414437, 'gamma': 1.5973227832226566, 'reg_alpha': 0.06098191613493972, 'reg_lambda': 2.6179085464729526}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,040] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 47, 'learning_rate': 0.07128644169252332, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.877193129916737, 'colsample_bytree': 0.7712284002113446, 'gamma': 1.6323072731767134, 'reg_alpha': 0.07063416964571528, 'reg_lambda': 2.4785436803787766}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,168] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.08807210057641698, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.859954384175816, 'colsample_bytree': 0.9711748483033287, 'gamma': 2.4927525913922772, 'reg_alpha': 0.13105835719202752, 'reg_lambda': 0.8882338944254518}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,395] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.05757392494467043, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8989800090238641, 'colsample_bytree': 0.7849977720035738, 'gamma': 1.9075603871475337, 'reg_alpha': 0.17009830160387868, 'reg_lambda': 2.3853816645882127}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,536] Trial 126 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 50, 'learning_rate': 0.09604688144653878, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.817240352915938, 'colsample_bytree': 0.7492221806210712, 'gamma': 1.2139592140346587, 'reg_alpha': 0.052156618864530914, 'reg_lambda': 2.413163912073678}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,655] Trial 127 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 50, 'learning_rate': 0.1401139579947354, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.838651561566811, 'colsample_bytree': 0.784271588084003, 'gamma': 1.4607768142777608, 'reg_alpha': 0.05523079672740007, 'reg_lambda': 2.4146474165835126}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:25,870] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.10707845813014848, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8166358769521179, 'colsample_bytree': 0.739373110059983, 'gamma': 1.2804594029411942, 'reg_alpha': 0.07334420147495656, 'reg_lambda': 2.374312493140731}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,018] Trial 129 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 62, 'learning_rate': 0.0965511363745294, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7908193029608436, 'colsample_bytree': 0.7959084826426027, 'gamma': 1.5846421008025333, 'reg_alpha': 0.026215447447913404, 'reg_lambda': 2.5206502244297493}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,191] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.11356892685446543, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7753760439810794, 'colsample_bytree': 0.7938756083071932, 'gamma': 1.190647243034602, 'reg_alpha': 0.021744739514452126, 'reg_lambda': 2.6112762822545523}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,330] Trial 131 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 67, 'learning_rate': 0.09070046181699831, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7550583168975887, 'colsample_bytree': 0.7587773154823666, 'gamma': 1.5695744002948406, 'reg_alpha': 0.11822695070293124, 'reg_lambda': 2.5208289824138777}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,461] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.1267792679078595, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7867486052375247, 'colsample_bytree': 0.7706772459818823, 'gamma': 1.7480303596090134, 'reg_alpha': 0.06563562114455734, 'reg_lambda': 2.4388639599411683}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,667] Trial 133 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.05851914411187982, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.79714162719559, 'colsample_bytree': 0.7492689721231018, 'gamma': 1.3779735451226416, 'reg_alpha': 0.008107248095926264, 'reg_lambda': 2.1856243634554433}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:26,892] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.09577549360026576, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8243165841385939, 'colsample_bytree': 0.7801248085172404, 'gamma': 1.9063257144254158, 'reg_alpha': 0.04156165254997323, 'reg_lambda': 2.286567199685605}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,185] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.0974112536070041, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8094162935238429, 'colsample_bytree': 0.7791257934276806, 'gamma': 1.9093269214839663, 'reg_alpha': 0.033848126911489196, 'reg_lambda': 2.36785404052351}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,386] Trial 136 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 59, 'learning_rate': 0.10468793918550882, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8238647213055118, 'colsample_bytree': 0.8072534409464998, 'gamma': 0.9877041459686471, 'reg_alpha': 0.05838269374032598, 'reg_lambda': 2.2520605361588144}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,672] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.09694054079945232, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.798192212527385, 'colsample_bytree': 0.7986273900819421, 'gamma': 1.1858821587178334, 'reg_alpha': 0.1652985169480396, 'reg_lambda': 2.55128093700773}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:27,894] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.08212694185901304, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7734110527193243, 'colsample_bytree': 0.8195370564563768, 'gamma': 1.5665451411154185, 'reg_alpha': 0.09099403531109945, 'reg_lambda': 2.320482070322505}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:28,240] Trial 139 finished with value: 0.761904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.12683908326976875, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8169515207173458, 'colsample_bytree': 0.7876154383154854, 'gamma': 1.7406429517982158, 'reg_alpha': 0.028777217931005256, 'reg_lambda': 2.5055161383680353}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:28,500] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.1569807615622192, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8178013210309203, 'colsample_bytree': 0.7616507955578176, 'gamma': 1.4636798524211232, 'reg_alpha': 0.03811287461115896, 'reg_lambda': 2.7443868347151708}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:28,838] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.1294399315434256, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8307113059637856, 'colsample_bytree': 0.7880530072176597, 'gamma': 1.7420906800742477, 'reg_alpha': 0.0820567918129306, 'reg_lambda': 2.466567052772519}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,040] Trial 142 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 236, 'learning_rate': 0.07812157988708124, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8451864162143901, 'colsample_bytree': 0.776903387865414, 'gamma': 1.8978300815966245, 'reg_alpha': 0.11673405106126064, 'reg_lambda': 2.366556681614717}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,339] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.07404891082710546, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8527130829265932, 'colsample_bytree': 0.7505277112949081, 'gamma': 1.6085777828089545, 'reg_alpha': 0.029519193898703777, 'reg_lambda': 2.6271009138252195}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,598] Trial 144 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.126623409706301, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7935677144764743, 'colsample_bytree': 0.7313658378444722, 'gamma': 1.8400671210912098, 'reg_alpha': 0.04229904097960391, 'reg_lambda': 2.5099793564328534}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:29,870] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.22316098019510186, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8378310637871433, 'colsample_bytree': 0.7691859244852273, 'gamma': 4.105993487798496, 'reg_alpha': 0.13517273457457818, 'reg_lambda': 2.5724663418973144}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,056] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.11838458477174778, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8073215254064072, 'colsample_bytree': 0.7963116473784067, 'gamma': 1.726692763034554, 'reg_alpha': 0.003141714376626515, 'reg_lambda': 2.2942442941722088}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,234] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.13923638757690743, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8075524290762489, 'colsample_bytree': 0.7978285175014657, 'gamma': 1.689600845286704, 'reg_alpha': 0.011727787592701284, 'reg_lambda': 2.1376737706980933}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,461] Trial 148 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 53, 'learning_rate': 0.09915711358822925, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8192260041038353, 'colsample_bytree': 0.7450002751419185, 'gamma': 0.292567512879943, 'reg_alpha': 0.05522410051269641, 'reg_lambda': 2.2975683452108004}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,671] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.1191144496202893, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8049073151263134, 'colsample_bytree': 0.8766362918557685, 'gamma': 1.5162882473809245, 'reg_alpha': 0.023535731481589356, 'reg_lambda': 2.2182311162279147}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:30,914] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 37, 'learning_rate': 0.11778778578852502, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8126791869262044, 'colsample_bytree': 0.7566675612175139, 'gamma': 1.7716357177961903, 'reg_alpha': 0.008701670202451852, 'reg_lambda': 2.057859876985218}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,154] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.064361723060987, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7808652857490485, 'colsample_bytree': 0.7831509338926215, 'gamma': 1.9783622113885226, 'reg_alpha': 0.08648591624053874, 'reg_lambda': 2.3413075188044816}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,341] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.05517526745203511, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8275211999556866, 'colsample_bytree': 0.7743355456688061, 'gamma': 1.3830905511776506, 'reg_alpha': 0.24215309190953133, 'reg_lambda': 2.465730793493621}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,547] Trial 153 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.060463715534701055, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8583069959003637, 'colsample_bytree': 0.791839596685626, 'gamma': 1.867364993604253, 'reg_alpha': 0.045341269463541445, 'reg_lambda': 2.4274860298732213}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:31,842] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.08661498715805599, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8470679801429982, 'colsample_bytree': 0.8609140748746644, 'gamma': 2.139815563708521, 'reg_alpha': 0.10806572116554114, 'reg_lambda': 2.3964028560864263}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,046] Trial 155 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.10507722885879871, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8668428271080434, 'colsample_bytree': 0.810622406213197, 'gamma': 1.6508400174212052, 'reg_alpha': 0.00023263151332350573, 'reg_lambda': 2.2281453016431025}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,378] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.15777344894974904, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.838361748311955, 'colsample_bytree': 0.763451394927677, 'gamma': 3.8256515671282725, 'reg_alpha': 0.15179504291390816, 'reg_lambda': 2.5168342405885538}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,551] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 61, 'learning_rate': 0.05684459706008921, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8003075625861074, 'colsample_bytree': 0.7868358081501138, 'gamma': 1.9765653894450026, 'reg_alpha': 0.18849535546573948, 'reg_lambda': 2.6979608728151696}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,636] Trial 158 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.0677304650828128, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.830275419261113, 'colsample_bytree': 0.7237051566738342, 'gamma': 1.799112279247716, 'reg_alpha': 0.07159233559186633, 'reg_lambda': 2.2828784040504564}. Best is trial 62 with value: 0.7738095238095238.
[I 2025-11-03 19:46:32,780] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.06065547958374637, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8627993080722847, 'colsample_bytree': 0.798588341526219, 'gamma': 2.0559001615385033, 'reg_alpha': 0.05064819761607403, 'reg_lambda': 2.4220707406587643}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,023] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.09259458051727537, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.856497594061466, 'colsample_bytree': 0.8247751937991115, 'gamma': 1.5705407923960686, 'reg_alpha': 0.028145717359161666, 'reg_lambda': 2.4688334267431977}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,193] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.061063051674177096, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8664373561268842, 'colsample_bytree': 0.7994309389790493, 'gamma': 2.107929842971762, 'reg_alpha': 0.05750360768124795, 'reg_lambda': 2.5862705647641304}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,419] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.062117683567691005, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8658843682732353, 'colsample_bytree': 0.8039853665652843, 'gamma': 2.2064578375280757, 'reg_alpha': 0.36323635843870267, 'reg_lambda': 2.5997040202830703}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,561] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 76, 'learning_rate': 0.060845122315222065, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8691654579616859, 'colsample_bytree': 0.8001961378389654, 'gamma': 2.276468594642961, 'reg_alpha': 0.36657591684176666, 'reg_lambda': 2.637993418183084}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:33,855] Trial 164 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.06476146192354842, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6829765128497215, 'colsample_bytree': 0.8077459918086017, 'gamma': 2.210060816984376, 'reg_alpha': 0.049321803931877406, 'reg_lambda': 2.598877600477329}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,001] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.05453536779474595, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8625198369610888, 'colsample_bytree': 0.7754601067356853, 'gamma': 2.040688761939442, 'reg_alpha': 0.06114806372889328, 'reg_lambda': 2.5610717896700774}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,202] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.07106892092133958, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8761675719797104, 'colsample_bytree': 0.8184146106987694, 'gamma': 2.1070666394537394, 'reg_alpha': 0.08574985256163115, 'reg_lambda': 2.810655088995883}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,372] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.06123894012859396, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8496201339591574, 'colsample_bytree': 0.7930507941448415, 'gamma': 1.696102088529117, 'reg_alpha': 0.03114877647848302, 'reg_lambda': 2.518078323661301}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,614] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 59, 'learning_rate': 0.0509864162871339, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.86273554439683, 'colsample_bytree': 0.7377178334723632, 'gamma': 2.0518532074654297, 'reg_alpha': 0.10413252382254937, 'reg_lambda': 2.6898399821637966}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,756] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.06783668210581652, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8730427580224376, 'colsample_bytree': 0.8013557448897162, 'gamma': 2.2173809331149688, 'reg_alpha': 0.0008168880563777501, 'reg_lambda': 2.4330573626204997}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:34,872] Trial 170 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 50, 'learning_rate': 0.07577884196507892, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8832380219029992, 'colsample_bytree': 0.7656078806278798, 'gamma': 4.583938087256222, 'reg_alpha': 0.332555296018196, 'reg_lambda': 2.5649272086420516}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,099] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 69, 'learning_rate': 0.061181196946313986, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8653822148512087, 'colsample_bytree': 0.8018103926084397, 'gamma': 2.267099804645927, 'reg_alpha': 0.34683621320028, 'reg_lambda': 2.625775903450773}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,242] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 66, 'learning_rate': 0.05459332349427211, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8570422103615396, 'colsample_bytree': 0.7794181940213641, 'gamma': 1.9673489190421893, 'reg_alpha': 0.26906107022356585, 'reg_lambda': 2.5082005814719905}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,424] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 155, 'learning_rate': 0.054176853409915265, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8536604581728233, 'colsample_bytree': 0.7569478044235995, 'gamma': 1.9910426012027287, 'reg_alpha': 0.27814770551161716, 'reg_lambda': 2.492264268526694}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,584] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 57, 'learning_rate': 0.04899633693863841, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8731079646445029, 'colsample_bytree': 0.7791040227202712, 'gamma': 1.8265405023441112, 'reg_alpha': 0.05325016867921732, 'reg_lambda': 2.3384608235859456}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,814] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.05776042862866678, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8500759841448776, 'colsample_bytree': 0.7506127754648331, 'gamma': 2.097856071638872, 'reg_alpha': 0.025868226836563278, 'reg_lambda': 2.6562517986480896}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:35,960] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.05763229287902693, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8442946972877845, 'colsample_bytree': 0.7482086151158356, 'gamma': 2.0784213893664587, 'reg_alpha': 0.07165544422908626, 'reg_lambda': 2.655406677699799}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,215] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.052795320894230634, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8575954148474866, 'colsample_bytree': 0.7682531645167832, 'gamma': 2.3325560444548197, 'reg_alpha': 0.26425248051346456, 'reg_lambda': 2.5513336382678338}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,420] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.053050154362827985, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8564791291276393, 'colsample_bytree': 0.740162221811347, 'gamma': 2.2605140459479407, 'reg_alpha': 0.2746030462748691, 'reg_lambda': 2.8175199770428687}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,616] Trial 179 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.05950970571392857, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8608417568466211, 'colsample_bytree': 0.7556438414350154, 'gamma': 3.1576242052125307, 'reg_alpha': 0.28289215416014135, 'reg_lambda': 2.749521566213813}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:36,800] Trial 180 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.04729440515813595, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8500362564455826, 'colsample_bytree': 0.7678088866197874, 'gamma': 2.358990672050708, 'reg_alpha': 0.24739184391278754, 'reg_lambda': 2.556462473647736}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,030] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.04720482471217479, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8500897850321085, 'colsample_bytree': 0.7693221709685082, 'gamma': 2.1842760828938053, 'reg_alpha': 0.3032529852933737, 'reg_lambda': 2.551006672402621}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,181] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.04770559156937957, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.854378143535511, 'colsample_bytree': 0.7622452622030187, 'gamma': 2.4664061034257423, 'reg_alpha': 0.25324329218499436, 'reg_lambda': 2.673620259891024}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,408] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 66, 'learning_rate': 0.047639145061326514, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8540081947322363, 'colsample_bytree': 0.7686333864375668, 'gamma': 2.4263414525983786, 'reg_alpha': 0.2574506387948422, 'reg_lambda': 2.6436536799371058}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,557] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 70, 'learning_rate': 0.04654493574001563, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8483565098357242, 'colsample_bytree': 0.7610318134898104, 'gamma': 2.63651703947827, 'reg_alpha': 0.30656530505067314, 'reg_lambda': 2.69357895633542}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,757] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.050811349776513894, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8682714929060812, 'colsample_bytree': 0.7714305389008932, 'gamma': 2.3520717818781103, 'reg_alpha': 0.23365358262818145, 'reg_lambda': 2.728586445556255}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:37,934] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.04484210044770668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8790765434297664, 'colsample_bytree': 0.7534986960678494, 'gamma': 2.5388965232825753, 'reg_alpha': 0.3349468152369329, 'reg_lambda': 2.6054169772728706}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,226] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.05454560237045054, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8383656889712051, 'colsample_bytree': 0.7639227001114047, 'gamma': 2.3213511584419484, 'reg_alpha': 0.2516003825329382, 'reg_lambda': 2.5714856369563375}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,380] Trial 188 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.05030713437773985, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8603935225429753, 'colsample_bytree': 0.7343330135747864, 'gamma': 2.4361700790979373, 'reg_alpha': 0.19335903319890885, 'reg_lambda': 2.542407923954594}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,568] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.05638314488536961, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8493571311428142, 'colsample_bytree': 0.7720866955597981, 'gamma': 2.1497943743636165, 'reg_alpha': 0.2125591090531172, 'reg_lambda': 2.665709524419672}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,742] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.040999570218717744, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8876781048173602, 'colsample_bytree': 0.7431767476356711, 'gamma': 2.2860815501682628, 'reg_alpha': 0.28735879291057687, 'reg_lambda': 1.5466464129614936}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:38,880] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.06452789841264937, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8417291613875132, 'colsample_bytree': 0.7511123419783137, 'gamma': 2.4977235997834337, 'reg_alpha': 0.2635418865283355, 'reg_lambda': 2.4751646412642154}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,102] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.06478154329807838, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.841096966656265, 'colsample_bytree': 0.7627889083143791, 'gamma': 2.733791665429888, 'reg_alpha': 0.31784269340625215, 'reg_lambda': 2.6102257140721954}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,244] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.05237387380902361, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8660944537225791, 'colsample_bytree': 0.7525604780154598, 'gamma': 2.4821886333259062, 'reg_alpha': 0.25446927708951705, 'reg_lambda': 2.4756542576168843}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,496] Trial 194 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.059887219717044464, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8539555467838356, 'colsample_bytree': 0.7837504958447562, 'gamma': 2.365025937321174, 'reg_alpha': 0.29566373498676785, 'reg_lambda': 2.521061761815708}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,633] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 53, 'learning_rate': 0.04707549186887024, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8451119225684794, 'colsample_bytree': 0.7728629753759979, 'gamma': 2.574882216695044, 'reg_alpha': 0.2689025305649386, 'reg_lambda': 2.5625184795113665}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,823] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.047763378158864944, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8460524277436556, 'colsample_bytree': 0.7731992324446529, 'gamma': 2.88498236582, 'reg_alpha': 0.2660326057881552, 'reg_lambda': 2.544276914861968}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:39,955] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.044181864976634545, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8454559855178797, 'colsample_bytree': 0.7773977337944272, 'gamma': 2.6244985576645243, 'reg_alpha': 0.26476662534627526, 'reg_lambda': 2.5608383380084256}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:40,156] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 44, 'learning_rate': 0.25969974981111826, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8497273059521502, 'colsample_bytree': 0.7883340352755813, 'gamma': 2.5111899371610273, 'reg_alpha': 0.23385975836193235, 'reg_lambda': 2.6526144626127257}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:40,295] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 55, 'learning_rate': 0.047023282807402964, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8340831920918271, 'colsample_bytree': 0.7684947412032501, 'gamma': 2.8215061622087525, 'reg_alpha': 0.26223694856181445, 'reg_lambda': 2.607193174060092}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 19:46:40,298] A new study created in memory with name: no-name-f0ff8f68-a40e-4feb-bbca-353915a718d8
[I 2025-11-03 19:46:40,408] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.022170943181848236, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7275092099694767, 'colsample_bytree': 0.6423044521973893, 'gamma': 3.5867001530706903, 'reg_alpha': 0.7744031136819733, 'reg_lambda': 0.83317220355196}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:46:40,639] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.023319856807820512, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6930069850141719, 'colsample_bytree': 0.9463338754754935, 'gamma': 3.0075703592541156, 'reg_alpha': 0.1450644676019418, 'reg_lambda': 0.749437482649856}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:46:40,787] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.033225922946571826, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.7745986705911906, 'colsample_bytree': 0.8224194649604333, 'gamma': 1.0007736909900744, 'reg_alpha': 0.05838280112502181, 'reg_lambda': 2.1844261034101202}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:46:40,938] Trial 3 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.010387445021094713, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9798162149771277, 'colsample_bytree': 0.6972950127983544, 'gamma': 2.9434855774573303, 'reg_alpha': 0.16349218953921862, 'reg_lambda': 2.78485267174516}. Best is trial 3 with value: 0.6369047619047619.
[I 2025-11-03 19:46:41,221] Trial 4 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.09708219142917923, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7326796492910864, 'colsample_bytree': 0.8263025092491463, 'gamma': 1.607969710814909, 'reg_alpha': 0.30836999128803955, 'reg_lambda': 1.7390459325797987}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,261] Trial 5 finished with value: 0.6160714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.012286061674418534, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8690807492056336, 'colsample_bytree': 0.7930772720910876, 'gamma': 2.375576987663623, 'reg_alpha': 0.18484926581768735, 'reg_lambda': 2.748535813765658}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,552] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.04977393205816642, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8790144428710023, 'colsample_bytree': 0.8666282658576576, 'gamma': 0.6484982277938728, 'reg_alpha': 0.9874936721219226, 'reg_lambda': 2.0822681801707863}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,618] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.07838626434312625, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8333305998021796, 'colsample_bytree': 0.9536425000497082, 'gamma': 4.683790067762151, 'reg_alpha': 0.25627717554648266, 'reg_lambda': 1.4751461615383563}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:41,857] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.23879830417412376, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.7145494837061708, 'colsample_bytree': 0.8600388974108826, 'gamma': 3.6249896865460363, 'reg_alpha': 0.2842266458608619, 'reg_lambda': 1.9177372291885606}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,114] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.011525028235008873, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6738716579259888, 'colsample_bytree': 0.8503423196023503, 'gamma': 2.7695832298442484, 'reg_alpha': 0.3357773963944669, 'reg_lambda': 1.1350788243710341}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,449] Trial 10 finished with value: 0.681547619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.1417875968906712, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9661113276867954, 'colsample_bytree': 0.7260641236933078, 'gamma': 1.5250824943919392, 'reg_alpha': 0.5224457392538955, 'reg_lambda': 1.4819195135225152}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,654] Trial 11 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.137560229215696, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9913097396621994, 'colsample_bytree': 0.73696482847381, 'gamma': 1.6187817126433706, 'reg_alpha': 0.5451039155640801, 'reg_lambda': 1.5838757378769568}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:42,886] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 171, 'learning_rate': 0.1132672215404614, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.620877015134819, 'colsample_bytree': 0.7565905710423236, 'gamma': 1.771859459236953, 'reg_alpha': 0.5507319705562492, 'reg_lambda': 1.5746349054628483}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:43,172] Trial 13 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.23587164421853013, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9151180071524894, 'colsample_bytree': 0.6235167624055573, 'gamma': 0.1296838274020713, 'reg_alpha': 0.6402418873638498, 'reg_lambda': 2.3342577819666492}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:43,393] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.13268246196122932, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7834234275951406, 'colsample_bytree': 0.6786327584872127, 'gamma': 1.8149850077659364, 'reg_alpha': 0.41825534868523884, 'reg_lambda': 1.1013942593661765}. Best is trial 4 with value: 0.7440476190476191.
[I 2025-11-03 19:46:43,695] Trial 15 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.07282542921126464, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7699459468754253, 'colsample_bytree': 0.6663547646092558, 'gamma': 2.2849743780075995, 'reg_alpha': 0.364598367857986, 'reg_lambda': 0.5004053146398977}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:43,909] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 203, 'learning_rate': 0.06158642902451288, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7551237333983598, 'colsample_bytree': 0.9143089474422772, 'gamma': 2.252162391561154, 'reg_alpha': 0.3816623937191218, 'reg_lambda': 0.5371567035419382}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,214] Trial 17 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 249, 'learning_rate': 0.07838366308462258, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6329304107180165, 'colsample_bytree': 0.7931183969193857, 'gamma': 0.7239324542022583, 'reg_alpha': 0.7368471197679619, 'reg_lambda': 2.4933722011744814}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,402] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 148, 'learning_rate': 0.034172251334844625, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8194439117535861, 'colsample_bytree': 0.9004262793295819, 'gamma': 4.989898947078162, 'reg_alpha': 0.029124373011927385, 'reg_lambda': 1.1897843614495955}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,602] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 210, 'learning_rate': 0.09504838344345874, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6546681954989184, 'colsample_bytree': 0.9924393146960695, 'gamma': 3.771073273377593, 'reg_alpha': 0.41456711533020885, 'reg_lambda': 0.5345087878216781}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:44,888] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.0474636550003231, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7410029302775756, 'colsample_bytree': 0.6634275499359809, 'gamma': 1.2762509922683236, 'reg_alpha': 0.25390471410673543, 'reg_lambda': 1.926241539606608}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 19:46:45,102] Trial 21 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.18317367472451604, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7947994861011445, 'colsample_bytree': 0.6053695779451722, 'gamma': 2.00398702173564, 'reg_alpha': 0.4352194091870254, 'reg_lambda': 1.013201544125498}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:45,378] Trial 22 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 219, 'learning_rate': 0.18897600136724807, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8056168251893788, 'colsample_bytree': 0.6133825801963327, 'gamma': 2.0321932990997844, 'reg_alpha': 0.4579741047269522, 'reg_lambda': 0.7662846886472099}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:45,592] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 239, 'learning_rate': 0.17883145131500522, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8435117793931772, 'colsample_bytree': 0.6025138404859625, 'gamma': 2.502013869114415, 'reg_alpha': 0.32476597742860086, 'reg_lambda': 0.9816807466165112}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:45,871] Trial 24 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.2754905773695686, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7697014111699648, 'colsample_bytree': 0.7088964254299692, 'gamma': 1.3443191902759035, 'reg_alpha': 0.5929518964937327, 'reg_lambda': 1.2914571570161035}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,059] Trial 25 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 195, 'learning_rate': 0.08548571124064386, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7021824182138394, 'colsample_bytree': 0.6609956569671405, 'gamma': 3.2397735900605342, 'reg_alpha': 0.48911408044261057, 'reg_lambda': 0.914084335967593}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,252] Trial 26 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.06285559329541487, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7968665170606642, 'colsample_bytree': 0.7472628247068377, 'gamma': 2.272188529847448, 'reg_alpha': 0.6357890129777761, 'reg_lambda': 1.781328118943897}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,542] Trial 27 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 219, 'learning_rate': 0.17787322968418862, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7478719767906902, 'colsample_bytree': 0.7645830838885002, 'gamma': 1.043545444840353, 'reg_alpha': 0.2008950615451058, 'reg_lambda': 0.6601742636009847}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,689] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.10420603481744559, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9049651664261097, 'colsample_bytree': 0.8289164340729147, 'gamma': 0.07307340374125015, 'reg_alpha': 0.36377447792311374, 'reg_lambda': 1.2528650838425401}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:46,942] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.036537198964162326, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7225520385735462, 'colsample_bytree': 0.6359899989437321, 'gamma': 1.9493308584303095, 'reg_alpha': 0.7331847177755244, 'reg_lambda': 2.9601657867928304}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,084] Trial 30 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 86, 'learning_rate': 0.11874340473331073, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6801354491504068, 'colsample_bytree': 0.6485924609933779, 'gamma': 2.661509921762214, 'reg_alpha': 0.42289635337910725, 'reg_lambda': 0.8469552707968395}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,411] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.15474273077953193, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7880407614279497, 'colsample_bytree': 0.685833876083306, 'gamma': 1.890669322744212, 'reg_alpha': 0.464766819075487, 'reg_lambda': 1.1155658581042884}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,733] Trial 32 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.07622328797475583, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7328086280170022, 'colsample_bytree': 0.6713752373854739, 'gamma': 3.3064814280205814, 'reg_alpha': 0.09510365576449786, 'reg_lambda': 1.0392792841898846}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:47,960] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.12143529806503758, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7668154703341536, 'colsample_bytree': 0.6328043611809996, 'gamma': 1.5316944755645627, 'reg_alpha': 0.28334445106586387, 'reg_lambda': 1.3703589718602838}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:48,291] Trial 34 finished with value: 0.6249999999999999 and parameters: {'n_estimators': 206, 'learning_rate': 0.2064349233979293, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7887757891427868, 'colsample_bytree': 0.7136935243223217, 'gamma': 2.1426811304512254, 'reg_alpha': 0.3770443875409226, 'reg_lambda': 0.7012553846510823}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:48,471] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.021108412848232692, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8486654992828639, 'colsample_bytree': 0.7759721501037414, 'gamma': 1.0583277798641162, 'reg_alpha': 0.10960943197279216, 'reg_lambda': 1.752952214598825}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:48,842] Trial 36 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.06263010641501826, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8148714002920756, 'colsample_bytree': 0.8156978255187082, 'gamma': 0.6524749475020594, 'reg_alpha': 0.9951833442314288, 'reg_lambda': 0.8937592833653283}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,048] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.04454685165119547, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6001584378341367, 'colsample_bytree': 0.6863050455430084, 'gamma': 3.9436634552991316, 'reg_alpha': 0.20598456411559468, 'reg_lambda': 0.5651409453876202}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,357] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.023640596482010955, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8719847663573969, 'colsample_bytree': 0.65175184779928, 'gamma': 2.9679247812900544, 'reg_alpha': 0.8807064618741953, 'reg_lambda': 2.20882132257885}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,548] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 195, 'learning_rate': 0.29199911446862525, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7115373247806065, 'colsample_bytree': 0.6014074287555383, 'gamma': 1.817794297386779, 'reg_alpha': 0.44374829259110926, 'reg_lambda': 0.7432127826760554}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,785] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.2867529211966934, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6960709355040806, 'colsample_bytree': 0.604178257837819, 'gamma': 2.5221001105412744, 'reg_alpha': 0.291708317474198, 'reg_lambda': 0.7369323475762405}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:49,966] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.15514518471750544, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7183076252054537, 'colsample_bytree': 0.6257807396020784, 'gamma': 1.6520769648576397, 'reg_alpha': 0.4548049778696533, 'reg_lambda': 1.03221407465331}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,259] Trial 42 finished with value: 0.755952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.22500200634389156, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7711378980158766, 'colsample_bytree': 0.6806554910358663, 'gamma': 1.3595117696083254, 'reg_alpha': 0.4108389341007418, 'reg_lambda': 0.6243429604797307}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,470] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.2326327741139489, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7595150177736862, 'colsample_bytree': 0.6015548122371502, 'gamma': 1.2763488952514483, 'reg_alpha': 0.33859737098668774, 'reg_lambda': 0.6347804917205588}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,774] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.29022683639644686, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.6604369665991818, 'colsample_bytree': 0.7056212623391842, 'gamma': 2.0759478595657432, 'reg_alpha': 0.5095224879417057, 'reg_lambda': 0.8035829865638066}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:50,973] Trial 45 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 186, 'learning_rate': 0.20993279850388372, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7039122499586978, 'colsample_bytree': 0.6320613223460404, 'gamma': 0.7816405018948068, 'reg_alpha': 0.2466912522967627, 'reg_lambda': 0.6324688254737103}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,310] Trial 46 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 225, 'learning_rate': 0.2448931838338998, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7403379903404569, 'colsample_bytree': 0.8957449888900365, 'gamma': 1.447120088812859, 'reg_alpha': 0.5780615486397374, 'reg_lambda': 0.5224579459718608}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,506] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.17141689182590616, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8300756943303295, 'colsample_bytree': 0.8492668243796806, 'gamma': 2.6942120651827692, 'reg_alpha': 0.3937680741661427, 'reg_lambda': 0.9390312260015343}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,726] Trial 48 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.09475756713655965, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7764157827022525, 'colsample_bytree': 0.620006619490825, 'gamma': 1.1426565625761018, 'reg_alpha': 0.16651578352930135, 'reg_lambda': 2.5632428290338547}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:51,978] Trial 49 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 177, 'learning_rate': 0.25461935343512543, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6825236285489111, 'colsample_bytree': 0.7352905348206319, 'gamma': 0.47800129917786616, 'reg_alpha': 0.3111439698621285, 'reg_lambda': 0.7987727308338672}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,179] Trial 50 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 205, 'learning_rate': 0.2062933502891795, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7262028778928997, 'colsample_bytree': 0.8114896246603869, 'gamma': 1.7385149039062149, 'reg_alpha': 0.3500954786231005, 'reg_lambda': 1.6108851146228207}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,459] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.13359562483464396, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7825823710758296, 'colsample_bytree': 0.677567861703165, 'gamma': 1.8664431607996042, 'reg_alpha': 0.43069033490300707, 'reg_lambda': 1.0968515272646462}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,661] Trial 52 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.14029774233359218, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.755566802294474, 'colsample_bytree': 0.6465161259358009, 'gamma': 2.357141631513667, 'reg_alpha': 0.43126902883062257, 'reg_lambda': 1.3919888225670474}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:52,987] Trial 53 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.1624955145666945, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8061623640072108, 'colsample_bytree': 0.7210257558793749, 'gamma': 1.878786022311518, 'reg_alpha': 0.5027028226511482, 'reg_lambda': 0.624772286150737}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,205] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.12743123718333418, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8270233315403658, 'colsample_bytree': 0.6946924136378223, 'gamma': 1.6634823744398193, 'reg_alpha': 0.5646822636380614, 'reg_lambda': 1.9857188426965116}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,518] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.10255590303571002, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8514891319570024, 'colsample_bytree': 0.7754903153302605, 'gamma': 2.1125335045744986, 'reg_alpha': 0.24418605473996724, 'reg_lambda': 0.7169349424658404}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,804] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 192, 'learning_rate': 0.07194079484062885, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.773466545425118, 'colsample_bytree': 0.6611261724266291, 'gamma': 0.8999861659664594, 'reg_alpha': 0.4046718670258375, 'reg_lambda': 0.5082662108861011}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:53,886] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.21304522248316146, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.74710970499494, 'colsample_bytree': 0.6737478096326257, 'gamma': 0.378636603892786, 'reg_alpha': 0.6196546593231147, 'reg_lambda': 1.1971388789204074}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,111] Trial 58 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 162, 'learning_rate': 0.08542589515073767, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.71112971574365, 'colsample_bytree': 0.615171448860319, 'gamma': 1.4580736051419272, 'reg_alpha': 0.4766528964632927, 'reg_lambda': 0.8651361219416842}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,324] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.1089929903220619, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7944284587648623, 'colsample_bytree': 0.8376537291657825, 'gamma': 2.4822673866433753, 'reg_alpha': 0.6869497696315573, 'reg_lambda': 1.0131236380760789}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,585] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.1932754874928713, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.734058770124922, 'colsample_bytree': 0.8861451057362817, 'gamma': 2.2406635612876595, 'reg_alpha': 0.5472291878626903, 'reg_lambda': 1.475378754391143}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:54,799] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 232, 'learning_rate': 0.14139326920517659, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7787938575621864, 'colsample_bytree': 0.6800941352670319, 'gamma': 1.7795034890895691, 'reg_alpha': 0.43782155367865816, 'reg_lambda': 1.1105970892038544}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,139] Trial 62 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.09466647273284635, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8084476974958088, 'colsample_bytree': 0.6999536489890374, 'gamma': 1.9329881667402, 'reg_alpha': 0.37476180913720947, 'reg_lambda': 1.3010400971871259}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,349] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 224, 'learning_rate': 0.055372953717987, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7634515076421975, 'colsample_bytree': 0.6452678522642634, 'gamma': 1.2861153291225185, 'reg_alpha': 0.5229655731058258, 'reg_lambda': 0.9432732019459088}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,662] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.12191655130614365, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7877104911082884, 'colsample_bytree': 0.6607301904445176, 'gamma': 1.746198808016552, 'reg_alpha': 0.3145006375494015, 'reg_lambda': 1.087278039705591}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:55,887] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.2613714393794819, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7444934643026354, 'colsample_bytree': 0.7304070021937757, 'gamma': 1.5232132865359318, 'reg_alpha': 0.40939950753432613, 'reg_lambda': 0.798642971167747}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,157] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 200, 'learning_rate': 0.0717742235904464, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7565121062096022, 'colsample_bytree': 0.7991584082383107, 'gamma': 2.0217457049752694, 'reg_alpha': 0.3463143116552442, 'reg_lambda': 0.595625142012039}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,364] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.15196092208254997, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.818788522655291, 'colsample_bytree': 0.7481263591803866, 'gamma': 1.1651277653469734, 'reg_alpha': 0.4827537912445596, 'reg_lambda': 1.2257186320592939}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,550] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.18567206896735047, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7817770391662447, 'colsample_bytree': 0.6141952865771282, 'gamma': 2.3188848053513635, 'reg_alpha': 0.2784205155051317, 'reg_lambda': 1.831748151761293}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:56,905] Trial 69 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 223, 'learning_rate': 0.13287856662179479, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7983470893171576, 'colsample_bytree': 0.9369785585269489, 'gamma': 2.80862648857088, 'reg_alpha': 0.4356626255632251, 'reg_lambda': 0.7314797132283404}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,122] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 250, 'learning_rate': 0.22389091259763005, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.728142237470645, 'colsample_bytree': 0.6365611267506993, 'gamma': 2.1883747446382458, 'reg_alpha': 0.3805643455977935, 'reg_lambda': 0.8634359170977872}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,426] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 240, 'learning_rate': 0.158891318956642, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7682955416708365, 'colsample_bytree': 0.6877472213574841, 'gamma': 1.8862026397639018, 'reg_alpha': 0.44983004907677687, 'reg_lambda': 1.1454871616388493}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,635] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.11312981332633731, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7899043053989939, 'colsample_bytree': 0.6783340612316843, 'gamma': 1.5746630322943334, 'reg_alpha': 0.4614223870629664, 'reg_lambda': 1.6353561201223483}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:57,974] Trial 73 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.08455365887889639, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9517455779531491, 'colsample_bytree': 0.717650818196219, 'gamma': 1.8560704233825098, 'reg_alpha': 0.36113739292727326, 'reg_lambda': 1.0313383847031006}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,181] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.17324905628979623, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8031890718714639, 'colsample_bytree': 0.6664091344327878, 'gamma': 1.3630684757781186, 'reg_alpha': 0.5193924924549966, 'reg_lambda': 1.3657261328604395}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,358] Trial 75 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 150, 'learning_rate': 0.15060751928342794, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8441165323606584, 'colsample_bytree': 0.6537715689094122, 'gamma': 2.5688896761571947, 'reg_alpha': 0.40532709378504833, 'reg_lambda': 1.1469190843827415}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,720] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.29558321338358334, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7842843637067398, 'colsample_bytree': 0.692318445822041, 'gamma': 2.391384048115151, 'reg_alpha': 0.47405839154238205, 'reg_lambda': 0.6824616105636749}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:58,864] Trial 77 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 61, 'learning_rate': 0.19591802708293488, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7524469925691037, 'colsample_bytree': 0.6222289177067994, 'gamma': 2.0468345027534216, 'reg_alpha': 0.31309173183424893, 'reg_lambda': 1.544493010235547}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,090] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.10047455983858951, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6922813733232164, 'colsample_bytree': 0.6064466577321773, 'gamma': 1.6285497380457161, 'reg_alpha': 0.2216460686660443, 'reg_lambda': 0.9789662145804487}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,376] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.013734226804988238, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.713028618559303, 'colsample_bytree': 0.8767648310727523, 'gamma': 1.4131378797306167, 'reg_alpha': 0.6005723025971452, 'reg_lambda': 2.1561117876548157}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,554] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.2593629300184721, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8583484735613587, 'colsample_bytree': 0.7020596531913847, 'gamma': 0.902397182383941, 'reg_alpha': 0.4237421367505271, 'reg_lambda': 0.583865738382866}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:46:59,842] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.014882916274436166, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9048559214995201, 'colsample_bytree': 0.7710594845576841, 'gamma': 1.1253715586213144, 'reg_alpha': 0.06877130672643844, 'reg_lambda': 1.7411646418595856}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,005] Trial 82 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 109, 'learning_rate': 0.02718414177555196, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8373456953720512, 'colsample_bytree': 0.7904131580972115, 'gamma': 1.924402854395301, 'reg_alpha': 0.0034407322111589256, 'reg_lambda': 1.6966825757417245}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,379] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.053293840729881164, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8147987425561013, 'colsample_bytree': 0.8343400538218874, 'gamma': 1.0460860482514198, 'reg_alpha': 0.09863139940851942, 'reg_lambda': 1.892544091883347}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,565] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.06534607950205643, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8155969986665735, 'colsample_bytree': 0.8537399761406268, 'gamma': 1.7071741219265315, 'reg_alpha': 0.5324000790220919, 'reg_lambda': 2.0027006796316265}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:00,881] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 246, 'learning_rate': 0.03911767840551268, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7725617005678548, 'colsample_bytree': 0.8153416114695672, 'gamma': 0.9464503749866219, 'reg_alpha': 0.4846738831972688, 'reg_lambda': 1.2816126537467065}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,062] Trial 86 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.05421824836369333, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7400071879469773, 'colsample_bytree': 0.8283777775504675, 'gamma': 1.2531483881039043, 'reg_alpha': 0.10980851943602343, 'reg_lambda': 2.3499817660872124}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,228] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.04537892768930658, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.825446208396865, 'colsample_bytree': 0.8343720199201585, 'gamma': 2.1346213172141995, 'reg_alpha': 0.3906116017233749, 'reg_lambda': 0.9025240944805375}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,498] Trial 88 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.1304372008399111, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7637918024317654, 'colsample_bytree': 0.6359975393112927, 'gamma': 4.358985621200068, 'reg_alpha': 0.8538113449997731, 'reg_lambda': 1.8657273458788617}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,697] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.056283887108608724, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.7967643000822944, 'colsample_bytree': 0.6556202780959706, 'gamma': 1.7873175162891581, 'reg_alpha': 0.3310742474904482, 'reg_lambda': 1.0710272191446981}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:01,916] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.22782978253796313, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7809672347191593, 'colsample_bytree': 0.8419722749077926, 'gamma': 1.98612379412476, 'reg_alpha': 0.500472404602114, 'reg_lambda': 0.6796072193902843}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,230] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.03152582707031752, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8151434658015914, 'colsample_bytree': 0.6822804383985157, 'gamma': 1.0199615944719707, 'reg_alpha': 0.10480945735918126, 'reg_lambda': 2.032823137732653}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,435] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.017935662796046685, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8828531345542979, 'colsample_bytree': 0.8673262241361127, 'gamma': 1.5146694655110295, 'reg_alpha': 0.05422626450604112, 'reg_lambda': 1.8964217347557295}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,735] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.09323422092583392, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.864570289374727, 'colsample_bytree': 0.7837539711504766, 'gamma': 0.7486096697232514, 'reg_alpha': 0.13696673559888398, 'reg_lambda': 0.7873114747270775}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:02,909] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.16598844181803124, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.805480047773941, 'colsample_bytree': 0.8047305205587618, 'gamma': 1.148113519956934, 'reg_alpha': 0.13113504745446575, 'reg_lambda': 1.7044576479566627}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,071] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.010399381057921125, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8407953339426614, 'colsample_bytree': 0.669934598420544, 'gamma': 1.5999259357130209, 'reg_alpha': 0.45354401780858067, 'reg_lambda': 1.792415899829092}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,361] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 149, 'learning_rate': 0.020777069737017102, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8309554066629982, 'colsample_bytree': 0.744740082789159, 'gamma': 1.245885809693835, 'reg_alpha': 0.1601533587635583, 'reg_lambda': 1.4325672956536715}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,594] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.2719617555325717, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8856765936053446, 'colsample_bytree': 0.6245328396027299, 'gamma': 1.4213796134345225, 'reg_alpha': 0.2913328590672869, 'reg_lambda': 1.947068553911653}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:03,920] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.14416007268662867, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7358603293318018, 'colsample_bytree': 0.9997766886525953, 'gamma': 2.2174262207884614, 'reg_alpha': 0.4176771489048069, 'reg_lambda': 0.5602276428254431}. Best is trial 21 with value: 0.7619047619047619.
[I 2025-11-03 19:47:04,143] Trial 99 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.14683210096507968, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7366063819406354, 'colsample_bytree': 0.9199164284237147, 'gamma': 2.2281787853855035, 'reg_alpha': 0.4128905940514162, 'reg_lambda': 0.547259272423416}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:04,433] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.11677454920953749, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7200687903660444, 'colsample_bytree': 0.987536349497279, 'gamma': 2.195435004683701, 'reg_alpha': 0.4188323476707239, 'reg_lambda': 0.5498815820410142}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:04,650] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.12002155186457236, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7202616509095753, 'colsample_bytree': 0.996063341328018, 'gamma': 2.233621418952059, 'reg_alpha': 0.365425718124098, 'reg_lambda': 0.5548660655543716}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:04,862] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.11732107510073883, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7195622969416934, 'colsample_bytree': 0.9986568366179036, 'gamma': 2.448695444433146, 'reg_alpha': 0.35096767551602637, 'reg_lambda': 0.5353566025197882}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,121] Trial 103 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 227, 'learning_rate': 0.14377857941182043, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7068708075595682, 'colsample_bytree': 0.9955701846092995, 'gamma': 2.214245323413955, 'reg_alpha': 0.37058644816062086, 'reg_lambda': 0.5882271065021021}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,331] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.10578569206763458, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7347762161499185, 'colsample_bytree': 0.9821201457388521, 'gamma': 2.6041961534823916, 'reg_alpha': 0.39225143512164673, 'reg_lambda': 0.638767791143371}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,534] Trial 105 finished with value: 0.6666666666666665 and parameters: {'n_estimators': 244, 'learning_rate': 0.10869970359173786, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6963998415932813, 'colsample_bytree': 0.9851603678164013, 'gamma': 2.620480316030178, 'reg_alpha': 0.41808999527257684, 'reg_lambda': 0.5011450433396272}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:05,894] Trial 106 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 239, 'learning_rate': 0.13728986158655454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7326864457442406, 'colsample_bytree': 0.9803272498108089, 'gamma': 2.86575683055056, 'reg_alpha': 0.40053719180167857, 'reg_lambda': 0.6536927150804672}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,125] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.1243630677634687, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6848736560095955, 'colsample_bytree': 0.9758584066008041, 'gamma': 2.3348112543787587, 'reg_alpha': 0.43337990520568154, 'reg_lambda': 0.5582638193066672}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,429] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 226, 'learning_rate': 0.04995767256603615, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6672744907974028, 'colsample_bytree': 0.9545626040194871, 'gamma': 2.7603726848605574, 'reg_alpha': 0.44619671693157686, 'reg_lambda': 0.6186019368397977}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,652] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.18348685588926636, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.749911463928798, 'colsample_bytree': 0.9676254689811336, 'gamma': 2.231223473085823, 'reg_alpha': 0.3896399735536448, 'reg_lambda': 0.7458173625450961}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:06,970] Trial 110 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.24456215270785586, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7399700476792652, 'colsample_bytree': 0.9165339394245052, 'gamma': 2.3997947090140523, 'reg_alpha': 0.3337238420010935, 'reg_lambda': 0.7003200161483459}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:07,314] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 242, 'learning_rate': 0.0775078574186271, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7259928579794441, 'colsample_bytree': 0.9399322308514535, 'gamma': 2.0853857229068806, 'reg_alpha': 0.2710853116110845, 'reg_lambda': 0.5418308557433856}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:07,529] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.10087396535005164, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7165693497244366, 'colsample_bytree': 0.9598089045041795, 'gamma': 3.0896704964180537, 'reg_alpha': 0.3656732542188867, 'reg_lambda': 0.6499381787629901}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:07,745] Trial 113 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 229, 'learning_rate': 0.10692782269851875, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7147386452723689, 'colsample_bytree': 0.9618112801335029, 'gamma': 3.4928337369179205, 'reg_alpha': 0.35696225662687237, 'reg_lambda': 0.6547434251808081}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,078] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.09049353682339495, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7320269575152204, 'colsample_bytree': 0.9868441993848033, 'gamma': 3.1960043360049473, 'reg_alpha': 0.4143590068482678, 'reg_lambda': 0.6083736473558324}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,290] Trial 115 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.14838553897934956, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7011449208756504, 'colsample_bytree': 0.9721635726672697, 'gamma': 2.5090002719227744, 'reg_alpha': 0.3746966083350235, 'reg_lambda': 0.7544670637343758}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,538] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.1163405979918634, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7210680154248292, 'colsample_bytree': 0.989545735854253, 'gamma': 2.2742984862689, 'reg_alpha': 0.47640963992841656, 'reg_lambda': 0.8414656826180014}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:08,763] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.08355082065762184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7085502236579463, 'colsample_bytree': 0.9570704210415019, 'gamma': 3.120543989221849, 'reg_alpha': 0.39258623494344436, 'reg_lambda': 0.5762649896818273}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,052] Trial 118 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 233, 'learning_rate': 0.12607905097797897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.757606713973215, 'colsample_bytree': 0.9284180989651638, 'gamma': 2.6264707280410193, 'reg_alpha': 0.4311630778974696, 'reg_lambda': 0.7095861345908221}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,250] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.10006922619391484, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7405249434044132, 'colsample_bytree': 0.9649922228354655, 'gamma': 3.0326618948179607, 'reg_alpha': 0.49526932783452665, 'reg_lambda': 0.501642082691424}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,454] Trial 120 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.16015941526631255, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.68872410943173, 'colsample_bytree': 0.9792398393311713, 'gamma': 1.999797326624276, 'reg_alpha': 0.3021378147899882, 'reg_lambda': 0.6551419431601971}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,757] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.11511475791573793, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7274580110759726, 'colsample_bytree': 0.988049973694696, 'gamma': 2.2830053261630145, 'reg_alpha': 0.4650759879264867, 'reg_lambda': 0.8237496286844244}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:09,993] Trial 122 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 211, 'learning_rate': 0.13352627692094007, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7163377503207344, 'colsample_bytree': 0.944550075925037, 'gamma': 3.3916543387906914, 'reg_alpha': 0.4681575223107123, 'reg_lambda': 0.8568182711748181}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:10,310] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.06842476192422206, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7010604852061104, 'colsample_bytree': 0.9936611143047679, 'gamma': 2.2004417099469546, 'reg_alpha': 0.4455991203384688, 'reg_lambda': 0.7681927025719657}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:10,532] Trial 124 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.11532775301235085, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6737839238715847, 'colsample_bytree': 0.9991554388724435, 'gamma': 2.1266708134342216, 'reg_alpha': 0.42133070765633135, 'reg_lambda': 0.5713448005679782}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:10,914] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.10472005551036308, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7228464117904252, 'colsample_bytree': 0.9709502913556558, 'gamma': 3.7409284753519954, 'reg_alpha': 0.36266222234052886, 'reg_lambda': 0.6227915545669336}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,106] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.14400197175648638, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7458034165603521, 'colsample_bytree': 0.982463385408171, 'gamma': 2.7152598522998654, 'reg_alpha': 0.5369338823160201, 'reg_lambda': 0.9345329555310266}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,433] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.17551714826614825, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7655724200615582, 'colsample_bytree': 0.9266285806935134, 'gamma': 2.4171396058154335, 'reg_alpha': 0.4067331537833313, 'reg_lambda': 0.7048653585548638}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,634] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.1234983203551175, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7372600245706361, 'colsample_bytree': 0.991163709169299, 'gamma': 2.310118490443169, 'reg_alpha': 0.511709926968288, 'reg_lambda': 0.5046102104712687}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:11,924] Trial 129 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.202716865587421, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7205226693187773, 'colsample_bytree': 0.952122566279982, 'gamma': 2.899482435655975, 'reg_alpha': 0.32014556591695326, 'reg_lambda': 0.7997758638103905}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,155] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.0888803127648221, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7491034831898391, 'colsample_bytree': 0.9781371742369043, 'gamma': 1.8598133818101772, 'reg_alpha': 0.3834909984965337, 'reg_lambda': 0.6669491535115399}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,513] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.08084515455215344, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7086424312769274, 'colsample_bytree': 0.9616920624865981, 'gamma': 2.0595005978111325, 'reg_alpha': 0.34508873703415754, 'reg_lambda': 0.5618725997380494}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,723] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.11207308349555459, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7735904297009902, 'colsample_bytree': 0.6080964065687492, 'gamma': 1.707098362967752, 'reg_alpha': 0.48084834501404605, 'reg_lambda': 2.6453656162381733}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:12,917] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 220, 'learning_rate': 0.09896003223364516, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.734079027076835, 'colsample_bytree': 0.9721258628351556, 'gamma': 1.9689192572812486, 'reg_alpha': 0.44296885095329674, 'reg_lambda': 0.6056000460113476}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,160] Trial 134 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.21795551212294156, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7915157490199601, 'colsample_bytree': 0.8986002810171386, 'gamma': 2.532377199284864, 'reg_alpha': 0.40033191501061055, 'reg_lambda': 0.7654715046662812}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,486] Trial 135 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.136017303907366, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7589753612159188, 'colsample_bytree': 0.9903121027916334, 'gamma': 1.8630984677066038, 'reg_alpha': 0.3676367031441149, 'reg_lambda': 0.837288792053047}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,676] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.09765729389330104, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7240467104771118, 'colsample_bytree': 0.8235799804343715, 'gamma': 2.168861361143044, 'reg_alpha': 0.2269042875500411, 'reg_lambda': 0.7073354338748418}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:13,873] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.05878759843191725, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6394522850495219, 'colsample_bytree': 0.9997913969329073, 'gamma': 1.7988717831998953, 'reg_alpha': 0.3362804753316018, 'reg_lambda': 0.6358439061958011}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,189] Trial 138 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 246, 'learning_rate': 0.0725609163938349, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6957605070995725, 'colsample_bytree': 0.9070058003144358, 'gamma': 2.3464214142112323, 'reg_alpha': 0.5618941688884431, 'reg_lambda': 2.974249745031205}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,478] Trial 139 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 238, 'learning_rate': 0.11903442132796031, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7539523439033698, 'colsample_bytree': 0.8869723430859447, 'gamma': 1.9968581991471748, 'reg_alpha': 0.4205142135338566, 'reg_lambda': 0.546118739449801}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,651] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 158, 'learning_rate': 0.15349162654841755, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.717508625541085, 'colsample_bytree': 0.984410821156649, 'gamma': 2.1362160487541932, 'reg_alpha': 0.46157143920888, 'reg_lambda': 2.112714987765647}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:14,879] Trial 141 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.13371830951744856, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7775519516008736, 'colsample_bytree': 0.6019655401747646, 'gamma': 1.6395347416163994, 'reg_alpha': 0.3811115140433445, 'reg_lambda': 0.8930764250065603}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,145] Trial 142 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 166, 'learning_rate': 0.16482942581757284, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7664530706517462, 'colsample_bytree': 0.6743209089775898, 'gamma': 2.2509053302890973, 'reg_alpha': 0.43337583100875565, 'reg_lambda': 1.010339409656892}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,365] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.05075834946810029, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7993001163587179, 'colsample_bytree': 0.7118822349147258, 'gamma': 1.7909327932410553, 'reg_alpha': 0.4064706504661399, 'reg_lambda': 1.1803748639561356}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,744] Trial 144 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 227, 'learning_rate': 0.10720714666618311, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7462055628440013, 'colsample_bytree': 0.6298393358307377, 'gamma': 1.5460036927332699, 'reg_alpha': 0.3551677594941899, 'reg_lambda': 0.5985340239054976}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:15,956] Trial 145 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.12728998298847724, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8095526041967702, 'colsample_bytree': 0.6602017296976381, 'gamma': 1.9283402762752386, 'reg_alpha': 0.44872812387292715, 'reg_lambda': 0.9816922301819739}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,157] Trial 146 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 221, 'learning_rate': 0.1442018652962773, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7308154411146837, 'colsample_bytree': 0.6453980645195643, 'gamma': 2.0711056763031004, 'reg_alpha': 0.4947213018220031, 'reg_lambda': 2.8876005912058442}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,418] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.04056370407603761, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7854096404769144, 'colsample_bytree': 0.7569937752797162, 'gamma': 2.419512252430434, 'reg_alpha': 0.3897632241064077, 'reg_lambda': 2.2340856975544416}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,622] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.09158038008952021, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7083111915482267, 'colsample_bytree': 0.6969253943772349, 'gamma': 1.364498547485841, 'reg_alpha': 0.4226219914081981, 'reg_lambda': 0.6614535239857933}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:16,826] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.08849316995773372, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7078854327307877, 'colsample_bytree': 0.6938709285485227, 'gamma': 1.413106513016983, 'reg_alpha': 0.4221479950985988, 'reg_lambda': 0.6589046678741433}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,138] Trial 150 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.08788831645108575, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7079600299126434, 'colsample_bytree': 0.6952317731858821, 'gamma': 1.2503385169847694, 'reg_alpha': 0.4780655956967824, 'reg_lambda': 0.6528753578326892}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,332] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.09115776064794759, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7142121524841696, 'colsample_bytree': 0.7060744473282321, 'gamma': 1.3185986791762776, 'reg_alpha': 0.4276571150920824, 'reg_lambda': 0.690609073211532}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,661] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.07742694866891779, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7076300646855971, 'colsample_bytree': 0.689780812605675, 'gamma': 1.0347338450910288, 'reg_alpha': 0.4745130029962429, 'reg_lambda': 0.7407588036361471}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:17,976] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.08636000488437667, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6910339043075018, 'colsample_bytree': 0.6977868912335382, 'gamma': 1.1971744596156553, 'reg_alpha': 0.4521962095292456, 'reg_lambda': 0.6500827860042931}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,309] Trial 154 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.10018406716324291, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6779350649899508, 'colsample_bytree': 0.7221533613542612, 'gamma': 1.3588572238501226, 'reg_alpha': 0.4111618979690466, 'reg_lambda': 0.5474422185707095}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,516] Trial 155 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 216, 'learning_rate': 0.09529921389567406, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7022877521526132, 'colsample_bytree': 0.6812712114642665, 'gamma': 1.462168896171559, 'reg_alpha': 0.6733169925415181, 'reg_lambda': 0.5024139426299811}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,719] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.06376420214957118, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7009789478044538, 'colsample_bytree': 0.6898248417106565, 'gamma': 0.6309566562740974, 'reg_alpha': 0.5098354699915036, 'reg_lambda': 0.6028207627432881}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:18,992] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.11020524363924186, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7121163585271784, 'colsample_bytree': 0.697130027719475, 'gamma': 1.1328714684776378, 'reg_alpha': 0.4848024669982703, 'reg_lambda': 0.6676864771292886}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,198] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.07272705908102653, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.722000825320746, 'colsample_bytree': 0.6747910365790197, 'gamma': 0.8652913052252604, 'reg_alpha': 0.43404094405412674, 'reg_lambda': 0.734424719447097}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,476] Trial 159 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 217, 'learning_rate': 0.08078678355648063, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7320728919169857, 'colsample_bytree': 0.6672499137851049, 'gamma': 2.5650726035423803, 'reg_alpha': 0.39107303398622, 'reg_lambda': 0.6184336561391548}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,675] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 233, 'learning_rate': 0.08923449768119496, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.687904398601035, 'colsample_bytree': 0.9910833177096665, 'gamma': 2.2789916458914123, 'reg_alpha': 0.9635517119101693, 'reg_lambda': 0.5633287331538264}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:19,928] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.09403680521414247, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7126839706059853, 'colsample_bytree': 0.7020016598864014, 'gamma': 1.3712777413021342, 'reg_alpha': 0.42514088111214454, 'reg_lambda': 0.66367441875125}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:20,116] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.10240589788444367, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.717468876871133, 'colsample_bytree': 0.7085341009391688, 'gamma': 1.2091249207475676, 'reg_alpha': 0.46013499173672523, 'reg_lambda': 0.7080825960157326}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:20,411] Trial 163 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.08984518911874756, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6972735015328142, 'colsample_bytree': 0.726885937604943, 'gamma': 1.27119710842934, 'reg_alpha': 0.4150815814799256, 'reg_lambda': 0.8048119269598237}. Best is trial 99 with value: 0.7678571428571428.
[I 2025-11-03 19:47:20,623] Trial 164 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.11975451812207118, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7097410159697592, 'colsample_bytree': 0.6148981624425894, 'gamma': 1.0675253367639137, 'reg_alpha': 0.37438321912608163, 'reg_lambda': 0.680266222129551}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:20,927] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.12078549334059044, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7277605443055934, 'colsample_bytree': 0.6055575406012018, 'gamma': 1.0686900746670862, 'reg_alpha': 0.37037801997023795, 'reg_lambda': 0.5837838710074723}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,166] Trial 166 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.11423052505842858, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7042681678772815, 'colsample_bytree': 0.6207249784331148, 'gamma': 0.9437240240043777, 'reg_alpha': 0.3962213705584586, 'reg_lambda': 0.7728714317729551}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,448] Trial 167 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 231, 'learning_rate': 0.2981766247532688, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7398096491007133, 'colsample_bytree': 0.6089438590554673, 'gamma': 2.1808613376709265, 'reg_alpha': 0.37565474115525016, 'reg_lambda': 0.5014295284024453}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,771] Trial 168 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 240, 'learning_rate': 0.10613650707927216, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7222315485314237, 'colsample_bytree': 0.6002715293078897, 'gamma': 0.793281649661248, 'reg_alpha': 0.44390537316362666, 'reg_lambda': 0.6349702845385229}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:21,966] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 205, 'learning_rate': 0.12808696465721575, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6933216198075804, 'colsample_bytree': 0.6123246245350542, 'gamma': 1.4786607777477747, 'reg_alpha': 0.47519546705994586, 'reg_lambda': 0.6946270463365044}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,256] Trial 170 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 225, 'learning_rate': 0.12051777132209973, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6821336699840334, 'colsample_bytree': 0.9678313911971433, 'gamma': 2.472088768578285, 'reg_alpha': 0.3266724779752895, 'reg_lambda': 0.5545986029574803}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,482] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.08268043382141124, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7109984226295964, 'colsample_bytree': 0.6865451140421747, 'gamma': 1.0350051247908332, 'reg_alpha': 0.41564873033256855, 'reg_lambda': 0.6931245669554925}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,791] Trial 172 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.08347672523283421, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.707372302392338, 'colsample_bytree': 0.6839779038537274, 'gamma': 1.0639360561856805, 'reg_alpha': 0.40746287054998837, 'reg_lambda': 0.6202819097922132}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:22,986] Trial 173 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.06966425394773927, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7284832510531781, 'colsample_bytree': 0.6178453692284717, 'gamma': 0.8683729455667819, 'reg_alpha': 0.354365763964587, 'reg_lambda': 0.7587419009888268}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,246] Trial 174 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 197, 'learning_rate': 0.1926238023387441, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7130925726675027, 'colsample_bytree': 0.978820515989597, 'gamma': 1.1577813558289658, 'reg_alpha': 0.440582311126323, 'reg_lambda': 0.8570748704384791}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,447] Trial 175 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 215, 'learning_rate': 0.2705731833309406, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7364894991916785, 'colsample_bytree': 0.6887771424706306, 'gamma': 0.6613641210094198, 'reg_alpha': 0.3893204559689296, 'reg_lambda': 0.6762052010176185}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,702] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.11088797023746153, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8230111528405265, 'colsample_bytree': 0.7155121061175818, 'gamma': 2.085882708742233, 'reg_alpha': 0.46234846499638843, 'reg_lambda': 0.5771459345932745}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:23,933] Trial 177 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 237, 'learning_rate': 0.07775458938549637, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7227156486296992, 'colsample_bytree': 0.9875029099726402, 'gamma': 2.3527593614961524, 'reg_alpha': 0.41964931654733717, 'reg_lambda': 0.7388255497823324}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:24,205] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.13976645265880908, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7048901173667849, 'colsample_bytree': 0.6520671543054704, 'gamma': 1.0005275212246794, 'reg_alpha': 0.36735182127925275, 'reg_lambda': 0.5426144952390419}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:24,395] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 192, 'learning_rate': 0.23198684653675453, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.701821780022221, 'colsample_bytree': 0.6360979584972605, 'gamma': 0.9637953780573244, 'reg_alpha': 0.3619067336365741, 'reg_lambda': 0.5435984666882477}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:24,678] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.23591536353236156, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6990871111177802, 'colsample_bytree': 0.6360012614205728, 'gamma': 1.0522351076392173, 'reg_alpha': 0.3430401702208743, 'reg_lambda': 0.5405306162461716}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,002] Trial 181 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 184, 'learning_rate': 0.22170832605889718, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7046291833758356, 'colsample_bytree': 0.6573022088682379, 'gamma': 0.9989145648874688, 'reg_alpha': 0.3730694681118621, 'reg_lambda': 0.5852650932092273}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,323] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.24880076574160814, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7104582184724227, 'colsample_bytree': 0.640590364352797, 'gamma': 0.8134396732988056, 'reg_alpha': 0.3995983277159635, 'reg_lambda': 0.635349829947187}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,510] Trial 183 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.15469582880131064, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6714097219868966, 'colsample_bytree': 0.6526233797137603, 'gamma': 3.9832285980529756, 'reg_alpha': 0.30640594675058075, 'reg_lambda': 0.5379376174978112}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:25,707] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.1765605808085633, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6920312378136945, 'colsample_bytree': 0.6649423049583266, 'gamma': 0.9066323213602477, 'reg_alpha': 0.3607949140794506, 'reg_lambda': 0.5877491645897299}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,002] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.17749998270074344, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6861993820505672, 'colsample_bytree': 0.6625394252945048, 'gamma': 0.9283907575420793, 'reg_alpha': 0.36024270181351603, 'reg_lambda': 0.5029321427337148}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,202] Trial 186 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 204, 'learning_rate': 0.2103603511503125, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6956658340060357, 'colsample_bytree': 0.6694949577976603, 'gamma': 0.5407597137619629, 'reg_alpha': 0.3290331799243461, 'reg_lambda': 0.5825448130519462}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,503] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.17175089615732628, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6916273246712559, 'colsample_bytree': 0.6488214222623659, 'gamma': 0.9784550780580732, 'reg_alpha': 0.37459934400190564, 'reg_lambda': 0.6258376849888283}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:26,722] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.13909064672268714, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7024223449283331, 'colsample_bytree': 0.6320928400490882, 'gamma': 0.7160839383209391, 'reg_alpha': 0.3460818462239854, 'reg_lambda': 0.5468758550024487}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,030] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.19709685431787052, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.6631290435390685, 'colsample_bytree': 0.6752608792434184, 'gamma': 1.2528115445816521, 'reg_alpha': 0.4241985625009438, 'reg_lambda': 0.6793442773210152}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,225] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 194, 'learning_rate': 0.1498787771327471, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6838908213441646, 'colsample_bytree': 0.6642205957796564, 'gamma': 1.190233105217226, 'reg_alpha': 0.40004833486403835, 'reg_lambda': 0.5941233030621131}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,503] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.16181349788278862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7164564703479523, 'colsample_bytree': 0.625266756096375, 'gamma': 1.1051702564457293, 'reg_alpha': 0.38510974876954485, 'reg_lambda': 0.6447888614914881}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,703] Trial 192 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.16123870955816996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.710034995850367, 'colsample_bytree': 0.6128049642760951, 'gamma': 1.3455509580749934, 'reg_alpha': 0.36642316133193176, 'reg_lambda': 0.6630874620890782}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:27,931] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.1653308993368907, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7091815685939231, 'colsample_bytree': 0.6165018555037955, 'gamma': 1.3383271028727637, 'reg_alpha': 0.3827929418540124, 'reg_lambda': 0.7118547562301377}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,143] Trial 194 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 188, 'learning_rate': 0.18562538902045841, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7156138434031964, 'colsample_bytree': 0.628510345779399, 'gamma': 1.0586327663141981, 'reg_alpha': 0.4124907059578764, 'reg_lambda': 0.6561311766364887}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,437] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.16147474217189167, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.704233426802135, 'colsample_bytree': 0.6240511835337713, 'gamma': 0.9452442845330785, 'reg_alpha': 0.4362918613580488, 'reg_lambda': 0.6299155878458467}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,752] Trial 196 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.17918082948002817, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6978728535754984, 'colsample_bytree': 0.6252645188722872, 'gamma': 0.9051943166320587, 'reg_alpha': 0.4392141932432377, 'reg_lambda': 0.7153165654609743}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:28,991] Trial 197 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 246, 'learning_rate': 0.16063751041104932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9945724379976999, 'colsample_bytree': 0.6400458376563776, 'gamma': 1.134901779157084, 'reg_alpha': 0.351720608359924, 'reg_lambda': 0.6123006451760038}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:29,305] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.16535014763896413, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7066948009495279, 'colsample_bytree': 0.6168819006035623, 'gamma': 0.7900717515741836, 'reg_alpha': 0.3177293860950845, 'reg_lambda': 0.6603812968509528}. Best is trial 164 with value: 0.7738095238095238.
[I 2025-11-03 19:47:29,522] Trial 199 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.14621513638730818, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7944896975386114, 'colsample_bytree': 0.6129179550254508, 'gamma': 1.3019111930627834, 'reg_alpha': 0.3827492128495543, 'reg_lambda': 0.7655104911975454}. Best is trial 199 with value: 0.7797619047619048.
[I 2025-11-03 19:47:29,526] A new study created in memory with name: no-name-27a800c4-db0a-4685-94d3-371bfe34ff23
[I 2025-11-03 19:47:29,800] Trial 0 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.2695203682840471, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8355253818758853, 'colsample_bytree': 0.9826826246905507, 'gamma': 4.15901624157075, 'reg_alpha': 0.6156928913639741, 'reg_lambda': 1.9691350136676542}. Best is trial 0 with value: 0.6369047619047619.
[I 2025-11-03 19:47:29,870] Trial 1 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 44, 'learning_rate': 0.22843524022879008, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7252491353029034, 'colsample_bytree': 0.7653479837341723, 'gamma': 2.831451953971948, 'reg_alpha': 0.7350642063295836, 'reg_lambda': 1.018542014170475}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 19:47:30,147] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.03728050541208944, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.7424837148360564, 'colsample_bytree': 0.9324982130108576, 'gamma': 2.0485950776228052, 'reg_alpha': 0.2067461470312696, 'reg_lambda': 1.3656165271466003}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 19:47:30,417] Trial 3 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.03196340024504859, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6223602791375981, 'colsample_bytree': 0.6597253203970342, 'gamma': 0.6097683217928573, 'reg_alpha': 0.19303040671319238, 'reg_lambda': 1.0560345010818128}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:30,664] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.0221027385415591, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9930852522311961, 'colsample_bytree': 0.6229690037551107, 'gamma': 3.3592472322242104, 'reg_alpha': 0.6685069014476074, 'reg_lambda': 2.1063377589758088}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:30,909] Trial 5 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 238, 'learning_rate': 0.021864162797555178, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9008104644630157, 'colsample_bytree': 0.942871599474804, 'gamma': 1.3730277859955686, 'reg_alpha': 0.9583733446365738, 'reg_lambda': 1.3329598241874694}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,180] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.10088066145308455, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.6967681285408568, 'colsample_bytree': 0.8094593995611274, 'gamma': 3.7928771454608117, 'reg_alpha': 0.9612780799207696, 'reg_lambda': 1.7716157704193398}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,270] Trial 7 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 71, 'learning_rate': 0.08241784858756222, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.93937334757419, 'colsample_bytree': 0.9677599602150985, 'gamma': 2.106809289079263, 'reg_alpha': 0.9630587815742925, 'reg_lambda': 2.2586691784270854}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,633] Trial 8 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.019265317427866257, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8556715541764419, 'colsample_bytree': 0.821689937006697, 'gamma': 1.502972755748655, 'reg_alpha': 0.7034843502381318, 'reg_lambda': 1.657182625882012}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:31,830] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.011809881359483076, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9228716873371586, 'colsample_bytree': 0.8584046046135404, 'gamma': 4.46261389725019, 'reg_alpha': 0.8750423538695216, 'reg_lambda': 2.933026670011109}. Best is trial 3 with value: 0.7202380952380952.
[I 2025-11-03 19:47:32,121] Trial 10 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 154, 'learning_rate': 0.049392498537019935, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6480000783314771, 'colsample_bytree': 0.6009298557958913, 'gamma': 0.22116956146526756, 'reg_alpha': 0.011141849399784187, 'reg_lambda': 0.6313693857144511}. Best is trial 10 with value: 0.7559523809523809.
[I 2025-11-03 19:47:32,330] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.04440286372805777, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6038642896870996, 'colsample_bytree': 0.6016423838527096, 'gamma': 0.059136398456762995, 'reg_alpha': 0.008435182059044291, 'reg_lambda': 0.5709005503853173}. Best is trial 10 with value: 0.7559523809523809.
[I 2025-11-03 19:47:32,687] Trial 12 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.06862241712456527, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6024388027204516, 'colsample_bytree': 0.6987871423464656, 'gamma': 0.21816828281823916, 'reg_alpha': 0.0031755420430899578, 'reg_lambda': 0.7206281133630184}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:32,858] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.07992410874946403, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6575035171706067, 'colsample_bytree': 0.705733176628267, 'gamma': 0.17323633082014855, 'reg_alpha': 0.0034146236588268987, 'reg_lambda': 0.5398967592667823}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,255] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 186, 'learning_rate': 0.14185559342637383, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6693188037715665, 'colsample_bytree': 0.7147171137865235, 'gamma': 0.8793737588207658, 'reg_alpha': 0.35089532487246783, 'reg_lambda': 0.7931097271624821}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,472] Trial 15 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.05583337071095339, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7886084857760792, 'colsample_bytree': 0.6821223380568098, 'gamma': 1.223596159965947, 'reg_alpha': 0.15634761675168032, 'reg_lambda': 0.9038352670714535}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,666] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.14744756426153768, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6040448066859571, 'colsample_bytree': 0.7327887725327478, 'gamma': 0.740147840228473, 'reg_alpha': 0.40543171552561114, 'reg_lambda': 2.668833648610311}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:33,867] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.05791396983343632, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7630412622678069, 'colsample_bytree': 0.6408111515463815, 'gamma': 0.050333804009726424, 'reg_alpha': 0.11078296691293232, 'reg_lambda': 1.2635158062900849}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,056] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.12370479929023447, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6598462894074214, 'colsample_bytree': 0.7605040927544855, 'gamma': 1.9425474820577886, 'reg_alpha': 0.3194614382884794, 'reg_lambda': 0.7344143710579953}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,281] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.06259565648897047, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7022470513293363, 'colsample_bytree': 0.6668882145058566, 'gamma': 2.7940600380918266, 'reg_alpha': 0.5039008368101612, 'reg_lambda': 1.4845291093390784}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,532] Trial 20 finished with value: 0.726190476190476 and parameters: {'n_estimators': 108, 'learning_rate': 0.0318569737725466, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6406561316199, 'colsample_bytree': 0.603548203367862, 'gamma': 0.5636874521059867, 'reg_alpha': 0.07763775030680325, 'reg_lambda': 1.1327388026831031}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:34,776] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 83, 'learning_rate': 0.20205801479825952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6052839505865064, 'colsample_bytree': 0.7429277091304047, 'gamma': 0.8746928566407228, 'reg_alpha': 0.3255030136984062, 'reg_lambda': 2.580385862801745}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,107] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.15145460136229427, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6873485518362874, 'colsample_bytree': 0.7167872235639173, 'gamma': 0.4951838922701294, 'reg_alpha': 0.4305552268880806, 'reg_lambda': 2.634491675141834}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,364] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.080889545165497, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6321600616748319, 'colsample_bytree': 0.8484041595298722, 'gamma': 1.0208627845786398, 'reg_alpha': 0.2138662814160626, 'reg_lambda': 2.4985345980388316}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,623] Trial 24 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 24, 'learning_rate': 0.18906051833856072, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6015506631100738, 'colsample_bytree': 0.681450056725799, 'gamma': 1.724223027094383, 'reg_alpha': 0.549635236181729, 'reg_lambda': 2.9983347767260784}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,787] Trial 25 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.10995803449979874, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6393193290956519, 'colsample_bytree': 0.7830110182338906, 'gamma': 0.46694527185436785, 'reg_alpha': 0.26946504105150715, 'reg_lambda': 0.7065769977720369}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:35,975] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 140, 'learning_rate': 0.04527811739742313, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.721435116644908, 'colsample_bytree': 0.6402397799722952, 'gamma': 0.3798637589315308, 'reg_alpha': 0.08081210506123074, 'reg_lambda': 1.618757917910181}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,271] Trial 27 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 119, 'learning_rate': 0.07288047187932971, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6765613227122912, 'colsample_bytree': 0.7223085499601254, 'gamma': 1.0298915073396144, 'reg_alpha': 0.42026976915824316, 'reg_lambda': 1.8493171873873204}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,472] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.1762832852254338, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6346904290165388, 'colsample_bytree': 0.8871274698597328, 'gamma': 2.3641416536098743, 'reg_alpha': 0.8012593607397804, 'reg_lambda': 2.332271745709971}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,662] Trial 29 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 149, 'learning_rate': 0.09440428428734081, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8014373594760567, 'colsample_bytree': 0.6910750883321908, 'gamma': 4.8059506508980405, 'reg_alpha': 0.6175388827502912, 'reg_lambda': 2.024123236659981}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:36,924] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.29411886289841255, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8403265898740131, 'colsample_bytree': 0.7407106686074479, 'gamma': 0.00985959374456502, 'reg_alpha': 0.13201235973202902, 'reg_lambda': 0.8667008062007212}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,164] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.0660841429542075, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6222410322236784, 'colsample_bytree': 0.8379617677449825, 'gamma': 0.8618883718442928, 'reg_alpha': 0.22321763715364762, 'reg_lambda': 2.6587743314349197}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,416] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.04818682270960174, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6434876160988873, 'colsample_bytree': 0.868084745813376, 'gamma': 1.2476630129030437, 'reg_alpha': 0.050793734450503905, 'reg_lambda': 2.8020160023654817}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,602] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.09027560924407607, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6208436227892323, 'colsample_bytree': 0.7895975014670213, 'gamma': 0.7261288683416771, 'reg_alpha': 0.23851526550744323, 'reg_lambda': 2.435270156613405}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:37,833] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.12607343670965207, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7141858863968444, 'colsample_bytree': 0.7874761511453208, 'gamma': 0.3455308488993616, 'reg_alpha': 0.4142475330399314, 'reg_lambda': 2.404575219954213}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,092] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.03439037295548639, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7418293126943725, 'colsample_bytree': 0.7607669852480037, 'gamma': 0.7141493548557813, 'reg_alpha': 0.2744035794377024, 'reg_lambda': 2.125630996986733}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,435] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 50, 'learning_rate': 0.027188153395473893, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6172441670798909, 'colsample_bytree': 0.7931775103736192, 'gamma': 1.5777801031712768, 'reg_alpha': 0.15292290509027923, 'reg_lambda': 2.804746639258532}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,642] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 206, 'learning_rate': 0.09992141989360316, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6529602357318327, 'colsample_bytree': 0.6432916080528827, 'gamma': 3.2845651835659564, 'reg_alpha': 0.04291960510423215, 'reg_lambda': 1.0136623926837498}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:38,908] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.2231168325681725, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6220816332593592, 'colsample_bytree': 0.9108876111076694, 'gamma': 0.6617886713881832, 'reg_alpha': 0.38114033386553775, 'reg_lambda': 1.192624972130945}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,065] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 90, 'learning_rate': 0.15390871629925185, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6725158865938858, 'colsample_bytree': 0.7363478989280835, 'gamma': 0.277016305161077, 'reg_alpha': 0.4813066595072094, 'reg_lambda': 2.1716944863341623}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,330] Trial 40 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.04070350945869145, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6927295478803565, 'colsample_bytree': 0.8155633956075063, 'gamma': 1.1613285346043642, 'reg_alpha': 0.2716336006823684, 'reg_lambda': 2.8217648063401635}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,520] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.07953597766307345, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6278719573684113, 'colsample_bytree': 0.828183642074725, 'gamma': 0.9830903526038198, 'reg_alpha': 0.20503566060566145, 'reg_lambda': 2.4754894332331174}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,767] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.09079070948919088, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6055467051194748, 'colsample_bytree': 0.8489178509308075, 'gamma': 0.7248561312640367, 'reg_alpha': 0.19040382095944774, 'reg_lambda': 2.4956503723583294}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:39,918] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.11738720826090068, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.60350419218307, 'colsample_bytree': 0.7739950832688461, 'gamma': 0.6829134774167275, 'reg_alpha': 0.10820501701023871, 'reg_lambda': 1.942183735298534}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,171] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.11030613429420974, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6536037971246806, 'colsample_bytree': 0.8820243107709472, 'gamma': 0.2796957699424724, 'reg_alpha': 0.10835861870506486, 'reg_lambda': 1.8933373965086893}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,360] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.08977731424707688, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.880766911693612, 'colsample_bytree': 0.7703003471560793, 'gamma': 1.3837943118669094, 'reg_alpha': 0.0019521827286854143, 'reg_lambda': 0.6283539128629364}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,567] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.06776710601276897, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6021745476974607, 'colsample_bytree': 0.804523415624431, 'gamma': 1.8301552794380107, 'reg_alpha': 0.18149819759672042, 'reg_lambda': 2.238844651912016}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,814] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.05030266165419288, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9729361686339454, 'colsample_bytree': 0.9978772585634489, 'gamma': 0.5598290611855634, 'reg_alpha': 0.05246546785442988, 'reg_lambda': 1.4331957706514904}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:40,918] Trial 48 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 24, 'learning_rate': 0.1192516117174748, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6704309910272901, 'colsample_bytree': 0.6200308920170017, 'gamma': 3.8083972589429873, 'reg_alpha': 0.10576810832817463, 'reg_lambda': 1.6657402908873071}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:41,181] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.05439392619199016, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.613859648724082, 'colsample_bytree': 0.9034664921505967, 'gamma': 0.20380410389766862, 'reg_alpha': 0.16851556912032528, 'reg_lambda': 2.0388895549183066}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:41,476] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.08751581953415782, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6465072338408027, 'colsample_bytree': 0.7011635480671756, 'gamma': 1.543446068494098, 'reg_alpha': 0.028740382195018038, 'reg_lambda': 0.9849141980009288}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:41,657] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.13371482232145893, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6155534101201917, 'colsample_bytree': 0.7657000034965655, 'gamma': 0.7545611935964396, 'reg_alpha': 0.2531117620510963, 'reg_lambda': 0.5028076682878457}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,181] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.013639220820662145, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6032220705263667, 'colsample_bytree': 0.6667354677076258, 'gamma': 0.6960294300662719, 'reg_alpha': 0.09468546887433382, 'reg_lambda': 2.702262530608782}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,314] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.07138338648942794, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6317826299537228, 'colsample_bytree': 0.7530005408280175, 'gamma': 0.1298476035217394, 'reg_alpha': 0.3160652028675627, 'reg_lambda': 2.3027798372575385}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,584] Trial 54 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.10587724974884649, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6005608076248888, 'colsample_bytree': 0.7783059336930158, 'gamma': 0.46923124857588033, 'reg_alpha': 0.13174573863092714, 'reg_lambda': 2.488764647024211}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,716] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.10714468085215523, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6619368545210949, 'colsample_bytree': 0.8338202776783724, 'gamma': 0.4429048337752635, 'reg_alpha': 0.1439109419079518, 'reg_lambda': 2.406652625425591}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:42,879] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.06309522542243663, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.619861453389033, 'colsample_bytree': 0.7753948396213652, 'gamma': 1.2594623834750567, 'reg_alpha': 0.07186243176006768, 'reg_lambda': 2.525402022030119}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,164] Trial 57 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.07692006941409332, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6816899557036564, 'colsample_bytree': 0.8023288423648425, 'gamma': 0.02009355790176759, 'reg_alpha': 0.13057056653590543, 'reg_lambda': 2.183401292443183}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,420] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.04028813045211394, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6861592158752488, 'colsample_bytree': 0.9532940932779627, 'gamma': 0.06776406373799349, 'reg_alpha': 0.01921868706478353, 'reg_lambda': 1.9058714660044922}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,645] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 161, 'learning_rate': 0.07680505350159014, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7715696001446541, 'colsample_bytree': 0.8568782609964593, 'gamma': 0.003162464842481765, 'reg_alpha': 0.21976095331947038, 'reg_lambda': 2.2208348384778023}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:43,877] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.05637860169641533, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7016264575317921, 'colsample_bytree': 0.843493774113805, 'gamma': 2.2547023915667403, 'reg_alpha': 0.1784429345961468, 'reg_lambda': 1.7507392611703647}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,141] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 76, 'learning_rate': 0.09168386924881737, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6397265472227593, 'colsample_bytree': 0.8007466632335355, 'gamma': 0.3751096642819495, 'reg_alpha': 0.12984727882311953, 'reg_lambda': 2.3813041458767295}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,330] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.1695122776146089, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6009423381386273, 'colsample_bytree': 0.8193552730235804, 'gamma': 0.5119563556621538, 'reg_alpha': 0.06755012009720121, 'reg_lambda': 1.9960934194406998}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,508] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.11313826740092234, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6273285160826626, 'colsample_bytree': 0.8082490511643814, 'gamma': 0.22849141763627936, 'reg_alpha': 0.1168601695280762, 'reg_lambda': 2.1036733385266206}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:44,902] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.10110593512051425, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6591462956426754, 'colsample_bytree': 0.7821610266288294, 'gamma': 0.8724704973153846, 'reg_alpha': 0.23218716822017554, 'reg_lambda': 2.5957886842183}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,039] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.08307034245372996, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6470895036730956, 'colsample_bytree': 0.7279015698256792, 'gamma': 2.810689482640976, 'reg_alpha': 0.005042717364426686, 'reg_lambda': 0.64273218192943}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,337] Trial 66 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.13378009061511553, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6124840067959644, 'colsample_bytree': 0.7503246551032027, 'gamma': 1.0722384497051414, 'reg_alpha': 0.07884454824568994, 'reg_lambda': 2.4853877639148236}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,515] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.07252690769969841, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8142089283273163, 'colsample_bytree': 0.7880321524352505, 'gamma': 0.526495252309593, 'reg_alpha': 0.03805614971048371, 'reg_lambda': 2.288987847450278}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,703] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.051407979633088165, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6829665133168746, 'colsample_bytree': 0.653860759922033, 'gamma': 0.20164230580727585, 'reg_alpha': 0.1528719723241979, 'reg_lambda': 1.8221691093808223}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:45,964] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.06065564796243941, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6283394086844187, 'colsample_bytree': 0.7070196861659971, 'gamma': 0.8114212823185228, 'reg_alpha': 0.18121465655230712, 'reg_lambda': 0.7895110754487913}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,162] Trial 70 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 178, 'learning_rate': 0.09173956102522801, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6154296562826462, 'colsample_bytree': 0.8261759417625267, 'gamma': 0.6196576594064948, 'reg_alpha': 0.28932268537291983, 'reg_lambda': 2.7381595903260942}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,419] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.1435544826116971, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6169038197081624, 'colsample_bytree': 0.7515413622361233, 'gamma': 0.943124497349298, 'reg_alpha': 0.08568751785002926, 'reg_lambda': 2.4641877479829546}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,612] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 190, 'learning_rate': 0.12818690972049293, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6101118720436303, 'colsample_bytree': 0.746745103878618, 'gamma': 1.1008563350179086, 'reg_alpha': 0.05797707249146849, 'reg_lambda': 2.555761814036183}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:46,964] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.09906660802422051, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6362321012716481, 'colsample_bytree': 0.7976829614662325, 'gamma': 0.40090093912612024, 'reg_alpha': 0.11439684549950975, 'reg_lambda': 2.3956593373101285}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,158] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.16417787786019983, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6011530822557565, 'colsample_bytree': 0.7751714565100091, 'gamma': 0.6400636032515558, 'reg_alpha': 0.08567765538217036, 'reg_lambda': 2.159916598327058}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,411] Trial 75 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.1365822875792798, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6453822561643218, 'colsample_bytree': 0.7588224136799716, 'gamma': 0.31288395527417645, 'reg_alpha': 0.03166462904166381, 'reg_lambda': 2.343971157237233}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,664] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.1167165225650469, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6641697435470626, 'colsample_bytree': 0.6877133755541457, 'gamma': 0.13420510893603382, 'reg_alpha': 0.14031455487492633, 'reg_lambda': 2.4600448687451704}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:47,837] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.20129963407325438, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6261095004495962, 'colsample_bytree': 0.8132571747498694, 'gamma': 1.4191032739161737, 'reg_alpha': 0.2429612076563037, 'reg_lambda': 2.88710782554131}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,144] Trial 78 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 167, 'learning_rate': 0.06875436691508666, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6106766557301354, 'colsample_bytree': 0.6211764396733184, 'gamma': 1.0616679831949158, 'reg_alpha': 0.19718399469424017, 'reg_lambda': 2.0735295522776642}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,370] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.06451033700606093, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7356208967739704, 'colsample_bytree': 0.6155406237323799, 'gamma': 0.3939582918014991, 'reg_alpha': 0.2960451242534207, 'reg_lambda': 1.9353387172540306}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,644] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.0747030811476412, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.711567820796128, 'colsample_bytree': 0.6306005865437012, 'gamma': 0.7165648519566845, 'reg_alpha': 0.20023164623409254, 'reg_lambda': 2.078703181523382}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:48,855] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 169, 'learning_rate': 0.1029396356684566, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6116041935459954, 'colsample_bytree': 0.6143479831787613, 'gamma': 1.033756242833114, 'reg_alpha': 0.1602934141810212, 'reg_lambda': 1.5786602378869907}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,063] Trial 82 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 175, 'learning_rate': 0.04533912723573467, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6360371512425836, 'colsample_bytree': 0.6494564038556985, 'gamma': 1.2410627292499372, 'reg_alpha': 0.06516063231939906, 'reg_lambda': 2.234136885655918}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,345] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.08202768669299708, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6109025776342188, 'colsample_bytree': 0.6339650231377988, 'gamma': 0.5486033348589651, 'reg_alpha': 0.8877156530175506, 'reg_lambda': 2.6196797934508598}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,539] Trial 84 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.08450579307007554, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6498799073391516, 'colsample_bytree': 0.600170412260621, 'gamma': 2.5990458281539803, 'reg_alpha': 0.20117493561882555, 'reg_lambda': 0.8513223411039051}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:49,793] Trial 85 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.08550364195117478, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6774094920496184, 'colsample_bytree': 0.6291707706848108, 'gamma': 2.6420365420004894, 'reg_alpha': 0.34487386288864375, 'reg_lambda': 0.6956280597643553}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,032] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.06921562593765437, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6497744022168449, 'colsample_bytree': 0.6014344173553268, 'gamma': 2.9540342226598244, 'reg_alpha': 0.21407071127497113, 'reg_lambda': 0.9325788975465238}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,289] Trial 87 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 186, 'learning_rate': 0.056484793801017744, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6245031759148734, 'colsample_bytree': 0.611341188564811, 'gamma': 1.9686364067074682, 'reg_alpha': 0.19439287210008172, 'reg_lambda': 0.5882360340799497}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,488] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.06107351263408795, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6366622894959024, 'colsample_bytree': 0.6002552608439697, 'gamma': 3.0202061887871947, 'reg_alpha': 0.2495030740621783, 'reg_lambda': 1.0932848842471448}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,659] Trial 89 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 165, 'learning_rate': 0.07905006039348127, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6572656477364117, 'colsample_bytree': 0.6744560941211997, 'gamma': 2.579898460482965, 'reg_alpha': 0.5893009060729152, 'reg_lambda': 0.7818129231994401}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:50,989] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.09523651065368631, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6210217973095067, 'colsample_bytree': 0.8713456386847307, 'gamma': 2.4246337664090145, 'reg_alpha': 0.12882502415166108, 'reg_lambda': 0.9012319266561069}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:51,189] Trial 91 finished with value: 0.755952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.12491475022201827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6109628813331626, 'colsample_bytree': 0.6090079075516832, 'gamma': 0.7745095676522232, 'reg_alpha': 0.08652780866732987, 'reg_lambda': 2.5360578786883474}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:51,399] Trial 92 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 176, 'learning_rate': 0.11903049164521111, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6084568515572489, 'colsample_bytree': 0.6199464520638291, 'gamma': 2.165700671921022, 'reg_alpha': 0.10203420038285953, 'reg_lambda': 2.717161464490768}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:47:51,689] Trial 93 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 149, 'learning_rate': 0.10819246437548666, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6013749816052768, 'colsample_bytree': 0.611373232078829, 'gamma': 0.8295678870855379, 'reg_alpha': 0.02773000924967789, 'reg_lambda': 0.8421019162647259}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:51,883] Trial 94 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 150, 'learning_rate': 0.06741820434009274, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6292547015043018, 'colsample_bytree': 0.6109384580014771, 'gamma': 0.8027732342149281, 'reg_alpha': 0.017289741269728525, 'reg_lambda': 0.8378926651081104}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,197] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.0679272793959028, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6672186634357328, 'colsample_bytree': 0.6095962773254703, 'gamma': 0.9178584076775911, 'reg_alpha': 0.018366675613354255, 'reg_lambda': 0.8644604347392867}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,385] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.053222116844827416, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6435048185475004, 'colsample_bytree': 0.6251767662430648, 'gamma': 0.7963572261645342, 'reg_alpha': 0.04183892039277738, 'reg_lambda': 0.7388603164924922}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,655] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 133, 'learning_rate': 0.047049319761943674, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6301433931554546, 'colsample_bytree': 0.6605959281329992, 'gamma': 0.10980180474739606, 'reg_alpha': 0.011947431346755077, 'reg_lambda': 1.2096119446338696}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:52,874] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.08680286262978047, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6219248173935741, 'colsample_bytree': 0.6419558672596688, 'gamma': 1.7606099874439813, 'reg_alpha': 0.051287037622769725, 'reg_lambda': 0.8288105327163209}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,222] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.07567828420054844, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6342202595771713, 'colsample_bytree': 0.6068247295195078, 'gamma': 1.1718875121587495, 'reg_alpha': 0.033979683665858726, 'reg_lambda': 0.6419834789291043}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,461] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.05939527645447639, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.6529937494500039, 'colsample_bytree': 0.6359506584601746, 'gamma': 3.3670729925394394, 'reg_alpha': 0.16673948974910602, 'reg_lambda': 0.6962094471419541}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,773] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 183, 'learning_rate': 0.04073905586929398, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6189519708691174, 'colsample_bytree': 0.6191657805901579, 'gamma': 0.7971258985386221, 'reg_alpha': 0.09689678559049632, 'reg_lambda': 0.9515090160849382}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:53,958] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.10993140548596989, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6073252054194611, 'colsample_bytree': 0.6498081227191561, 'gamma': 0.6426844961441129, 'reg_alpha': 0.737968174364267, 'reg_lambda': 1.0606744477877816}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,285] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.0904991580458372, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6411971034830548, 'colsample_bytree': 0.6232201192277804, 'gamma': 0.22770254204488172, 'reg_alpha': 0.0052784519228754045, 'reg_lambda': 0.7818936485002883}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,484] Trial 104 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 156, 'learning_rate': 0.06878206482860033, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.607461651649226, 'colsample_bytree': 0.6102437251590627, 'gamma': 0.9232638688125889, 'reg_alpha': 0.06500964706885654, 'reg_lambda': 0.5442162588792762}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,647] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.06553390172795678, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6303071186797646, 'colsample_bytree': 0.60792299913548, 'gamma': 1.296513057402374, 'reg_alpha': 0.06253562027746795, 'reg_lambda': 0.5644147849104054}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:54,923] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.07280488919780391, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7564547254900942, 'colsample_bytree': 0.9163045316958829, 'gamma': 0.9634274801876117, 'reg_alpha': 0.028379220436278742, 'reg_lambda': 0.5131105820030176}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,100] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.09590693237775905, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8791539363419593, 'colsample_bytree': 0.6294466940407198, 'gamma': 1.097455985023919, 'reg_alpha': 0.07776246668652612, 'reg_lambda': 0.6017604873950451}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,367] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.08351817459499111, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6131286198696221, 'colsample_bytree': 0.6413566672776098, 'gamma': 0.29292040390791796, 'reg_alpha': 0.4737130264829773, 'reg_lambda': 0.6647442606051588}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,555] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.050098387321878095, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6534006956229967, 'colsample_bytree': 0.6011429725990803, 'gamma': 0.45764090627723986, 'reg_alpha': 0.0017655923524866387, 'reg_lambda': 2.548369546365053}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:55,844] Trial 110 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 155, 'learning_rate': 0.07790231621371714, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6224101757495094, 'colsample_bytree': 0.6127262870818663, 'gamma': 0.006640884254414975, 'reg_alpha': 0.1280771314693621, 'reg_lambda': 0.7395952788699497}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,049] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 174, 'learning_rate': 0.12171375856038374, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6012413034538734, 'colsample_bytree': 0.6224017181665832, 'gamma': 0.8651021306422233, 'reg_alpha': 0.10014135309200047, 'reg_lambda': 1.9750716156276273}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,345] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 163, 'learning_rate': 0.07007782483009312, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6070476299557273, 'colsample_bytree': 0.6090427044096244, 'gamma': 0.7569899463823175, 'reg_alpha': 0.18396851116605964, 'reg_lambda': 0.5524339261384108}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,582] Trial 113 finished with value: 0.744047619047619 and parameters: {'n_estimators': 163, 'learning_rate': 0.06703016003782915, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6088850263301523, 'colsample_bytree': 0.6062263831612235, 'gamma': 0.599840660825647, 'reg_alpha': 0.18961290440548978, 'reg_lambda': 0.5748576347456751}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:56,863] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.07053938738793662, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.60010523699717, 'colsample_bytree': 0.6582453789945923, 'gamma': 0.7464718399848683, 'reg_alpha': 0.15266875368117702, 'reg_lambda': 0.836458907262202}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,076] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.05747499493004789, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9467548150839173, 'colsample_bytree': 0.6151200380555091, 'gamma': 0.9565775673909273, 'reg_alpha': 0.06123750198181756, 'reg_lambda': 0.5274549199884926}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,340] Trial 116 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.057613123808284865, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8461507860027966, 'colsample_bytree': 0.6153966453266018, 'gamma': 1.6383477400102802, 'reg_alpha': 0.055891938543885133, 'reg_lambda': 0.6177665062230606}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,532] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.06166530068894609, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9793975305956321, 'colsample_bytree': 0.634436769960799, 'gamma': 0.9716562504308542, 'reg_alpha': 0.027534811227803633, 'reg_lambda': 0.5604512502183965}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:57,745] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.029045559427330104, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9345681100328992, 'colsample_bytree': 0.6458791879523125, 'gamma': 1.4274551674279092, 'reg_alpha': 0.08178540364394114, 'reg_lambda': 0.6844172305691485}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,065] Trial 119 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 143, 'learning_rate': 0.042644277941863096, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8161101167500051, 'colsample_bytree': 0.626267064431495, 'gamma': 4.421675303078011, 'reg_alpha': 0.04975269177474438, 'reg_lambda': 0.5205721936842208}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,251] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.0355739872416538, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9152084970476742, 'colsample_bytree': 0.6097175791902797, 'gamma': 1.3241579841739546, 'reg_alpha': 0.12537403726643404, 'reg_lambda': 0.7361599881750926}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,542] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.07716871486650938, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6184263526454646, 'colsample_bytree': 0.6005503406569418, 'gamma': 1.1578294978581039, 'reg_alpha': 0.26568725161150397, 'reg_lambda': 0.5071031077203737}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,794] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.05290078063908248, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6173874064279734, 'colsample_bytree': 0.6173595250974253, 'gamma': 1.1310165231668434, 'reg_alpha': 0.26974180301312417, 'reg_lambda': 0.5017909179690325}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:58,979] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.07617784000722698, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6281916943873457, 'colsample_bytree': 0.6020078989321338, 'gamma': 0.8900666618804023, 'reg_alpha': 0.37133847141495036, 'reg_lambda': 0.6044058309549629}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:59,284] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.0677034420073671, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9511368537172016, 'colsample_bytree': 0.6350063294962511, 'gamma': 1.0178478306154095, 'reg_alpha': 0.2384183823928324, 'reg_lambda': 0.5537182696297437}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:59,476] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.058956656067671004, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6413638147000841, 'colsample_bytree': 0.6246990537082242, 'gamma': 1.2095990498532068, 'reg_alpha': 0.06878179775120294, 'reg_lambda': 1.362963410388191}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:47:59,775] Trial 126 finished with value: 0.744047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.06381628996229825, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6128810465826835, 'colsample_bytree': 0.611371043504649, 'gamma': 0.48817865546697314, 'reg_alpha': 0.22311042666953482, 'reg_lambda': 0.665593941350692}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,002] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.07235374102719391, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6333700687556014, 'colsample_bytree': 0.6006017424753443, 'gamma': 0.3468967637313405, 'reg_alpha': 0.2977695832268694, 'reg_lambda': 0.7523861719775462}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,366] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.07138546763409717, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8650924374027105, 'colsample_bytree': 0.6009825371105132, 'gamma': 0.31396336593832475, 'reg_alpha': 0.1655518477480299, 'reg_lambda': 0.8123556176150319}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,599] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.08148491150512267, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.6307500758023602, 'colsample_bytree': 0.6172867194357557, 'gamma': 0.13461204921152703, 'reg_alpha': 0.31251505800373913, 'reg_lambda': 0.7615327917146788}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:00,968] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.04947452769524696, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6754749864854362, 'colsample_bytree': 0.6084106357178425, 'gamma': 0.5595092580955657, 'reg_alpha': 0.02457608719592221, 'reg_lambda': 0.639685621836577}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,159] Trial 131 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.08804899231205784, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7834010046120061, 'colsample_bytree': 0.6007344820607706, 'gamma': 0.6954439612939443, 'reg_alpha': 0.26677525885470615, 'reg_lambda': 0.9998566128369198}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,361] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.05493773929505453, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6227459257677214, 'colsample_bytree': 0.626085579771173, 'gamma': 0.815913569147733, 'reg_alpha': 0.2032292722663441, 'reg_lambda': 0.7333939923477089}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,630] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 192, 'learning_rate': 0.07855511617862447, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6344545950650334, 'colsample_bytree': 0.6193978163959422, 'gamma': 0.44010916787430293, 'reg_alpha': 0.29313167379939875, 'reg_lambda': 0.8776963987832928}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:01,865] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.06315755107099796, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6102382404879066, 'colsample_bytree': 0.6386860223756622, 'gamma': 0.33878709561190723, 'reg_alpha': 0.2562221232989488, 'reg_lambda': 0.705221671926616}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,128] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.06411127588042383, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6087786135042298, 'colsample_bytree': 0.6356538777865243, 'gamma': 0.20325707983020128, 'reg_alpha': 6.506754520004682e-05, 'reg_lambda': 0.5619204539163974}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,289] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.07354093911651624, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6137908363640556, 'colsample_bytree': 0.6128678579253837, 'gamma': 0.3416422946531973, 'reg_alpha': 0.34386269819463366, 'reg_lambda': 0.6880285697868396}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,540] Trial 137 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 114, 'learning_rate': 0.05721252411261494, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6438245220098264, 'colsample_bytree': 0.6286378525541164, 'gamma': 2.6686160779791392, 'reg_alpha': 0.04190754077860412, 'reg_lambda': 0.5014162656820289}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:02,733] Trial 138 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 145, 'learning_rate': 0.061108329430154054, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6611082578578368, 'colsample_bytree': 0.6447310294465647, 'gamma': 0.06186527350480479, 'reg_alpha': 0.25623273729564583, 'reg_lambda': 0.6227468492546773}. Best is trial 93 with value: 0.7797619047619049.
[I 2025-11-03 19:48:03,085] Trial 139 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 170, 'learning_rate': 0.06862875140642133, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6237261619901713, 'colsample_bytree': 0.6124249646582437, 'gamma': 0.2415936314871735, 'reg_alpha': 0.1465554028894204, 'reg_lambda': 0.803089738673262}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:03,298] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.07039424087951086, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9964198015678986, 'colsample_bytree': 0.6650202966337175, 'gamma': 0.6212338052399331, 'reg_alpha': 0.1461961726911747, 'reg_lambda': 0.9529287814901374}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:03,507] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 163, 'learning_rate': 0.06582167807014518, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6229607982654296, 'colsample_bytree': 0.600133393235197, 'gamma': 0.2136262395355372, 'reg_alpha': 0.18366692926657963, 'reg_lambda': 0.8224351107229566}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:03,874] Trial 142 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 168, 'learning_rate': 0.06604356001463556, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6222057141720951, 'colsample_bytree': 0.6093569290173461, 'gamma': 0.16523537216286752, 'reg_alpha': 0.9968201922976567, 'reg_lambda': 0.8373783257343599}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,131] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.06819115647897185, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6266539715968424, 'colsample_bytree': 0.6176090874330038, 'gamma': 0.21980360288774453, 'reg_alpha': 0.9326569014107242, 'reg_lambda': 0.8479712981738374}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,345] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 162, 'learning_rate': 0.06478385369427012, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.622990339276379, 'colsample_bytree': 0.6061473835709977, 'gamma': 0.35673304339587253, 'reg_alpha': 0.7441342866012215, 'reg_lambda': 0.8939606142027292}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,647] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.06262909042319273, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6000629514285071, 'colsample_bytree': 0.6223667880965844, 'gamma': 0.3856887817372554, 'reg_alpha': 0.811851004445558, 'reg_lambda': 0.8938131680834016}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:04,883] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.010204585874087102, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6184163388189206, 'colsample_bytree': 0.6081490045235108, 'gamma': 0.1392747714709131, 'reg_alpha': 0.8594143221869139, 'reg_lambda': 0.8018803000263366}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,117] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.05355466741778641, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6203335352015455, 'colsample_bytree': 0.6373241507046976, 'gamma': 0.3029083041253915, 'reg_alpha': 0.5664546299681236, 'reg_lambda': 0.7148876362916068}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,388] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.0657874675645198, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6358167138546228, 'colsample_bytree': 0.6287793939778737, 'gamma': 0.022618853266850536, 'reg_alpha': 0.7622066801155096, 'reg_lambda': 0.9370238941233543}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,620] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.07459804869821063, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6082308800545969, 'colsample_bytree': 0.612023240324529, 'gamma': 0.14404185164363792, 'reg_alpha': 0.7006887294123549, 'reg_lambda': 0.7835081461045443}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:05,919] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.06065567970472595, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6264272297409337, 'colsample_bytree': 0.6193571385867349, 'gamma': 0.4016601665080483, 'reg_alpha': 0.64981632503687, 'reg_lambda': 1.0662608647460718}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,122] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 163, 'learning_rate': 0.08241374889024176, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6173655668269932, 'colsample_bytree': 0.6005417579899482, 'gamma': 0.24311174686637982, 'reg_alpha': 0.2205200826833051, 'reg_lambda': 0.8622626551829926}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,313] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.07798075808266573, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6164048382640523, 'colsample_bytree': 0.6056357181129026, 'gamma': 0.2344226567257131, 'reg_alpha': 0.9615067278737363, 'reg_lambda': 0.9976491266875768}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,544] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.06990846331312574, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6067233203356678, 'colsample_bytree': 0.6149625819693028, 'gamma': 0.4834980211359803, 'reg_alpha': 0.184847567928088, 'reg_lambda': 0.8855632975611755}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:06,760] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.06540823165500624, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6243451526144078, 'colsample_bytree': 0.6016167761630119, 'gamma': 0.10514875464238793, 'reg_alpha': 0.22082367139633063, 'reg_lambda': 0.750769352055226}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,055] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.05739861843024033, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6356548512024032, 'colsample_bytree': 0.6002231911686524, 'gamma': 0.326611293796628, 'reg_alpha': 0.9191776133607044, 'reg_lambda': 0.7946971669189655}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,379] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.08142782767517355, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6151138919947173, 'colsample_bytree': 0.6250036089707061, 'gamma': 0.2138162413729884, 'reg_alpha': 0.9808162290117277, 'reg_lambda': 0.6699238536873003}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,594] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.06886107909901755, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6096797363116278, 'colsample_bytree': 0.6147398755961739, 'gamma': 0.04828357760206614, 'reg_alpha': 0.16800982693822986, 'reg_lambda': 0.8426066967395617}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:07,891] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.07423038016285198, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6018401977503633, 'colsample_bytree': 0.632388017569999, 'gamma': 0.525042929175502, 'reg_alpha': 0.2274168153401728, 'reg_lambda': 0.901509940267953}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,082] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.01723061703086888, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6300868439172777, 'colsample_bytree': 0.6090679537289527, 'gamma': 0.001481567884240309, 'reg_alpha': 0.2823684505185546, 'reg_lambda': 2.160743764652203}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,380] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.06281238616585756, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6193195147359436, 'colsample_bytree': 0.6964279065430293, 'gamma': 0.3636381472380029, 'reg_alpha': 0.4448191247127562, 'reg_lambda': 0.6091253706473216}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,580] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.0850079292992774, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6481040598687249, 'colsample_bytree': 0.6084448386332242, 'gamma': 0.2692118297278422, 'reg_alpha': 0.20708559222323475, 'reg_lambda': 0.849633414404606}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:08,791] Trial 162 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 163, 'learning_rate': 0.08469061364485354, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.624967059216322, 'colsample_bytree': 0.607776165218323, 'gamma': 0.26801570734377067, 'reg_alpha': 0.24891481419369815, 'reg_lambda': 0.7071464648989887}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,141] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.07449831811769206, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.638195539823753, 'colsample_bytree': 0.621375801431018, 'gamma': 0.1686918760941561, 'reg_alpha': 0.24638423802260492, 'reg_lambda': 0.6964788062490845}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,358] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.07443852726242917, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6387257411977073, 'colsample_bytree': 0.6218556778593948, 'gamma': 0.13425434389002816, 'reg_alpha': 0.25448089373158617, 'reg_lambda': 0.7214828417209753}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,656] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.06635412071952584, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6283905585491734, 'colsample_bytree': 0.6169903930025091, 'gamma': 0.4562144368578218, 'reg_alpha': 0.31596958168371936, 'reg_lambda': 0.6602576217523074}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:09,969] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.06023023173377973, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6068450112866738, 'colsample_bytree': 0.6752863539879963, 'gamma': 0.5663587104744778, 'reg_alpha': 0.24688512996099035, 'reg_lambda': 0.58574080185906}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,159] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.0713465024383634, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.642092014061695, 'colsample_bytree': 0.6390217958441581, 'gamma': 1.0533862151697193, 'reg_alpha': 0.2970824707078741, 'reg_lambda': 0.7590960887357989}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,495] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.09487494512421947, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6227404786790921, 'colsample_bytree': 0.6302022468874308, 'gamma': 0.37507520618060297, 'reg_alpha': 0.5184016184716418, 'reg_lambda': 0.5363396535589293}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,665] Trial 169 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 120, 'learning_rate': 0.0758695191262776, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6328352270244566, 'colsample_bytree': 0.6481524488490348, 'gamma': 0.891872367358501, 'reg_alpha': 0.998851696470478, 'reg_lambda': 0.6792048886897268}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:10,991] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.054739312687664715, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6124259689326866, 'colsample_bytree': 0.6089077377356878, 'gamma': 0.6489109109455082, 'reg_alpha': 0.1826443471249979, 'reg_lambda': 0.7149370426122159}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,232] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.08198533580206616, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6000735839882256, 'colsample_bytree': 0.6013247784055967, 'gamma': 0.2258157107806643, 'reg_alpha': 0.21645346326093673, 'reg_lambda': 0.8190863824869307}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,434] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.08010830969732932, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6175297312448642, 'colsample_bytree': 0.614381051220265, 'gamma': 0.14604237611441567, 'reg_alpha': 0.23276869956863352, 'reg_lambda': 0.7830307504540848}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,774] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.06610342179079863, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6240505815807373, 'colsample_bytree': 0.6196849767266592, 'gamma': 0.22443609983157553, 'reg_alpha': 0.2799414665045135, 'reg_lambda': 0.9305408369056364}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:11,963] Trial 174 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.07052668569135419, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6097225158441067, 'colsample_bytree': 0.6001926267144051, 'gamma': 0.2910854726356917, 'reg_alpha': 0.19969979357080342, 'reg_lambda': 0.6075600822324547}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,249] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.09001396416485571, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6161347075977588, 'colsample_bytree': 0.6245984883067697, 'gamma': 0.08718979199519222, 'reg_alpha': 0.2570277770007551, 'reg_lambda': 2.0423648870930453}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,454] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.05939348183579223, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6339984226685786, 'colsample_bytree': 0.6083048916367679, 'gamma': 0.969092772082923, 'reg_alpha': 0.8360767078539142, 'reg_lambda': 1.6980910869113464}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,746] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.0774520152228756, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6236846557791152, 'colsample_bytree': 0.6141458738531332, 'gamma': 0.4315109732209041, 'reg_alpha': 0.1390580645167004, 'reg_lambda': 1.506754011188927}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:12,960] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.10092730464708563, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6064463646390725, 'colsample_bytree': 0.629714911671429, 'gamma': 0.32225921826841203, 'reg_alpha': 0.16603517336000148, 'reg_lambda': 0.5441711592556088}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:13,284] Trial 179 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 158, 'learning_rate': 0.06396927132962302, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6463844632911975, 'colsample_bytree': 0.6000832332982351, 'gamma': 0.7349840932321651, 'reg_alpha': 0.11578599398029117, 'reg_lambda': 0.6568712932655575}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:13,549] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.06325991179417984, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6516955680135902, 'colsample_bytree': 0.6089618241055105, 'gamma': 0.797374170885042, 'reg_alpha': 0.09446768588525736, 'reg_lambda': 0.6608900952423982}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:13,806] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.06253998082873545, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6532422025812179, 'colsample_bytree': 0.6090791109340988, 'gamma': 0.7466236498777417, 'reg_alpha': 0.11630086079645192, 'reg_lambda': 0.6667978254159433}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,036] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.06692035445003777, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6464732294104396, 'colsample_bytree': 0.6225052503336553, 'gamma': 0.8391358655101279, 'reg_alpha': 0.10803168334167368, 'reg_lambda': 0.6300459257873405}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,320] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.058663486163957314, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6606296021841674, 'colsample_bytree': 0.6088949782316984, 'gamma': 1.1467222382565556, 'reg_alpha': 0.08956182872458182, 'reg_lambda': 0.7117136360935463}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,625] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.0717685887233637, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6397178896617913, 'colsample_bytree': 0.6169697930980613, 'gamma': 0.9122423977821775, 'reg_alpha': 0.1429958100348605, 'reg_lambda': 0.5821366485528238}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:14,961] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.05168941769672394, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8261554235304618, 'colsample_bytree': 0.717825826893625, 'gamma': 0.6190074352779329, 'reg_alpha': 0.04224376230195399, 'reg_lambda': 0.6325560239249222}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:15,166] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.06369190730250163, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6296884058934421, 'colsample_bytree': 0.6075430696076545, 'gamma': 0.7667540636901647, 'reg_alpha': 0.06619651328397223, 'reg_lambda': 0.7500131296614038}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:15,467] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.056916030864666366, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6407252222803571, 'colsample_bytree': 0.623522349353978, 'gamma': 0.9659350434588185, 'reg_alpha': 0.11862455759904955, 'reg_lambda': 0.5062219601993506}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:15,745] Trial 188 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 159, 'learning_rate': 0.068657566090448, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6530641227985269, 'colsample_bytree': 0.7978152437321895, 'gamma': 1.0404392867412517, 'reg_alpha': 0.023814742955604016, 'reg_lambda': 0.6949110926908143}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,143] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.07044686329774667, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6488112885132159, 'colsample_bytree': 0.8016682590171972, 'gamma': 1.0390891758494, 'reg_alpha': 0.02106871531423128, 'reg_lambda': 0.5587145723785474}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,322] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.07448982646258007, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6568294225583149, 'colsample_bytree': 0.7934383416031198, 'gamma': 1.0800745550749764, 'reg_alpha': 0.05313010422746221, 'reg_lambda': 0.679865868065335}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,514] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 162, 'learning_rate': 0.06584228521148917, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6300791503875743, 'colsample_bytree': 0.6142656899316815, 'gamma': 0.8713167285194215, 'reg_alpha': 0.02135293643748797, 'reg_lambda': 0.8046008229899331}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:16,703] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.06308392465198887, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6664441805958263, 'colsample_bytree': 0.6139389771224748, 'gamma': 0.8514804613213409, 'reg_alpha': 0.019824047268506027, 'reg_lambda': 0.767094414484584}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,004] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.06817954416621144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6330006536979566, 'colsample_bytree': 0.6332381936233966, 'gamma': 0.6723393563379448, 'reg_alpha': 0.07015044206949737, 'reg_lambda': 0.7109778384230795}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,195] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 153, 'learning_rate': 0.07669467521777583, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8981551028798174, 'colsample_bytree': 0.8108078664292352, 'gamma': 1.189912561638907, 'reg_alpha': 0.04023043483508978, 'reg_lambda': 0.6412635173642864}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,481] Trial 195 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.05986423332915191, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6454473667819114, 'colsample_bytree': 0.6185267621895365, 'gamma': 0.9461964895381373, 'reg_alpha': 0.0005636102242488478, 'reg_lambda': 0.7943757299689688}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,667] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.07127582127917863, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6895191617914899, 'colsample_bytree': 0.6081606458863311, 'gamma': 0.772813387392809, 'reg_alpha': 0.09193520133373742, 'reg_lambda': 0.5885859574143423}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:17,960] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.06461330969300595, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7288522865962088, 'colsample_bytree': 0.6274911316143054, 'gamma': 0.8563718000151839, 'reg_alpha': 0.02423984193827481, 'reg_lambda': 2.202754364579285}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:18,286] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.06862431140459592, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6145190548662322, 'colsample_bytree': 0.7303315079646298, 'gamma': 1.034157654188234, 'reg_alpha': 0.04956202031170481, 'reg_lambda': 2.2840485535698143}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:18,583] Trial 199 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 174, 'learning_rate': 0.05523635691311556, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6282698275525934, 'colsample_bytree': 0.6398263374453989, 'gamma': 4.876566933233834, 'reg_alpha': 0.7787868119554819, 'reg_lambda': 0.7224255774132543}. Best is trial 139 with value: 0.7857142857142857.
[I 2025-11-03 19:48:18,587] A new study created in memory with name: no-name-7976c6b8-6bea-4f29-9aae-ecf2dd69d23e
[I 2025-11-03 19:48:18,884] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 210, 'learning_rate': 0.021220251548872686, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9726648817131801, 'colsample_bytree': 0.6780329513296305, 'gamma': 2.6369800591992236, 'reg_alpha': 0.6422850553463724, 'reg_lambda': 2.3811890244074103}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 19:48:19,009] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 58, 'learning_rate': 0.089587965988968, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9429156061596493, 'colsample_bytree': 0.8163947583544112, 'gamma': 0.8125735352444996, 'reg_alpha': 0.8378758033605139, 'reg_lambda': 1.3345956603870772}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,210] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.058657772788373246, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6750471984868798, 'colsample_bytree': 0.8568447536842386, 'gamma': 0.6945094276259867, 'reg_alpha': 0.33528563619453533, 'reg_lambda': 2.00086548362889}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,412] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.07991383787729132, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9820287839185923, 'colsample_bytree': 0.8914527081020118, 'gamma': 0.11628338935374183, 'reg_alpha': 0.47471414952268187, 'reg_lambda': 2.798500701578071}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,674] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.045505683725586596, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7225149757807388, 'colsample_bytree': 0.7585266972057486, 'gamma': 3.9962289815458414, 'reg_alpha': 0.7873723894134761, 'reg_lambda': 1.7738486205860058}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:19,880] Trial 5 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 216, 'learning_rate': 0.13366263714934648, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7457998084168983, 'colsample_bytree': 0.6057899734708633, 'gamma': 0.0929314278964316, 'reg_alpha': 0.5417446645230379, 'reg_lambda': 2.928592595097478}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:20,084] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.012434988023307003, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6219601764966668, 'colsample_bytree': 0.9386756184615472, 'gamma': 3.316085678572191, 'reg_alpha': 0.10178616284343767, 'reg_lambda': 2.2852470380604193}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:20,148] Trial 7 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 27, 'learning_rate': 0.022844097256126652, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.974637586001657, 'colsample_bytree': 0.8348353202127217, 'gamma': 1.8226244784755685, 'reg_alpha': 0.5661492843522435, 'reg_lambda': 1.7614211185200084}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:20,913] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.1304734829550982, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.763695067367029, 'colsample_bytree': 0.6318084705685089, 'gamma': 3.636628180596716, 'reg_alpha': 0.6488655693318024, 'reg_lambda': 2.03612052177086}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,124] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 195, 'learning_rate': 0.17591268986500405, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6092070297653026, 'colsample_bytree': 0.9521891628080017, 'gamma': 0.838635024373991, 'reg_alpha': 0.1097861920245613, 'reg_lambda': 1.480515926457568}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,333] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.283932589605926, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.867543563652343, 'colsample_bytree': 0.7747659907476117, 'gamma': 1.7519574825824056, 'reg_alpha': 0.9995351913893721, 'reg_lambda': 0.6318675234746429}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,568] Trial 11 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 104, 'learning_rate': 0.29912720095754547, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8758129630109897, 'colsample_bytree': 0.7557175557756989, 'gamma': 1.6914541232772164, 'reg_alpha': 0.9326784468276549, 'reg_lambda': 0.6575703402324966}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:48:21,797] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.253054187731173, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8714678549565761, 'colsample_bytree': 0.7269810299299225, 'gamma': 1.604114237023659, 'reg_alpha': 0.997214992537182, 'reg_lambda': 0.8282064507281247}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:48:21,931] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.08008694034607554, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8788939589307273, 'colsample_bytree': 0.7209487649288981, 'gamma': 4.967097625652558, 'reg_alpha': 0.802712388627078, 'reg_lambda': 1.1024975680296762}. Best is trial 12 with value: 0.7321428571428572.
[I 2025-11-03 19:48:22,051] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.18124338712880586, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9176765000697314, 'colsample_bytree': 0.6914009156466573, 'gamma': 1.0311376215761556, 'reg_alpha': 0.8501857711689054, 'reg_lambda': 1.1400875400401118}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:22,340] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 131, 'learning_rate': 0.18626965058699738, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.824444861841493, 'colsample_bytree': 0.6861622796235528, 'gamma': 2.4802931133329826, 'reg_alpha': 0.887324200729724, 'reg_lambda': 1.0029105505870066}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:22,479] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.20598482784287309, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9258662576290043, 'colsample_bytree': 0.6604193566573594, 'gamma': 1.3150620138651092, 'reg_alpha': 0.7287975722615772, 'reg_lambda': 0.9313757513942287}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:22,692] Trial 17 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.13337939363201068, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8107829871314924, 'colsample_bytree': 0.7148999679557412, 'gamma': 2.4121335045372065, 'reg_alpha': 0.99756870656622, 'reg_lambda': 1.3542848311169782}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,067] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 248, 'learning_rate': 0.12326615096630496, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8156394749867832, 'colsample_bytree': 0.7101740202893638, 'gamma': 2.400658729162818, 'reg_alpha': 0.30140116961805996, 'reg_lambda': 1.3514619672756507}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,278] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.04871574998699408, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.7855448709239276, 'colsample_bytree': 0.6451039788815118, 'gamma': 3.0758747461311775, 'reg_alpha': 0.6937710486135534, 'reg_lambda': 1.1999745903285814}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,448] Trial 20 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 141, 'learning_rate': 0.03445690029176246, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9235376298072768, 'colsample_bytree': 0.7879716409911706, 'gamma': 4.41896275479184, 'reg_alpha': 0.9025640316010011, 'reg_lambda': 1.576145712510902}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,611] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 46, 'learning_rate': 0.2205236166518822, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8439886272624009, 'colsample_bytree': 0.7326250371372833, 'gamma': 1.2198995074813064, 'reg_alpha': 0.9929535666324333, 'reg_lambda': 0.7664020521227612}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:23,760] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.1425045054385388, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8969432875173697, 'colsample_bytree': 0.704755831015307, 'gamma': 2.058934080769233, 'reg_alpha': 0.9986328062888191, 'reg_lambda': 0.8752830502711968}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,105] Trial 23 finished with value: 0.738095238095238 and parameters: {'n_estimators': 125, 'learning_rate': 0.10378040466239229, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9056304021429396, 'colsample_bytree': 0.696533459986056, 'gamma': 2.132000112199576, 'reg_alpha': 0.8734437597042182, 'reg_lambda': 1.172963327356619}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,321] Trial 24 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.1514067165266516, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.832746735763399, 'colsample_bytree': 0.641898900811723, 'gamma': 2.9373012979033333, 'reg_alpha': 0.7807995369926655, 'reg_lambda': 1.5623035665646516}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,414] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.060531037536695614, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7934616150834586, 'colsample_bytree': 0.7396268156454016, 'gamma': 2.208779863696876, 'reg_alpha': 0.9314142351869128, 'reg_lambda': 0.9030657960018179}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,582] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.16577638090023122, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9065554132329335, 'colsample_bytree': 0.6144981936710637, 'gamma': 1.3322891140370376, 'reg_alpha': 0.42571371757653204, 'reg_lambda': 0.5378478172202973}. Best is trial 14 with value: 0.75.
[I 2025-11-03 19:48:24,749] Trial 27 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.10177851325168016, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9394454725220656, 'colsample_bytree': 0.6806431810173976, 'gamma': 0.47927929065863806, 'reg_alpha': 0.9246287851195889, 'reg_lambda': 1.2588706901881095}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,059] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.10727904971678788, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.940679148892231, 'colsample_bytree': 0.6750553667801089, 'gamma': 0.438062377128391, 'reg_alpha': 0.7417655995012097, 'reg_lambda': 1.358581491730131}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,297] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 219, 'learning_rate': 0.07532449157221228, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9967372663173203, 'colsample_bytree': 0.6665190533919343, 'gamma': 0.4325263156404745, 'reg_alpha': 0.6267714734847833, 'reg_lambda': 2.0283682547973383}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,483] Trial 30 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 123, 'learning_rate': 0.03361637965494154, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9548119626162666, 'colsample_bytree': 0.7975534798814939, 'gamma': 1.0897458703159772, 'reg_alpha': 0.8221868320348154, 'reg_lambda': 1.6589352007330884}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,754] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.1153632833308543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9596839079721654, 'colsample_bytree': 0.6761755272295698, 'gamma': 0.45793947513523436, 'reg_alpha': 0.7310587368888284, 'reg_lambda': 1.3807670528173588}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:25,999] Trial 32 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.09713762091327337, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9400218498859042, 'colsample_bytree': 0.6830463771656139, 'gamma': 0.38575147011398486, 'reg_alpha': 0.8680624140793873, 'reg_lambda': 1.2289418064368771}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:26,505] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.0961044358971955, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7121273624440962, 'colsample_bytree': 0.9848810269526184, 'gamma': 0.8404730316292633, 'reg_alpha': 0.8608257268448579, 'reg_lambda': 1.1253983843880269}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:26,884] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.06778769249914508, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9391196804017452, 'colsample_bytree': 0.6515406006539516, 'gamma': 0.054772757415731954, 'reg_alpha': 0.928414772336031, 'reg_lambda': 1.256613672239456}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:27,199] Trial 35 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.10211746465936246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8507606030544784, 'colsample_bytree': 0.752790990908351, 'gamma': 0.5527945063862962, 'reg_alpha': 0.8402141212017148, 'reg_lambda': 1.0413887331275145}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:27,552] Trial 36 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 195, 'learning_rate': 0.09059593258195789, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9939598332770065, 'colsample_bytree': 0.7565832329474106, 'gamma': 0.6072471079637409, 'reg_alpha': 0.8311752033782169, 'reg_lambda': 0.9949117125616475}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:27,863] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.05458319090401359, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8504322210804929, 'colsample_bytree': 0.8358967534094235, 'gamma': 0.9464420925561363, 'reg_alpha': 0.6726489354867516, 'reg_lambda': 1.8951105915338016}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:28,151] Trial 38 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 154, 'learning_rate': 0.08784010599844241, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9190841223559544, 'colsample_bytree': 0.6246436790379034, 'gamma': 0.243604636648694, 'reg_alpha': 0.6058218883281339, 'reg_lambda': 2.624705162466223}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:28,355] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.038347168852891224, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9712637662846909, 'colsample_bytree': 0.77214193691169, 'gamma': 0.6398192472441784, 'reg_alpha': 0.014915141357895234, 'reg_lambda': 1.052000751711246}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:28,585] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.07141953705009349, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8957053926904196, 'colsample_bytree': 0.6018785636695407, 'gamma': 0.015442158993458188, 'reg_alpha': 0.4703745218459239, 'reg_lambda': 1.4882820725308812}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,043] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.1474765265122769, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8486478028962899, 'colsample_bytree': 0.6965053071703404, 'gamma': 0.30406304512625826, 'reg_alpha': 0.9443669558790487, 'reg_lambda': 1.2779603903220824}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,426] Trial 42 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 232, 'learning_rate': 0.22806539144598595, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7686208163610079, 'colsample_bytree': 0.7455366648261407, 'gamma': 1.440503206791643, 'reg_alpha': 0.7825341577996815, 'reg_lambda': 1.4407821095127165}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,596] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.12853785243215515, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8063394779012358, 'colsample_bytree': 0.6870648138008876, 'gamma': 0.6478511066705084, 'reg_alpha': 0.84737355523465, 'reg_lambda': 1.6696132124120002}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:29,761] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 95, 'learning_rate': 0.18716261070906154, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6494404152737447, 'colsample_bytree': 0.7170135609272499, 'gamma': 1.0566686124580493, 'reg_alpha': 0.890266796810647, 'reg_lambda': 0.7637349267390132}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,064] Trial 45 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 143, 'learning_rate': 0.01145969081741512, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7325401528953384, 'colsample_bytree': 0.7689926581203347, 'gamma': 0.782609249226297, 'reg_alpha': 0.9445381445936689, 'reg_lambda': 1.1446442586056618}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,255] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.11865722822106518, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8607804717947493, 'colsample_bytree': 0.7260639078123895, 'gamma': 0.29501560810746036, 'reg_alpha': 0.31068739567646864, 'reg_lambda': 2.200738519777182}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,654] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.08728751471866553, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8831797135820483, 'colsample_bytree': 0.8102621058421249, 'gamma': 3.8242495137128256, 'reg_alpha': 0.9570409225340698, 'reg_lambda': 1.830828047202904}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:30,798] Trial 48 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 70, 'learning_rate': 0.1583761117898009, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9592033965295672, 'colsample_bytree': 0.6629443745862655, 'gamma': 1.8609131505003011, 'reg_alpha': 0.7695231930918522, 'reg_lambda': 1.269927243957374}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,168] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.2556894673201093, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7762304465142679, 'colsample_bytree': 0.7095963016818716, 'gamma': 2.7471690474271897, 'reg_alpha': 0.8502214176038375, 'reg_lambda': 1.0308718708036477}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,405] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.06249767174640966, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7474814843043532, 'colsample_bytree': 0.7488008420438891, 'gamma': 1.1472072822322297, 'reg_alpha': 0.9003155121990647, 'reg_lambda': 0.6455463082253983}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,685] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.10626166851434383, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9428062670171398, 'colsample_bytree': 0.8886544307977391, 'gamma': 0.3483102924216494, 'reg_alpha': 0.7510034468353699, 'reg_lambda': 1.38201345172913}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:31,992] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.01582993724384673, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9785239540617723, 'colsample_bytree': 0.8430986635567864, 'gamma': 0.20450527939709284, 'reg_alpha': 0.8146609571920354, 'reg_lambda': 1.5232549785148493}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,304] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 241, 'learning_rate': 0.10142925865049035, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.93493577117316, 'colsample_bytree': 0.8868657380689533, 'gamma': 1.5380478504127981, 'reg_alpha': 0.9599672758258676, 'reg_lambda': 1.4142683921859984}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,482] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 168, 'learning_rate': 0.1312667265162094, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9143057855754172, 'colsample_bytree': 0.9037674152987676, 'gamma': 0.4782411894931673, 'reg_alpha': 0.8900005312799185, 'reg_lambda': 1.224737950077072}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,771] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.19280427525070565, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9506496783501096, 'colsample_bytree': 0.6928018645099276, 'gamma': 0.8511329615869168, 'reg_alpha': 0.21240503659725052, 'reg_lambda': 1.6788948194630426}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:32,856] Trial 56 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.10975422364563552, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8887618871356785, 'colsample_bytree': 0.7855941652252949, 'gamma': 3.5425507299584744, 'reg_alpha': 0.6917192935115002, 'reg_lambda': 0.9680894144998478}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,032] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.07779344902539957, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8330905650175917, 'colsample_bytree': 0.872463212438955, 'gamma': 0.9796179738176471, 'reg_alpha': 0.7556206939586386, 'reg_lambda': 0.8006976288513519}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,254] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 97, 'learning_rate': 0.050490751722490596, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9314981109113403, 'colsample_bytree': 0.8675611674472181, 'gamma': 0.9343045519311953, 'reg_alpha': 0.5455931723370946, 'reg_lambda': 0.8199458800358114}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,524] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.0814710255945159, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.831431274633021, 'colsample_bytree': 0.920891894256253, 'gamma': 0.5847143100090586, 'reg_alpha': 0.7327557295947382, 'reg_lambda': 0.5212998147887526}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,746] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.04147771815112687, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8675878706000613, 'colsample_bytree': 0.8700100255166836, 'gamma': 0.16150311892855404, 'reg_alpha': 0.762495831812141, 'reg_lambda': 0.6979968312573805}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:33,981] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 29, 'learning_rate': 0.14076727475776926, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8113947043173877, 'colsample_bytree': 0.937892068168445, 'gamma': 0.36023474217204765, 'reg_alpha': 0.8032660794780663, 'reg_lambda': 1.086957488292329}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,170] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.09880797590135693, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7973043491683285, 'colsample_bytree': 0.8171791221004665, 'gamma': 0.7663989557292914, 'reg_alpha': 0.9752796858443512, 'reg_lambda': 1.2972156446985017}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,326] Trial 63 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.17142602359554113, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8256792553054813, 'colsample_bytree': 0.8905302901520891, 'gamma': 4.314340677922466, 'reg_alpha': 0.9063978482901558, 'reg_lambda': 0.8789947392481225}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,588] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.07995519778760178, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9670288992029915, 'colsample_bytree': 0.7340938568617071, 'gamma': 1.2638042819004238, 'reg_alpha': 0.7036735200292374, 'reg_lambda': 1.1595256501509323}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:34,786] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.06895632016407104, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9845585672789018, 'colsample_bytree': 0.7361119943001873, 'gamma': 1.190112308334681, 'reg_alpha': 0.597150920815696, 'reg_lambda': 1.1622912184331344}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,037] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.08029308220724646, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9642547120261216, 'colsample_bytree': 0.6789334442921106, 'gamma': 1.4246927748582439, 'reg_alpha': 0.7035469944841133, 'reg_lambda': 0.9506729236522983}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,268] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.06079242796006412, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9466496892733406, 'colsample_bytree': 0.9111137582947367, 'gamma': 1.0013320876643665, 'reg_alpha': 0.6599265413683717, 'reg_lambda': 1.0659058303979447}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,625] Trial 68 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.09196066907646834, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9128469329797622, 'colsample_bytree': 0.9872265315888157, 'gamma': 0.5197257863699148, 'reg_alpha': 0.7575955188456814, 'reg_lambda': 0.7968440063549693}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:35,812] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 150, 'learning_rate': 0.07657776204874427, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8993426997255918, 'colsample_bytree': 0.9683931000926644, 'gamma': 1.6724851878511053, 'reg_alpha': 0.8603926700916013, 'reg_lambda': 1.2011019862239827}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,005] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.1156839256000364, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9286804000926696, 'colsample_bytree': 0.6500878385678874, 'gamma': 0.698807403481662, 'reg_alpha': 0.8075203661777048, 'reg_lambda': 1.5951146214239769}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,274] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.11165556886642454, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9816615116575984, 'colsample_bytree': 0.7037010167792629, 'gamma': 1.2564780994966238, 'reg_alpha': 0.9255906679044331, 'reg_lambda': 1.3557388092243066}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,445] Trial 72 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 162, 'learning_rate': 0.12636107243412079, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8377287017618503, 'colsample_bytree': 0.7173606413105117, 'gamma': 1.9000816013404003, 'reg_alpha': 0.843939020201233, 'reg_lambda': 1.3245338376390627}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,655] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 136, 'learning_rate': 0.09843786008357021, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.856405536070185, 'colsample_bytree': 0.7340075198798923, 'gamma': 3.099450597452161, 'reg_alpha': 0.7064025875300883, 'reg_lambda': 1.1032401940963212}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:36,966] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.08764836894678113, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9696473210180436, 'colsample_bytree': 0.6331035228812224, 'gamma': 0.12289910890427258, 'reg_alpha': 0.9789204070054635, 'reg_lambda': 1.4356423667399374}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:37,210] Trial 75 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 212, 'learning_rate': 0.14146622878772022, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9235436344642404, 'colsample_bytree': 0.7615216814328613, 'gamma': 0.8889260101136061, 'reg_alpha': 0.9130850081690223, 'reg_lambda': 1.2091368373383014}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:37,520] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.06771335182096785, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8203024195049878, 'colsample_bytree': 0.6720184156644964, 'gamma': 2.2944467429188906, 'reg_alpha': 0.8688490758071972, 'reg_lambda': 1.026709923804732}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:37,736] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.16132885119047166, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9463927592929087, 'colsample_bytree': 0.6852259228978876, 'gamma': 0.31198972557249993, 'reg_alpha': 0.7843496205005251, 'reg_lambda': 0.8953148049799098}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,050] Trial 78 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 73, 'learning_rate': 0.05523419896492867, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7830016768485744, 'colsample_bytree': 0.7068698701471974, 'gamma': 0.0004962374565419814, 'reg_alpha': 0.8278839713004722, 'reg_lambda': 0.7215022603685822}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,236] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.10558910052709065, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9925465951333335, 'colsample_bytree': 0.7247402109779993, 'gamma': 0.7119177158637018, 'reg_alpha': 0.6315883956715034, 'reg_lambda': 1.1382312795075653}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,503] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.0834435934656047, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8775583136592578, 'colsample_bytree': 0.6573249641190044, 'gamma': 2.65249031635801, 'reg_alpha': 0.7448558503615054, 'reg_lambda': 1.5086628362100318}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,727] Trial 81 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.12154580883583109, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9354922584710862, 'colsample_bytree': 0.6702711491371501, 'gamma': 0.506332852006883, 'reg_alpha': 0.7162293930581303, 'reg_lambda': 1.378071625151989}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:38,950] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.09953593775944886, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9546921295108115, 'colsample_bytree': 0.6988256329172805, 'gamma': 0.3989965497295229, 'reg_alpha': 0.6741937683172055, 'reg_lambda': 1.287420132064895}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,269] Trial 83 finished with value: 0.744047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.07386142473118842, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9074582768007047, 'colsample_bytree': 0.686369043307656, 'gamma': 1.0589774009299684, 'reg_alpha': 0.8780903338889114, 'reg_lambda': 1.2432850859451638}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,464] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.11156056911750352, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9662865816897483, 'colsample_bytree': 0.6393849553093714, 'gamma': 0.5890388157878987, 'reg_alpha': 0.4101047194897618, 'reg_lambda': 2.9848985956085152}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,644] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 169, 'learning_rate': 0.13706859969697419, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9444813549416744, 'colsample_bytree': 0.7451340206555714, 'gamma': 1.375917034110004, 'reg_alpha': 0.7944020703348459, 'reg_lambda': 1.3276449985866}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:39,926] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.13790503357544698, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9404823045130506, 'colsample_bytree': 0.7466761299471345, 'gamma': 1.3327052815914824, 'reg_alpha': 0.7885881618397484, 'reg_lambda': 1.4563968303491237}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,124] Trial 87 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.18060731160714502, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9393953564349818, 'colsample_bytree': 0.7461679551008138, 'gamma': 1.3821367694466749, 'reg_alpha': 0.7921576662932763, 'reg_lambda': 1.6135728407325574}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,300] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.22865171129035586, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9210410212290108, 'colsample_bytree': 0.7821545897851925, 'gamma': 1.5799552377224066, 'reg_alpha': 0.8293594933134537, 'reg_lambda': 0.9743313152120027}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,565] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.15380175511695562, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8901529419918368, 'colsample_bytree': 0.7616262202370473, 'gamma': 1.2799032145722886, 'reg_alpha': 0.75973120502618, 'reg_lambda': 1.4560319390804697}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,733] Trial 90 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 137, 'learning_rate': 0.09275936591443168, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9488769523284677, 'colsample_bytree': 0.8526664429940597, 'gamma': 1.9698432703985753, 'reg_alpha': 0.807770331084088, 'reg_lambda': 0.590225850362563}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:40,886] Trial 91 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.13676683928034009, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9750672354312022, 'colsample_bytree': 0.7986186493809156, 'gamma': 1.7436430193669334, 'reg_alpha': 0.8693849997894584, 'reg_lambda': 1.3291244518670537}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,126] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.20564321591690599, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9596671753332922, 'colsample_bytree': 0.7147513209053787, 'gamma': 1.12521489443042, 'reg_alpha': 0.9614013189007408, 'reg_lambda': 1.5401365338589774}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,271] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.12542089296989611, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9303265719594139, 'colsample_bytree': 0.751378605866436, 'gamma': 1.5031645238660274, 'reg_alpha': 0.9201865104858566, 'reg_lambda': 1.4099890480658956}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,520] Trial 94 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 56, 'learning_rate': 0.12214577938264176, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9268897771395026, 'colsample_bytree': 0.7716322209422948, 'gamma': 1.446622726179191, 'reg_alpha': 0.8401615946471599, 'reg_lambda': 1.1707650835286256}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:41,656] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 37, 'learning_rate': 0.02785548617670688, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9423550994804849, 'colsample_bytree': 0.7463462225818616, 'gamma': 0.994861824909935, 'reg_alpha': 0.7734620940041377, 'reg_lambda': 1.7447819782203804}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,041] Trial 96 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.15027815045873177, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9143059926291948, 'colsample_bytree': 0.7340200921616753, 'gamma': 1.5361244402278706, 'reg_alpha': 0.9189119955151913, 'reg_lambda': 1.0915224826199705}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,241] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.13345691215283942, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9024127615015382, 'colsample_bytree': 0.821480340912729, 'gamma': 0.8111225417790625, 'reg_alpha': 0.881492381017271, 'reg_lambda': 1.4159823937208087}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,384] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.08345454187189918, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9882040162498503, 'colsample_bytree': 0.8805831342016504, 'gamma': 1.1659675818234796, 'reg_alpha': 0.7298422260344499, 'reg_lambda': 1.2565080790167718}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,673] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.10630872162307708, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.954493199684041, 'colsample_bytree': 0.7908954551160845, 'gamma': 1.3191655735765075, 'reg_alpha': 0.791244947343749, 'reg_lambda': 1.4805041789418343}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:42,857] Trial 100 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 178, 'learning_rate': 0.16661144121356378, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9660518395072833, 'colsample_bytree': 0.8074367677665434, 'gamma': 0.9240550480483609, 'reg_alpha': 0.6835729538924337, 'reg_lambda': 2.477384344561318}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,045] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 186, 'learning_rate': 0.12998995953626588, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9004504030360332, 'colsample_bytree': 0.8290945568199088, 'gamma': 0.7880109966783582, 'reg_alpha': 0.8933937276610279, 'reg_lambda': 1.4105542935529598}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,245] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.11586401183610946, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9340660153206253, 'colsample_bytree': 0.9011624046176376, 'gamma': 0.7034086266918198, 'reg_alpha': 0.821723960697007, 'reg_lambda': 1.3796188252201809}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,626] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 200, 'learning_rate': 0.127799345158713, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9172271728384342, 'colsample_bytree': 0.8336680047981508, 'gamma': 0.2344802556937211, 'reg_alpha': 0.8984091151951618, 'reg_lambda': 1.2279475699468982}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,825] Trial 104 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.09388626902665924, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8913189996102336, 'colsample_bytree': 0.7554315132677165, 'gamma': 0.5423740766460579, 'reg_alpha': 0.9340923799820224, 'reg_lambda': 1.3348050203224533}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:43,971] Trial 105 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.14572690964268853, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9076214771221895, 'colsample_bytree': 0.8739271678308845, 'gamma': 1.2217055500996403, 'reg_alpha': 0.8424176039011361, 'reg_lambda': 1.1520647797809949}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,075] Trial 106 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.10733759355035516, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9432593913272723, 'colsample_bytree': 0.8550250109018945, 'gamma': 0.7967551852284351, 'reg_alpha': 0.944801783887669, 'reg_lambda': 1.2912217992259947}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,322] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.06613781295432888, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9287295767952066, 'colsample_bytree': 0.7534026501330985, 'gamma': 0.40053963337305043, 'reg_alpha': 0.8633210030151548, 'reg_lambda': 1.4113809231712937}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,524] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 61, 'learning_rate': 0.12042640321359846, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6877831877684389, 'colsample_bytree': 0.7764488601292071, 'gamma': 1.0358733023422135, 'reg_alpha': 0.8881428515365134, 'reg_lambda': 1.0396957412877743}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,833] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 209, 'learning_rate': 0.07691606444020282, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8722758700124489, 'colsample_bytree': 0.8624587319298994, 'gamma': 1.655971185835176, 'reg_alpha': 0.8070586749093921, 'reg_lambda': 0.9262800272405864}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:44,981] Trial 110 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 79, 'learning_rate': 0.08676928757229453, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8408150177176946, 'colsample_bytree': 0.725687470243075, 'gamma': 1.4959820865678521, 'reg_alpha': 0.7518937829067, 'reg_lambda': 1.6437951294773396}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,171] Trial 111 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 181, 'learning_rate': 0.13478412514422342, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8979409234507436, 'colsample_bytree': 0.8201086631407202, 'gamma': 0.778296776099295, 'reg_alpha': 0.8533877637211575, 'reg_lambda': 1.397220587164744}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,449] Trial 112 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.1377316426022026, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8571053607091929, 'colsample_bytree': 0.8275356721854248, 'gamma': 0.6472421952103571, 'reg_alpha': 0.8476173628757384, 'reg_lambda': 1.5456831547791805}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,737] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 179, 'learning_rate': 0.17417875936525043, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8830121409374069, 'colsample_bytree': 0.8051127354155714, 'gamma': 0.8839096026987959, 'reg_alpha': 0.9089968182813528, 'reg_lambda': 1.7155925511190506}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:45,919] Trial 114 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.10276513808361558, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9100566893206289, 'colsample_bytree': 0.7644358329264103, 'gamma': 1.1283384579029532, 'reg_alpha': 0.7805903145245395, 'reg_lambda': 1.4789416308169248}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,271] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.19748791299285934, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9232914895030323, 'colsample_bytree': 0.9355688129655882, 'gamma': 0.7377464198094129, 'reg_alpha': 0.7210165594357072, 'reg_lambda': 1.8309454747645773}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,462] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.15854793162400918, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8987605757638426, 'colsample_bytree': 0.7413899475241332, 'gamma': 0.3410174235037682, 'reg_alpha': 0.501985711467232, 'reg_lambda': 1.1921013386800745}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,706] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.11495528149417651, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9351240627761563, 'colsample_bytree': 0.8476255722275873, 'gamma': 0.1369985613897594, 'reg_alpha': 0.818876092166565, 'reg_lambda': 1.3092466058157721}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:46,992] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.09805868947824238, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9485735919792109, 'colsample_bytree': 0.7931967635760306, 'gamma': 1.3456317466332512, 'reg_alpha': 0.8658366473339694, 'reg_lambda': 1.4038394532967242}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,162] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.13234923649979355, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9570325910185706, 'colsample_bytree': 0.8367808554159909, 'gamma': 0.5441152928841684, 'reg_alpha': 0.9171358431058203, 'reg_lambda': 1.1110812453461962}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,425] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.12482369361911447, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.977530176617615, 'colsample_bytree': 0.6793547506945574, 'gamma': 0.9780119649621393, 'reg_alpha': 0.9733294827126103, 'reg_lambda': 0.8386746010720506}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,614] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 179, 'learning_rate': 0.13522747006180563, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9024727145600262, 'colsample_bytree': 0.8261813515825642, 'gamma': 0.8068210455432707, 'reg_alpha': 0.8776770604261819, 'reg_lambda': 1.3582056685743162}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:47,908] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.15003876586888157, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.918966640784179, 'colsample_bytree': 0.7825387614812175, 'gamma': 0.4696416036641804, 'reg_alpha': 0.8959307405778048, 'reg_lambda': 1.5803754810338562}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,310] Trial 123 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 203, 'learning_rate': 0.11250320450207471, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8637192347536086, 'colsample_bytree': 0.695459921294722, 'gamma': 0.6340440932995475, 'reg_alpha': 0.8538480380735052, 'reg_lambda': 1.4385584273618088}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,500] Trial 124 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 166, 'learning_rate': 0.09384029455118618, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8868624493594796, 'colsample_bytree': 0.8979223003027895, 'gamma': 0.9213393822407017, 'reg_alpha': 0.79527712488658, 'reg_lambda': 1.2624499825711335}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,716] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.14430383181412193, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8969537144568518, 'colsample_bytree': 0.8199528261958673, 'gamma': 0.8332065459300032, 'reg_alpha': 0.826667505265921, 'reg_lambda': 1.2156732782740862}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:48,965] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.10497651121160516, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.929756645741982, 'colsample_bytree': 0.8172397442941438, 'gamma': 1.2241793292048406, 'reg_alpha': 0.9373325618069991, 'reg_lambda': 1.4852593469976403}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:49,204] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.1786431185427789, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9422645844330343, 'colsample_bytree': 0.9217614450318693, 'gamma': 1.0857129621404658, 'reg_alpha': 0.8837284145971832, 'reg_lambda': 1.3955055751452954}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:49,550] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 161, 'learning_rate': 0.12830033766964855, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8772823149144258, 'colsample_bytree': 0.7296544696054194, 'gamma': 0.22091633477065525, 'reg_alpha': 0.7496687745580154, 'reg_lambda': 1.322175461792774}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:49,742] Trial 129 finished with value: 0.761904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.12412347900755202, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8777784036226582, 'colsample_bytree': 0.73833360118139, 'gamma': 0.29760619619909184, 'reg_alpha': 0.654037362925809, 'reg_lambda': 1.308917801460517}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,005] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 141, 'learning_rate': 0.2440052538522043, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8604177644415394, 'colsample_bytree': 0.7141524235272133, 'gamma': 0.25228501876296305, 'reg_alpha': 0.6634345648175013, 'reg_lambda': 1.0149741503459215}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,184] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.22730748658734365, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8731800765864259, 'colsample_bytree': 0.7150368739185857, 'gamma': 0.28195217867601785, 'reg_alpha': 0.6481096276900364, 'reg_lambda': 0.9992980267776171}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,408] Trial 132 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 160, 'learning_rate': 0.014488012109964074, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8478276028683622, 'colsample_bytree': 0.7309903302098522, 'gamma': 0.08730934763711762, 'reg_alpha': 0.7434889923138986, 'reg_lambda': 1.0660687697118922}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,669] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.2540629948512202, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.854123106771683, 'colsample_bytree': 0.7033834410719888, 'gamma': 0.19167164923950447, 'reg_alpha': 0.6978215142123025, 'reg_lambda': 1.1222029482258011}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:50,885] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.11985714864550008, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8669808583324637, 'colsample_bytree': 0.7197804871151744, 'gamma': 0.40134829856932736, 'reg_alpha': 0.5821864265266937, 'reg_lambda': 1.167942133351739}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:51,178] Trial 135 finished with value: 0.744047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.2736491461617072, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8768116168686324, 'colsample_bytree': 0.689059966445486, 'gamma': 0.2219971859948538, 'reg_alpha': 0.6257057662635703, 'reg_lambda': 1.3040930559312507}. Best is trial 27 with value: 0.7678571428571429.
[I 2025-11-03 19:48:51,448] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.16295437174471952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8362486429817028, 'colsample_bytree': 0.7286945115872157, 'gamma': 0.4843811457232581, 'reg_alpha': 0.6581632744223763, 'reg_lambda': 1.2423686961025187}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:51,708] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.18955050103787868, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8334733799768892, 'colsample_bytree': 0.7222217320201643, 'gamma': 0.4478087862163826, 'reg_alpha': 0.6074149374654442, 'reg_lambda': 1.2372441523666198}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:51,910] Trial 138 finished with value: 0.755952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.21251766345927198, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8314274155610921, 'colsample_bytree': 0.7086420501470103, 'gamma': 0.48302449197820335, 'reg_alpha': 0.5477537586534239, 'reg_lambda': 1.2418614836563606}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,087] Trial 139 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 151, 'learning_rate': 0.21518522761127656, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8266439046577598, 'colsample_bytree': 0.7076279949434505, 'gamma': 0.4222312902047161, 'reg_alpha': 0.5248819106453294, 'reg_lambda': 1.248294209567124}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,354] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.21775486889843634, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8299296684759851, 'colsample_bytree': 0.7064941639991105, 'gamma': 0.46057636700308585, 'reg_alpha': 0.5455101179891721, 'reg_lambda': 1.2224683864534798}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,550] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.21596958108222897, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8287075815711225, 'colsample_bytree': 0.7077477809834887, 'gamma': 0.44197503705860763, 'reg_alpha': 0.5166371224081282, 'reg_lambda': 1.2464277363137959}. Best is trial 136 with value: 0.7738095238095238.
[I 2025-11-03 19:48:52,739] Trial 142 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 149, 'learning_rate': 0.21832909487912278, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8302401651695708, 'colsample_bytree': 0.7113697697012913, 'gamma': 0.4586966360813906, 'reg_alpha': 0.5191378039248066, 'reg_lambda': 1.2083103990044304}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:52,976] Trial 143 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.21191108570727477, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8281997769688083, 'colsample_bytree': 0.7098135400452953, 'gamma': 0.30938077448797774, 'reg_alpha': 0.5192273168372388, 'reg_lambda': 1.2541272081598975}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,155] Trial 144 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 137, 'learning_rate': 0.23522486335366433, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8039697186651996, 'colsample_bytree': 0.7264827505767324, 'gamma': 0.3027384833294138, 'reg_alpha': 0.5543953103454641, 'reg_lambda': 1.2106728972135772}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,335] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.2827720175730419, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.821945187660589, 'colsample_bytree': 0.7107774142926567, 'gamma': 0.07290376256931863, 'reg_alpha': 0.5348404472905157, 'reg_lambda': 1.2625566179231438}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,715] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.2409529378547408, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8369130967057719, 'colsample_bytree': 0.7001989765990371, 'gamma': 0.5349501137136128, 'reg_alpha': 0.46074408135016476, 'reg_lambda': 1.0864177625584621}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:53,882] Trial 147 finished with value: 0.738095238095238 and parameters: {'n_estimators': 139, 'learning_rate': 0.2121761479833826, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8162248066136939, 'colsample_bytree': 0.7196097496314674, 'gamma': 0.36722788362611336, 'reg_alpha': 0.44511335151746345, 'reg_lambda': 1.1723431848761432}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,041] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.19544851998725085, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8453584970173097, 'colsample_bytree': 0.737150748898209, 'gamma': 0.21528368370011844, 'reg_alpha': 0.5681598096797701, 'reg_lambda': 1.2110919800804125}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,214] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.2029979386986805, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8089912001030231, 'colsample_bytree': 0.6968391820701686, 'gamma': 0.4778935058932996, 'reg_alpha': 0.5971689198553743, 'reg_lambda': 1.2966683559943952}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,490] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 120, 'learning_rate': 0.26598371743186316, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8303287678580197, 'colsample_bytree': 0.6809002741825596, 'gamma': 0.5902990487413667, 'reg_alpha': 0.47775848552361494, 'reg_lambda': 1.0189517583132182}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,663] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.2596082886465556, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8286563511304118, 'colsample_bytree': 0.6767921581534528, 'gamma': 0.6025928060627385, 'reg_alpha': 0.48301979959623975, 'reg_lambda': 1.0431558836041792}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:54,851] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.24191747013703, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7917872227940869, 'colsample_bytree': 0.6857023789291192, 'gamma': 0.3394835311843488, 'reg_alpha': 0.5210555620939198, 'reg_lambda': 0.9538709083810611}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,137] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 160, 'learning_rate': 0.18923735228014613, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8433038552865958, 'colsample_bytree': 0.6641698366462478, 'gamma': 0.14690150449858233, 'reg_alpha': 0.620424178784352, 'reg_lambda': 1.0083247822102896}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,332] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.188103655367896, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8395031295460583, 'colsample_bytree': 0.6614670470889625, 'gamma': 0.13890951296137677, 'reg_alpha': 0.5741736671007618, 'reg_lambda': 1.129062177467106}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,505] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.2985094327553368, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8148500807774205, 'colsample_bytree': 0.6529820728961657, 'gamma': 0.46265423179011483, 'reg_alpha': 0.6131794948974401, 'reg_lambda': 1.2394495292516206}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,746] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.211003347844581, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8509354217300311, 'colsample_bytree': 0.7260069150958494, 'gamma': 0.6757643144562645, 'reg_alpha': 0.5006505361388099, 'reg_lambda': 1.3034638582373843}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:55,931] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.17045887393842718, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8249045448159871, 'colsample_bytree': 0.6670470736965175, 'gamma': 0.020666014125697713, 'reg_alpha': 0.4086891900755634, 'reg_lambda': 1.3326743205957265}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,085] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 102, 'learning_rate': 0.21548880299382778, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8352892839840703, 'colsample_bytree': 0.7039923754145447, 'gamma': 0.577451223045164, 'reg_alpha': 0.5292130293981596, 'reg_lambda': 1.176028106617296}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,331] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 108, 'learning_rate': 0.21883263102474337, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8328656336345731, 'colsample_bytree': 0.7041016105211545, 'gamma': 0.5272391431523126, 'reg_alpha': 0.5331603389276439, 'reg_lambda': 1.1744913935987669}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,557] Trial 160 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 98, 'learning_rate': 0.1885339922673825, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8428219727678313, 'colsample_bytree': 0.6915423958025549, 'gamma': 0.5624742633438924, 'reg_alpha': 0.5312335948103633, 'reg_lambda': 1.1201868751966084}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,730] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.1853826948247869, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8437617040362516, 'colsample_bytree': 0.6926010641030325, 'gamma': 0.5657721569927155, 'reg_alpha': 0.48321377080901545, 'reg_lambda': 1.1226613470988682}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:56,907] Trial 162 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.2259486716002909, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8346062503062087, 'colsample_bytree': 0.6809104755898482, 'gamma': 0.36649925272476463, 'reg_alpha': 0.5260266920690562, 'reg_lambda': 1.1839912607001866}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,070] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 107, 'learning_rate': 0.2689237760096574, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8179688154671952, 'colsample_bytree': 0.6926405276849359, 'gamma': 0.6036873551819959, 'reg_alpha': 0.5859249805716181, 'reg_lambda': 1.0758740345422726}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,277] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.27027240809350545, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8197890379765094, 'colsample_bytree': 0.703607115126993, 'gamma': 0.5922042852871083, 'reg_alpha': 0.5922115145176485, 'reg_lambda': 1.0849824844642917}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,450] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.1968954577721481, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8010075715278816, 'colsample_bytree': 0.6939275628518974, 'gamma': 0.2993836733019083, 'reg_alpha': 0.5541885853197404, 'reg_lambda': 1.0094698538678213}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,610] Trial 166 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 107, 'learning_rate': 0.2534263985925724, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8113162951623991, 'colsample_bytree': 0.7204619068278383, 'gamma': 0.6855822489721396, 'reg_alpha': 0.6216505263204704, 'reg_lambda': 1.1485123128063777}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:57,773] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.22027668841995712, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8395389935168591, 'colsample_bytree': 0.6712204485599746, 'gamma': 0.4369814870380296, 'reg_alpha': 0.5110128712081876, 'reg_lambda': 0.9094680251594147}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,044] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.1821303143124484, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8221844359978033, 'colsample_bytree': 0.7020651088613719, 'gamma': 0.1574737363592545, 'reg_alpha': 0.539281454240592, 'reg_lambda': 1.0657785136028735}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,212] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.29983904366472847, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8465810050487157, 'colsample_bytree': 0.7390069962716103, 'gamma': 0.5444429943252643, 'reg_alpha': 0.45093640824577147, 'reg_lambda': 1.1841637449639209}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,377] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 94, 'learning_rate': 0.16149350407071122, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8314093343123413, 'colsample_bytree': 0.7299675450751205, 'gamma': 0.24580530664040398, 'reg_alpha': 0.6428659009968852, 'reg_lambda': 0.9499699045442208}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,637] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 95, 'learning_rate': 0.16178989326621954, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8295217246604872, 'colsample_bytree': 0.7278816303938836, 'gamma': 0.22518949408136163, 'reg_alpha': 0.5684601135503857, 'reg_lambda': 0.9564767229713483}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:58,831] Trial 172 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 92, 'learning_rate': 0.16584399761660215, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8307772052655636, 'colsample_bytree': 0.709336792564965, 'gamma': 0.3873738430894755, 'reg_alpha': 0.5704076731980376, 'reg_lambda': 0.8616072929988545}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 19:48:59,129] Trial 173 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 93, 'learning_rate': 0.16561262608564262, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8306674826986111, 'colsample_bytree': 0.7102536061724234, 'gamma': 0.42335944466146624, 'reg_alpha': 0.5620135430508686, 'reg_lambda': 0.8484416763668283}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,347] Trial 174 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 94, 'learning_rate': 0.1656620804133247, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8316129765827898, 'colsample_bytree': 0.7090374927130734, 'gamma': 4.879693791992234, 'reg_alpha': 0.5721968337613375, 'reg_lambda': 0.8945328156694659}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,507] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.19849551350352868, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8149566009154665, 'colsample_bytree': 0.6929744879332848, 'gamma': 0.40729967170862247, 'reg_alpha': 0.6434769884259737, 'reg_lambda': 0.8082692763353891}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,757] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.16239939808473736, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8250473246368631, 'colsample_bytree': 0.715061526905174, 'gamma': 0.28796378045051885, 'reg_alpha': 0.596545126028085, 'reg_lambda': 0.8434171368684853}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:48:59,926] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 98, 'learning_rate': 0.17379109676224158, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8361110126986004, 'colsample_bytree': 0.7019477032814037, 'gamma': 0.11575452875120451, 'reg_alpha': 0.5602072582742519, 'reg_lambda': 0.9443680765579937}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,110] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.17364013922585575, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8051008774448856, 'colsample_bytree': 0.684372938595383, 'gamma': 0.07932124381501089, 'reg_alpha': 0.5582445504796532, 'reg_lambda': 0.9527513474305146}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,268] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.15556306328163547, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8396044203356855, 'colsample_bytree': 0.7039954795130909, 'gamma': 0.15456157527432782, 'reg_alpha': 0.48470844111588507, 'reg_lambda': 0.7692363098676556}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,432] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.20429167080248944, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7953458747979668, 'colsample_bytree': 0.6978004246511671, 'gamma': 0.023672330577900358, 'reg_alpha': 0.5268364662558656, 'reg_lambda': 0.8642554355883173}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,635] Trial 181 finished with value: 0.761904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.18277289461646484, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8328004290201849, 'colsample_bytree': 0.7205172980133808, 'gamma': 0.38583120628017176, 'reg_alpha': 0.586221898703709, 'reg_lambda': 0.979210869944725}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:00,789] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.18749100931764204, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8238890500782444, 'colsample_bytree': 0.7126403660842616, 'gamma': 0.2965603237205787, 'reg_alpha': 0.6061594550872312, 'reg_lambda': 0.9670016458151927}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,052] Trial 183 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 95, 'learning_rate': 0.22593716204681455, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8521691976178539, 'colsample_bytree': 0.6902337608633745, 'gamma': 0.5013269886221465, 'reg_alpha': 0.5411446036246774, 'reg_lambda': 0.9240539260597191}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,229] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.16800020351501796, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8357350349285046, 'colsample_bytree': 0.7223542794107972, 'gamma': 0.6286676349949235, 'reg_alpha': 0.5664334885899576, 'reg_lambda': 0.7125198736228031}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,387] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.20868356230481933, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.817240830095906, 'colsample_bytree': 0.7083193715428432, 'gamma': 0.2201736579105486, 'reg_alpha': 0.4966618134214982, 'reg_lambda': 1.0358398591637903}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,536] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.19261347093973696, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.843573169789506, 'colsample_bytree': 0.6777717393826779, 'gamma': 0.3814770939550617, 'reg_alpha': 0.6363875735347646, 'reg_lambda': 1.000307594078445}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:01,826] Trial 187 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.23474841981313832, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8279167544349174, 'colsample_bytree': 0.7293506567654834, 'gamma': 0.47789711945515984, 'reg_alpha': 0.5146423314880273, 'reg_lambda': 0.8540918673911805}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,071] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.262275977264702, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8543993588355592, 'colsample_bytree': 0.7002271000658484, 'gamma': 0.2831443959367669, 'reg_alpha': 0.6126721125981284, 'reg_lambda': 2.152425841764808}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,301] Trial 189 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 118, 'learning_rate': 0.25901506317940776, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8593433685298278, 'colsample_bytree': 0.7005799713241126, 'gamma': 0.16226311904913254, 'reg_alpha': 0.542000207596397, 'reg_lambda': 2.1929811224878053}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,515] Trial 190 finished with value: 0.744047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.2775487644523073, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8510882836293227, 'colsample_bytree': 0.6871311290454847, 'gamma': 0.2806997523746538, 'reg_alpha': 0.5772525829110754, 'reg_lambda': 0.9198098118522048}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,671] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.2177817421312321, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8348243731808892, 'colsample_bytree': 0.6978028332497389, 'gamma': 0.4064096174845322, 'reg_alpha': 0.6063596009670282, 'reg_lambda': 2.7455549415227645}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:02,920] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.17281133200139095, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8427909970007986, 'colsample_bytree': 0.7131184411473118, 'gamma': 0.5750087119230248, 'reg_alpha': 0.6545662346728502, 'reg_lambda': 2.4390477484908684}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,070] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 97, 'learning_rate': 0.15466231346856213, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8280612797414935, 'colsample_bytree': 0.6732543740431539, 'gamma': 0.3136312387907334, 'reg_alpha': 0.6175342503459668, 'reg_lambda': 1.9131343692099845}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,235] Trial 194 finished with value: 0.755952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.24675189830757, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8186406683787638, 'colsample_bytree': 0.717904430033157, 'gamma': 0.11160808455706311, 'reg_alpha': 0.5528261693094383, 'reg_lambda': 1.1133579146032937}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,463] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.19538573469130915, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8353481248167831, 'colsample_bytree': 0.7059810570657032, 'gamma': 0.7141236352144185, 'reg_alpha': 0.5877481785726756, 'reg_lambda': 2.085678534053403}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,629] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.18143230952010644, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8089136473990801, 'colsample_bytree': 0.6888246988116856, 'gamma': 0.48423563732896685, 'reg_alpha': 0.5308847070002511, 'reg_lambda': 1.0759117634990951}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,836] Trial 197 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 93, 'learning_rate': 0.2647837904583058, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8443383132453849, 'colsample_bytree': 0.6649645095787763, 'gamma': 0.2123698214556598, 'reg_alpha': 0.37432639381696736, 'reg_lambda': 1.1448747452679613}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:03,985] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 85, 'learning_rate': 0.22614351286852916, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8230571358792081, 'colsample_bytree': 0.7294842953385038, 'gamma': 0.6153150618159486, 'reg_alpha': 0.5614935674669066, 'reg_lambda': 1.033350117737683}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:04,182] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.1619316861518339, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8594773630624504, 'colsample_bytree': 0.7013023770214555, 'gamma': 0.3781159987508469, 'reg_alpha': 0.49832561230162864, 'reg_lambda': 1.1955212297370765}. Best is trial 173 with value: 0.7857142857142857.
[I 2025-11-03 19:49:04,189] A new study created in memory with name: no-name-f5758a06-5c6d-48ae-9a64-afceac0fc5e8
[I 2025-11-03 19:49:04,414] Trial 0 finished with value: 0.755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.0784225480988377, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9959864944955964, 'colsample_bytree': 0.9316139715409586, 'gamma': 0.03934606147160624, 'reg_alpha': 0.3190985747757409, 'reg_lambda': 2.123421669983817}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:04,674] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.016549819792625098, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.6047595187820468, 'colsample_bytree': 0.6385453744358116, 'gamma': 0.2650229997859632, 'reg_alpha': 0.4844575855917699, 'reg_lambda': 1.4809266837053117}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:04,733] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.018081866270520445, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8118133033785713, 'colsample_bytree': 0.9055843057735598, 'gamma': 2.082129526510771, 'reg_alpha': 0.6466780648402537, 'reg_lambda': 1.266777332830657}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:04,997] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.02165729077941465, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7788443135341822, 'colsample_bytree': 0.8534166582579851, 'gamma': 2.2217178314312984, 'reg_alpha': 0.6509394116744134, 'reg_lambda': 0.8043352845466354}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,129] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.10881846409816913, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9766002108068315, 'colsample_bytree': 0.728211223492114, 'gamma': 0.9588336299903466, 'reg_alpha': 0.9017560680696352, 'reg_lambda': 0.8401791457187322}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,194] Trial 5 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 29, 'learning_rate': 0.027884150850424675, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6395219591782362, 'colsample_bytree': 0.776659708914831, 'gamma': 4.128501868643605, 'reg_alpha': 0.009974416442963041, 'reg_lambda': 2.3181357480090528}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,441] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.022796397685467578, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7794673921763435, 'colsample_bytree': 0.8719950266952888, 'gamma': 3.8227972640166956, 'reg_alpha': 0.6831133446560241, 'reg_lambda': 0.9238489831365324}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,568] Trial 7 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 66, 'learning_rate': 0.03265393270441751, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8737401219963288, 'colsample_bytree': 0.6662811325112755, 'gamma': 2.310580255097436, 'reg_alpha': 0.9847255976085316, 'reg_lambda': 1.592136788781513}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,629] Trial 8 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.0538438451206178, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6480303912695333, 'colsample_bytree': 0.6715534832118568, 'gamma': 2.300651982085194, 'reg_alpha': 0.14728313761868206, 'reg_lambda': 1.6899452734711027}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:05,761] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 85, 'learning_rate': 0.1056438960646554, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9076800036242318, 'colsample_bytree': 0.7997257235985455, 'gamma': 0.48379434652085385, 'reg_alpha': 0.3445419180167144, 'reg_lambda': 2.251562678424288}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,088] Trial 10 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.19094547897339506, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9909940917229392, 'colsample_bytree': 0.968535074004547, 'gamma': 1.3079824985255493, 'reg_alpha': 0.2746862361101102, 'reg_lambda': 2.537124856355292}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,261] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 131, 'learning_rate': 0.10523195087106657, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9827398577843736, 'colsample_bytree': 0.7436898072442633, 'gamma': 1.0321031536088348, 'reg_alpha': 0.9308329661641377, 'reg_lambda': 2.8996417511473247}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,434] Trial 12 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 122, 'learning_rate': 0.26414688428682714, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9228219753639484, 'colsample_bytree': 0.9937396113873633, 'gamma': 0.12051551804163853, 'reg_alpha': 0.8026090575439778, 'reg_lambda': 2.0377086478726243}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,676] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.2470927840197204, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.909212383000927, 'colsample_bytree': 0.9917852737247012, 'gamma': 0.027894974645816542, 'reg_alpha': 0.47904038694258344, 'reg_lambda': 2.1233393516519343}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:06,976] Trial 14 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 182, 'learning_rate': 0.05722494534611151, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9413231131821895, 'colsample_bytree': 0.9268851663547807, 'gamma': 4.8483159990916125, 'reg_alpha': 0.7871153517281989, 'reg_lambda': 2.040782926508324}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,135] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.15223960595612807, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8439090119771131, 'colsample_bytree': 0.9470262835452687, 'gamma': 1.5527024538744545, 'reg_alpha': 0.2791483226813907, 'reg_lambda': 2.6832602198746582}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,407] Trial 16 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 176, 'learning_rate': 0.010301193123840268, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7342020824333131, 'colsample_bytree': 0.9979828302020011, 'gamma': 3.029568200482407, 'reg_alpha': 0.39515854899122954, 'reg_lambda': 1.9856213136602148}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,553] Trial 17 finished with value: 0.744047619047619 and parameters: {'n_estimators': 65, 'learning_rate': 0.28584432843036184, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.929880685145173, 'colsample_bytree': 0.8527349292143148, 'gamma': 0.5713948625465759, 'reg_alpha': 0.7995175328660971, 'reg_lambda': 1.2457273834342728}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,709] Trial 18 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 108, 'learning_rate': 0.06161398531169057, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8681799298554155, 'colsample_bytree': 0.9017633829920846, 'gamma': 3.0102758302590997, 'reg_alpha': 0.15353526924416622, 'reg_lambda': 1.8959011656256748}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,803] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.07848822867746014, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.9562967749939871, 'colsample_bytree': 0.953455413930884, 'gamma': 1.7111705893110927, 'reg_alpha': 0.7674517800988698, 'reg_lambda': 0.5245128662449328}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:07,982] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.1577401522174971, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7142178316862523, 'colsample_bytree': 0.8941512390533781, 'gamma': 0.7522576594108803, 'reg_alpha': 0.5519611746092578, 'reg_lambda': 2.3934487490889587}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,202] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 50, 'learning_rate': 0.2961278709481379, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9284606331489156, 'colsample_bytree': 0.8352206436860042, 'gamma': 0.02751695505748389, 'reg_alpha': 0.8316966835439057, 'reg_lambda': 1.4150505049739939}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,301] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.21382330907851158, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8903331832233806, 'colsample_bytree': 0.8270378616472651, 'gamma': 0.6515406777345502, 'reg_alpha': 0.5835882260886486, 'reg_lambda': 1.1292806665299902}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,552] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.20726789234036558, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8865631851509809, 'colsample_bytree': 0.819146097449103, 'gamma': 0.49212043775352454, 'reg_alpha': 0.5618803624463855, 'reg_lambda': 1.8376015357653475}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,647] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.14161540009701218, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8357209131972945, 'colsample_bytree': 0.9313075922845142, 'gamma': 1.1105883736832534, 'reg_alpha': 0.39208755338317297, 'reg_lambda': 1.1492525214097884}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:08,913] Trial 25 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.04081848459176229, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9607277250624515, 'colsample_bytree': 0.9731950089730843, 'gamma': 0.016009269062762472, 'reg_alpha': 0.5713566246816623, 'reg_lambda': 1.724156412077368}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:09,140] Trial 26 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.04190788720510605, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9956999086872438, 'colsample_bytree': 0.973468223602016, 'gamma': 0.01863151143904647, 'reg_alpha': 0.7160410035056999, 'reg_lambda': 1.798967248090762}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:09,511] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.039158938175853315, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9557316265709751, 'colsample_bytree': 0.9982382790944161, 'gamma': 1.4344311770923008, 'reg_alpha': 0.2635634278147145, 'reg_lambda': 2.1485346577846682}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:09,735] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.07249660892063982, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9565677130563015, 'colsample_bytree': 0.9344814319983368, 'gamma': 1.7767014856332337, 'reg_alpha': 0.17239759029338778, 'reg_lambda': 2.4950399229934543}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:10,059] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.011906956201817247, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9654710339416339, 'colsample_bytree': 0.6089148271658228, 'gamma': 0.20427458666993678, 'reg_alpha': 0.459636665774816, 'reg_lambda': 1.4811808740038386}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:10,237] Trial 30 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 114, 'learning_rate': 0.08200705879660748, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9262829681187948, 'colsample_bytree': 0.9669757768950916, 'gamma': 0.3534389414547549, 'reg_alpha': 0.49933622821290025, 'reg_lambda': 1.6594590423451556}. Best is trial 0 with value: 0.755952380952381.
[I 2025-11-03 19:49:10,454] Trial 31 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 249, 'learning_rate': 0.2300841655319273, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8946143213734371, 'colsample_bytree': 0.9117313198779747, 'gamma': 0.7771476747164899, 'reg_alpha': 0.59310601051722, 'reg_lambda': 1.1006058899938775}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:10,760] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.04241138889710849, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9078544818526048, 'colsample_bytree': 0.9107519014838016, 'gamma': 0.8528179067609464, 'reg_alpha': 0.6146064695735308, 'reg_lambda': 1.4945790319565444}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:10,960] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 223, 'learning_rate': 0.1328586738248899, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9986195130955935, 'colsample_bytree': 0.8838706395991498, 'gamma': 0.307897171556624, 'reg_alpha': 0.7019060483685876, 'reg_lambda': 2.0065682862305874}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,196] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.18889786751348836, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8329763097248291, 'colsample_bytree': 0.9717639922740345, 'gamma': 0.3103789857978871, 'reg_alpha': 0.857130927067317, 'reg_lambda': 2.2267184460412177}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,456] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.015580521315515954, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9701386907672125, 'colsample_bytree': 0.9455818126774075, 'gamma': 1.132569990496803, 'reg_alpha': 0.40859533785609814, 'reg_lambda': 0.7014343013920092}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,615] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 88, 'learning_rate': 0.029141651378031493, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8572726966043591, 'colsample_bytree': 0.8644126813334396, 'gamma': 0.7109623742229986, 'reg_alpha': 0.6325217628392766, 'reg_lambda': 1.0332891420912174}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:11,844] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.23905506447829314, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9427035791834715, 'colsample_bytree': 0.9197702555897349, 'gamma': 2.0033553815523075, 'reg_alpha': 0.5323142432494402, 'reg_lambda': 1.3135903479888187}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,001] Trial 38 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 42, 'learning_rate': 0.02221684152020419, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8973368985509362, 'colsample_bytree': 0.9803123970971128, 'gamma': 0.24283999020981947, 'reg_alpha': 0.7432539784786305, 'reg_lambda': 2.718211666996709}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,142] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 78, 'learning_rate': 0.12192626022236339, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8068212363923277, 'colsample_bytree': 0.9520908994467426, 'gamma': 2.710108707741584, 'reg_alpha': 0.6627600209598812, 'reg_lambda': 1.741364235567227}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,442] Trial 40 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.09459282376140488, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7532021812717937, 'colsample_bytree': 0.8832800578953908, 'gamma': 0.9284863874194114, 'reg_alpha': 0.01658458249308714, 'reg_lambda': 2.3803108619560196}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,527] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 23, 'learning_rate': 0.22505888158330503, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8850323757654176, 'colsample_bytree': 0.7716483504893815, 'gamma': 0.7285598105965139, 'reg_alpha': 0.5946430144186523, 'reg_lambda': 0.9201162971142515}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,782] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.17533983814195586, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9208656539337919, 'colsample_bytree': 0.8352882899340489, 'gamma': 0.5538301161618436, 'reg_alpha': 0.5862807021269945, 'reg_lambda': 1.1338098920980904}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:12,865] Trial 43 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 38, 'learning_rate': 0.2597322431426605, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9757280175524955, 'colsample_bytree': 0.7338541717531994, 'gamma': 0.03718148852152359, 'reg_alpha': 0.45117520156756663, 'reg_lambda': 0.6966665768840417}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,124] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.16909830033651072, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9408586059155797, 'colsample_bytree': 0.7932722597511772, 'gamma': 1.2355011319431763, 'reg_alpha': 0.32716182083523604, 'reg_lambda': 1.5594931614728853}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,256] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.036300296225567436, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6046698355964546, 'colsample_bytree': 0.7145752873518969, 'gamma': 0.5699017982071549, 'reg_alpha': 0.6646323668744394, 'reg_lambda': 1.9157800103734088}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,515] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.05390921352332584, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7889002377928737, 'colsample_bytree': 0.9096575207080242, 'gamma': 0.24172328201509202, 'reg_alpha': 0.8911394665950264, 'reg_lambda': 1.3394778151109517}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,683] Trial 47 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.04708587630382418, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8926989535062474, 'colsample_bytree': 0.9847886228853822, 'gamma': 3.5192342721891996, 'reg_alpha': 0.9878825152792086, 'reg_lambda': 1.0170578152617646}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:13,844] Trial 48 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 101, 'learning_rate': 0.0266759707645181, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8577300702076175, 'colsample_bytree': 0.9565349246533389, 'gamma': 0.9367111419769725, 'reg_alpha': 0.4253958623377193, 'reg_lambda': 2.1276392795616976}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,043] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 215, 'learning_rate': 0.06766827049277556, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9778155959832228, 'colsample_bytree': 0.9315992421086893, 'gamma': 4.425006809697573, 'reg_alpha': 0.3588945896298276, 'reg_lambda': 1.669428548039337}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,256] Trial 50 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 32, 'learning_rate': 0.20503797498125487, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.644722415375935, 'colsample_bytree': 0.7571151768196646, 'gamma': 0.3740482179711129, 'reg_alpha': 0.5127910971744181, 'reg_lambda': 1.1356830530394326}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,408] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.18728486677200545, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9108088799183212, 'colsample_bytree': 0.8441378672189046, 'gamma': 0.5606953907736579, 'reg_alpha': 0.595702467084054, 'reg_lambda': 0.8290316463132591}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,548] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.2705151301465321, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9115121030287425, 'colsample_bytree': 0.8171729349847359, 'gamma': 0.686643529646441, 'reg_alpha': 0.5766375054358404, 'reg_lambda': 1.1842416201175656}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,866] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.1677300986534699, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9295748885002331, 'colsample_bytree': 0.8680291168519058, 'gamma': 0.17480906464874815, 'reg_alpha': 0.6420345444774274, 'reg_lambda': 1.0464317055237757}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:14,943] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.22367469628196263, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9424712838958604, 'colsample_bytree': 0.872579343225683, 'gamma': 0.11573870113923336, 'reg_alpha': 0.7396284025813972, 'reg_lambda': 0.9922275048388994}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,103] Trial 55 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 81, 'learning_rate': 0.11477135133861807, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8773408772332064, 'colsample_bytree': 0.8927493267414637, 'gamma': 0.38525982925971514, 'reg_alpha': 0.6459854583989232, 'reg_lambda': 0.5525965761759047}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,353] Trial 56 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.09278914229479143, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9835964569625408, 'colsample_bytree': 0.8624405122557839, 'gamma': 0.009528779878927054, 'reg_alpha': 0.5287927448407814, 'reg_lambda': 2.2902555998776504}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,513] Trial 57 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.2958832315029719, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6860686546887321, 'colsample_bytree': 0.8142259862111069, 'gamma': 1.3368743218134291, 'reg_alpha': 0.927581689938802, 'reg_lambda': 1.354599729511022}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,785] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.14285960491995184, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9435812610729579, 'colsample_bytree': 0.9168188793184001, 'gamma': 0.4548667107909453, 'reg_alpha': 0.6923190882961122, 'reg_lambda': 0.6753756482114096}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:15,986] Trial 59 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 187, 'learning_rate': 0.24379796455549166, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.954787793038005, 'colsample_bytree': 0.9416094808019683, 'gamma': 0.19554726825495453, 'reg_alpha': 0.5481044097443438, 'reg_lambda': 0.9104981872011516}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,072] Trial 60 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 43, 'learning_rate': 0.048866584459589746, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9256802162091964, 'colsample_bytree': 0.9637963374194201, 'gamma': 0.8276814798955608, 'reg_alpha': 0.21196624485494212, 'reg_lambda': 1.2477246135828624}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,278] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.16874108706508922, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9233200417149674, 'colsample_bytree': 0.8444624693169834, 'gamma': 0.5580196610362593, 'reg_alpha': 0.6147073805511666, 'reg_lambda': 1.0565349574327447}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,437] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 54, 'learning_rate': 0.1673932659768302, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8995011811299339, 'colsample_bytree': 0.7951684866764802, 'gamma': 0.16118457049394286, 'reg_alpha': 0.4762379927540784, 'reg_lambda': 1.1393293102455997}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,602] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 115, 'learning_rate': 0.20761869380148326, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8712461309082702, 'colsample_bytree': 0.8320789192411819, 'gamma': 1.0222103709279962, 'reg_alpha': 0.5748024262534497, 'reg_lambda': 1.939220936325538}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,811] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.1269804968459384, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8245906165514817, 'colsample_bytree': 0.9007340557588353, 'gamma': 0.6362595573147628, 'reg_alpha': 0.7962447386485239, 'reg_lambda': 2.2120178027732766}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:16,969] Trial 65 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 92, 'learning_rate': 0.18805906156129448, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9885589133064373, 'colsample_bytree': 0.8289069543904646, 'gamma': 0.4416753740330832, 'reg_alpha': 0.05651799284564807, 'reg_lambda': 2.06519921936837}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,284] Trial 66 finished with value: 0.738095238095238 and parameters: {'n_estimators': 108, 'learning_rate': 0.14707924035754114, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9872079994287998, 'colsample_bytree': 0.878951715720083, 'gamma': 0.4232600357756532, 'reg_alpha': 0.05233665701946196, 'reg_lambda': 2.0586700303720322}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,486] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 90, 'learning_rate': 0.2232666838616802, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.965315165611678, 'colsample_bytree': 0.9934152948206745, 'gamma': 0.15735724324040246, 'reg_alpha': 0.23092496897126927, 'reg_lambda': 1.8394672693543876}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,651] Trial 68 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 119, 'learning_rate': 0.274299614570305, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9973840008216569, 'colsample_bytree': 0.858816487971697, 'gamma': 1.601217928564212, 'reg_alpha': 0.7328033677589544, 'reg_lambda': 2.074413320019127}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:17,801] Trial 69 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 92, 'learning_rate': 0.1997003476144333, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9660969263460293, 'colsample_bytree': 0.921767470260789, 'gamma': 0.36819092902198, 'reg_alpha': 0.8239711885848192, 'reg_lambda': 2.1793015082268767}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,078] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.0344897293803617, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.959734559662991, 'colsample_bytree': 0.9258280563116355, 'gamma': 0.31212862840524086, 'reg_alpha': 0.7716039834321514, 'reg_lambda': 2.373827833434576}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,232] Trial 71 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.19463370790232437, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.974578022042639, 'colsample_bytree': 0.9397683084127805, 'gamma': 0.02181820542162559, 'reg_alpha': 0.131298358197648, 'reg_lambda': 2.529038034628275}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,375] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.19190706323187057, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9857639895271834, 'colsample_bytree': 0.9391452137065063, 'gamma': 0.10646250816527827, 'reg_alpha': 0.09646125708334347, 'reg_lambda': 2.534511921371777}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,600] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.2571372036147254, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9690491795751696, 'colsample_bytree': 0.9624939645320353, 'gamma': 0.40562574559909065, 'reg_alpha': 0.1074562669644214, 'reg_lambda': 2.6710823311758576}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,792] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.15571254928520378, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9684547379497678, 'colsample_bytree': 0.8960773441208374, 'gamma': 0.4001891489418369, 'reg_alpha': 0.10975156385949567, 'reg_lambda': 2.9759144501593604}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:18,941] Trial 75 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 82, 'learning_rate': 0.23687469452824486, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9529514492044602, 'colsample_bytree': 0.9591218114698574, 'gamma': 0.27876607771611717, 'reg_alpha': 0.10078955821907752, 'reg_lambda': 2.7413112096483747}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,188] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.26007846058093637, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9749524799541571, 'colsample_bytree': 0.9786348697561192, 'gamma': 0.010664847308453606, 'reg_alpha': 0.0037304968473960004, 'reg_lambda': 2.642344330803005}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,361] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.1906087400146996, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.935497469164589, 'colsample_bytree': 0.9122939746519978, 'gamma': 0.8314882975980127, 'reg_alpha': 0.18022227890546533, 'reg_lambda': 2.6178529719335097}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,616] Trial 78 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 104, 'learning_rate': 0.0996838888981203, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9984657641730896, 'colsample_bytree': 0.9222489195508845, 'gamma': 0.48214545379214857, 'reg_alpha': 0.06128140080471798, 'reg_lambda': 2.4433342044369124}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:19,833] Trial 79 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 72, 'learning_rate': 0.01865592419932433, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9501031986753276, 'colsample_bytree': 0.9458574832027148, 'gamma': 0.20898478825279687, 'reg_alpha': 0.12971596647179592, 'reg_lambda': 2.7522979529003266}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,136] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06395999535546343, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9868202818183532, 'colsample_bytree': 0.9678659351875718, 'gamma': 0.7674246370591294, 'reg_alpha': 0.3091584806894663, 'reg_lambda': 2.2088945755544844}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,344] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 129, 'learning_rate': 0.15407083742559394, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9686308471582947, 'colsample_bytree': 0.8995127909286909, 'gamma': 0.39359573402563747, 'reg_alpha': 0.04718627610839622, 'reg_lambda': 2.896471374461698}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,591] Trial 82 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 135, 'learning_rate': 0.1364372693075292, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9657650941134752, 'colsample_bytree': 0.8905374378202493, 'gamma': 0.47448935388151603, 'reg_alpha': 0.16808685647250726, 'reg_lambda': 2.7930722622655137}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:20,762] Trial 83 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 135, 'learning_rate': 0.13491356883737965, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9622411495726471, 'colsample_bytree': 0.8901359745812725, 'gamma': 2.550243299696151, 'reg_alpha': 0.16204428252611364, 'reg_lambda': 2.467174943701644}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,061] Trial 84 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.18067458510947018, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9753060495368384, 'colsample_bytree': 0.9358142619692063, 'gamma': 0.659684202802382, 'reg_alpha': 0.19159911193629173, 'reg_lambda': 2.8054884937026117}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,237] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.11739435710850134, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9329049176261641, 'colsample_bytree': 0.8698417451987405, 'gamma': 1.132439355143841, 'reg_alpha': 0.07909885457948494, 'reg_lambda': 2.841959300403561}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,532] Trial 86 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 249, 'learning_rate': 0.20492602848680427, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9920953718137098, 'colsample_bytree': 0.955009988839888, 'gamma': 0.11904059816175488, 'reg_alpha': 0.13442901184095676, 'reg_lambda': 2.584857744921972}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,663] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.24686708906188976, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9470387220882261, 'colsample_bytree': 0.905154284399367, 'gamma': 0.28252068158189153, 'reg_alpha': 0.2572743680923956, 'reg_lambda': 2.339653785890418}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,820] Trial 88 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 110, 'learning_rate': 0.08771174200227676, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9844980084196154, 'colsample_bytree': 0.924212604034923, 'gamma': 1.9836302318191246, 'reg_alpha': 0.03776064555145803, 'reg_lambda': 2.6801932294353934}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:21,970] Trial 89 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 97, 'learning_rate': 0.16448521059872617, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9618015661398658, 'colsample_bytree': 0.8787326332703707, 'gamma': 3.38927405607263, 'reg_alpha': 0.12485777715078886, 'reg_lambda': 2.281090904586357}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:22,080] Trial 90 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.030993626101285532, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.979147699425728, 'colsample_bytree': 0.9130959351907133, 'gamma': 0.4972858418975365, 'reg_alpha': 0.8496324545541362, 'reg_lambda': 2.9935007389763406}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:22,318] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 135, 'learning_rate': 0.15492738987903715, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.970129550963691, 'colsample_bytree': 0.8500988217819366, 'gamma': 0.3924767770727286, 'reg_alpha': 0.09358156106479876, 'reg_lambda': 2.995298888819575}. Best is trial 31 with value: 0.7678571428571428.
[I 2025-11-03 19:49:22,576] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 197, 'learning_rate': 0.13605394800358164, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9994991817805178, 'colsample_bytree': 0.8915626927226573, 'gamma': 0.013748684462544125, 'reg_alpha': 0.152691589974078, 'reg_lambda': 2.942620538712804}. Best is trial 92 with value: 0.7678571428571429.
[I 2025-11-03 19:49:22,804] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.131386311182716, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997327840825058, 'colsample_bytree': 0.8908480465077616, 'gamma': 0.13336213709656847, 'reg_alpha': 0.21343049197708525, 'reg_lambda': 2.883180264932976}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,082] Trial 94 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.10387909778460593, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9921903149382124, 'colsample_bytree': 0.986248888188089, 'gamma': 0.08174029024939766, 'reg_alpha': 0.20996618929629604, 'reg_lambda': 2.9065846272291305}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,414] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.10979363629700084, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.999997016615349, 'colsample_bytree': 0.9842601732790863, 'gamma': 0.07305416688293744, 'reg_alpha': 0.23475043676746982, 'reg_lambda': 2.900044472872388}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,649] Trial 96 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.11095553442958121, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9915267779101908, 'colsample_bytree': 0.9912867269568421, 'gamma': 0.010658067475868296, 'reg_alpha': 0.23437217666153123, 'reg_lambda': 2.8633405624474695}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:23,974] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.10478593416166086, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990489449212994, 'colsample_bytree': 0.9886828863778933, 'gamma': 0.09875634840457412, 'reg_alpha': 0.2200377935611239, 'reg_lambda': 2.874792154021693}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:24,190] Trial 98 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 227, 'learning_rate': 0.10983242979776262, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9880015231873518, 'colsample_bytree': 0.9868888792681303, 'gamma': 0.24362615212447705, 'reg_alpha': 0.2443549797583478, 'reg_lambda': 2.937286704141593}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:24,488] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.10623712744414203, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9931131803609804, 'colsample_bytree': 0.9803744243031663, 'gamma': 0.2594417391304367, 'reg_alpha': 0.2488839251317952, 'reg_lambda': 2.9321680793386347}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:24,740] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.1261083495223099, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9854663577581987, 'colsample_bytree': 0.9981185597812859, 'gamma': 0.6113690640475125, 'reg_alpha': 0.2979405431336237, 'reg_lambda': 2.820888647526465}. Best is trial 93 with value: 0.7738095238095238.
[I 2025-11-03 19:49:25,058] Trial 101 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 239, 'learning_rate': 0.11184113063752074, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9916890546337931, 'colsample_bytree': 0.9903632923457996, 'gamma': 0.027972054482264697, 'reg_alpha': 0.2028440712104903, 'reg_lambda': 2.784921517108529}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:25,358] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.1120165259751776, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9902002718554721, 'colsample_bytree': 0.9770061178869073, 'gamma': 0.21983656612613744, 'reg_alpha': 0.19494884331852214, 'reg_lambda': 2.9441495483209916}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:25,583] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.07608911215679692, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9998348707024622, 'colsample_bytree': 0.9871516765432553, 'gamma': 0.0908340366380953, 'reg_alpha': 0.2826692148139153, 'reg_lambda': 2.7827999290866448}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:25,808] Trial 104 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 243, 'learning_rate': 0.08563470630618578, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9802618730245028, 'colsample_bytree': 0.9687187700810233, 'gamma': 0.2894942038335158, 'reg_alpha': 0.15231942778872457, 'reg_lambda': 2.8733822547814207}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,133] Trial 105 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 246, 'learning_rate': 0.094991337283302, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9789482017524387, 'colsample_bytree': 0.9677828435425713, 'gamma': 0.29584193170694184, 'reg_alpha': 0.15575509830408182, 'reg_lambda': 2.850412497999664}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,359] Trial 106 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 244, 'learning_rate': 0.08277997648946671, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9808357690574568, 'colsample_bytree': 0.9709923571025559, 'gamma': 0.27841860182184053, 'reg_alpha': 0.15877702705880553, 'reg_lambda': 2.8832030040580845}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,628] Trial 107 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.09661629213705646, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9786640586016692, 'colsample_bytree': 0.9998376435709336, 'gamma': 0.15729511179092498, 'reg_alpha': 0.2384727840596859, 'reg_lambda': 2.8511641662660305}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:26,945] Trial 108 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.09849645635962587, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9926129786238159, 'colsample_bytree': 0.9916520275955585, 'gamma': 0.15828055603226832, 'reg_alpha': 0.23557892552487153, 'reg_lambda': 2.717419455383181}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:27,234] Trial 109 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.1326910228447445, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9993923964092276, 'colsample_bytree': 0.998792595689581, 'gamma': 0.5361805150160825, 'reg_alpha': 0.2029661285237625, 'reg_lambda': 2.9391166096975097}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:27,458] Trial 110 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.09230604117606064, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9774532820738308, 'colsample_bytree': 0.98112492515505, 'gamma': 0.09019204441912637, 'reg_alpha': 0.1825467376683545, 'reg_lambda': 2.8336540094779665}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:27,809] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.09056839223299196, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9790489929990148, 'colsample_bytree': 0.985964080175835, 'gamma': 0.021533735088370518, 'reg_alpha': 0.27823896765496836, 'reg_lambda': 2.7820346667793094}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,022] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.09891361967331834, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9564043314983798, 'colsample_bytree': 0.9783493765989175, 'gamma': 0.11848388283428436, 'reg_alpha': 0.17975412361428478, 'reg_lambda': 2.8424214495510975}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,320] Trial 113 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 238, 'learning_rate': 0.09767561584820957, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9901246327322533, 'colsample_bytree': 0.9822607555018589, 'gamma': 0.1024684929806372, 'reg_alpha': 0.3415740739282297, 'reg_lambda': 2.8508583434902017}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,519] Trial 114 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 233, 'learning_rate': 0.07508030181036027, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9561973432535433, 'colsample_bytree': 0.9993272603669736, 'gamma': 4.977004039243992, 'reg_alpha': 0.22284977818971213, 'reg_lambda': 2.9277877275751636}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,731] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.06955268687773852, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.974510407931125, 'colsample_bytree': 0.9760743841807731, 'gamma': 0.1998824177842201, 'reg_alpha': 0.2526407868030397, 'reg_lambda': 2.832573522008728}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:28,979] Trial 116 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 216, 'learning_rate': 0.12001503982894705, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9915885272879247, 'colsample_bytree': 0.9544987200896531, 'gamma': 0.0003769416617226684, 'reg_alpha': 0.1967583847350734, 'reg_lambda': 2.7310180097065446}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:29,219] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.12014529290363928, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9910829694514584, 'colsample_bytree': 0.9535224547757392, 'gamma': 0.02488195292968852, 'reg_alpha': 0.18606592803806707, 'reg_lambda': 2.721713115533059}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:29,436] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.10907042594015513, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7662458478053739, 'colsample_bytree': 0.9635888806867199, 'gamma': 0.141247263285913, 'reg_alpha': 0.20651599560327513, 'reg_lambda': 2.6120988392052387}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:29,783] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 209, 'learning_rate': 0.10247297858538745, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6599859654762953, 'colsample_bytree': 0.9847291831554515, 'gamma': 0.31942933500301757, 'reg_alpha': 0.22755858039671775, 'reg_lambda': 2.7586561056561294}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,042] Trial 120 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 227, 'learning_rate': 0.1134360537488444, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.980769188234311, 'colsample_bytree': 0.9487360672027014, 'gamma': 0.0014848593330547832, 'reg_alpha': 0.17937635899234045, 'reg_lambda': 2.9047119863564994}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,375] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.11383988636854983, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9827761549897743, 'colsample_bytree': 0.9912674424285585, 'gamma': 0.004571731986983115, 'reg_alpha': 0.17972487849858487, 'reg_lambda': 2.8999822872743435}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,641] Trial 122 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.09431350437317129, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.977944580123172, 'colsample_bytree': 0.9504199473318616, 'gamma': 0.19576702406288174, 'reg_alpha': 0.2436800455190335, 'reg_lambda': 2.9567904781353613}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:30,862] Trial 123 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.09188474938306751, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.97426524548529, 'colsample_bytree': 0.9733032314265199, 'gamma': 0.20277549708844064, 'reg_alpha': 0.2922756299470191, 'reg_lambda': 2.9965537110479956}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:31,209] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.07946105776105966, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6234675484699775, 'colsample_bytree': 0.9599997132305224, 'gamma': 0.13281586266544748, 'reg_alpha': 0.26635784005895363, 'reg_lambda': 2.82740890814826}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:31,439] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.12539096053762158, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9922819774448546, 'colsample_bytree': 0.6964641197463041, 'gamma': 0.33492059429772547, 'reg_alpha': 0.24211328401189597, 'reg_lambda': 2.946322125053375}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:31,906] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.09596873249114755, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9508936520978651, 'colsample_bytree': 0.9784543965682999, 'gamma': 0.2240332499829174, 'reg_alpha': 0.3230234099162269, 'reg_lambda': 2.703230207089214}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,123] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.14284796625636076, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9585785977888092, 'colsample_bytree': 0.9934245704422534, 'gamma': 0.08783718300248816, 'reg_alpha': 0.21196073561584752, 'reg_lambda': 2.8461036435840303}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,338] Trial 128 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.10374043805025263, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9980582796432624, 'colsample_bytree': 0.9691333371826094, 'gamma': 4.353773146427198, 'reg_alpha': 0.14804187513414616, 'reg_lambda': 2.775755092665125}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,544] Trial 129 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.12054934323844202, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9711543348579142, 'colsample_bytree': 0.9510225885874061, 'gamma': 0.20439394105395722, 'reg_alpha': 0.2645931477640716, 'reg_lambda': 2.948315587662407}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:32,895] Trial 130 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 206, 'learning_rate': 0.08629746900386871, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9845607571894728, 'colsample_bytree': 0.9883043302144271, 'gamma': 0.3352893353077927, 'reg_alpha': 0.19372364736051706, 'reg_lambda': 2.6604584824667374}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,117] Trial 131 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.11395375472465497, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9780643813462134, 'colsample_bytree': 0.9434217525852001, 'gamma': 0.01743817218739046, 'reg_alpha': 0.17262188578499926, 'reg_lambda': 2.881179412086251}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,359] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.11180478561788894, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9864463591389269, 'colsample_bytree': 0.9500680034172606, 'gamma': 0.1019659216491193, 'reg_alpha': 0.23406039011027321, 'reg_lambda': 2.925413076199834}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,594] Trial 133 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 227, 'learning_rate': 0.12643354599511342, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9992197489159711, 'colsample_bytree': 0.9603456972415793, 'gamma': 0.003384409228666091, 'reg_alpha': 0.141882905339474, 'reg_lambda': 2.813105248691991}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:33,920] Trial 134 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 246, 'learning_rate': 0.09282102507422882, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9688907291745307, 'colsample_bytree': 0.9810283385738259, 'gamma': 0.15397634621748854, 'reg_alpha': 0.2094792944548911, 'reg_lambda': 2.8962144189949424}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,162] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.09199336061005534, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9631819095977195, 'colsample_bytree': 0.9809546089129557, 'gamma': 0.47621808199174287, 'reg_alpha': 0.20897767408591622, 'reg_lambda': 2.9960511813821658}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,448] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 245, 'learning_rate': 0.08053624895366619, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9697178851890174, 'colsample_bytree': 0.9997018265991615, 'gamma': 0.28188004218533524, 'reg_alpha': 0.24462638023805225, 'reg_lambda': 2.7357010639493073}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,735] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.10331266012317922, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.98909154056444, 'colsample_bytree': 0.9739506904138362, 'gamma': 0.15818175549365016, 'reg_alpha': 0.16294648168797685, 'reg_lambda': 2.849577573162656}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:34,948] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.09532962968020488, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7157881202342905, 'colsample_bytree': 0.9878018518144934, 'gamma': 0.3735140725498672, 'reg_alpha': 0.36140194979923623, 'reg_lambda': 2.776416209825779}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:35,274] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 223, 'learning_rate': 0.1309228602990185, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9489333202374014, 'colsample_bytree': 0.9654342716829125, 'gamma': 0.23331195298496354, 'reg_alpha': 0.30742062475473164, 'reg_lambda': 2.569129191689538}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:35,505] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 247, 'learning_rate': 0.1421585838156113, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9610928787163806, 'colsample_bytree': 0.6307767538722291, 'gamma': 0.12004025932958497, 'reg_alpha': 0.21982172290330518, 'reg_lambda': 2.8926838710738476}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:35,731] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.10778427724468488, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9824593031409975, 'colsample_bytree': 0.9810168918943984, 'gamma': 0.09075919217970785, 'reg_alpha': 0.1900698880759479, 'reg_lambda': 2.9535132378232425}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,105] Trial 142 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.12164114025540279, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9777893570029491, 'colsample_bytree': 0.9713377455337129, 'gamma': 0.2160448005088278, 'reg_alpha': 0.17632950154608065, 'reg_lambda': 2.89675722568606}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,314] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.11825169483388824, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9935421160664829, 'colsample_bytree': 0.9680480265786872, 'gamma': 0.26055798110673073, 'reg_alpha': 0.27231338455041104, 'reg_lambda': 2.862948223374787}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,686] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.086859285297534, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9997118485326909, 'colsample_bytree': 0.9903740103416173, 'gamma': 0.46821617143859007, 'reg_alpha': 0.20514400880606573, 'reg_lambda': 2.802291867110197}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:36,907] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.10009143291662037, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9743551110617318, 'colsample_bytree': 0.9566212773954886, 'gamma': 0.3436079784952939, 'reg_alpha': 0.11992642168211766, 'reg_lambda': 2.9034107995034586}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:37,235] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.12285595609397966, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9881503126746758, 'colsample_bytree': 0.9755584460501986, 'gamma': 0.17893539360313576, 'reg_alpha': 0.15537885366933651, 'reg_lambda': 2.9986867316411625}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:37,509] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.1362079412583771, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9722159122556686, 'colsample_bytree': 0.9949886011579897, 'gamma': 0.6031030633024463, 'reg_alpha': 0.2461655905464304, 'reg_lambda': 2.6937872943407215}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:37,822] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.10886127994692603, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9382752332775846, 'colsample_bytree': 0.9821983787764101, 'gamma': 0.19654690984213405, 'reg_alpha': 0.08170367081397241, 'reg_lambda': 2.837060588294152}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,046] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.0920847157204687, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.964321064126525, 'colsample_bytree': 0.9618304642448077, 'gamma': 0.08459911223886696, 'reg_alpha': 0.23010174747609125, 'reg_lambda': 2.928277975067147}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,414] Trial 150 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.0715922728421147, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9772898152006062, 'colsample_bytree': 0.9340542230043447, 'gamma': 0.40797713727077667, 'reg_alpha': 0.17365735648207442, 'reg_lambda': 2.7636007673347236}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,630] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.11657882164088192, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9839362820936729, 'colsample_bytree': 0.9489159512570017, 'gamma': 0.00586378826039366, 'reg_alpha': 0.18219562264528513, 'reg_lambda': 2.9002750772017456}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:38,846] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.10045102626367901, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9920590503046015, 'colsample_bytree': 0.9736515820406686, 'gamma': 0.011238214599535013, 'reg_alpha': 0.13645411450480893, 'reg_lambda': 2.9522164334508223}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,174] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 240, 'learning_rate': 0.10023679632079886, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9897513321835052, 'colsample_bytree': 0.9708872483178123, 'gamma': 0.13479633384242723, 'reg_alpha': 0.12471887491549809, 'reg_lambda': 2.9601133715984695}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,393] Trial 154 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.10577609566602365, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9999639855243664, 'colsample_bytree': 0.984615371695259, 'gamma': 0.2854368560914192, 'reg_alpha': 0.13848329955857952, 'reg_lambda': 2.8157109597798664}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,690] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.08327516791051114, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9925896657830111, 'colsample_bytree': 0.9997367477524267, 'gamma': 0.29962687123968235, 'reg_alpha': 0.2013934379968737, 'reg_lambda': 2.8015801590963707}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:39,904] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.1080537845844113, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.998628104368164, 'colsample_bytree': 0.9871631249190986, 'gamma': 0.2691477984670689, 'reg_alpha': 0.13583099365593498, 'reg_lambda': 2.884734045996504}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:40,250] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 221, 'learning_rate': 0.05937849213630644, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9834639390356982, 'colsample_bytree': 0.9726817190067862, 'gamma': 0.5256608863990696, 'reg_alpha': 0.1409910381543114, 'reg_lambda': 2.7406101155792424}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:40,459] Trial 158 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 243, 'learning_rate': 0.12968002476367413, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9913954028399173, 'colsample_bytree': 0.9913784730055277, 'gamma': 2.8957372146941016, 'reg_alpha': 0.2207551250360728, 'reg_lambda': 2.954094165589299}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:40,739] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.08890223918182012, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9767172229889796, 'colsample_bytree': 0.7843603474612045, 'gamma': 0.21098793767816773, 'reg_alpha': 0.15755560425453102, 'reg_lambda': 2.849048895130173}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:41,046] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 215, 'learning_rate': 0.11969248840819338, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9809358322717991, 'colsample_bytree': 0.9830671001505176, 'gamma': 0.3970855495494602, 'reg_alpha': 0.1101615292433338, 'reg_lambda': 2.8055351297711963}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:41,319] Trial 161 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.09690595426075475, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9714198192705509, 'colsample_bytree': 0.9770681829711255, 'gamma': 0.001212617626969054, 'reg_alpha': 0.2007646830610765, 'reg_lambda': 2.8624785463403284}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:41,577] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 247, 'learning_rate': 0.09615714077837333, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9988453439480789, 'colsample_bytree': 0.967787993238232, 'gamma': 0.006385209136137758, 'reg_alpha': 0.26050176515737766, 'reg_lambda': 2.912965347790196}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:42,093] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.10712591311087427, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9695622901877071, 'colsample_bytree': 0.9606573527231029, 'gamma': 0.09414922505122655, 'reg_alpha': 0.20027785505363374, 'reg_lambda': 2.8768076011674033}. Best is trial 101 with value: 0.7797619047619048.
[I 2025-11-03 19:49:42,327] Trial 164 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 235, 'learning_rate': 0.14841235713756068, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9712941653168718, 'colsample_bytree': 0.9580437255672202, 'gamma': 0.10697344303985634, 'reg_alpha': 0.2839778351461524, 'reg_lambda': 2.966868891780852}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:42,658] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.14884139807650495, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9693454573673446, 'colsample_bytree': 0.9571814102674557, 'gamma': 0.12263862811541333, 'reg_alpha': 0.2004624759390435, 'reg_lambda': 2.9620194404649403}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:42,884] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.15259945107243728, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9678679377519739, 'colsample_bytree': 0.941389236378027, 'gamma': 0.10292851003896498, 'reg_alpha': 0.20018687907900443, 'reg_lambda': 2.9846679254905357}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,111] Trial 167 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.13775597080501892, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9542466954382952, 'colsample_bytree': 0.9582680136355087, 'gamma': 0.15543815048221155, 'reg_alpha': 0.20711767504606104, 'reg_lambda': 2.997254119818282}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,351] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.14410087099807978, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9557179528155749, 'colsample_bytree': 0.9572856754806747, 'gamma': 0.17440138245841222, 'reg_alpha': 0.2821072652703328, 'reg_lambda': 2.997519726713251}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,598] Trial 169 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 235, 'learning_rate': 0.1367061042383467, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9445318345871098, 'colsample_bytree': 0.9578429202788579, 'gamma': 0.009944366740438035, 'reg_alpha': 0.1714020411219115, 'reg_lambda': 2.9416374309561246}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:43,810] Trial 170 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.15682830190695196, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.945261208684752, 'colsample_bytree': 0.9534583551651202, 'gamma': 0.004196174794676516, 'reg_alpha': 0.18837963951315917, 'reg_lambda': 2.861469001023328}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,133] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.13826544756366463, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9661752779038844, 'colsample_bytree': 0.9330785192832667, 'gamma': 0.1808769958353148, 'reg_alpha': 0.16877764686381458, 'reg_lambda': 2.9482792118556627}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,358] Trial 172 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 222, 'learning_rate': 0.14721240009549455, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9696171265529662, 'colsample_bytree': 0.961025176426088, 'gamma': 0.12190002904422986, 'reg_alpha': 0.2172505026149013, 'reg_lambda': 2.9997322559387394}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,731] Trial 173 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.14845001632062846, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9533781963578098, 'colsample_bytree': 0.9621888002729323, 'gamma': 2.2715674261867354, 'reg_alpha': 0.22189214370068028, 'reg_lambda': 2.998733421091222}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:44,958] Trial 174 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 235, 'learning_rate': 0.1286558372688585, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9637201461918853, 'colsample_bytree': 0.946631247438184, 'gamma': 0.13715579619523338, 'reg_alpha': 0.19836134809864045, 'reg_lambda': 2.8855864398970974}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,183] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.15848598284651091, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9706268959919658, 'colsample_bytree': 0.9618384526784176, 'gamma': 0.30744886255213566, 'reg_alpha': 0.2503837964473739, 'reg_lambda': 2.7836863028231984}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,483] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.17110717552253157, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9600410094271885, 'colsample_bytree': 0.9564375923596771, 'gamma': 0.13120786996984027, 'reg_alpha': 0.21932391263170625, 'reg_lambda': 2.951606371543708}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,722] Trial 177 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.12211033979700771, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9454937283232963, 'colsample_bytree': 0.9412871416067656, 'gamma': 0.22574989155189024, 'reg_alpha': 0.17356255181584584, 'reg_lambda': 2.8223733343810817}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:45,956] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 243, 'learning_rate': 0.12400437611315455, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9721432971230661, 'colsample_bytree': 0.9381804779287046, 'gamma': 0.36391999780017437, 'reg_alpha': 0.2346744503334781, 'reg_lambda': 2.6631960742900596}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:46,347] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.1183767084990316, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9530918388769839, 'colsample_bytree': 0.9757466569275559, 'gamma': 0.22424496507947822, 'reg_alpha': 0.20262084105020958, 'reg_lambda': 2.8230116336839224}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:46,564] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.14424386943117634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9754188526014919, 'colsample_bytree': 0.9679725404682586, 'gamma': 0.2634628340491382, 'reg_alpha': 0.1834572474591696, 'reg_lambda': 2.7228684678996706}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:46,800] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.1176671175820447, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9500147079031219, 'colsample_bytree': 0.975971730275877, 'gamma': 0.20634765469963276, 'reg_alpha': 0.20864682157628917, 'reg_lambda': 2.8267950588203554}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,163] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.10537006057019173, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9601360589685989, 'colsample_bytree': 0.9757781471764517, 'gamma': 0.1059524973491295, 'reg_alpha': 0.2594368254875207, 'reg_lambda': 2.874032238264659}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,424] Trial 183 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 245, 'learning_rate': 0.12988261528268846, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9681569751244715, 'colsample_bytree': 0.9481815795901121, 'gamma': 0.21169697809267257, 'reg_alpha': 0.19895281566362955, 'reg_lambda': 2.7635185957200945}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,634] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.11910223038808211, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9339378991023071, 'colsample_bytree': 0.9660497331811199, 'gamma': 0.4328527622840303, 'reg_alpha': 0.2277215147642761, 'reg_lambda': 2.810516306898914}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:47,949] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.11273141045713503, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9794232896107309, 'colsample_bytree': 0.9765544448960186, 'gamma': 0.3286696853679273, 'reg_alpha': 0.14406468396591363, 'reg_lambda': 2.896360105659036}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:48,251] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.10106287412671514, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9553009304591245, 'colsample_bytree': 0.9284428733143081, 'gamma': 0.11208635690179716, 'reg_alpha': 0.17187389049741658, 'reg_lambda': 2.836094661410665}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:48,562] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.12424889063320725, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9689622367700002, 'colsample_bytree': 0.9412208597406005, 'gamma': 0.005580353504888669, 'reg_alpha': 0.21421302196531916, 'reg_lambda': 2.915797371882266}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:48,839] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 247, 'learning_rate': 0.148820810330665, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7952731885121255, 'colsample_bytree': 0.9510566779611663, 'gamma': 0.23728201746444083, 'reg_alpha': 0.24088759312674723, 'reg_lambda': 2.751269783022461}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,136] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 235, 'learning_rate': 0.1333732080698681, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9846617567234964, 'colsample_bytree': 0.9935427112521859, 'gamma': 0.09789283363912946, 'reg_alpha': 0.19761751489923568, 'reg_lambda': 2.866450049558293}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,343] Trial 190 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.08818855708670897, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9743542025393488, 'colsample_bytree': 0.9624980546448688, 'gamma': 3.853125266992393, 'reg_alpha': 0.2754977578983383, 'reg_lambda': 2.9642350616763538}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,578] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.11728247123241155, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9463744850235045, 'colsample_bytree': 0.9762926368344845, 'gamma': 0.1883628336983652, 'reg_alpha': 0.21243709599720764, 'reg_lambda': 2.8028215439025823}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:49,913] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.10785603593962256, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9509401967562203, 'colsample_bytree': 0.9743950827844118, 'gamma': 0.21557114171577096, 'reg_alpha': 0.19183127033596978, 'reg_lambda': 2.8354038342739183}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,178] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.11927597292326331, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.917167690939758, 'colsample_bytree': 0.9832268729413476, 'gamma': 0.33162786105930553, 'reg_alpha': 0.16372810917928707, 'reg_lambda': 2.9223686457602196}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,401] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.11361457540666962, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9395168952824289, 'colsample_bytree': 0.9735722642358848, 'gamma': 0.08897944172377321, 'reg_alpha': 0.22400275949237197, 'reg_lambda': 2.7021698741468727}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,685] Trial 195 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.09599115885184326, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9625118753662961, 'colsample_bytree': 0.9655679456432483, 'gamma': 0.1863069032617628, 'reg_alpha': 0.18525354675858077, 'reg_lambda': 2.817137158799365}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:50,911] Trial 196 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 222, 'learning_rate': 0.10228883698814918, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9845884940306253, 'colsample_bytree': 0.9561748418569831, 'gamma': 0.2728047943679808, 'reg_alpha': 0.25178405487211225, 'reg_lambda': 2.857701580923331}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,132] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.1288814921835262, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9551518320320294, 'colsample_bytree': 0.9810223663249567, 'gamma': 0.44588187921135664, 'reg_alpha': 0.20744915665837074, 'reg_lambda': 2.962444391004161}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,463] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.17775921713576479, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9765475726019575, 'colsample_bytree': 0.9907770433988167, 'gamma': 0.005842200570727745, 'reg_alpha': 0.1355851659904992, 'reg_lambda': 2.8948391181259367}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,803] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.13888409199169074, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8217054233290814, 'colsample_bytree': 0.9991171625837921, 'gamma': 0.12303672744101458, 'reg_alpha': 0.157844706702089, 'reg_lambda': 2.7746512142079998}. Best is trial 164 with value: 0.7916666666666667.
[I 2025-11-03 19:49:51,807] A new study created in memory with name: no-name-865a3936-329f-4868-b6b9-efbbf7dbeed9
[I 2025-11-03 19:49:52,102] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 171, 'learning_rate': 0.02064327549921815, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7392358441600269, 'colsample_bytree': 0.8833200908722139, 'gamma': 1.0564191514969528, 'reg_alpha': 0.8648317396021161, 'reg_lambda': 0.6836345909647132}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,295] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.14039194271277125, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8198571923909123, 'colsample_bytree': 0.9188982333472218, 'gamma': 0.875586543187819, 'reg_alpha': 0.5497221442863206, 'reg_lambda': 2.3916030105173354}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,503] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 228, 'learning_rate': 0.11398659881812061, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7461298508134018, 'colsample_bytree': 0.8588892982044926, 'gamma': 1.8164811940044856, 'reg_alpha': 0.4324438945277467, 'reg_lambda': 1.9350966702773749}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,685] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.049570413422798776, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.6439531895184849, 'colsample_bytree': 0.7000642571208536, 'gamma': 0.1925619048333732, 'reg_alpha': 0.5612626329843247, 'reg_lambda': 2.7290299105674896}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:52,868] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.03709499927691819, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8016350437208328, 'colsample_bytree': 0.8727008293333618, 'gamma': 3.0930009198069364, 'reg_alpha': 0.7589760157798435, 'reg_lambda': 2.89239973935149}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 19:49:53,198] Trial 5 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.0538474125843191, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7197838633245841, 'colsample_bytree': 0.6968762078459085, 'gamma': 0.22882447656097704, 'reg_alpha': 0.1873350180189901, 'reg_lambda': 1.2758204518682488}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,365] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.03148535156700239, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6651867178934499, 'colsample_bytree': 0.6571994600168407, 'gamma': 1.5673701549642638, 'reg_alpha': 0.1588313341022407, 'reg_lambda': 1.3636445935698236}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,533] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.05445590956704876, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.8029618604445106, 'colsample_bytree': 0.6081398305820805, 'gamma': 0.4024786085010523, 'reg_alpha': 0.8847090580985669, 'reg_lambda': 1.3916416935892397}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,788] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.17862616548034693, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6293470425156937, 'colsample_bytree': 0.6600967555500727, 'gamma': 4.775549855116826, 'reg_alpha': 0.9103155389544418, 'reg_lambda': 1.6508219816886678}. Best is trial 5 with value: 0.7202380952380952.
[I 2025-11-03 19:49:53,968] Trial 9 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.037921053039384894, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.898616023596329, 'colsample_bytree': 0.8145929300534405, 'gamma': 4.2808305907772235, 'reg_alpha': 0.01981810435995357, 'reg_lambda': 1.8276947659324803}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,185] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 201, 'learning_rate': 0.011540191266894978, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9500252703355594, 'colsample_bytree': 0.9923002281439636, 'gamma': 4.880373554929335, 'reg_alpha': 0.022128531511857896, 'reg_lambda': 2.1865122772962455}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,508] Trial 11 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 92, 'learning_rate': 0.09001681329429587, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9311752143494116, 'colsample_bytree': 0.761421582066061, 'gamma': 3.3547679469441105, 'reg_alpha': 0.2788339422825185, 'reg_lambda': 0.9094369583806805}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,749] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.0774361541250078, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8798558586418204, 'colsample_bytree': 0.7739326555729656, 'gamma': 3.793951921332698, 'reg_alpha': 0.007872758760800102, 'reg_lambda': 1.1218855440909565}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:54,940] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.2885089194303782, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8787650055018046, 'colsample_bytree': 0.7829538173437148, 'gamma': 3.93079000428441, 'reg_alpha': 0.0003143805645937983, 'reg_lambda': 1.0497287016355}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,155] Trial 14 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 56, 'learning_rate': 0.08495366561353739, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8813825912632998, 'colsample_bytree': 0.8205206542296488, 'gamma': 4.039366680930975, 'reg_alpha': 0.3568248520009096, 'reg_lambda': 1.819187163009661}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,350] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 115, 'learning_rate': 0.023326762883152455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8621150160198595, 'colsample_bytree': 0.7262509052473198, 'gamma': 2.5951902722701012, 'reg_alpha': 0.11110719909977189, 'reg_lambda': 0.5304851286787204}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,590] Trial 16 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 210, 'learning_rate': 0.012516603264811577, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9973576167233786, 'colsample_bytree': 0.8084201252240605, 'gamma': 4.109099769654851, 'reg_alpha': 0.3068818695943826, 'reg_lambda': 1.6388014614932205}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,851] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 120, 'learning_rate': 0.08245787690900393, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9221691843519491, 'colsample_bytree': 0.9494418282476924, 'gamma': 3.3882202844852194, 'reg_alpha': 0.7110196902257491, 'reg_lambda': 2.147536844974409}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:55,953] Trial 18 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.03346134768077749, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9894845270082305, 'colsample_bytree': 0.764021524472793, 'gamma': 4.423794173777106, 'reg_alpha': 0.08448226191283786, 'reg_lambda': 1.0329093762083734}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:56,391] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 167, 'learning_rate': 0.020453378312792616, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.84628450350264, 'colsample_bytree': 0.8348558655136917, 'gamma': 2.589341807121146, 'reg_alpha': 0.238518747784385, 'reg_lambda': 1.5053302251826073}. Best is trial 9 with value: 0.7321428571428571.
[I 2025-11-03 19:49:56,602] Trial 20 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 238, 'learning_rate': 0.25217390744399953, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.903484867320452, 'colsample_bytree': 0.7364228550031838, 'gamma': 3.4485264726807454, 'reg_alpha': 0.4360540390816376, 'reg_lambda': 2.404092879735886}. Best is trial 20 with value: 0.7351190476190477.
[I 2025-11-03 19:49:56,831] Trial 21 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 249, 'learning_rate': 0.22531963260994012, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9032352161878673, 'colsample_bytree': 0.7419795744399402, 'gamma': 3.721125549087223, 'reg_alpha': 0.4498984016906482, 'reg_lambda': 2.5421487015623265}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,084] Trial 22 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.2999800506762705, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9102319948201274, 'colsample_bytree': 0.7374269738881947, 'gamma': 3.145290422315761, 'reg_alpha': 0.4292648590615091, 'reg_lambda': 2.575871265403973}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,297] Trial 23 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 222, 'learning_rate': 0.285696926424659, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9570570534513305, 'colsample_bytree': 0.7335403106170546, 'gamma': 2.90719697696185, 'reg_alpha': 0.46057773097662996, 'reg_lambda': 2.5774278694141177}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,657] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.18957226241499783, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8408148582683234, 'colsample_bytree': 0.6612027465160368, 'gamma': 3.526707011311245, 'reg_alpha': 0.6512519519688722, 'reg_lambda': 2.4409976432330227}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:57,848] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.21276122751667653, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.912503205880091, 'colsample_bytree': 0.731799657055165, 'gamma': 2.26821459746225, 'reg_alpha': 0.40972996479091767, 'reg_lambda': 2.97941317241637}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,055] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 238, 'learning_rate': 0.22400082571515062, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9626314445486361, 'colsample_bytree': 0.6930461810631912, 'gamma': 3.009121342295251, 'reg_alpha': 0.5263374626823494, 'reg_lambda': 2.7078801201628755}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,402] Trial 27 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.29848743094101304, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7707938853514202, 'colsample_bytree': 0.6150970644462961, 'gamma': 2.251212017565368, 'reg_alpha': 0.622726468428704, 'reg_lambda': 2.202402138039143}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,587] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.14737730898458104, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9395017082865753, 'colsample_bytree': 0.7422016508360937, 'gamma': 3.693186231182079, 'reg_alpha': 0.3931795085844042, 'reg_lambda': 2.396040622461694}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:58,772] Trial 29 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.14017591216986205, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8918111192418432, 'colsample_bytree': 0.7908448892760048, 'gamma': 4.527658496408997, 'reg_alpha': 0.48275916247746, 'reg_lambda': 2.0351150087971908}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,067] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.23885041887745065, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9726607000430482, 'colsample_bytree': 0.7036527560486726, 'gamma': 3.1277463043805245, 'reg_alpha': 0.3568402082666988, 'reg_lambda': 2.7739816685384096}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,281] Trial 31 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 250, 'learning_rate': 0.11756624737762063, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9026904157019406, 'colsample_bytree': 0.8208385482971827, 'gamma': 4.372618297529843, 'reg_alpha': 0.23575223695031783, 'reg_lambda': 2.565049222264082}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,555] Trial 32 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 160, 'learning_rate': 0.1755903838226562, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8408542250510951, 'colsample_bytree': 0.9078864144932135, 'gamma': 4.064219584169164, 'reg_alpha': 0.8005915817888214, 'reg_lambda': 2.5271715384019324}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:49:59,824] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.24390292861880553, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9105139932824698, 'colsample_bytree': 0.8440381176821223, 'gamma': 3.5504565120351606, 'reg_alpha': 0.9799874214356681, 'reg_lambda': 2.3028693461297998}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,044] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 221, 'learning_rate': 0.06887397154582092, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8199460697135598, 'colsample_bytree': 0.7565645396102847, 'gamma': 2.8540031429745056, 'reg_alpha': 0.5863255524917157, 'reg_lambda': 1.8496528444554126}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,318] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.10932927363662708, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8620393164826672, 'colsample_bytree': 0.8006907508522076, 'gamma': 3.2640396308844917, 'reg_alpha': 0.31901574883916717, 'reg_lambda': 1.9994400733669075}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,519] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.040352832572310315, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7685021872669293, 'colsample_bytree': 0.862291538136417, 'gamma': 4.286328066758341, 'reg_alpha': 0.5201551903458909, 'reg_lambda': 2.7958385564102084}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,682] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.02550236844595445, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9377629621307578, 'colsample_bytree': 0.7121949347824862, 'gamma': 4.695736507218397, 'reg_alpha': 0.6641062332186002, 'reg_lambda': 2.652103795649535}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:00,927] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.1531572475160323, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8994824827800101, 'colsample_bytree': 0.6815898582424462, 'gamma': 1.5615631802044154, 'reg_alpha': 0.4337418372842997, 'reg_lambda': 2.3340325708420013}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:01,130] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.017127840457402562, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6973755827652774, 'colsample_bytree': 0.9003860789671098, 'gamma': 3.759954726776174, 'reg_alpha': 0.1761065759126617, 'reg_lambda': 2.8810984289902937}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:01,418] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 180, 'learning_rate': 0.24802417015519654, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8216722821905574, 'colsample_bytree': 0.6328716904157557, 'gamma': 4.979765574412532, 'reg_alpha': 0.5752419707869487, 'reg_lambda': 2.1029767442111034}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:01,669] Trial 41 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 247, 'learning_rate': 0.1895149721452317, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8607085463136451, 'colsample_bytree': 0.7753542973878546, 'gamma': 3.717877004785679, 'reg_alpha': 0.07936731201063635, 'reg_lambda': 1.2328889525856526}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,028] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.040738184257198745, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.877888972974087, 'colsample_bytree': 0.7512968496980224, 'gamma': 3.8920950298831443, 'reg_alpha': 0.04869680800348065, 'reg_lambda': 2.265478734009994}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,251] Trial 43 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 225, 'learning_rate': 0.04657339589190396, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9239063186001443, 'colsample_bytree': 0.7757646815577549, 'gamma': 3.5226049387330005, 'reg_alpha': 0.12953107000517813, 'reg_lambda': 0.7173472134265604}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,600] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 249, 'learning_rate': 0.061379351361527376, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8791957960003423, 'colsample_bytree': 0.7161901367614422, 'gamma': 4.235944564165336, 'reg_alpha': 0.2262055523366438, 'reg_lambda': 1.7162666899892747}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:02,921] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 235, 'learning_rate': 0.029777594836323005, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9770008302806218, 'colsample_bytree': 0.6768375904885596, 'gamma': 4.6191721259721685, 'reg_alpha': 0.03917843279102457, 'reg_lambda': 1.5220185347469348}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,073] Trial 46 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.12084720537711098, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9474393845725347, 'colsample_bytree': 0.8073819199719122, 'gamma': 3.2373377554585647, 'reg_alpha': 0.3635268203456655, 'reg_lambda': 2.4666226730261043}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,260] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.20521933870839004, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8922475692244481, 'colsample_bytree': 0.7858405330929091, 'gamma': 2.775482308603443, 'reg_alpha': 0.146925438910411, 'reg_lambda': 1.9137707596478597}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,561] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.26858093317973236, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6073505743660238, 'colsample_bytree': 0.7460028889754086, 'gamma': 3.8764791706295934, 'reg_alpha': 0.2878460184105488, 'reg_lambda': 1.1861017884270577}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,758] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 160, 'learning_rate': 0.06864767982600442, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7871734489349901, 'colsample_bytree': 0.8836012001550508, 'gamma': 4.182519932910411, 'reg_alpha': 0.48238785838853726, 'reg_lambda': 2.6352195631215034}. Best is trial 21 with value: 0.7708333333333333.
[I 2025-11-03 19:50:03,966] Trial 50 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.04835058123477446, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9258164155663752, 'colsample_bytree': 0.8349412592914872, 'gamma': 1.0436383635237376, 'reg_alpha': 0.8009183822049641, 'reg_lambda': 1.446586951416415}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,168] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.05807424439590673, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.92198749832008, 'colsample_bytree': 0.8336729407595589, 'gamma': 1.0819827163253923, 'reg_alpha': 0.7920005720697003, 'reg_lambda': 1.1080916248735315}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,387] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.05341622833287446, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9231953263489076, 'colsample_bytree': 0.8339071436459633, 'gamma': 0.8934572277877143, 'reg_alpha': 0.8210850167672833, 'reg_lambda': 1.3599065837015027}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,616] Trial 53 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 203, 'learning_rate': 0.10183584120339599, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9225499586393238, 'colsample_bytree': 0.8407495116065583, 'gamma': 0.6845452664182653, 'reg_alpha': 0.7840256212330683, 'reg_lambda': 1.4035776697711948}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:04,934] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.05046311787389681, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9335670875372372, 'colsample_bytree': 0.877573361310839, 'gamma': 1.266217306313381, 'reg_alpha': 0.924590826466847, 'reg_lambda': 0.9655454831591477}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,129] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.04655052119189132, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9665652123053798, 'colsample_bytree': 0.859090311628889, 'gamma': 1.0196949503474624, 'reg_alpha': 0.837105575071491, 'reg_lambda': 1.3268291305314004}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,411] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 228, 'learning_rate': 0.09575379967882747, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9493641192239314, 'colsample_bytree': 0.8280104454616294, 'gamma': 0.5908465788102968, 'reg_alpha': 0.72333903781135, 'reg_lambda': 1.4725519086087533}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,630] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.06684172111947713, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9857579589151887, 'colsample_bytree': 0.9522057472026025, 'gamma': 1.2476933811392792, 'reg_alpha': 0.8483948335121212, 'reg_lambda': 0.8625655596166222}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:05,924] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 203, 'learning_rate': 0.0597260705634833, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9099350133405016, 'colsample_bytree': 0.848798884527243, 'gamma': 0.19494600633977555, 'reg_alpha': 0.9008639447049014, 'reg_lambda': 1.1161128635175368}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:06,289] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 210, 'learning_rate': 0.015490182201402783, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9215739684762557, 'colsample_bytree': 0.7618935523923913, 'gamma': 1.7724358392284976, 'reg_alpha': 0.7467785248041677, 'reg_lambda': 1.541718417158743}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:06,506] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.16354316864299687, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8666329577318919, 'colsample_bytree': 0.800833309668579, 'gamma': 0.6418637342368089, 'reg_alpha': 0.945129574346088, 'reg_lambda': 1.6140229561142811}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:06,878] Trial 61 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 243, 'learning_rate': 0.03195285331480399, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.894854621658937, 'colsample_bytree': 0.8149474136800128, 'gamma': 0.37774702655950154, 'reg_alpha': 0.8025018626042958, 'reg_lambda': 1.3534001738751402}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,045] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.03591336563655979, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.952418104409273, 'colsample_bytree': 0.7885855058206462, 'gamma': 0.8499536873234624, 'reg_alpha': 0.44411419281908737, 'reg_lambda': 1.7421764730314988}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,255] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.0276825391476469, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9124156900363031, 'colsample_bytree': 0.8287453668260808, 'gamma': 1.265537758294332, 'reg_alpha': 0.6957385779610399, 'reg_lambda': 1.2282621136188634}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,576] Trial 64 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 190, 'learning_rate': 0.03984958952289412, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9316425148980206, 'colsample_bytree': 0.726915046149632, 'gamma': 2.315129921012841, 'reg_alpha': 0.3935396452388585, 'reg_lambda': 0.7946285022799813}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:07,809] Trial 65 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 234, 'learning_rate': 0.07599160410378437, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8891958028019499, 'colsample_bytree': 0.8640884755866595, 'gamma': 0.8967226684943166, 'reg_alpha': 0.865717853650683, 'reg_lambda': 1.1421314640771745}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,123] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.08277185873747768, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8538614551082702, 'colsample_bytree': 0.8860680786081977, 'gamma': 1.5424946947460323, 'reg_alpha': 0.8688343356811835, 'reg_lambda': 1.1083612911035359}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,318] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.05591724609985684, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8851996555278848, 'colsample_bytree': 0.9264109309297083, 'gamma': 0.9737670899827158, 'reg_alpha': 0.5429669687048296, 'reg_lambda': 1.4258339302825396}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,667] Trial 68 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 243, 'learning_rate': 0.26614276794878156, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8733742943819911, 'colsample_bytree': 0.8628948649015632, 'gamma': 2.031467162068197, 'reg_alpha': 0.830756596744886, 'reg_lambda': 0.9230335975636241}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:08,865] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.13033757681929883, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9033512621533728, 'colsample_bytree': 0.8468227052404742, 'gamma': 0.43052324265452974, 'reg_alpha': 0.9980443215405127, 'reg_lambda': 1.0496216240260092}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,200] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.0775809101681952, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8306098851856041, 'colsample_bytree': 0.8709476733140661, 'gamma': 0.8514548587424082, 'reg_alpha': 0.762734595458043, 'reg_lambda': 2.4650364719624736}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,480] Trial 71 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 250, 'learning_rate': 0.04476953928706159, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9419572160786087, 'colsample_bytree': 0.8206463732448539, 'gamma': 1.3386393530760077, 'reg_alpha': 0.6309314450522036, 'reg_lambda': 1.3017543812635886}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,702] Trial 72 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.05464052134641559, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.914438067406483, 'colsample_bytree': 0.8338834736974444, 'gamma': 1.166960200213625, 'reg_alpha': 0.8156858879027681, 'reg_lambda': 1.6091878885259119}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:09,867] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.035702109276137324, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8902041751450103, 'colsample_bytree': 0.7365455987274476, 'gamma': 0.0150927124537652, 'reg_alpha': 0.9438605042132258, 'reg_lambda': 1.168541968250124}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,121] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.21449187711724763, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.903155200485535, 'colsample_bytree': 0.7953093551098094, 'gamma': 3.0858770089036347, 'reg_alpha': 0.8803000605225237, 'reg_lambda': 2.3515110745680365}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,271] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.2959056013224319, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9287726737773875, 'colsample_bytree': 0.8101010151065338, 'gamma': 1.4406451331796433, 'reg_alpha': 0.5003083857579999, 'reg_lambda': 2.85629762716885}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,339] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 36, 'learning_rate': 0.04297238405021831, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9623367568308123, 'colsample_bytree': 0.7690652785961745, 'gamma': 1.7089930749620508, 'reg_alpha': 0.776878250643747, 'reg_lambda': 2.7173804337311487}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,619] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.049343249474917576, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8477184953536014, 'colsample_bytree': 0.851344644276735, 'gamma': 3.466052859907191, 'reg_alpha': 0.5941408888066394, 'reg_lambda': 1.0018639458410432}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:10,831] Trial 78 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.06024114382232181, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.870064945772272, 'colsample_bytree': 0.7167573338575729, 'gamma': 1.9530319797174447, 'reg_alpha': 0.6803560463339291, 'reg_lambda': 2.2543187662115605}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:11,203] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.26086755213612695, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9203751691799559, 'colsample_bytree': 0.684491596707147, 'gamma': 2.694417438417752, 'reg_alpha': 0.7275944884088076, 'reg_lambda': 2.5436951155325502}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:11,428] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.06427333630875977, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7224467465945767, 'colsample_bytree': 0.6988779014014274, 'gamma': 3.6256840238772066, 'reg_alpha': 0.4581221832793601, 'reg_lambda': 0.5783701926704783}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:11,802] Trial 81 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 235, 'learning_rate': 0.0767589024390704, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8981461337277086, 'colsample_bytree': 0.7743278989229356, 'gamma': 3.354879075406357, 'reg_alpha': 0.07910837348834879, 'reg_lambda': 1.241741081726007}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,018] Trial 82 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.052403168793886484, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8843543706812445, 'colsample_bytree': 0.7414832906917335, 'gamma': 3.9796825136785294, 'reg_alpha': 0.0028473301391400696, 'reg_lambda': 1.1359318390282296}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,339] Trial 83 finished with value: 0.755952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.23449151169989377, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9040482062806351, 'colsample_bytree': 0.7583715998030045, 'gamma': 1.1026844597226764, 'reg_alpha': 0.3212844405141474, 'reg_lambda': 2.625583382750483}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,643] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 218, 'learning_rate': 0.1804353734381372, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9438752558848066, 'colsample_bytree': 0.7476097613102595, 'gamma': 1.0769559871155472, 'reg_alpha': 0.40587449258146474, 'reg_lambda': 2.655767638907641}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:12,932] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 223, 'learning_rate': 0.23275428789705793, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9124411802900249, 'colsample_bytree': 0.7617833526649692, 'gamma': 0.882106624757766, 'reg_alpha': 0.3304340623804651, 'reg_lambda': 2.4032645794211005}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,136] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.19814685965872114, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9097433440803052, 'colsample_bytree': 0.7244444561886891, 'gamma': 0.9195972022360738, 'reg_alpha': 0.31542720343875946, 'reg_lambda': 2.3810826656711077}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,366] Trial 87 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 214, 'learning_rate': 0.20680071361675956, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9346594241363706, 'colsample_bytree': 0.7101655421553502, 'gamma': 0.7348533834362202, 'reg_alpha': 0.2669071989849787, 'reg_lambda': 2.5756015649567345}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,680] Trial 88 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 230, 'learning_rate': 0.2242078209375236, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9052053568502672, 'colsample_bytree': 0.7241130831660831, 'gamma': 0.5034957028000562, 'reg_alpha': 0.3388645206298022, 'reg_lambda': 2.513662748381747}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:13,920] Trial 89 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 207, 'learning_rate': 0.16667800799198434, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9264603426021131, 'colsample_bytree': 0.7229541216652215, 'gamma': 0.4548836349914591, 'reg_alpha': 0.3578174179261309, 'reg_lambda': 2.5040925218682863}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,216] Trial 90 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 197, 'learning_rate': 0.1990105089902938, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9562646651463086, 'colsample_bytree': 0.7357829133246478, 'gamma': 0.5409611650361752, 'reg_alpha': 0.37743653819754824, 'reg_lambda': 2.962370646020481}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,432] Trial 91 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.22599113199298146, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9044095520792332, 'colsample_bytree': 0.7055061068872498, 'gamma': 1.1087489605852252, 'reg_alpha': 0.42132467307745913, 'reg_lambda': 2.786727577698943}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,636] Trial 92 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 229, 'learning_rate': 0.2531935283486938, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8904981904570358, 'colsample_bytree': 0.7518998508683395, 'gamma': 0.2906653464897542, 'reg_alpha': 0.3009090504175037, 'reg_lambda': 2.6163001756716815}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:14,963] Trial 93 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 239, 'learning_rate': 0.2797713052230353, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9189123986875743, 'colsample_bytree': 0.7231771478389811, 'gamma': 0.7422451421870525, 'reg_alpha': 0.3402501891639975, 'reg_lambda': 2.19350700500576}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,167] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.1914428509901876, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9372207441142806, 'colsample_bytree': 0.8926054811265474, 'gamma': 0.9518568299138489, 'reg_alpha': 0.25736518454506174, 'reg_lambda': 2.699333984384129}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,460] Trial 95 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 221, 'learning_rate': 0.23929900021417783, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9756832243089504, 'colsample_bytree': 0.6685173173872436, 'gamma': 1.4004861834841364, 'reg_alpha': 0.22035090512195254, 'reg_lambda': 2.675105758681963}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,664] Trial 96 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.15443192975420283, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9399178151602339, 'colsample_bytree': 0.8940834342786028, 'gamma': 1.1773273138202944, 'reg_alpha': 0.26987345085829223, 'reg_lambda': 2.760149278934556}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:15,989] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.1879072303146301, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9067560731711631, 'colsample_bytree': 0.9180031824774153, 'gamma': 0.9778581547254195, 'reg_alpha': 0.19465497254940456, 'reg_lambda': 2.503288575352808}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:16,226] Trial 98 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 206, 'learning_rate': 0.22622003216018263, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9301145607981214, 'colsample_bytree': 0.7821841740396336, 'gamma': 0.07075004557682685, 'reg_alpha': 0.38222500738912035, 'reg_lambda': 2.838898026853614}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:16,493] Trial 99 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 246, 'learning_rate': 0.2813367744510338, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9640431665484622, 'colsample_bytree': 0.9452599997096758, 'gamma': 0.5886572952266096, 'reg_alpha': 0.3384211635922208, 'reg_lambda': 2.401943033764506}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:16,803] Trial 100 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 185, 'learning_rate': 0.2019989517145196, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9497656521086463, 'colsample_bytree': 0.6907223021351357, 'gamma': 0.7818237188227231, 'reg_alpha': 0.24736060034727717, 'reg_lambda': 2.586486978852173}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,046] Trial 101 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.25649575064536584, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9181222903488491, 'colsample_bytree': 0.8706048837368597, 'gamma': 0.989066346699417, 'reg_alpha': 0.30876571546258846, 'reg_lambda': 2.438437159263325}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,250] Trial 102 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 225, 'learning_rate': 0.21569751587208938, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8969388261182363, 'colsample_bytree': 0.8370093080482559, 'gamma': 0.8337354259236752, 'reg_alpha': 0.4668662140064091, 'reg_lambda': 2.328686754556869}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,572] Trial 103 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.22132407813555174, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8818222830470069, 'colsample_bytree': 0.993053536443153, 'gamma': 0.5432299632943542, 'reg_alpha': 0.48280292168379213, 'reg_lambda': 2.3268608008696763}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:17,765] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.298914590270433, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8979965172982242, 'colsample_bytree': 0.7561426820027152, 'gamma': 0.805212461701444, 'reg_alpha': 0.425436282689235, 'reg_lambda': 2.1143711598100583}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,060] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 240, 'learning_rate': 0.1708229747211658, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9087254909792946, 'colsample_bytree': 0.8379800187906549, 'gamma': 0.6728262085274395, 'reg_alpha': 0.4527790112493508, 'reg_lambda': 2.6931061998890224}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,274] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.1951113554886058, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6789235973294332, 'colsample_bytree': 0.8535507860332677, 'gamma': 3.221229294494039, 'reg_alpha': 0.5389672588687024, 'reg_lambda': 2.9243580542376106}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,524] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.1403509897646948, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9365552840802026, 'colsample_bytree': 0.7312844821646437, 'gamma': 0.28573178960328083, 'reg_alpha': 0.5133609994094778, 'reg_lambda': 2.2690559947843068}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,778] Trial 108 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 200, 'learning_rate': 0.2460545520441687, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8751205916675178, 'colsample_bytree': 0.7395609550052209, 'gamma': 1.1488316479170393, 'reg_alpha': 0.47011383334808854, 'reg_lambda': 2.3687672345755435}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:18,973] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.17783181000091436, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9259624852836026, 'colsample_bytree': 0.8242987507370862, 'gamma': 0.9076691233630506, 'reg_alpha': 0.28953109106749275, 'reg_lambda': 2.603248341663731}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:19,352] Trial 110 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.27020369396548044, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9183308774634426, 'colsample_bytree': 0.8014171429969177, 'gamma': 2.9962458117447266, 'reg_alpha': 0.3995312960436332, 'reg_lambda': 2.478906519342282}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:19,547] Trial 111 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 233, 'learning_rate': 0.1572858352248602, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8877142801445849, 'colsample_bytree': 0.8340622708084844, 'gamma': 0.9165132415193449, 'reg_alpha': 0.853702491304678, 'reg_lambda': 2.736492903637257}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:19,751] Trial 112 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 249, 'learning_rate': 0.07399153515103528, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8965414298509058, 'colsample_bytree': 0.8893893263946279, 'gamma': 1.0341738501581947, 'reg_alpha': 0.37355311256216517, 'reg_lambda': 1.433932171094023}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,018] Trial 113 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.21400335089928674, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.909751341337183, 'colsample_bytree': 0.8776011508498022, 'gamma': 3.8115806654866717, 'reg_alpha': 0.8232269450894567, 'reg_lambda': 2.5519953218548226}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,228] Trial 114 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 241, 'learning_rate': 0.2380792219808151, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8609626159963369, 'colsample_bytree': 0.8672503472300324, 'gamma': 1.3268711601209, 'reg_alpha': 0.9021526161092382, 'reg_lambda': 2.421741272417816}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,430] Trial 115 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 230, 'learning_rate': 0.19100782124189145, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9005975742020652, 'colsample_bytree': 0.8572747474839522, 'gamma': 3.4356244092001855, 'reg_alpha': 0.4336571404754542, 'reg_lambda': 1.2793328045452277}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,706] Trial 116 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.18933905623326686, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9021190025827938, 'colsample_bytree': 0.8543507804667677, 'gamma': 3.428162871542008, 'reg_alpha': 0.41281522759172345, 'reg_lambda': 1.3589200319408843}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:20,905] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.12718007812676804, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9454344803264685, 'colsample_bytree': 0.8159573710818262, 'gamma': 3.6673514772705365, 'reg_alpha': 0.4832275660252363, 'reg_lambda': 1.2814382299444746}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,219] Trial 118 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.20563341888835837, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.807421742211446, 'colsample_bytree': 0.7175788892019102, 'gamma': 3.583261864649101, 'reg_alpha': 0.4400031640611077, 'reg_lambda': 1.5420008558371145}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,460] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.22589613637801015, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9272233317802802, 'colsample_bytree': 0.9043550065819672, 'gamma': 3.2159747080132197, 'reg_alpha': 0.24986886583089507, 'reg_lambda': 2.519678289771196}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,598] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.2746755197996426, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9185135031174638, 'colsample_bytree': 0.8449889214308252, 'gamma': 1.512474034969113, 'reg_alpha': 0.20636239332477335, 'reg_lambda': 1.2086237787734593}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:21,787] Trial 121 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 222, 'learning_rate': 0.05010260798471447, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8932700720657802, 'colsample_bytree': 0.8624963317613952, 'gamma': 3.3117776965986, 'reg_alpha': 0.5597755850113619, 'reg_lambda': 1.0732017348351182}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:22,140] Trial 122 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.010532933569200808, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.878702221854456, 'colsample_bytree': 0.8365686793592689, 'gamma': 1.077424574636236, 'reg_alpha': 0.3170827934241521, 'reg_lambda': 1.1630811592494188}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:22,664] Trial 123 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.05701861360327413, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9100185769883482, 'colsample_bytree': 0.8267015597291248, 'gamma': 0.4739562128285887, 'reg_alpha': 0.35007517121573495, 'reg_lambda': 1.2662783226246312}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,089] Trial 124 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 216, 'learning_rate': 0.25390128909982634, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8888875419755052, 'colsample_bytree': 0.8792222036581825, 'gamma': 1.1988072863953398, 'reg_alpha': 0.7911638191768283, 'reg_lambda': 1.001938207029435}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,308] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.09214441854144503, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.868255814648371, 'colsample_bytree': 0.7281214251631158, 'gamma': 2.511850338228163, 'reg_alpha': 0.5033702910501783, 'reg_lambda': 2.645670465251032}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,532] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.2132380625970992, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9008745308894891, 'colsample_bytree': 0.7472104847034398, 'gamma': 0.7244227745455284, 'reg_alpha': 0.4667687514376367, 'reg_lambda': 1.6736841621021536}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,741] Trial 127 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.18247201895362314, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9300079646486675, 'colsample_bytree': 0.8574558328483453, 'gamma': 3.5116676085835943, 'reg_alpha': 0.8657090836575154, 'reg_lambda': 1.0879836063405577}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:23,989] Trial 128 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.18210121712707236, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9372201369619758, 'colsample_bytree': 0.808753821679013, 'gamma': 3.4022096506991732, 'reg_alpha': 0.4324506540285449, 'reg_lambda': 1.3156925720289565}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:24,185] Trial 129 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.1954522978223543, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9286446349875689, 'colsample_bytree': 0.7643324600004688, 'gamma': 3.5308437194796443, 'reg_alpha': 0.7490931208691695, 'reg_lambda': 0.929035239732386}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:24,569] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.02116741341838824, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9163096418710343, 'colsample_bytree': 0.8487181822208171, 'gamma': 1.6689313654545315, 'reg_alpha': 0.3279806010549021, 'reg_lambda': 2.8251770200767807}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:24,797] Trial 131 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.04647762030672905, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9549802431255291, 'colsample_bytree': 0.8638283725373079, 'gamma': 3.738283372892953, 'reg_alpha': 0.8789293517543637, 'reg_lambda': 1.472565946214394}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,001] Trial 132 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.1462949871303422, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9078675162089226, 'colsample_bytree': 0.84037607097852, 'gamma': 0.8399370432433835, 'reg_alpha': 0.8453833457435409, 'reg_lambda': 1.8061602927426514}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,280] Trial 133 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.16648265648984248, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8963471769184999, 'colsample_bytree': 0.8295174955951238, 'gamma': 3.1297258603330826, 'reg_alpha': 0.8057439600293845, 'reg_lambda': 1.087009578741679}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,494] Trial 134 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 219, 'learning_rate': 0.2394270547922464, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9240963522510031, 'colsample_bytree': 0.8922384563292, 'gamma': 0.635434648366944, 'reg_alpha': 0.8622820783575349, 'reg_lambda': 1.1653379563468607}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:25,691] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.11016676513777385, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9360047250687409, 'colsample_bytree': 0.8580159586477569, 'gamma': 3.860867130649072, 'reg_alpha': 0.9100005185384059, 'reg_lambda': 1.0174246519444181}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,052] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.21910958379872403, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9427611608250094, 'colsample_bytree': 0.8579273089333619, 'gamma': 4.107280729934717, 'reg_alpha': 0.9082651126537187, 'reg_lambda': 1.0384140978132177}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,301] Trial 137 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 214, 'learning_rate': 0.11153457092535798, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9381497154839865, 'colsample_bytree': 0.7074393639580056, 'gamma': 3.859338543487456, 'reg_alpha': 0.26033416194696574, 'reg_lambda': 2.551589780824059}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,516] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.10400840112887373, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7489347029118019, 'colsample_bytree': 0.7337420937804788, 'gamma': 3.968106574015321, 'reg_alpha': 0.9447046646177989, 'reg_lambda': 2.0244257456488026}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:26,868] Trial 139 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 239, 'learning_rate': 0.17419732245559708, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.985514326643286, 'colsample_bytree': 0.7204460843135105, 'gamma': 3.626984345936846, 'reg_alpha': 0.28467433141223664, 'reg_lambda': 0.8717806540756544}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,066] Trial 140 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 223, 'learning_rate': 0.25431072216866873, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9318086365611301, 'colsample_bytree': 0.7423893650353994, 'gamma': 2.827768916663735, 'reg_alpha': 0.3872430643918735, 'reg_lambda': 2.3065151167388693}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,387] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.07151538212905288, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9156373772082287, 'colsample_bytree': 0.8731150741750552, 'gamma': 0.9714896502012537, 'reg_alpha': 0.9208193376137365, 'reg_lambda': 0.9875547898911614}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,579] Trial 142 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.06445098351961766, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9041076621550813, 'colsample_bytree': 0.8440359472682852, 'gamma': 3.4967574006450897, 'reg_alpha': 0.44623008444762813, 'reg_lambda': 1.12770546701162}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:27,857] Trial 143 finished with value: 0.693452380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.041885879889161426, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9238312105336953, 'colsample_bytree': 0.8587120475827642, 'gamma': 3.7304352296214898, 'reg_alpha': 0.8882673220125219, 'reg_lambda': 2.4736086834474245}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,063] Trial 144 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.2335229393622499, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.910864419087372, 'colsample_bytree': 0.8536363857091512, 'gamma': 1.1025252379334494, 'reg_alpha': 0.9797331519810633, 'reg_lambda': 2.6024395312266773}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,358] Trial 145 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 219, 'learning_rate': 0.19634337277053854, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8850667794821933, 'colsample_bytree': 0.878996090147288, 'gamma': 0.8005141435034278, 'reg_alpha': 0.8271818245696572, 'reg_lambda': 1.4033994625305874}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,602] Trial 146 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.05699023252747319, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9328663399389143, 'colsample_bytree': 0.7557763708786321, 'gamma': 1.2509233976346168, 'reg_alpha': 0.420193001691599, 'reg_lambda': 2.358282785558578}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:28,794] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.08559441097877939, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8949851927655915, 'colsample_bytree': 0.823396032963497, 'gamma': 0.9292888500854927, 'reg_alpha': 0.7789007073914085, 'reg_lambda': 1.2188056530745333}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,098] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.2832249891838127, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9506027483378084, 'colsample_bytree': 0.8973205136889295, 'gamma': 1.3495797847387763, 'reg_alpha': 0.8711248858475762, 'reg_lambda': 0.8120767479070793}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,434] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.052754278669473555, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9169497595439032, 'colsample_bytree': 0.8431847090038654, 'gamma': 1.0135871575884408, 'reg_alpha': 0.5273685194668887, 'reg_lambda': 2.702682425912305}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,757] Trial 150 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.20844060739505563, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9674475767119247, 'colsample_bytree': 0.8694907154586488, 'gamma': 3.3752190010533365, 'reg_alpha': 0.48732209645730934, 'reg_lambda': 2.4317700740724026}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:29,964] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.06352009295847398, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9028870129358908, 'colsample_bytree': 0.843145274430433, 'gamma': 3.4809477771301567, 'reg_alpha': 0.3604230037105366, 'reg_lambda': 1.1452784659681117}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,261] Trial 152 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.06174328139635423, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9027142122598759, 'colsample_bytree': 0.9165243336413677, 'gamma': 3.6270509737123926, 'reg_alpha': 0.36081809729114667, 'reg_lambda': 1.0464080693502429}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,439] Trial 153 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.06642698051935192, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9001797548617965, 'colsample_bytree': 0.9266617626845426, 'gamma': 3.8305096630771347, 'reg_alpha': 0.36491995878357547, 'reg_lambda': 0.955486010583969}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,642] Trial 154 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 222, 'learning_rate': 0.059747156962719275, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9074602868641581, 'colsample_bytree': 0.922820135966804, 'gamma': 3.5240536567863554, 'reg_alpha': 0.3019348251747183, 'reg_lambda': 1.0859873795616115}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:30,867] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 221, 'learning_rate': 0.06085774250719072, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9134122629612618, 'colsample_bytree': 0.9156580510430309, 'gamma': 3.533255296222556, 'reg_alpha': 0.3398045349724205, 'reg_lambda': 1.0502979907874028}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,138] Trial 156 finished with value: 0.699404761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.049913833088134275, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9235139517900395, 'colsample_bytree': 0.9354825496293272, 'gamma': 3.6605859960673834, 'reg_alpha': 0.30703022834957944, 'reg_lambda': 1.074824393119821}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,343] Trial 157 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 224, 'learning_rate': 0.06161966989875108, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.905566569213824, 'colsample_bytree': 0.9382689266400988, 'gamma': 3.990749838990408, 'reg_alpha': 0.3187111624888418, 'reg_lambda': 1.1847526603612053}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,578] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.058057163567459505, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9309393017433303, 'colsample_bytree': 0.9263030587443845, 'gamma': 3.315179577468241, 'reg_alpha': 0.29126365429380946, 'reg_lambda': 1.1172103111263438}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:31,771] Trial 159 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 211, 'learning_rate': 0.05451563226760277, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9445828255297175, 'colsample_bytree': 0.9088238976701507, 'gamma': 3.2983548859451273, 'reg_alpha': 0.36001310881130155, 'reg_lambda': 1.1060792802160329}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,068] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.03817446196569116, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9342463817135552, 'colsample_bytree': 0.9268760155409717, 'gamma': 3.2117039465538992, 'reg_alpha': 0.27653265826060947, 'reg_lambda': 0.9861093835712409}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,272] Trial 161 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 217, 'learning_rate': 0.05722539325037139, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9217588711241509, 'colsample_bytree': 0.9112083986757015, 'gamma': 3.0387057571107237, 'reg_alpha': 0.302441206961551, 'reg_lambda': 1.2413005032819948}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,531] Trial 162 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 220, 'learning_rate': 0.04790313379141433, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9114646848547241, 'colsample_bytree': 0.9764202953798244, 'gamma': 3.5891924226231096, 'reg_alpha': 0.39365158939748635, 'reg_lambda': 0.8900941928514812}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:32,737] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.07102041598996063, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.925238902716368, 'colsample_bytree': 0.922734718488974, 'gamma': 3.4187708708810307, 'reg_alpha': 0.295601934256792, 'reg_lambda': 1.321726678371864}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,043] Trial 164 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.06300509557308889, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.958667518664566, 'colsample_bytree': 0.9227197493499415, 'gamma': 3.445698984664545, 'reg_alpha': 0.34694265596244406, 'reg_lambda': 1.3315300177679144}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,252] Trial 165 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.06879337003440282, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9261328491130671, 'colsample_bytree': 0.9386461307978622, 'gamma': 3.7297111592557615, 'reg_alpha': 0.23047978286721757, 'reg_lambda': 1.0271109123871816}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,510] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 214, 'learning_rate': 0.04449802087348494, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9394146077044477, 'colsample_bytree': 0.9645544381386897, 'gamma': 3.3474617656366186, 'reg_alpha': 0.28142605442369567, 'reg_lambda': 1.2977435871046958}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,702] Trial 167 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.05486906738302087, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9312909533783215, 'colsample_bytree': 0.9021029832822108, 'gamma': 3.158493384102325, 'reg_alpha': 0.2506660429443583, 'reg_lambda': 1.1259833436525362}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:33,992] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.08096329107433511, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8952944095111864, 'colsample_bytree': 0.9470123423869893, 'gamma': 3.5528389955211446, 'reg_alpha': 0.2985531546779877, 'reg_lambda': 1.3762637316427202}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,250] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.06830632110416684, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9189407431513229, 'colsample_bytree': 0.9604876509314386, 'gamma': 3.4702999300836717, 'reg_alpha': 0.3290566820724966, 'reg_lambda': 1.2047022957990703}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,458] Trial 170 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.05894766279983332, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.648162646575596, 'colsample_bytree': 0.916162182657653, 'gamma': 3.797116938204511, 'reg_alpha': 0.37387692008278806, 'reg_lambda': 1.283295877256405}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,719] Trial 171 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 225, 'learning_rate': 0.05150245825583746, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.903777295986344, 'colsample_bytree': 0.9296875352993726, 'gamma': 3.345862830362103, 'reg_alpha': 0.27109111102066236, 'reg_lambda': 1.091646080964309}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:34,943] Trial 172 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 247, 'learning_rate': 0.188483653625666, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9108088991490322, 'colsample_bytree': 0.8305703367689863, 'gamma': 2.9614477867716076, 'reg_alpha': 0.34830370186652726, 'reg_lambda': 1.1598005711682697}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,229] Trial 173 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 219, 'learning_rate': 0.13149709732498285, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8883715486574214, 'colsample_bytree': 0.8192160980040055, 'gamma': 3.9009741354327296, 'reg_alpha': 0.31698779225921625, 'reg_lambda': 2.643645908266147}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,439] Trial 174 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 238, 'learning_rate': 0.06209456245616745, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9251330101148925, 'colsample_bytree': 0.8381749236668522, 'gamma': 3.283027202952129, 'reg_alpha': 0.4001291434996602, 'reg_lambda': 0.9333156097573049}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,752] Trial 175 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.07440803756154583, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9486156988288592, 'colsample_bytree': 0.8859245004102518, 'gamma': 3.457072007229979, 'reg_alpha': 0.17431267230402164, 'reg_lambda': 1.0368732304633108}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:35,960] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05254449671297203, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.904488198740131, 'colsample_bytree': 0.8507891553156515, 'gamma': 3.6248495524179436, 'reg_alpha': 0.4664040568780213, 'reg_lambda': 1.2343437401676094}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,160] Trial 177 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.05333659038183507, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9004442308925227, 'colsample_bytree': 0.85255544561116, 'gamma': 3.6211690943659818, 'reg_alpha': 0.4396251893667789, 'reg_lambda': 1.2180024030961873}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,379] Trial 178 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 230, 'learning_rate': 0.046817166808015974, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.884107259281731, 'colsample_bytree': 0.8350656233324356, 'gamma': 3.7139834137169414, 'reg_alpha': 0.4651605847595112, 'reg_lambda': 1.3598547595572654}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,656] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.05934041305186613, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9192914302918058, 'colsample_bytree': 0.8470614128175964, 'gamma': 3.6065848114338865, 'reg_alpha': 0.41643440628715717, 'reg_lambda': 1.1708359498804222}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:36,870] Trial 180 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.05686084931475063, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9312977229657582, 'colsample_bytree': 0.8138393093929357, 'gamma': 3.4072542383546116, 'reg_alpha': 0.4589319948959365, 'reg_lambda': 1.44339854973521}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:37,247] Trial 181 finished with value: 0.693452380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.06631925769650623, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.912236194805177, 'colsample_bytree': 0.9343369151966259, 'gamma': 3.502484052189495, 'reg_alpha': 0.2872774563307353, 'reg_lambda': 1.2629821829874988}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:37,551] Trial 182 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.21843391693354883, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9027422830984101, 'colsample_bytree': 0.7275788245337126, 'gamma': 2.1644425331403583, 'reg_alpha': 0.32721261459519535, 'reg_lambda': 2.527072153567952}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:37,817] Trial 183 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 65, 'learning_rate': 0.21768486032066275, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.892447022795352, 'colsample_bytree': 0.9155000228962324, 'gamma': 3.691035568467923, 'reg_alpha': 0.3271857600146781, 'reg_lambda': 2.5364094081121022}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,058] Trial 184 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 233, 'learning_rate': 0.05083031355698691, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8774146196844094, 'colsample_bytree': 0.856309196900263, 'gamma': 0.35874711878984245, 'reg_alpha': 0.3627732846887278, 'reg_lambda': 1.1129878996587257}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,363] Trial 185 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.22694338360133304, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9020170081269183, 'colsample_bytree': 0.8434879803902293, 'gamma': 2.071076124530138, 'reg_alpha': 0.3850696814526822, 'reg_lambda': 2.7349396436822393}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,573] Trial 186 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.23340820836025386, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9006031440998785, 'colsample_bytree': 0.8467923156741818, 'gamma': 2.052723470681639, 'reg_alpha': 0.3809734064200507, 'reg_lambda': 2.703332769621984}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:38,836] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.18088036110496458, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9048250503868012, 'colsample_bytree': 0.8278216060542992, 'gamma': 1.8949933319739165, 'reg_alpha': 0.4021949645866967, 'reg_lambda': 2.592393516927566}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,039] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.20656746216527974, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8928669421098311, 'colsample_bytree': 0.8424830044462884, 'gamma': 2.1536682446097504, 'reg_alpha': 0.4342852766216297, 'reg_lambda': 2.7464003415088194}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,256] Trial 189 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 222, 'learning_rate': 0.2589039992853286, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9175092453010846, 'colsample_bytree': 0.8627969738208405, 'gamma': 2.424352627622724, 'reg_alpha': 0.49798255629857757, 'reg_lambda': 2.798950374605186}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,496] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.16064011347132667, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9052895556785142, 'colsample_bytree': 0.8331428209378796, 'gamma': 2.636527722417739, 'reg_alpha': 0.8105049054889033, 'reg_lambda': 2.609722583947249}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:39,701] Trial 191 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 216, 'learning_rate': 0.2223941424911639, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9391983255939245, 'colsample_bytree': 0.7318451796109335, 'gamma': 2.298010839087032, 'reg_alpha': 0.33496996324417566, 'reg_lambda': 2.666838463982383}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,008] Trial 192 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 212, 'learning_rate': 0.22407714356258168, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.939203397902941, 'colsample_bytree': 0.7274441027702652, 'gamma': 2.4559903023389724, 'reg_alpha': 0.3440924673957026, 'reg_lambda': 2.661855765051565}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,204] Trial 193 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 206, 'learning_rate': 0.22335793783132069, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.916647866355607, 'colsample_bytree': 0.729947628488599, 'gamma': 2.5378181849230836, 'reg_alpha': 0.3347194439580579, 'reg_lambda': 2.6373858488674378}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,495] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.2362970774432938, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9233534556803356, 'colsample_bytree': 0.7170676681504343, 'gamma': 2.721347168364142, 'reg_alpha': 0.3829925777028085, 'reg_lambda': 2.7373880403694613}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,714] Trial 195 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.20951172768763537, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8983153795384542, 'colsample_bytree': 0.7398720005018844, 'gamma': 2.117228966178701, 'reg_alpha': 0.4088225703046217, 'reg_lambda': 2.677792680346222}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:40,922] Trial 196 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.19947058163611797, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9399425851644876, 'colsample_bytree': 0.7111777790968666, 'gamma': 1.8535238668989145, 'reg_alpha': 0.355410332680619, 'reg_lambda': 2.5186203250900205}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,180] Trial 197 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.2456109103277461, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9108946693323446, 'colsample_bytree': 0.7308799063485891, 'gamma': 2.32873585493104, 'reg_alpha': 0.3437477527897217, 'reg_lambda': 2.8812418167123095}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,414] Trial 198 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 211, 'learning_rate': 0.2227458274500866, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.883596811117989, 'colsample_bytree': 0.7401474699000103, 'gamma': 2.4349625333194407, 'reg_alpha': 0.37345914872739716, 'reg_lambda': 2.76615324961319}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,745] Trial 199 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.26385971668699243, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9445481064192092, 'colsample_bytree': 0.7477171848466759, 'gamma': 2.392389309337928, 'reg_alpha': 0.3170999142673775, 'reg_lambda': 2.676013295708167}. Best is trial 50 with value: 0.7708333333333334.
[I 2025-11-03 19:50:41,748] A new study created in memory with name: no-name-3839877d-1bb1-45c0-a9da-495e86798c06
[I 2025-11-03 19:50:42,183] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.22023968956751597, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.6188831219578652, 'colsample_bytree': 0.8180366764112149, 'gamma': 4.295227414762795, 'reg_alpha': 0.10015090167085938, 'reg_lambda': 1.5168371023628995}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:50:42,376] Trial 1 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.08364039034796783, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8681980654540871, 'colsample_bytree': 0.6285539969321419, 'gamma': 0.44117755895723976, 'reg_alpha': 0.9827920420155343, 'reg_lambda': 2.5949371152960445}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,455] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.011884443359413178, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8543976975635044, 'colsample_bytree': 0.9697385921421309, 'gamma': 3.4624106930123904, 'reg_alpha': 0.31717786394243097, 'reg_lambda': 2.0722246377330316}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,640] Trial 3 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.054030862202945534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8312211180961623, 'colsample_bytree': 0.6107219520144638, 'gamma': 2.6547513482208815, 'reg_alpha': 0.7145165442200639, 'reg_lambda': 1.5118826436429407}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,856] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.012298669844416743, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8395425359023656, 'colsample_bytree': 0.8465277482250174, 'gamma': 2.4686126362638428, 'reg_alpha': 0.6419274814925889, 'reg_lambda': 1.0873287163569039}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:42,955] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.06176926078915839, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.6053150497372674, 'colsample_bytree': 0.9246155560273999, 'gamma': 3.156776360785651, 'reg_alpha': 0.517252278986353, 'reg_lambda': 2.579807316144799}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,272] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.1898470960949646, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6370471059951827, 'colsample_bytree': 0.9461268263959539, 'gamma': 3.7557776252377053, 'reg_alpha': 0.03318825948556925, 'reg_lambda': 0.874061043637435}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,381] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.04743704921451805, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8199657447128601, 'colsample_bytree': 0.8010317681270419, 'gamma': 3.118807531516886, 'reg_alpha': 0.6835141153808545, 'reg_lambda': 0.7251677298331125}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,733] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.03024200335700753, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8275129280815933, 'colsample_bytree': 0.8294397714878498, 'gamma': 4.857676854739679, 'reg_alpha': 0.6275426542852015, 'reg_lambda': 2.141355919460154}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:43,868] Trial 9 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.1590975097055927, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6582984082475304, 'colsample_bytree': 0.6655789447362847, 'gamma': 2.0365115767281274, 'reg_alpha': 0.5727972853265965, 'reg_lambda': 2.3975428616479446}. Best is trial 1 with value: 0.7380952380952381.
[I 2025-11-03 19:50:44,066] Trial 10 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.10329016405392463, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9790427083117901, 'colsample_bytree': 0.7187846603764521, 'gamma': 0.011846956022521393, 'reg_alpha': 0.9731495428931174, 'reg_lambda': 2.9022144619470605}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 19:50:44,413] Trial 11 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.10087997199108514, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9933906735076141, 'colsample_bytree': 0.7201431945784891, 'gamma': 0.04585086003382347, 'reg_alpha': 0.9718892055773095, 'reg_lambda': 2.9269310009002347}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:44,614] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.09374337163870865, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9963580285716779, 'colsample_bytree': 0.7206485698438164, 'gamma': 0.039094483505638156, 'reg_alpha': 0.9640129811251459, 'reg_lambda': 2.9009634563141864}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:44,791] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 155, 'learning_rate': 0.11549275154810933, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9987592162584311, 'colsample_bytree': 0.7244106903643523, 'gamma': 1.0265223468423619, 'reg_alpha': 0.8251762237233471, 'reg_lambda': 2.914692850493327}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,136] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.2802580344655805, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9467229808413785, 'colsample_bytree': 0.7262071369561675, 'gamma': 1.2713865935898074, 'reg_alpha': 0.8518932304819089, 'reg_lambda': 2.91537588285978}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,349] Trial 15 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.03786742978684736, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9274721662871533, 'colsample_bytree': 0.68099968633188, 'gamma': 1.05608488847463, 'reg_alpha': 0.3604100692340282, 'reg_lambda': 1.952096938474258}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,590] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 246, 'learning_rate': 0.026360663148898542, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9130676809434478, 'colsample_bytree': 0.6696773323450779, 'gamma': 1.243719508527926, 'reg_alpha': 0.360266854188363, 'reg_lambda': 1.8138758052555402}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:45,887] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.029819635191538508, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7263824184956154, 'colsample_bytree': 0.7654282556589713, 'gamma': 0.7418276915369244, 'reg_alpha': 0.36799873278500966, 'reg_lambda': 1.2693234132790778}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,115] Trial 18 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 139, 'learning_rate': 0.020204734403878436, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9131896729141661, 'colsample_bytree': 0.8832445680755897, 'gamma': 1.966741008049378, 'reg_alpha': 0.24484842999586504, 'reg_lambda': 1.976548633213297}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,483] Trial 19 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 193, 'learning_rate': 0.04119758588497387, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.760204668139211, 'colsample_bytree': 0.6579142967933705, 'gamma': 1.6436240738479124, 'reg_alpha': 0.46600811239524614, 'reg_lambda': 0.5063468315920092}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,658] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.07523929500636459, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9022380344935133, 'colsample_bytree': 0.7733030148925963, 'gamma': 0.5941637682752887, 'reg_alpha': 0.2190650253520096, 'reg_lambda': 2.3708810080866787}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:46,926] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.12482728858194468, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9552221279683284, 'colsample_bytree': 0.7034058702424626, 'gamma': 0.043197627385467875, 'reg_alpha': 0.8385811058938977, 'reg_lambda': 2.634312878286086}. Best is trial 11 with value: 0.75.
[I 2025-11-03 19:50:47,195] Trial 22 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.12298226263712117, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9511583983270933, 'colsample_bytree': 0.7605972556998086, 'gamma': 0.00935429505061336, 'reg_alpha': 0.7733787859477458, 'reg_lambda': 2.2769611896182194}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:47,423] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 214, 'learning_rate': 0.06828712249569531, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9462036668815619, 'colsample_bytree': 0.7625654936092405, 'gamma': 0.43016571791552094, 'reg_alpha': 0.7410368585295433, 'reg_lambda': 2.264897368311047}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:47,703] Trial 24 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.14237575554857712, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8904154343777724, 'colsample_bytree': 0.6873417709025561, 'gamma': 0.8127122910228021, 'reg_alpha': 0.9060661424800902, 'reg_lambda': 1.6207568078971737}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:47,918] Trial 25 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 207, 'learning_rate': 0.03795318075605032, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9632348674887871, 'colsample_bytree': 0.755446168615168, 'gamma': 1.522810942304513, 'reg_alpha': 0.8112943811560906, 'reg_lambda': 1.8794885600670939}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,178] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.1761571488672467, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7775556671589963, 'colsample_bytree': 0.6337508030876103, 'gamma': 0.2883235283635505, 'reg_alpha': 0.45679029231758655, 'reg_lambda': 2.689407435827571}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,482] Trial 27 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.022250167314025474, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9282209238815353, 'colsample_bytree': 0.8696443248799625, 'gamma': 1.062665965559865, 'reg_alpha': 0.7567079488516546, 'reg_lambda': 2.165490682125868}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,791] Trial 28 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.016535997947466092, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8767810000866492, 'colsample_bytree': 0.7894717793163352, 'gamma': 0.7474354700583637, 'reg_alpha': 0.9114063116181218, 'reg_lambda': 2.420811072715918}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:48,997] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.2702433990250855, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9325405845978767, 'colsample_bytree': 0.7407147035637505, 'gamma': 0.2986244621517383, 'reg_alpha': 0.16430001738497135, 'reg_lambda': 1.6344003451691322}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:49,087] Trial 30 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 26, 'learning_rate': 0.12912507011887278, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9787870340048908, 'colsample_bytree': 0.6908957620765662, 'gamma': 1.6352387159502966, 'reg_alpha': 0.427968156996128, 'reg_lambda': 1.4262210817970082}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:49,353] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.10212661870500199, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9755546310827211, 'colsample_bytree': 0.7032184975174779, 'gamma': 0.07990038606156658, 'reg_alpha': 0.9967355133229914, 'reg_lambda': 2.775916198405101}. Best is trial 22 with value: 0.7619047619047619.
[I 2025-11-03 19:50:49,598] Trial 32 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.08629002313300231, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9992946794301506, 'colsample_bytree': 0.8009808928624674, 'gamma': 0.4674432813647102, 'reg_alpha': 0.9229892257772097, 'reg_lambda': 2.515683577129851}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 19:50:49,841] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.08584082908161977, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9309249897597486, 'colsample_bytree': 0.7813248234303573, 'gamma': 0.46979109938717434, 'reg_alpha': 0.9021228531456141, 'reg_lambda': 2.469060756572202}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 19:50:50,015] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.05603781181622919, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9993179228033617, 'colsample_bytree': 0.8134875626928229, 'gamma': 0.8748546492635425, 'reg_alpha': 0.9290096717808323, 'reg_lambda': 2.019275161468727}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 19:50:50,315] Trial 35 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 150, 'learning_rate': 0.21123381610616349, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8726687465251906, 'colsample_bytree': 0.638223643428171, 'gamma': 0.4141367432100447, 'reg_alpha': 0.2827355031206925, 'reg_lambda': 2.2587345207306284}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:50,495] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 149, 'learning_rate': 0.20552111192423572, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8572494376323656, 'colsample_bytree': 0.6041522830968501, 'gamma': 0.41022682758719925, 'reg_alpha': 0.7556828504134251, 'reg_lambda': 2.269798896889878}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:50,799] Trial 37 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 98, 'learning_rate': 0.2319399288820007, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.873702169492488, 'colsample_bytree': 0.6465769747116197, 'gamma': 0.605411644954946, 'reg_alpha': 0.09200572796100379, 'reg_lambda': 2.5411065184011563}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:50,959] Trial 38 finished with value: 0.744047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.248477837559818, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8737185175459727, 'colsample_bytree': 0.628121060072323, 'gamma': 2.3732451256466747, 'reg_alpha': 0.061485670107796625, 'reg_lambda': 2.5273475673423684}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,123] Trial 39 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 116, 'learning_rate': 0.16452041447024904, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8858128005210831, 'colsample_bytree': 0.6399142768582573, 'gamma': 1.261192542155934, 'reg_alpha': 0.15133653404002753, 'reg_lambda': 2.265558936969671}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,265] Trial 40 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.2489187910478517, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8458797778913537, 'colsample_bytree': 0.8442570935985789, 'gamma': 0.5862427165579659, 'reg_alpha': 0.0008182315397901457, 'reg_lambda': 2.658021388139242}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,527] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.23984290105411357, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.852225033920824, 'colsample_bytree': 0.8488095926561419, 'gamma': 0.603971123590848, 'reg_alpha': 0.09693225457485269, 'reg_lambda': 2.697723189384946}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,687] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.19487968160946223, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7996077723514303, 'colsample_bytree': 0.8978426710600903, 'gamma': 0.5034034926888544, 'reg_alpha': 0.0671863324706179, 'reg_lambda': 2.7768374410898566}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:51,826] Trial 43 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 76, 'learning_rate': 0.29851860748987746, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7988966360921448, 'colsample_bytree': 0.8363645720381095, 'gamma': 4.11118533305984, 'reg_alpha': 0.25207655417482133, 'reg_lambda': 2.5138992428956386}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,026] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.21350544041876138, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8443016678127166, 'colsample_bytree': 0.8006142436277184, 'gamma': 2.7401014061873328, 'reg_alpha': 0.00890356685683807, 'reg_lambda': 2.129586538488989}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,292] Trial 45 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.15444058150443432, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8160635276520779, 'colsample_bytree': 0.9523431943142155, 'gamma': 0.2640603489842195, 'reg_alpha': 0.1413348199872807, 'reg_lambda': 2.318478489569744}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,461] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.16952263239920987, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7252324777339882, 'colsample_bytree': 0.993335945513517, 'gamma': 0.2687397589063498, 'reg_alpha': 0.14219985056997764, 'reg_lambda': 2.3206374488029295}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,698] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.13724968030503412, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8299623895562535, 'colsample_bytree': 0.9384609711893339, 'gamma': 0.28509336737607316, 'reg_alpha': 0.542445853980366, 'reg_lambda': 2.182094784292783}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:52,856] Trial 48 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 103, 'learning_rate': 0.11608428693043696, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8137301883379119, 'colsample_bytree': 0.9666035448736832, 'gamma': 0.9647429305173412, 'reg_alpha': 0.29853969307181893, 'reg_lambda': 2.544411147954827}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,118] Trial 49 finished with value: 0.755952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.14842805615130233, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7792649982973125, 'colsample_bytree': 0.9143647514547698, 'gamma': 4.895367324750845, 'reg_alpha': 0.5921003254037047, 'reg_lambda': 2.406623303615876}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,322] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.010117363526990854, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9031696121410017, 'colsample_bytree': 0.6152811082998315, 'gamma': 1.436720150110356, 'reg_alpha': 0.20106439597657594, 'reg_lambda': 1.761484855686996}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,472] Trial 51 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 86, 'learning_rate': 0.15644914475757862, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7499575754221629, 'colsample_bytree': 0.9144710072494834, 'gamma': 4.973395725159204, 'reg_alpha': 0.5951655250596817, 'reg_lambda': 2.3908391145212393}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,672] Trial 52 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.14770236295669764, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7817877200011606, 'colsample_bytree': 0.9532308165319441, 'gamma': 4.607331504877026, 'reg_alpha': 0.6478643808056104, 'reg_lambda': 2.064361976916918}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:53,838] Trial 53 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 103, 'learning_rate': 0.08274975387008582, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6871526286232881, 'colsample_bytree': 0.9958378403622817, 'gamma': 3.9088897687242716, 'reg_alpha': 0.7000282153826249, 'reg_lambda': 2.807161508614139}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,084] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.1101825442779526, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8624431745524168, 'colsample_bytree': 0.9215293903392141, 'gamma': 3.371612410055944, 'reg_alpha': 0.2952842159976467, 'reg_lambda': 2.5925231434395934}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,246] Trial 55 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.18377677011112306, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7824371919292488, 'colsample_bytree': 0.8618013333305446, 'gamma': 4.622981145377194, 'reg_alpha': 0.7958238105455994, 'reg_lambda': 2.456656333580014}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,484] Trial 56 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 112, 'learning_rate': 0.2202800466166823, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8140667599905511, 'colsample_bytree': 0.6441399659002653, 'gamma': 1.9180172324593447, 'reg_alpha': 0.1251349543218921, 'reg_lambda': 2.238148991514775}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,668] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.12955993972859176, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7518713146405491, 'colsample_bytree': 0.8931127899005039, 'gamma': 0.11662355807249711, 'reg_alpha': 0.18271123673338782, 'reg_lambda': 1.916510026645816}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:54,912] Trial 58 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 84, 'learning_rate': 0.06841496689179091, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7290928854874454, 'colsample_bytree': 0.656694071283136, 'gamma': 2.7062606836445204, 'reg_alpha': 0.6523725655689441, 'reg_lambda': 2.3402542373940154}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,166] Trial 59 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.1498076047813291, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9617842944739011, 'colsample_bytree': 0.8137086894905848, 'gamma': 2.9310840222735965, 'reg_alpha': 0.0980359470409985, 'reg_lambda': 0.9292057650661116}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,361] Trial 60 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.1913867279136665, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9830535292435378, 'colsample_bytree': 0.7441860563227229, 'gamma': 0.7143097656272915, 'reg_alpha': 0.49386140738322476, 'reg_lambda': 2.1780269057586272}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,570] Trial 61 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 70, 'learning_rate': 0.2394617280061084, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8259580546666461, 'colsample_bytree': 0.972677928127573, 'gamma': 0.6439135966490883, 'reg_alpha': 0.03426490894047193, 'reg_lambda': 2.6337944140586282}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,731] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.2210525490495453, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.827259672108366, 'colsample_bytree': 0.9786930803637809, 'gamma': 0.19811522598421535, 'reg_alpha': 0.06943345294304541, 'reg_lambda': 2.455668524261248}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:55,931] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.09756068011138111, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7913962559078623, 'colsample_bytree': 0.963412767931557, 'gamma': 1.0948072935413564, 'reg_alpha': 0.8677577079061992, 'reg_lambda': 2.6294830181371034}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,128] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.26374729474731984, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8102007034002723, 'colsample_bytree': 0.934113774132604, 'gamma': 0.3734909903446655, 'reg_alpha': 0.04166007638657798, 'reg_lambda': 2.74620012201627}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,341] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.17119348786217728, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8348713404459369, 'colsample_bytree': 0.981373442644229, 'gamma': 0.6888465280750898, 'reg_alpha': 0.25280427343876744, 'reg_lambda': 2.5704388082748237}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,602] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 129, 'learning_rate': 0.11555546134102024, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7667400717042904, 'colsample_bytree': 0.9469788829350115, 'gamma': 0.0004624562555939349, 'reg_alpha': 0.1134588042457547, 'reg_lambda': 2.8347266211282025}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,775] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.22733809310400319, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.915018992299159, 'colsample_bytree': 0.6763481759618915, 'gamma': 0.8774233272099229, 'reg_alpha': 0.6018477619878158, 'reg_lambda': 2.3397890148435594}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:56,942] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.1947315516032821, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9468909458987709, 'colsample_bytree': 0.6557985604001397, 'gamma': 0.22108287373416222, 'reg_alpha': 0.035328461321714105, 'reg_lambda': 2.071298810215567}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,178] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 200, 'learning_rate': 0.08707728541495457, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8674469700624194, 'colsample_bytree': 0.910129430059086, 'gamma': 2.3861135963367266, 'reg_alpha': 0.9567138923603868, 'reg_lambda': 2.4081065606738252}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,339] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.14050902770641985, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8908963615631664, 'colsample_bytree': 0.6165763120067407, 'gamma': 3.6160375358258787, 'reg_alpha': 0.22381796544931226, 'reg_lambda': 2.5029197999645745}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,604] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.2964574338943172, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8501819998084954, 'colsample_bytree': 0.7926621154428751, 'gamma': 0.5764493364013781, 'reg_alpha': 0.07683569924463099, 'reg_lambda': 2.683504575319434}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,747] Trial 72 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 55, 'learning_rate': 0.2526226430843399, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8429727610576844, 'colsample_bytree': 0.8840871971595412, 'gamma': 0.5109472165390156, 'reg_alpha': 0.0013985290019432606, 'reg_lambda': 2.6453584453931382}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:57,897] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.25357935600941467, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8206032352908997, 'colsample_bytree': 0.9573827038193619, 'gamma': 0.42106129290648797, 'reg_alpha': 0.04489824760700106, 'reg_lambda': 2.8837684307593383}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,104] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.23244304491669374, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8372643592957832, 'colsample_bytree': 0.9287801669330258, 'gamma': 0.14848843606349207, 'reg_alpha': 0.3953987223653829, 'reg_lambda': 2.5863968864242657}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,245] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.20632113405742275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8867549753804278, 'colsample_bytree': 0.8783287297238821, 'gamma': 1.1417358499350883, 'reg_alpha': 0.015048302199559167, 'reg_lambda': 2.7243177721436815}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,593] Trial 76 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.17904657661112486, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8058877883279647, 'colsample_bytree': 0.9816289670521998, 'gamma': 0.9076280512898607, 'reg_alpha': 0.8755127894854906, 'reg_lambda': 2.307378685688792}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:58,754] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.274111153112018, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9849125176399718, 'colsample_bytree': 0.9041496472204271, 'gamma': 0.7031273244720924, 'reg_alpha': 0.7989026161236791, 'reg_lambda': 2.2404987834085297}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,032] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.16191941394788573, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8712545218504212, 'colsample_bytree': 0.8216650086115723, 'gamma': 0.5076366735371589, 'reg_alpha': 0.33866478996313715, 'reg_lambda': 2.4988780740155514}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,189] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.1235658932517639, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9701612343114617, 'colsample_bytree': 0.7044846765949627, 'gamma': 2.1910130229429177, 'reg_alpha': 0.5465159590488704, 'reg_lambda': 2.398631101558273}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,346] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.0479094235426494, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.76801605670057, 'colsample_bytree': 0.8834194943498294, 'gamma': 0.3236564077321997, 'reg_alpha': 0.13634165528270561, 'reg_lambda': 2.644166524624702}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,645] Trial 81 finished with value: 0.744047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.24442510869565126, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8424795238635857, 'colsample_bytree': 0.8508960522916408, 'gamma': 0.6554775405212991, 'reg_alpha': 0.009985510244896988, 'reg_lambda': 2.8552985253829455}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:50:59,804] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.2029958342768117, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8217585281012642, 'colsample_bytree': 0.8620123051653317, 'gamma': 0.5086614538476718, 'reg_alpha': 0.07820098354682276, 'reg_lambda': 2.6225880212339368}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,029] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.27350323398842197, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8526316357039091, 'colsample_bytree': 0.8265944667814682, 'gamma': 0.7968000008348759, 'reg_alpha': 0.17053128323030253, 'reg_lambda': 2.957450089658848}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,268] Trial 84 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 52, 'learning_rate': 0.24433959092986524, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7923761298921556, 'colsample_bytree': 0.8363030891811526, 'gamma': 1.3503657822107717, 'reg_alpha': 0.004638405386477265, 'reg_lambda': 2.68128240568939}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,468] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.18742383574605762, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8012944454717199, 'colsample_bytree': 0.9438384697004109, 'gamma': 0.3690821130917883, 'reg_alpha': 0.09434335389817534, 'reg_lambda': 2.4528361033821833}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,536] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 22, 'learning_rate': 0.2979335984411155, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7891345810858755, 'colsample_bytree': 0.7795487291572587, 'gamma': 1.346153644290438, 'reg_alpha': 0.049667958469025705, 'reg_lambda': 2.5457982123238434}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,734] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.21492514353667078, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9400383278536258, 'colsample_bytree': 0.9209368355905924, 'gamma': 1.7392819192197992, 'reg_alpha': 0.0014157589362367232, 'reg_lambda': 2.1269585470896017}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:00,921] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.15471504057462807, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9048377161719787, 'colsample_bytree': 0.8113386880780604, 'gamma': 0.15306041758819872, 'reg_alpha': 0.7317412625736993, 'reg_lambda': 2.764331426668652}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,195] Trial 89 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.2372572904844503, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8969307374206293, 'colsample_bytree': 0.8366123422220547, 'gamma': 0.14814577182128486, 'reg_alpha': 0.7223634325111132, 'reg_lambda': 2.9861443163784815}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,422] Trial 90 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 158, 'learning_rate': 0.23511476575357673, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9013332766974198, 'colsample_bytree': 0.8066784145695215, 'gamma': 0.14412867564785892, 'reg_alpha': 0.7415496686916054, 'reg_lambda': 2.984130993118332}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,627] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.23684715481177648, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9189011412061998, 'colsample_bytree': 0.83610603135172, 'gamma': 0.12292051888497817, 'reg_alpha': 0.7426177008075147, 'reg_lambda': 2.985104427647419}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:01,955] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.249848048106074, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.898124984493754, 'colsample_bytree': 0.8048685001843647, 'gamma': 0.04440158241556958, 'reg_alpha': 0.7143835055746733, 'reg_lambda': 2.9003733795609485}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:02,149] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.2675462578202563, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8804117426865418, 'colsample_bytree': 0.8098071484355412, 'gamma': 0.17059740584400301, 'reg_alpha': 0.7844023796970223, 'reg_lambda': 2.7940748108156694}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:02,474] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.22711911362631956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9048481040967548, 'colsample_bytree': 0.7620021490890206, 'gamma': 0.5105982716439145, 'reg_alpha': 0.8249804652076237, 'reg_lambda': 2.9427365576534172}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:02,720] Trial 95 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.20337816166161365, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.921691609919961, 'colsample_bytree': 0.8325740094540676, 'gamma': 0.0016693916124430608, 'reg_alpha': 0.6735069531657316, 'reg_lambda': 2.738809849687028}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,021] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.18233380701942808, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8611469594125408, 'colsample_bytree': 0.7865121001423026, 'gamma': 0.34508282983380056, 'reg_alpha': 0.624659445116961, 'reg_lambda': 2.9851131069319927}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,280] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.28866901247268345, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9094801384178902, 'colsample_bytree': 0.771261992062039, 'gamma': 1.002294312584556, 'reg_alpha': 0.6914429870176136, 'reg_lambda': 2.8126605399219}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,467] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.17193556431468718, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8918218431643254, 'colsample_bytree': 0.7942465585245981, 'gamma': 0.5882070784862277, 'reg_alpha': 0.7245221421248005, 'reg_lambda': 2.690183109267586}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,759] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.2513936571877051, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8760350525953509, 'colsample_bytree': 0.8432764055856481, 'gamma': 0.17059339790034445, 'reg_alpha': 0.7685709767366499, 'reg_lambda': 2.8379220292106995}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:03,975] Trial 100 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.21705109448941365, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9361852344030892, 'colsample_bytree': 0.8189060859694846, 'gamma': 0.7900199801487795, 'reg_alpha': 0.9330993487535642, 'reg_lambda': 2.7531422058745454}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,167] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.132777630881857, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.951846006771027, 'colsample_bytree': 0.803829195773192, 'gamma': 0.28961476921095025, 'reg_alpha': 0.8405804628306827, 'reg_lambda': 2.5925828332407357}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,475] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.1543195390349721, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8982362484203202, 'colsample_bytree': 0.7506562890403587, 'gamma': 0.22098897065386588, 'reg_alpha': 0.11272181534718412, 'reg_lambda': 2.90767349229483}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,728] Trial 103 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 175, 'learning_rate': 0.20051181912380583, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9250493854609002, 'colsample_bytree': 0.852859677220835, 'gamma': 0.43758639051698167, 'reg_alpha': 0.02022018720563912, 'reg_lambda': 2.6612420665909546}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:04,963] Trial 104 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 176, 'learning_rate': 0.19593972467925985, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9283030108516561, 'colsample_bytree': 0.8518997372589034, 'gamma': 0.44652459559776303, 'reg_alpha': 0.03010503464851144, 'reg_lambda': 2.686554843627874}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,163] Trial 105 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.2322256114725031, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9249126613175543, 'colsample_bytree': 0.8571590669873972, 'gamma': 0.4317237566856726, 'reg_alpha': 0.024236903955948994, 'reg_lambda': 2.654266298514016}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,459] Trial 106 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.23400396707874493, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8803047013252879, 'colsample_bytree': 0.8625749008679358, 'gamma': 0.6491418721070891, 'reg_alpha': 0.03617556330268405, 'reg_lambda': 2.860580018263131}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,648] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.2623238381737313, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8603826910355784, 'colsample_bytree': 0.8401424389384934, 'gamma': 1.1548497593473874, 'reg_alpha': 0.060095104501728454, 'reg_lambda': 2.7204223756444703}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:05,837] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.2152586227398133, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9084450534291936, 'colsample_bytree': 0.8734934217938517, 'gamma': 0.4274436265125612, 'reg_alpha': 0.021407373185290825, 'reg_lambda': 1.3057082618189972}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,014] Trial 109 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.2785527827601761, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8965172163425565, 'colsample_bytree': 0.8258014105199145, 'gamma': 0.7702324342116508, 'reg_alpha': 0.0813535348094584, 'reg_lambda': 2.788133505626457}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,409] Trial 110 finished with value: 0.738095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.23581121109384218, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.865579783519683, 'colsample_bytree': 0.8585826659439997, 'gamma': 0.5607783460783011, 'reg_alpha': 0.030099848590278366, 'reg_lambda': 2.5577651470869878}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,606] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.1961682043016298, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9227170811982125, 'colsample_bytree': 0.8505575036890944, 'gamma': 0.4080655384641254, 'reg_alpha': 0.05279644031304989, 'reg_lambda': 2.65502041013653}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:06,968] Trial 112 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 172, 'learning_rate': 0.18901137774048807, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9411832667812696, 'colsample_bytree': 0.885166350337798, 'gamma': 0.38696059850457076, 'reg_alpha': 0.0590793133881951, 'reg_lambda': 2.6231430464207866}. Best is trial 35 with value: 0.7857142857142857.
[I 2025-11-03 19:51:07,165] Trial 113 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 170, 'learning_rate': 0.18929327566673398, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9406264583137416, 'colsample_bytree': 0.8950906442193007, 'gamma': 0.3372424285247352, 'reg_alpha': 0.0540408894775994, 'reg_lambda': 2.616259991726405}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:07,479] Trial 114 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.18914461467250918, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9406384077910288, 'colsample_bytree': 0.8892162776507396, 'gamma': 0.34916361495127, 'reg_alpha': 0.062461369717332293, 'reg_lambda': 2.6077341607953644}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:07,750] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.1695966052435596, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9307890358963726, 'colsample_bytree': 0.8973855826022245, 'gamma': 0.11194584913331024, 'reg_alpha': 0.10562792056496176, 'reg_lambda': 2.50209333560698}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,015] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.18305472359337752, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9624946789572904, 'colsample_bytree': 0.8879263710837307, 'gamma': 0.4301526112225351, 'reg_alpha': 0.41990336315182786, 'reg_lambda': 2.789638150146232}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,218] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 197, 'learning_rate': 0.20141550103011824, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9167922843196498, 'colsample_bytree': 0.877957699554251, 'gamma': 0.22374927149990997, 'reg_alpha': 0.08913556558252897, 'reg_lambda': 2.9987089058036474}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,527] Trial 118 finished with value: 0.744047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.16449740753119102, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9896142857716839, 'colsample_bytree': 0.8676956676497828, 'gamma': 0.9078502676803066, 'reg_alpha': 0.05053188088444087, 'reg_lambda': 2.7044676333274924}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:08,714] Trial 119 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.21784405231915716, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8849088427767854, 'colsample_bytree': 0.8564294609144755, 'gamma': 0.2723148962616415, 'reg_alpha': 0.12165399667974554, 'reg_lambda': 2.9298512975100905}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,011] Trial 120 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 179, 'learning_rate': 0.21401153050521762, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9701811690426946, 'colsample_bytree': 0.8732472031425986, 'gamma': 0.2873218874901359, 'reg_alpha': 0.12183943958201573, 'reg_lambda': 2.9122021104644595}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,222] Trial 121 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 173, 'learning_rate': 0.22785280607242392, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9259963091569664, 'colsample_bytree': 0.8449166366618813, 'gamma': 0.514111277907158, 'reg_alpha': 0.06521272822018281, 'reg_lambda': 2.852145651349389}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,545] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 155, 'learning_rate': 0.19331497129317304, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9551945240144114, 'colsample_bytree': 0.8538361221197295, 'gamma': 0.12842400527871453, 'reg_alpha': 0.15257613023699787, 'reg_lambda': 2.7500171956623207}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:09,781] Trial 123 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 163, 'learning_rate': 0.17665806361502512, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9114367207788271, 'colsample_bytree': 0.8663316951520535, 'gamma': 0.37184236881128246, 'reg_alpha': 0.1970567207195682, 'reg_lambda': 2.546211437300594}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,057] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.05729155336579061, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8873782010227819, 'colsample_bytree': 0.6271867477735908, 'gamma': 0.24960457139647133, 'reg_alpha': 0.4963778128887908, 'reg_lambda': 2.9554238076597388}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,263] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.25591321228182706, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9024058534923105, 'colsample_bytree': 0.8288625506759657, 'gamma': 0.5944556452778497, 'reg_alpha': 0.028485196885562045, 'reg_lambda': 2.6625582479067127}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,560] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 153, 'learning_rate': 0.20847138366979068, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9409684818799762, 'colsample_bytree': 0.8141842788712045, 'gamma': 0.45161685977164134, 'reg_alpha': 0.1273249917568019, 'reg_lambda': 2.4651332750923163}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,736] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 138, 'learning_rate': 0.22113825382905608, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8829193420263809, 'colsample_bytree': 0.9028922787395294, 'gamma': 0.11559829495412466, 'reg_alpha': 0.05190769840431593, 'reg_lambda': 2.8274563948695777}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:10,965] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 180, 'learning_rate': 0.01629703353605829, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9320395694601014, 'colsample_bytree': 0.6489157014958694, 'gamma': 0.32043581848397973, 'reg_alpha': 0.08774355711510123, 'reg_lambda': 2.89412570931591}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,289] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.07248092185776463, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9206528844256384, 'colsample_bytree': 0.8794385730317795, 'gamma': 0.6991690508488204, 'reg_alpha': 0.8746954206298615, 'reg_lambda': 2.608656769037618}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,466] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.19270354996581776, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6083215991384028, 'colsample_bytree': 0.8485196241193554, 'gamma': 0.001224977780169778, 'reg_alpha': 0.10869112770274741, 'reg_lambda': 2.7638909416200788}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,703] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 166, 'learning_rate': 0.2373777784132877, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8726953195640871, 'colsample_bytree': 0.8091615433688394, 'gamma': 0.6257963393453116, 'reg_alpha': 0.02028179176218903, 'reg_lambda': 2.63550589870605}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:11,891] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 172, 'learning_rate': 0.2754110002466831, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8922892957433451, 'colsample_bytree': 0.8569596416758674, 'gamma': 0.5129863284132086, 'reg_alpha': 0.6658571868322789, 'reg_lambda': 2.5186114619454583}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,163] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.2579402350342999, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.894164214327985, 'colsample_bytree': 0.8558338638553162, 'gamma': 0.4732446160205212, 'reg_alpha': 0.7229716751008105, 'reg_lambda': 2.531768007905241}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,334] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.2806560954147964, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.913391150260918, 'colsample_bytree': 0.869593800413784, 'gamma': 0.19868618702804164, 'reg_alpha': 0.6704496366474437, 'reg_lambda': 2.70041545296628}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,553] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 177, 'learning_rate': 0.03229110587910845, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9042433544228909, 'colsample_bytree': 0.8857403733506041, 'gamma': 0.3800834937447912, 'reg_alpha': 0.7440523201586394, 'reg_lambda': 2.4363162786788357}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:12,895] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.22017145989377992, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8872011761767893, 'colsample_bytree': 0.8234903670745365, 'gamma': 0.5537132791354571, 'reg_alpha': 0.2837299904381676, 'reg_lambda': 2.369241514864535}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,114] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.26963439251948507, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9460667095513488, 'colsample_bytree': 0.8336342552342373, 'gamma': 0.823577722299385, 'reg_alpha': 0.6956592290139287, 'reg_lambda': 1.6128396749556368}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,397] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.2996673271481734, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.875188424881332, 'colsample_bytree': 0.8435381881490097, 'gamma': 0.2507646463869954, 'reg_alpha': 0.6365071337488487, 'reg_lambda': 2.5825743454900683}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,603] Trial 139 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 163, 'learning_rate': 0.1621496140456714, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9232820561615319, 'colsample_bytree': 0.6002879110686288, 'gamma': 0.34000631805355586, 'reg_alpha': 0.07432609541072625, 'reg_lambda': 2.5134947557876255}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:13,911] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 186, 'learning_rate': 0.20236701402250493, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8997516704662617, 'colsample_bytree': 0.8596138436977142, 'gamma': 0.08981238663033288, 'reg_alpha': 0.039525186359855205, 'reg_lambda': 0.589189472194664}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,135] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.24281316699241695, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9089594610365263, 'colsample_bytree': 0.7995661256769493, 'gamma': 0.6868817941029447, 'reg_alpha': 0.002093863653078964, 'reg_lambda': 2.66067128099932}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,392] Trial 142 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.227552295554774, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8535885408328647, 'colsample_bytree': 0.8184130327722333, 'gamma': 0.502263306378313, 'reg_alpha': 0.05810252604142303, 'reg_lambda': 2.6242147148251713}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,583] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.18361346286361602, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8688459031084202, 'colsample_bytree': 0.85018060339908, 'gamma': 0.40997822092492353, 'reg_alpha': 0.7601968978630792, 'reg_lambda': 2.725681739101302}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:14,784] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.2590142395026667, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.84026816176564, 'colsample_bytree': 0.7853969742738096, 'gamma': 0.6195328266525564, 'reg_alpha': 0.03266367871141025, 'reg_lambda': 2.5808452355854015}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,118] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 159, 'learning_rate': 0.21020183522232003, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.935095768582776, 'colsample_bytree': 0.895465715969614, 'gamma': 0.1934531108648303, 'reg_alpha': 0.4657470171290964, 'reg_lambda': 2.4907356076245053}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,297] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.24008230923131732, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8926361221909709, 'colsample_bytree': 0.7968509707887775, 'gamma': 0.7519746332346939, 'reg_alpha': 0.8089850278201534, 'reg_lambda': 2.8375738095255363}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,466] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.2801985625477309, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8288448693479957, 'colsample_bytree': 0.8366927590491203, 'gamma': 0.3111469702515136, 'reg_alpha': 0.09324653135600186, 'reg_lambda': 2.960685780689571}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,617] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.17571748467280307, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8793047293810348, 'colsample_bytree': 0.6382006000984709, 'gamma': 0.5038277934748083, 'reg_alpha': 0.5356233402210393, 'reg_lambda': 2.7838358120539333}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,817] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 44, 'learning_rate': 0.19493354131151158, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9171457880640127, 'colsample_bytree': 0.872162911188245, 'gamma': 0.0806631781844899, 'reg_alpha': 0.04237604079642376, 'reg_lambda': 2.878918389904126}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:15,994] Trial 150 finished with value: 0.744047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.22507961395426782, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9471755414277033, 'colsample_bytree': 0.7732400040037072, 'gamma': 0.932578006275845, 'reg_alpha': 0.7800211497792952, 'reg_lambda': 2.644738480225523}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,196] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.24426058592629504, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9273202188784928, 'colsample_bytree': 0.8286225437116311, 'gamma': 0.24055240901973352, 'reg_alpha': 0.012035955908640553, 'reg_lambda': 2.689859898023268}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,357] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.20749155687088996, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9047339434387646, 'colsample_bytree': 0.8408535723923747, 'gamma': 0.4115876678750693, 'reg_alpha': 0.01622733814884981, 'reg_lambda': 2.5665181092902243}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,475] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.2568156662512003, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7919732656513143, 'colsample_bytree': 0.8613770854338691, 'gamma': 0.5575170544218622, 'reg_alpha': 0.06619690728751114, 'reg_lambda': 2.686730560635076}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,632] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.23194476135884085, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8464800695692767, 'colsample_bytree': 0.6698768071439211, 'gamma': 0.6494427039444816, 'reg_alpha': 0.044769306247018165, 'reg_lambda': 2.739055247809623}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,866] Trial 155 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.2716116600992008, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8909919893900876, 'colsample_bytree': 0.8079718656362719, 'gamma': 0.3298815640941477, 'reg_alpha': 0.009913101552416367, 'reg_lambda': 2.6167599522127016}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:16,993] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 38, 'learning_rate': 0.14539025170300657, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9165779023752899, 'colsample_bytree': 0.6213635023216106, 'gamma': 0.17486684374882527, 'reg_alpha': 0.0902994115464924, 'reg_lambda': 2.5352651698220656}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,126] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 52, 'learning_rate': 0.09135141578717004, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8607632396971983, 'colsample_bytree': 0.9099689216532517, 'gamma': 0.4669408977632319, 'reg_alpha': 0.6619552560967373, 'reg_lambda': 2.932664898657413}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,387] Trial 158 finished with value: 0.738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.21539586371679026, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9717972644400584, 'colsample_bytree': 0.8181673539531057, 'gamma': 0.7481880091579667, 'reg_alpha': 0.7097249259450719, 'reg_lambda': 2.79816519207679}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,615] Trial 159 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 162, 'learning_rate': 0.1955930432587366, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8844626177118077, 'colsample_bytree': 0.8507023685742598, 'gamma': 0.8610660323717264, 'reg_alpha': 0.07355361221682581, 'reg_lambda': 2.4620890810448453}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:17,808] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.19448299594198193, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8841365845687369, 'colsample_bytree': 0.8809667412474207, 'gamma': 0.8584044652794305, 'reg_alpha': 0.14984667377212896, 'reg_lambda': 2.4758154979014715}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,074] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 170, 'learning_rate': 0.24523174539962336, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.652063552484536, 'colsample_bytree': 0.853527766913575, 'gamma': 0.5578445207130419, 'reg_alpha': 0.07199736950341731, 'reg_lambda': 2.415742821033947}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,324] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.18256749578517634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.959576260641738, 'colsample_bytree': 0.8359722094548462, 'gamma': 0.40753751990425086, 'reg_alpha': 0.032970871408549124, 'reg_lambda': 2.999130991238433}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,498] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.2099247517715234, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8973089660685383, 'colsample_bytree': 0.846390457024091, 'gamma': 0.2979320529439182, 'reg_alpha': 0.055280422309146364, 'reg_lambda': 2.652718027061866}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,771] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.07949741132150287, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8704967685954347, 'colsample_bytree': 0.858152489815732, 'gamma': 1.050994761103138, 'reg_alpha': 0.9917159410864536, 'reg_lambda': 2.5606119301147334}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:18,940] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 143, 'learning_rate': 0.22716961597322533, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9083584938626277, 'colsample_bytree': 0.8693945802419988, 'gamma': 0.6632684724476148, 'reg_alpha': 0.11298805987667247, 'reg_lambda': 2.6037884278948424}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,187] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.16891789655771652, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8826465148372457, 'colsample_bytree': 0.8428967561874818, 'gamma': 0.45837961939987587, 'reg_alpha': 0.02755720282456074, 'reg_lambda': 2.726726713019266}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,399] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.04439816692025441, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8056523838039532, 'colsample_bytree': 0.8287597934886928, 'gamma': 1.8036855944629, 'reg_alpha': 0.0022666765311461917, 'reg_lambda': 2.5234148842022144}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,657] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.25175587664843985, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8987395548553369, 'colsample_bytree': 0.8512064386699973, 'gamma': 2.583914361590179, 'reg_alpha': 0.07954184762504873, 'reg_lambda': 2.468626382497729}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:19,855] Trial 169 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 168, 'learning_rate': 0.1955247555780022, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9360566297657389, 'colsample_bytree': 0.8652661259357838, 'gamma': 0.21741469868096203, 'reg_alpha': 0.37456056476500266, 'reg_lambda': 2.6775425094736574}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,020] Trial 170 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 131, 'learning_rate': 0.10817475058764917, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9247265748182841, 'colsample_bytree': 0.7345613119800126, 'gamma': 1.4218861454741119, 'reg_alpha': 0.05127549970341384, 'reg_lambda': 1.8103062242841266}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,209] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.20314104280264955, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9998256526268067, 'colsample_bytree': 0.8764365377393931, 'gamma': 0.4717430098374835, 'reg_alpha': 0.02080984822540944, 'reg_lambda': 2.6523402872770827}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,429] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.22507722912139974, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9288049155688353, 'colsample_bytree': 0.8545506754805103, 'gamma': 0.3825041136452404, 'reg_alpha': 0.02548483952928368, 'reg_lambda': 2.5688480044925655}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,638] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.18244557425347332, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9133667719730868, 'colsample_bytree': 0.8305688718662805, 'gamma': 0.6102715875339524, 'reg_alpha': 0.7394246988780907, 'reg_lambda': 2.6927966177765015}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:20,917] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.20076680466600128, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9409525140832516, 'colsample_bytree': 0.8378052070713456, 'gamma': 0.2898616481911508, 'reg_alpha': 0.616684514685196, 'reg_lambda': 2.623940269584345}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,294] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 190, 'learning_rate': 0.24001303690588272, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.920141658169268, 'colsample_bytree': 0.8489856656193514, 'gamma': 0.13137840225784742, 'reg_alpha': 0.005874982615408454, 'reg_lambda': 2.753319954471654}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,631] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.06287353894775403, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8933368870793598, 'colsample_bytree': 0.8871325151177785, 'gamma': 0.5564053543350066, 'reg_alpha': 0.06127085576777875, 'reg_lambda': 2.3798723909707613}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,824] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 181, 'learning_rate': 0.2152685006090402, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9085970972086118, 'colsample_bytree': 0.863231118154374, 'gamma': 0.4007217664353666, 'reg_alpha': 0.5634169178348145, 'reg_lambda': 1.0804651580513458}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:21,964] Trial 178 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.16062080846787594, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.867862095640943, 'colsample_bytree': 0.8177199509897837, 'gamma': 0.7233692844932531, 'reg_alpha': 0.03976424752230265, 'reg_lambda': 2.8515502651779348}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,187] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.2613933206004145, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8866909843183058, 'colsample_bytree': 0.7899090032651872, 'gamma': 0.4905964172543972, 'reg_alpha': 0.0954149742267659, 'reg_lambda': 2.5266213415287453}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,366] Trial 180 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 176, 'learning_rate': 0.2870114421986101, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8764500236462445, 'colsample_bytree': 0.8010126621848167, 'gamma': 3.132219736818159, 'reg_alpha': 0.04873473932537597, 'reg_lambda': 2.665808761134083}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,663] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.19335189509683967, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9517489808708547, 'colsample_bytree': 0.8726104310917651, 'gamma': 0.333395086145138, 'reg_alpha': 6.866231793047073e-05, 'reg_lambda': 2.6103663758862017}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:22,877] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.1832982277621841, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9419339697887911, 'colsample_bytree': 0.8958425676661249, 'gamma': 0.1927372168928092, 'reg_alpha': 0.06314120239112608, 'reg_lambda': 2.5961145390680236}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,129] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.21318999455038376, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9318100294824891, 'colsample_bytree': 0.8553987404317598, 'gamma': 0.3542505253886699, 'reg_alpha': 0.13078723834452782, 'reg_lambda': 2.7157422707776457}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,392] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.17469894936557961, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8210020842441971, 'colsample_bytree': 0.8444553608197878, 'gamma': 0.0544220839850183, 'reg_alpha': 0.06814289888565975, 'reg_lambda': 2.440359045972395}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,590] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.23520182867492048, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9266094126464443, 'colsample_bytree': 0.8922029464657769, 'gamma': 0.2628214127606317, 'reg_alpha': 0.028164951312398094, 'reg_lambda': 2.56821393979079}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:23,883] Trial 186 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 216, 'learning_rate': 0.19152788091088027, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9560052372549073, 'colsample_bytree': 0.8823570993394362, 'gamma': 2.0921727828580163, 'reg_alpha': 0.9499417309777025, 'reg_lambda': 2.6326079025992866}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,081] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 148, 'learning_rate': 0.22379248716687083, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9396612880166519, 'colsample_bytree': 0.8649091368719254, 'gamma': 0.44694821467711365, 'reg_alpha': 0.0802700615050452, 'reg_lambda': 2.915816427756403}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,357] Trial 188 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.1545673769940801, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8562902025427792, 'colsample_bytree': 0.9715397197232946, 'gamma': 0.5958878722718319, 'reg_alpha': 0.09863664074097445, 'reg_lambda': 2.7740038072844073}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,537] Trial 189 finished with value: 0.744047619047619 and parameters: {'n_estimators': 156, 'learning_rate': 0.1581394334427611, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8619479721088839, 'colsample_bytree': 0.9838248758254374, 'gamma': 0.81071331892119, 'reg_alpha': 0.10254749308709296, 'reg_lambda': 2.796754246041983}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:24,847] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 161, 'learning_rate': 0.13898520158946623, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8457972915449211, 'colsample_bytree': 0.9756761239099964, 'gamma': 0.5966980087584286, 'reg_alpha': 0.1818157593818423, 'reg_lambda': 2.761203394341443}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,036] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.2053798408106148, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8309798019904595, 'colsample_bytree': 0.9557989679563955, 'gamma': 0.5180442789791977, 'reg_alpha': 0.0424290926523429, 'reg_lambda': 2.684901974199087}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,263] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.2610153804805905, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8550442229868143, 'colsample_bytree': 0.9252075240974249, 'gamma': 0.37347261595650977, 'reg_alpha': 0.0806513914834107, 'reg_lambda': 2.608712797547146}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,530] Trial 193 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.1702629468476281, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8786865982448309, 'colsample_bytree': 0.906691867775805, 'gamma': 0.6598617314797315, 'reg_alpha': 0.028124718851334683, 'reg_lambda': 2.5028099764809717}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:25,797] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.14925752406878542, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9039070253709255, 'colsample_bytree': 0.9884538385810929, 'gamma': 0.2705043293053945, 'reg_alpha': 0.12436947698339335, 'reg_lambda': 2.6639133261224512}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,074] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.2433348221044079, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9041349587274555, 'colsample_bytree': 0.9697576122416, 'gamma': 0.23957622874319223, 'reg_alpha': 0.12184848575611777, 'reg_lambda': 2.70442653916675}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,318] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.14884578281615007, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8894122922274189, 'colsample_bytree': 0.9690149940676464, 'gamma': 0.1157732067450497, 'reg_alpha': 0.22577226387376842, 'reg_lambda': 2.8313659624919376}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,587] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.12035096556942415, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.900314133575852, 'colsample_bytree': 0.9641327168026882, 'gamma': 0.5480299997885653, 'reg_alpha': 0.15959268564901444, 'reg_lambda': 2.943164773514892}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:26,784] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.15208827949720613, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9176359339033731, 'colsample_bytree': 0.9900416161069616, 'gamma': 0.004895682393147749, 'reg_alpha': 0.3258396803451452, 'reg_lambda': 2.7612641084118037}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:27,000] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.1344925428405477, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8690607229773518, 'colsample_bytree': 0.9857720781145753, 'gamma': 0.417115663317835, 'reg_alpha': 0.10833213860063311, 'reg_lambda': 2.6586049843660247}. Best is trial 113 with value: 0.7916666666666667.
[I 2025-11-03 19:51:27,004] A new study created in memory with name: no-name-e4b4b783-7492-4736-82a7-d7e2dafc6613
[I 2025-11-03 19:51:27,047] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.26958787415912117, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.7252726050658634, 'colsample_bytree': 0.6913103042004547, 'gamma': 3.553775183701642, 'reg_alpha': 0.7216442967700937, 'reg_lambda': 2.533380256868095}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:51:27,295] Trial 1 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 54, 'learning_rate': 0.255068205823874, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6779966891777705, 'colsample_bytree': 0.9399461406465583, 'gamma': 1.8144053215956863, 'reg_alpha': 0.10397047933278158, 'reg_lambda': 1.5113268419955723}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 19:51:27,440] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.05698326787381289, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.7333486348063966, 'colsample_bytree': 0.7557694491438204, 'gamma': 3.7037111053643694, 'reg_alpha': 0.7516990845583901, 'reg_lambda': 1.7790772553917344}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 19:51:27,766] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 233, 'learning_rate': 0.015012437074724539, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8331046192026186, 'colsample_bytree': 0.8486806625197223, 'gamma': 0.414923605188639, 'reg_alpha': 0.1762676880741778, 'reg_lambda': 0.966361005481935}. Best is trial 3 with value: 0.7083333333333334.
[I 2025-11-03 19:51:27,923] Trial 4 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.11865232672055145, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7749602333783344, 'colsample_bytree': 0.6530561767243712, 'gamma': 0.20646639049182125, 'reg_alpha': 0.5909001282837592, 'reg_lambda': 0.6091315642546714}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,208] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.05628009852245527, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.7577593842393523, 'colsample_bytree': 0.716259590033138, 'gamma': 1.7029814907560936, 'reg_alpha': 0.14186953151829584, 'reg_lambda': 1.43620239845584}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,334] Trial 6 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.012852429531905971, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9042596358380952, 'colsample_bytree': 0.7611241792455578, 'gamma': 0.9541770040254111, 'reg_alpha': 0.7493973721761811, 'reg_lambda': 1.7767773411046233}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,618] Trial 7 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 149, 'learning_rate': 0.18671494579896208, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.742594618392046, 'colsample_bytree': 0.6800867510499079, 'gamma': 3.286818855915312, 'reg_alpha': 0.9891792459918018, 'reg_lambda': 1.6319466192369476}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:28,798] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.06262082503758402, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8836958414361515, 'colsample_bytree': 0.6006253632540491, 'gamma': 1.0743078869242073, 'reg_alpha': 0.8553076349411914, 'reg_lambda': 2.9459796574274533}. Best is trial 4 with value: 0.75.
[I 2025-11-03 19:51:29,115] Trial 9 finished with value: 0.755952380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.03823987965141569, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9222416047988347, 'colsample_bytree': 0.9285704146821251, 'gamma': 1.5519436380340956, 'reg_alpha': 0.2747119296155148, 'reg_lambda': 0.576963608670497}. Best is trial 9 with value: 0.755952380952381.
[I 2025-11-03 19:51:29,307] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.02628242925454469, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9438647080355219, 'colsample_bytree': 0.9995245175849531, 'gamma': 4.545765902595229, 'reg_alpha': 0.36702611106317007, 'reg_lambda': 0.5128773035091821}. Best is trial 9 with value: 0.755952380952381.
[I 2025-11-03 19:51:29,400] Trial 11 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.11870467716645736, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6082472120840396, 'colsample_bytree': 0.8596533764885375, 'gamma': 0.007927226038144664, 'reg_alpha': 0.4653485158886134, 'reg_lambda': 0.6082267807376752}. Best is trial 9 with value: 0.755952380952381.
[I 2025-11-03 19:51:29,559] Trial 12 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 97, 'learning_rate': 0.10943083714504116, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9852256092398906, 'colsample_bytree': 0.6048860152723726, 'gamma': 2.180579708085697, 'reg_alpha': 0.30532036536213014, 'reg_lambda': 1.0518375364686996}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:29,728] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.03059515146606864, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9988942948509787, 'colsample_bytree': 0.8847508826357218, 'gamma': 2.2011330698757092, 'reg_alpha': 0.3030585516579525, 'reg_lambda': 1.0713772825888215}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:29,982] Trial 14 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.09772301265262863, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9997055625000106, 'colsample_bytree': 0.8047572202166093, 'gamma': 2.762686224613504, 'reg_alpha': 0.02111939448207456, 'reg_lambda': 1.0667881847112664}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,139] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.034860736944223945, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8444082852246094, 'colsample_bytree': 0.9256608782024858, 'gamma': 2.6023390327746845, 'reg_alpha': 0.29589796784551625, 'reg_lambda': 0.8811897240735513}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,304] Trial 16 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.08547102705556087, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9434148328071177, 'colsample_bytree': 0.9966505461594792, 'gamma': 1.3140516933036006, 'reg_alpha': 0.4796011696776702, 'reg_lambda': 2.0911003706442335}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,596] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 163, 'learning_rate': 0.019933891983736383, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9463292144559297, 'colsample_bytree': 0.6052370817763862, 'gamma': 1.8261416096149372, 'reg_alpha': 0.24225178934739658, 'reg_lambda': 1.2563652946322459}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,832] Trial 18 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.17158918860552852, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8889195775983803, 'colsample_bytree': 0.8058789666059132, 'gamma': 3.012174507786318, 'reg_alpha': 0.3876573384825349, 'reg_lambda': 0.8226910987274412}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:30,984] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 77, 'learning_rate': 0.04207348424020629, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8231295450675269, 'colsample_bytree': 0.9448885547320087, 'gamma': 4.2383386617112615, 'reg_alpha': 0.007883528844237653, 'reg_lambda': 2.0932535475619964}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,195] Trial 20 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.08178495627000164, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9787856019369393, 'colsample_bytree': 0.7548123890881397, 'gamma': 2.2267626378774383, 'reg_alpha': 0.5689626734142004, 'reg_lambda': 1.231513128801098}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,398] Trial 21 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 169, 'learning_rate': 0.09996393410195535, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.976327431271324, 'colsample_bytree': 0.8063719563487777, 'gamma': 2.8933181012561255, 'reg_alpha': 0.002870100285525864, 'reg_lambda': 0.7779484061027317}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,774] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.16049606736198505, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9120819722779496, 'colsample_bytree': 0.8877504328656345, 'gamma': 2.54266216019685, 'reg_alpha': 0.09279243668238943, 'reg_lambda': 1.1229745998665104}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:31,992] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.045003833822509116, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9878305470368544, 'colsample_bytree': 0.833535989813766, 'gamma': 1.3956308149125842, 'reg_alpha': 0.2214293182095376, 'reg_lambda': 1.3852391958892687}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,228] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.0710537324014563, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9458247230300328, 'colsample_bytree': 0.642346882028926, 'gamma': 2.0608276325817285, 'reg_alpha': 0.3945903584923544, 'reg_lambda': 0.7874166905406519}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,444] Trial 25 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 143, 'learning_rate': 0.1300994260610032, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8626798550715309, 'colsample_bytree': 0.7366957168090496, 'gamma': 0.7613029335642746, 'reg_alpha': 0.27572006567857255, 'reg_lambda': 1.0452346643657757}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,744] Trial 26 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 148, 'learning_rate': 0.13351500382547, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8707803928417732, 'colsample_bytree': 0.7105943670222039, 'gamma': 0.6457237499346213, 'reg_alpha': 0.2969697836761847, 'reg_lambda': 0.5017190615262439}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:32,899] Trial 27 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.21081288172723853, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8010160060918416, 'colsample_bytree': 0.6439251267831697, 'gamma': 0.7144218950029326, 'reg_alpha': 0.2211369758182227, 'reg_lambda': 2.07136605326959}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,078] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.04458253397471503, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8635371200174105, 'colsample_bytree': 0.7309776082950339, 'gamma': 1.553151639760945, 'reg_alpha': 0.5671556155018143, 'reg_lambda': 0.6868084987424394}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,159] Trial 29 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.14362533331241356, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9204667023562375, 'colsample_bytree': 0.6851549942612603, 'gamma': 1.2134494656053396, 'reg_alpha': 0.4278782475000461, 'reg_lambda': 2.394998757891337}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,385] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.2809194185080685, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6929655628659732, 'colsample_bytree': 0.7711196361481074, 'gamma': 0.8008123542610299, 'reg_alpha': 0.30802768362137567, 'reg_lambda': 0.9653222457322119}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,671] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.12541455774408353, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8608728324987374, 'colsample_bytree': 0.7054285737669534, 'gamma': 0.5329297178559163, 'reg_alpha': 0.3286927809321503, 'reg_lambda': 0.5473939274667993}. Best is trial 12 with value: 0.7619047619047619.
[I 2025-11-03 19:51:33,865] Trial 32 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 147, 'learning_rate': 0.2142667442172979, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8685538200755264, 'colsample_bytree': 0.7278881264365066, 'gamma': 0.5695393362507547, 'reg_alpha': 0.252015018325236, 'reg_lambda': 0.5034621701559671}. Best is trial 32 with value: 0.7797619047619048.
[I 2025-11-03 19:51:34,202] Trial 33 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.24027560543518242, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.801388076291408, 'colsample_bytree': 0.741312608232636, 'gamma': 1.933879997519326, 'reg_alpha': 0.10981807007393732, 'reg_lambda': 0.7251612083995951}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:34,414] Trial 34 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 211, 'learning_rate': 0.23108337247495106, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.804703019695346, 'colsample_bytree': 0.7768441371782939, 'gamma': 2.0649865705747272, 'reg_alpha': 0.10090286134707252, 'reg_lambda': 0.7114154317153304}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:34,702] Trial 35 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 248, 'learning_rate': 0.23389327294269072, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7765860776390862, 'colsample_bytree': 0.7907563308502462, 'gamma': 3.744593722731055, 'reg_alpha': 0.10147474487842517, 'reg_lambda': 0.6967098602649582}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:34,922] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.22385718439675467, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7868830812816371, 'colsample_bytree': 0.7807367357413271, 'gamma': 3.672762490068977, 'reg_alpha': 0.08973307715753026, 'reg_lambda': 0.6856195223538136}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,142] Trial 37 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.2916074140124667, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8102970509662201, 'colsample_bytree': 0.7346843273205114, 'gamma': 4.001249536760322, 'reg_alpha': 0.1536458913885811, 'reg_lambda': 0.9213543179546093}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,450] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.2271403997844622, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7723822236839213, 'colsample_bytree': 0.7788289930951606, 'gamma': 3.248815478464842, 'reg_alpha': 0.09319758723594708, 'reg_lambda': 0.7327895217708842}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,660] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 200, 'learning_rate': 0.19706580411133492, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7101144328261434, 'colsample_bytree': 0.8303884462179201, 'gamma': 4.830348661141345, 'reg_alpha': 0.17096475173513007, 'reg_lambda': 1.2403374519513588}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:35,970] Trial 40 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 247, 'learning_rate': 0.26055168984105753, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7472969113500858, 'colsample_bytree': 0.6665982655360563, 'gamma': 3.3874236555568444, 'reg_alpha': 0.049472912853058326, 'reg_lambda': 1.5515015262890444}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:36,201] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.16581493192540805, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8350039817232201, 'colsample_bytree': 0.7494109669372193, 'gamma': 2.0123816323432413, 'reg_alpha': 0.1340612672787624, 'reg_lambda': 0.7085570979803906}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:36,502] Trial 42 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 181, 'learning_rate': 0.23683238271489285, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7224896226578817, 'colsample_bytree': 0.7881950233677651, 'gamma': 2.2423794513585977, 'reg_alpha': 0.18628116227360134, 'reg_lambda': 0.8330335066918797}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:36,711] Trial 43 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 235, 'learning_rate': 0.2961130207595413, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7686037971006973, 'colsample_bytree': 0.8243226465379453, 'gamma': 1.8178477329919733, 'reg_alpha': 0.06553061691263126, 'reg_lambda': 0.6085849473903264}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,029] Trial 44 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.20091935836256025, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6365850240585761, 'colsample_bytree': 0.6935485965118858, 'gamma': 2.398992392493327, 'reg_alpha': 0.20447604836935046, 'reg_lambda': 0.9046041721231508}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,345] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 238, 'learning_rate': 0.155246648800296, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7824848586503441, 'colsample_bytree': 0.6201695762985228, 'gamma': 3.904559591814452, 'reg_alpha': 0.1275400101108347, 'reg_lambda': 0.693738317799826}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,561] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.10562466580204487, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8233103445125742, 'colsample_bytree': 0.724435373721611, 'gamma': 0.9771401406091206, 'reg_alpha': 0.05565965008013077, 'reg_lambda': 0.9965666121245473}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:37,786] Trial 47 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 227, 'learning_rate': 0.2435401578946084, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7957220409618584, 'colsample_bytree': 0.8566751271657497, 'gamma': 2.678801951321211, 'reg_alpha': 0.2542233823201, 'reg_lambda': 1.3694819067616248}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,052] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.17605128464833997, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7486492086682165, 'colsample_bytree': 0.6687132247636522, 'gamma': 0.2334665169216643, 'reg_alpha': 0.17107918084615115, 'reg_lambda': 2.893057684863644}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,236] Trial 49 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.18628031803229805, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8945692160423279, 'colsample_bytree': 0.7619451197884567, 'gamma': 3.0311753670591446, 'reg_alpha': 0.33410898743171824, 'reg_lambda': 0.6107631029562639}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,493] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 155, 'learning_rate': 0.25453305432743556, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8468377970002545, 'colsample_bytree': 0.7911376419935353, 'gamma': 1.5937650551749933, 'reg_alpha': 0.11900092145002936, 'reg_lambda': 1.12735431018808}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:38,719] Trial 51 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 234, 'learning_rate': 0.2940700380603523, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7310554575585102, 'colsample_bytree': 0.8305372640496042, 'gamma': 1.8884780531947767, 'reg_alpha': 0.048769533921070925, 'reg_lambda': 0.614916251616964}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,003] Trial 52 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 229, 'learning_rate': 0.010574725810374714, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7331690915598953, 'colsample_bytree': 0.883274138304264, 'gamma': 2.4443670339606856, 'reg_alpha': 0.04471547993174023, 'reg_lambda': 0.6070217461220373}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,226] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.20771675911643725, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.6755597788784519, 'colsample_bytree': 0.8221102475738403, 'gamma': 1.967144869983908, 'reg_alpha': 0.9789112794682634, 'reg_lambda': 0.5123521503905338}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,534] Trial 54 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 247, 'learning_rate': 0.26333524724748847, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7667340863825707, 'colsample_bytree': 0.7458305903890246, 'gamma': 1.8250108274958636, 'reg_alpha': 0.628870928870868, 'reg_lambda': 0.846165602884539}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:39,749] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.14445551772681325, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.713114121435863, 'colsample_bytree': 0.8461501837610534, 'gamma': 1.1802332303765417, 'reg_alpha': 0.09436794861760012, 'reg_lambda': 0.7617313031461576}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,059] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.2978685737735633, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8170478144138976, 'colsample_bytree': 0.8720565651711508, 'gamma': 2.2431767827581908, 'reg_alpha': 0.1427062764140577, 'reg_lambda': 0.6407538949700429}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,278] Trial 57 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 126, 'learning_rate': 0.18690031290845147, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6900953590758073, 'colsample_bytree': 0.8058068831391777, 'gamma': 1.4024731248381817, 'reg_alpha': 0.03173061711956486, 'reg_lambda': 0.898059216384552}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,515] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.11426756347623437, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8051471698871101, 'colsample_bytree': 0.7669239058618785, 'gamma': 1.67599844388726, 'reg_alpha': 0.24309297866777196, 'reg_lambda': 1.1641893652683244}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,688] Trial 59 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.22973969803683641, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7525376595401668, 'colsample_bytree': 0.8149053519332453, 'gamma': 2.8206463426663797, 'reg_alpha': 0.2006179090247266, 'reg_lambda': 1.870225814919957}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:40,964] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.08067495369869006, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9606029723316951, 'colsample_bytree': 0.9144886514446439, 'gamma': 2.039454794252464, 'reg_alpha': 0.005283086470868337, 'reg_lambda': 0.7934581301999913}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,179] Trial 61 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.2635784698930504, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7634446470128397, 'colsample_bytree': 0.7941704814293185, 'gamma': 1.826710321192856, 'reg_alpha': 0.06456036336967808, 'reg_lambda': 0.5046318643674876}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,390] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.28035578916133513, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7890441221088621, 'colsample_bytree': 0.8413501554858968, 'gamma': 2.390671589652291, 'reg_alpha': 0.07247245573260064, 'reg_lambda': 0.6377242892490702}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,654] Trial 63 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.2144963769447364, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7792167890360175, 'colsample_bytree': 0.8305107415950826, 'gamma': 1.4415883326107324, 'reg_alpha': 0.11376421165330729, 'reg_lambda': 0.6006268280939916}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:41,885] Trial 64 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.21443916431153007, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.7337019253132283, 'colsample_bytree': 0.618060712753087, 'gamma': 1.4390507488285926, 'reg_alpha': 0.12809771525671282, 'reg_lambda': 0.7589699627974275}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:42,328] Trial 65 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 173, 'learning_rate': 0.052864855229469085, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8431981570096272, 'colsample_bytree': 0.8683220374884574, 'gamma': 0.019424432775387857, 'reg_alpha': 0.16839586075880558, 'reg_lambda': 1.0064133635959565}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:42,583] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.06969305469564949, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8415830979178407, 'colsample_bytree': 0.9109413962872359, 'gamma': 0.31443042568468593, 'reg_alpha': 0.2684568583403748, 'reg_lambda': 1.0703288724500326}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:42,804] Trial 67 finished with value: 0.761904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.06157355750164272, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8748269798853203, 'colsample_bytree': 0.7023115985205896, 'gamma': 0.23520819591872597, 'reg_alpha': 0.20851761116627943, 'reg_lambda': 0.9572227756829507}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,061] Trial 68 finished with value: 0.744047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.049276990599599155, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8495212868405054, 'colsample_bytree': 0.7051392134436826, 'gamma': 0.0473574752968189, 'reg_alpha': 0.16256751318639592, 'reg_lambda': 1.0013433816330628}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,434] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.02592299319722416, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.869214598867788, 'colsample_bytree': 0.71563348467147, 'gamma': 0.1938483497167019, 'reg_alpha': 0.21735748182901513, 'reg_lambda': 0.869191368418655}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,658] Trial 70 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 174, 'learning_rate': 0.02123004384223326, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8768925556184561, 'colsample_bytree': 0.6950403541440175, 'gamma': 0.5100262645191048, 'reg_alpha': 0.6920613253058145, 'reg_lambda': 0.9941542080856635}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:43,965] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.05907372366572265, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8301220242947847, 'colsample_bytree': 0.7454033862007039, 'gamma': 0.067048850783886, 'reg_alpha': 0.18449534571717774, 'reg_lambda': 1.3499108652040752}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,141] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.03515110614296705, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8930902634173069, 'colsample_bytree': 0.7765298795858154, 'gamma': 4.426695934957447, 'reg_alpha': 0.34998874649714656, 'reg_lambda': 1.1947000338058311}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,478] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 150, 'learning_rate': 0.05123243928154282, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9284636004112327, 'colsample_bytree': 0.6756427425698013, 'gamma': 0.3585736864402574, 'reg_alpha': 0.22562515790038382, 'reg_lambda': 0.6874994057113861}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,726] Trial 74 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.06446267313078051, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8117791936128785, 'colsample_bytree': 0.85760238250613, 'gamma': 0.17155585318812366, 'reg_alpha': 0.4308563610742744, 'reg_lambda': 0.9327715781411532}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:44,998] Trial 75 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 129, 'learning_rate': 0.09181535030471032, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7963141050436952, 'colsample_bytree': 0.6549599200409267, 'gamma': 0.5402771247643591, 'reg_alpha': 0.5107564742074724, 'reg_lambda': 0.8061855107524707}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:45,187] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.07687085623258583, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.798580756725099, 'colsample_bytree': 0.6543886841775871, 'gamma': 0.46562193272865665, 'reg_alpha': 0.5222012095203519, 'reg_lambda': 0.8131987533519502}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:45,517] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.09361258023697769, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8534588200316744, 'colsample_bytree': 0.7181680733377774, 'gamma': 0.5864351138289133, 'reg_alpha': 0.5431251565133611, 'reg_lambda': 0.5581226746559546}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:45,735] Trial 78 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 146, 'learning_rate': 0.09047011752189062, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8335078471553806, 'colsample_bytree': 0.7280558462264912, 'gamma': 0.8459062818653486, 'reg_alpha': 0.6298195437751759, 'reg_lambda': 0.7316680080075075}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,052] Trial 79 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 133, 'learning_rate': 0.0911971316959118, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8305359750998881, 'colsample_bytree': 0.7568919995761775, 'gamma': 0.8598473772139354, 'reg_alpha': 0.801425365565755, 'reg_lambda': 0.7155206391052178}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,291] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.03963941997047209, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9047018478648906, 'colsample_bytree': 0.7249685853457725, 'gamma': 0.9752175757830923, 'reg_alpha': 0.8869738896163183, 'reg_lambda': 0.7233429289952011}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,604] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.08994579389449447, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8311928192200551, 'colsample_bytree': 0.757098098741887, 'gamma': 0.7978419524931264, 'reg_alpha': 0.6307003110910578, 'reg_lambda': 0.6618001790207565}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:46,821] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.1491422307245232, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8362128354005575, 'colsample_bytree': 0.7431500521536699, 'gamma': 1.1293079760716656, 'reg_alpha': 0.7691289087659547, 'reg_lambda': 0.7373421802929571}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,121] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.1047989044789843, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8184926672151788, 'colsample_bytree': 0.7851590912248156, 'gamma': 0.9258957214535946, 'reg_alpha': 0.7704699278237266, 'reg_lambda': 0.564237464812198}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,301] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.12238965557155339, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7958764160386296, 'colsample_bytree': 0.7667996656398468, 'gamma': 0.6745911685716701, 'reg_alpha': 0.8190974434976308, 'reg_lambda': 0.8333291210260841}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,557] Trial 85 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 143, 'learning_rate': 0.07122048624887087, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.853831529529296, 'colsample_bytree': 0.8143617849146645, 'gamma': 0.8844483839562964, 'reg_alpha': 0.4801585290428836, 'reg_lambda': 0.7895886196284013}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:47,737] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 114, 'learning_rate': 0.052984474723026705, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8606095131294714, 'colsample_bytree': 0.8136704819781739, 'gamma': 1.2833200537330969, 'reg_alpha': 0.7119652973383179, 'reg_lambda': 0.5520670089705096}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,040] Trial 87 finished with value: 0.744047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.07208168509327079, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8276857998530884, 'colsample_bytree': 0.7965011634255353, 'gamma': 0.9118237508366855, 'reg_alpha': 0.6689642217116895, 'reg_lambda': 0.6719343379974159}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,248] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.1364609986637989, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.882005203949498, 'colsample_bytree': 0.737146116062688, 'gamma': 4.9415404065474355, 'reg_alpha': 0.8883809122401916, 'reg_lambda': 0.8725070868464312}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,490] Trial 89 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.24294642401172012, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8533509899317182, 'colsample_bytree': 0.8737175946981202, 'gamma': 1.925536137386587, 'reg_alpha': 0.46487415500076845, 'reg_lambda': 0.7469607415344122}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:48,690] Trial 90 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.17660039571353892, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.80865191436333, 'colsample_bytree': 0.7546694255768103, 'gamma': 1.086780418778829, 'reg_alpha': 0.024134001716221452, 'reg_lambda': 0.6445377571379436}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,045] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.09040946612360748, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.840116551807139, 'colsample_bytree': 0.7761106212150445, 'gamma': 0.8045092158656231, 'reg_alpha': 0.6188470290724565, 'reg_lambda': 0.7498026099949667}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,408] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 242, 'learning_rate': 0.0688950530664757, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8206063591695469, 'colsample_bytree': 0.8155498800652075, 'gamma': 0.4359622478893206, 'reg_alpha': 0.4263370206017039, 'reg_lambda': 0.7847693616963165}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,618] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 122, 'learning_rate': 0.07967626742801623, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7933820758035002, 'colsample_bytree': 0.8389080841422994, 'gamma': 0.5824081450724446, 'reg_alpha': 0.5063601416004948, 'reg_lambda': 0.5771841645429137}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:49,896] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.0853488873189302, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7851666588816592, 'colsample_bytree': 0.7981656023542836, 'gamma': 1.6485926575662326, 'reg_alpha': 0.6003396624248459, 'reg_lambda': 1.7240765961343085}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,140] Trial 95 finished with value: 0.744047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.04580236228248167, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7768686012948397, 'colsample_bytree': 0.7324738123135931, 'gamma': 0.7186141328763087, 'reg_alpha': 0.08119359928997834, 'reg_lambda': 2.4352799411837256}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,340] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.09891730123329334, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7600681016105659, 'colsample_bytree': 0.9725774736131572, 'gamma': 1.0582754376140433, 'reg_alpha': 0.6567005855694406, 'reg_lambda': 0.8436755501979813}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,629] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.11321948762751771, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8035222599999065, 'colsample_bytree': 0.7855850736394824, 'gamma': 2.14292228970314, 'reg_alpha': 0.10539130145585303, 'reg_lambda': 0.5038801971797253}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:50,821] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.19497069178477122, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8120254897140042, 'colsample_bytree': 0.8512963778945485, 'gamma': 0.3134781300460049, 'reg_alpha': 0.38608165178912957, 'reg_lambda': 0.7086569207530392}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,009] Trial 99 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.25211978093010756, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8430774358331976, 'colsample_bytree': 0.8991279551962513, 'gamma': 3.481469871197251, 'reg_alpha': 0.15315156899363058, 'reg_lambda': 0.9024652628050845}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,189] Trial 100 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 136, 'learning_rate': 0.2734013506342954, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8585275202796521, 'colsample_bytree': 0.7645957145987425, 'gamma': 1.2791265979070119, 'reg_alpha': 0.95749517684866, 'reg_lambda': 1.020395390832978}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,454] Trial 101 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.277177998063461, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8592341309155834, 'colsample_bytree': 0.7634517760011498, 'gamma': 2.3317614035689957, 'reg_alpha': 0.9459571120553777, 'reg_lambda': 0.8016306346875891}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,681] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.22751989196148956, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8677556357980039, 'colsample_bytree': 0.7735805854642349, 'gamma': 1.3068240646510423, 'reg_alpha': 0.8045205434134519, 'reg_lambda': 1.1152700791511927}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:51,903] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.05573312301834698, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6583480716101049, 'colsample_bytree': 0.8690746699525278, 'gamma': 0.8258080055945946, 'reg_alpha': 0.7390229057997445, 'reg_lambda': 1.035971960259856}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,138] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.27427046061806803, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8260152986169075, 'colsample_bytree': 0.8066249192912717, 'gamma': 0.6261855716630664, 'reg_alpha': 0.9664482535785209, 'reg_lambda': 1.291665012318854}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,390] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 151, 'learning_rate': 0.2361869192150443, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8831938743451428, 'colsample_bytree': 0.7511464394728676, 'gamma': 2.5311744034147647, 'reg_alpha': 0.04285481666615594, 'reg_lambda': 0.6377917095911483}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,730] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.06577976997626131, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8370614340772217, 'colsample_bytree': 0.7373931621938171, 'gamma': 1.9082882608668246, 'reg_alpha': 0.8795760133622542, 'reg_lambda': 0.9400557272138033}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:52,953] Trial 107 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 241, 'learning_rate': 0.29883874827861406, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8526474658647742, 'colsample_bytree': 0.7248649380094592, 'gamma': 0.8716944962731739, 'reg_alpha': 0.14052813379897888, 'reg_lambda': 0.5993515067250411}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,144] Trial 108 finished with value: 0.738095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.2165956194955967, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.81496815087682, 'colsample_bytree': 0.7631304540723948, 'gamma': 1.5612467433738089, 'reg_alpha': 0.5717534117485701, 'reg_lambda': 0.6897430144746948}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,445] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 192, 'learning_rate': 0.25307198409993403, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7718591733182473, 'colsample_bytree': 0.6346736381805298, 'gamma': 1.7512981674336034, 'reg_alpha': 0.928959884564325, 'reg_lambda': 0.874564163369344}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,685] Trial 110 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 215, 'learning_rate': 0.16335583662362838, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8456805473759845, 'colsample_bytree': 0.8021979244641969, 'gamma': 1.041189918465974, 'reg_alpha': 0.8287538591753202, 'reg_lambda': 2.74404989535923}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:53,974] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.06286857672931306, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8766381036671257, 'colsample_bytree': 0.7013112448022973, 'gamma': 0.4821584880128049, 'reg_alpha': 0.9992336557498975, 'reg_lambda': 0.9662527008080625}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,179] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 146, 'learning_rate': 0.07541032312939795, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8750918192600846, 'colsample_bytree': 0.6855729857203531, 'gamma': 0.1422370573118965, 'reg_alpha': 0.1910633532013401, 'reg_lambda': 0.8012154345415965}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,539] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.07477294745684962, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8689106526025943, 'colsample_bytree': 0.6832883681597393, 'gamma': 0.17236371097432845, 'reg_alpha': 0.11176344914798594, 'reg_lambda': 0.7991745552802749}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,754] Trial 114 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 142, 'learning_rate': 0.08366777734239325, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9008652026751501, 'colsample_bytree': 0.6479756296154284, 'gamma': 0.09666414600249587, 'reg_alpha': 0.19069702518183912, 'reg_lambda': 0.7352204761529947}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:54,947] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 148, 'learning_rate': 0.08394399202365374, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9027051021840644, 'colsample_bytree': 0.8264975221681017, 'gamma': 0.024991376601129156, 'reg_alpha': 0.19409005765541681, 'reg_lambda': 0.7255199234298783}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,129] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.1974300086522913, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9184097331280252, 'colsample_bytree': 0.6645435702643407, 'gamma': 0.37975799742905775, 'reg_alpha': 0.1806420473915953, 'reg_lambda': 1.4459768734848748}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,474] Trial 117 finished with value: 0.761904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.05955856936808741, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8912745744222611, 'colsample_bytree': 0.6359082516319527, 'gamma': 0.1366496210975806, 'reg_alpha': 0.235811217226573, 'reg_lambda': 0.5433213347086765}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,785] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.07779199762691759, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8993605760328867, 'colsample_bytree': 0.7136222090184049, 'gamma': 0.29313405402792303, 'reg_alpha': 0.2823358649339142, 'reg_lambda': 0.6396505808181313}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:55,968] Trial 119 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 125, 'learning_rate': 0.26899030054919154, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9341636906729193, 'colsample_bytree': 0.7692070935605978, 'gamma': 0.002260118854044396, 'reg_alpha': 0.16361066410290717, 'reg_lambda': 0.5978951131122701}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,284] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.0472597122291339, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8562551295814728, 'colsample_bytree': 0.7826072730240626, 'gamma': 2.1453504012569398, 'reg_alpha': 0.07869479244470523, 'reg_lambda': 0.6996857463481079}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,501] Trial 121 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 138, 'learning_rate': 0.1038723083903978, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8851568958431006, 'colsample_bytree': 0.6528732178495259, 'gamma': 0.6894925292819283, 'reg_alpha': 0.0997512952450354, 'reg_lambda': 0.7640609365676652}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,790] Trial 122 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 139, 'learning_rate': 0.07208486129219079, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8870624388776917, 'colsample_bytree': 0.660125532903591, 'gamma': 1.2281329707343656, 'reg_alpha': 0.12462729568513717, 'reg_lambda': 2.015894900190416}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:56,980] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.10208593801161264, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.911657187889782, 'colsample_bytree': 0.6745061346565309, 'gamma': 1.4747455001441485, 'reg_alpha': 0.10719447855989772, 'reg_lambda': 2.034603585194155}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,168] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 146, 'learning_rate': 0.06824630254463634, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.885394927874825, 'colsample_bytree': 0.6431253902198506, 'gamma': 1.255313660881464, 'reg_alpha': 0.13150515824667577, 'reg_lambda': 1.9434832853057527}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,410] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.0734086744210938, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8794188940055061, 'colsample_bytree': 0.6893875467681696, 'gamma': 0.994581671012369, 'reg_alpha': 0.05900470232255903, 'reg_lambda': 1.553775372582638}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,593] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.0875658402764404, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8669023289972538, 'colsample_bytree': 0.6277645686232745, 'gamma': 1.193710977188874, 'reg_alpha': 0.09604704768258517, 'reg_lambda': 2.280828747761234}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:57,791] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.09670173343610719, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8644291662262242, 'colsample_bytree': 0.6098751893818715, 'gamma': 1.1461294581882413, 'reg_alpha': 0.15227424208580256, 'reg_lambda': 2.532070083508931}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,115] Trial 128 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 134, 'learning_rate': 0.10966223010845118, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.895370821946178, 'colsample_bytree': 0.6287679298574937, 'gamma': 0.7535824026504698, 'reg_alpha': 0.09026807765719794, 'reg_lambda': 2.3004309382121892}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,335] Trial 129 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.08689064956689209, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8979219106498139, 'colsample_bytree': 0.6349989571197634, 'gamma': 0.6959321192924229, 'reg_alpha': 0.09297426874699001, 'reg_lambda': 2.224924540552136}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,615] Trial 130 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 134, 'learning_rate': 0.11819120606807565, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8956267902084545, 'colsample_bytree': 0.6081824188816756, 'gamma': 0.6559595722028321, 'reg_alpha': 0.09361451676206536, 'reg_lambda': 2.300375243481522}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:58,874] Trial 131 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 128, 'learning_rate': 0.1073235071114024, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9107518458080189, 'colsample_bytree': 0.6273688855835949, 'gamma': 0.7496761166286382, 'reg_alpha': 0.0748042181492651, 'reg_lambda': 2.1806517551647486}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,110] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.0873855941295068, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8729070991174289, 'colsample_bytree': 0.6488547059097091, 'gamma': 0.882336969645564, 'reg_alpha': 0.09358673015730748, 'reg_lambda': 2.208227230786346}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,308] Trial 133 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.08354716034650919, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9231848483093614, 'colsample_bytree': 0.6223464405295072, 'gamma': 0.7189276652778417, 'reg_alpha': 0.038930181875056945, 'reg_lambda': 2.2775716745159205}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,633] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.09706269475816325, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9035208892225544, 'colsample_bytree': 0.633600432379467, 'gamma': 0.9557117933065079, 'reg_alpha': 0.1178742419018215, 'reg_lambda': 2.3770503027790237}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:51:59,775] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.10995462502105872, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8633871138035473, 'colsample_bytree': 0.6294239151252056, 'gamma': 3.9146768446345828, 'reg_alpha': 0.0180558822747256, 'reg_lambda': 2.1404153944824804}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,079] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 125, 'learning_rate': 0.12632125180535497, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8943861022154785, 'colsample_bytree': 0.646504253375388, 'gamma': 3.1422818646252124, 'reg_alpha': 0.06768935455114586, 'reg_lambda': 2.2965466166136097}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,249] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 119, 'learning_rate': 0.09142023643686761, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8745869544590779, 'colsample_bytree': 0.6191729046907317, 'gamma': 0.46939807866101313, 'reg_alpha': 0.13228966250607277, 'reg_lambda': 2.485337262797879}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,419] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.08126153264926628, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8874274667513394, 'colsample_bytree': 0.7416987160467778, 'gamma': 0.5823524677746492, 'reg_alpha': 0.918320990107291, 'reg_lambda': 2.2326831456103147}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,709] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.13508839313470591, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8523064970143074, 'colsample_bytree': 0.6388678833754572, 'gamma': 0.8564676360403075, 'reg_alpha': 0.26438374401712683, 'reg_lambda': 0.7599149494855866}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:00,938] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.10393688228474722, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9085138712781067, 'colsample_bytree': 0.6150528865828314, 'gamma': 1.12149532879292, 'reg_alpha': 0.0025829338759903037, 'reg_lambda': 2.592210038689905}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,254] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.07555466866420364, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8876840957507347, 'colsample_bytree': 0.6595650849745338, 'gamma': 1.2082767351864918, 'reg_alpha': 0.1127403164871684, 'reg_lambda': 1.79751711901197}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,437] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.08656756246105578, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8800309188893967, 'colsample_bytree': 0.6548927325485865, 'gamma': 1.3489549057498247, 'reg_alpha': 0.09114614728730373, 'reg_lambda': 2.374313510429575}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,679] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.07972456969535885, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8700629467474091, 'colsample_bytree': 0.6701131687349832, 'gamma': 2.6849392527674323, 'reg_alpha': 0.14681610448744442, 'reg_lambda': 1.9744283126055526}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:01,939] Trial 144 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.09358694487631204, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9158201309463156, 'colsample_bytree': 0.6622557893847262, 'gamma': 0.7609748792693951, 'reg_alpha': 0.18174516822667428, 'reg_lambda': 0.8254683354945964}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,228] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 136, 'learning_rate': 0.07011951673504617, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8985161239198687, 'colsample_bytree': 0.6464139584610137, 'gamma': 1.035078007440552, 'reg_alpha': 0.13167931940525662, 'reg_lambda': 2.117541521340438}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,402] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.17945244645043376, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8334172572379873, 'colsample_bytree': 0.6017770212361899, 'gamma': 0.6465631918588272, 'reg_alpha': 0.47432730407876417, 'reg_lambda': 2.0724148769080477}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,731] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.06532996746959485, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8599465348701393, 'colsample_bytree': 0.7289933463508486, 'gamma': 0.9656677313163903, 'reg_alpha': 0.04969019418366371, 'reg_lambda': 2.2433272110972187}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:02,901] Trial 148 finished with value: 0.693452380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.23781054919122446, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9308166295859571, 'colsample_bytree': 0.7567184111607838, 'gamma': 4.139335134728751, 'reg_alpha': 0.8611613781855164, 'reg_lambda': 2.337348353399433}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,156] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.20588651371234679, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8892302194125397, 'colsample_bytree': 0.6779557651059815, 'gamma': 0.376885601175961, 'reg_alpha': 0.783866051081292, 'reg_lambda': 2.444305405575898}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,338] Trial 150 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.07287614216868483, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8485437139357948, 'colsample_bytree': 0.6263733281209731, 'gamma': 1.2368453565194935, 'reg_alpha': 0.21604291157029132, 'reg_lambda': 0.6718514516216753}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,646] Trial 151 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 132, 'learning_rate': 0.08674964512346879, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8457794016667421, 'colsample_bytree': 0.6411320817398253, 'gamma': 1.1986656063169496, 'reg_alpha': 0.24072716777330433, 'reg_lambda': 0.6554283837746555}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:03,815] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 123, 'learning_rate': 0.0868285550606364, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8460357112471459, 'colsample_bytree': 0.6279861491216836, 'gamma': 1.4971635909526049, 'reg_alpha': 0.20744273684262862, 'reg_lambda': 0.6794091073782272}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,033] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.09982263606982289, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8195923854165134, 'colsample_bytree': 0.6385246290922334, 'gamma': 1.3505776848588804, 'reg_alpha': 0.21613124650062293, 'reg_lambda': 0.7378891668613741}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,198] Trial 154 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.07687156003251056, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8261002963171652, 'colsample_bytree': 0.6241999351023229, 'gamma': 1.1167784354336572, 'reg_alpha': 0.2860147699280797, 'reg_lambda': 0.6598908608947749}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,416] Trial 155 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 134, 'learning_rate': 0.0919208675136868, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8479472176638863, 'colsample_bytree': 0.6137998599037717, 'gamma': 0.8248770728982482, 'reg_alpha': 0.23872565089030398, 'reg_lambda': 0.7736831382798051}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,683] Trial 156 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 128, 'learning_rate': 0.11234055855065828, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8576401727613603, 'colsample_bytree': 0.7212325657840531, 'gamma': 0.5286580610215774, 'reg_alpha': 0.2532802180515359, 'reg_lambda': 0.5819622481593596}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:04,958] Trial 157 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.08356627975397683, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8337111863806407, 'colsample_bytree': 0.7487710177247816, 'gamma': 4.712108521945465, 'reg_alpha': 0.19301783045425597, 'reg_lambda': 0.8479818261576176}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,155] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.22579847389005217, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8666673856139373, 'colsample_bytree': 0.6497895412149836, 'gamma': 0.25439726329771833, 'reg_alpha': 0.17781386158667106, 'reg_lambda': 0.7161536892017887}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,318] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 113, 'learning_rate': 0.2518282277507868, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8065903776579628, 'colsample_bytree': 0.6401954873130795, 'gamma': 0.9042672582040138, 'reg_alpha': 0.3121300833389035, 'reg_lambda': 0.540040821635591}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,570] Trial 160 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.2492096385784975, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.806887971973696, 'colsample_bytree': 0.6389511987317669, 'gamma': 0.925575462028456, 'reg_alpha': 0.36333653702939367, 'reg_lambda': 0.5278681024019004}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,750] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.2765438889496641, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8413680888069219, 'colsample_bytree': 0.6222880113324026, 'gamma': 0.7106906092487505, 'reg_alpha': 0.32091896368207523, 'reg_lambda': 0.6690010395935531}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:05,919] Trial 162 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.2555230364224443, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8225770593128857, 'colsample_bytree': 0.6348546968216218, 'gamma': 1.054146234427718, 'reg_alpha': 0.2276148334890723, 'reg_lambda': 0.5953649341104461}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,076] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 105, 'learning_rate': 0.24936247084105598, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7895954512871901, 'colsample_bytree': 0.626727716019896, 'gamma': 1.0725302874676828, 'reg_alpha': 0.30194047845855365, 'reg_lambda': 0.6132777290492158}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,308] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.22059725932631533, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.819982621626685, 'colsample_bytree': 0.6316108028465065, 'gamma': 0.8509165369223617, 'reg_alpha': 0.2578500312393893, 'reg_lambda': 0.566435916936936}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,474] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 115, 'learning_rate': 0.2648343535948964, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8068898987209318, 'colsample_bytree': 0.7733475228941317, 'gamma': 1.1916413630770495, 'reg_alpha': 0.23911241573286338, 'reg_lambda': 0.6188407890350363}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,714] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.23206191231424345, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8263185018960255, 'colsample_bytree': 0.7914328133135442, 'gamma': 1.0074379912318583, 'reg_alpha': 0.22137926497563482, 'reg_lambda': 0.5215015298894787}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:06,973] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.20543618621273485, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8010393177326269, 'colsample_bytree': 0.6116251804348192, 'gamma': 1.2868766483207454, 'reg_alpha': 0.7027413392936267, 'reg_lambda': 0.5015802085497166}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,203] Trial 168 finished with value: 0.761904761904762 and parameters: {'n_estimators': 100, 'learning_rate': 0.2891751925287436, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7832294703238443, 'colsample_bytree': 0.6394550285120335, 'gamma': 0.7732721998579627, 'reg_alpha': 0.7391814082691244, 'reg_lambda': 0.6589978972870939}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,400] Trial 169 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.259825806472827, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8152144567605126, 'colsample_bytree': 0.7371281238379817, 'gamma': 0.9046617603704095, 'reg_alpha': 0.44382528666007093, 'reg_lambda': 0.7946160000893008}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,675] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.094830528282137, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8383925726013783, 'colsample_bytree': 0.7598885849284975, 'gamma': 0.6529946729538719, 'reg_alpha': 0.2757784010545429, 'reg_lambda': 0.6984363060937228}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:07,957] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.07844081404006349, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8541244458365164, 'colsample_bytree': 0.6497462893867186, 'gamma': 1.1487377056013468, 'reg_alpha': 0.15477160080202873, 'reg_lambda': 0.7492226173932894}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,147] Trial 172 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.08872639856756517, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8756789712504226, 'colsample_bytree': 0.6562880189452707, 'gamma': 1.4121662570120637, 'reg_alpha': 0.08319538103108796, 'reg_lambda': 0.5743593491270698}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,439] Trial 173 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 145, 'learning_rate': 0.10306498469049173, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.864008600403543, 'colsample_bytree': 0.6324188622668953, 'gamma': 1.028175357545986, 'reg_alpha': 0.2043244563367745, 'reg_lambda': 0.6333609483786415}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,624] Trial 174 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.07280909667615831, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8300275358046787, 'colsample_bytree': 0.643673136724252, 'gamma': 1.6391500984905383, 'reg_alpha': 0.10004614356957628, 'reg_lambda': 0.9054581118588957}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:08,880] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.24003453335442138, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7988817109831142, 'colsample_bytree': 0.6200461619181734, 'gamma': 0.5459371015864474, 'reg_alpha': 0.6729561466766695, 'reg_lambda': 0.7172280282427977}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,099] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.08179371643280708, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8477011625736126, 'colsample_bytree': 0.6004686341077312, 'gamma': 0.12269567017671648, 'reg_alpha': 0.23007267667553252, 'reg_lambda': 0.7807523538359172}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,345] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.18685591254254888, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8807564551484378, 'colsample_bytree': 0.7792940124905867, 'gamma': 0.7760566088837663, 'reg_alpha': 0.1729602395622955, 'reg_lambda': 0.8414446452185793}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,525] Trial 178 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.21275572247803112, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8372492469468189, 'colsample_bytree': 0.6673206746077655, 'gamma': 0.4190497107292427, 'reg_alpha': 0.39820170092294727, 'reg_lambda': 0.6549667649630256}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:09,719] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.09835259601351962, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8122570514008813, 'colsample_bytree': 0.8156787830091402, 'gamma': 0.9332456554902164, 'reg_alpha': 0.058641243423324045, 'reg_lambda': 0.5738521295014536}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,065] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.06795638184967312, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8568282713783524, 'colsample_bytree': 0.698068996987833, 'gamma': 1.233468625322616, 'reg_alpha': 0.11394187264226757, 'reg_lambda': 0.7341758891344776}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,268] Trial 181 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.05754997831440966, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8545845788170958, 'colsample_bytree': 0.6939885321485522, 'gamma': 1.2674414021269738, 'reg_alpha': 0.11655213848881583, 'reg_lambda': 0.7418744694370975}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,543] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 155, 'learning_rate': 0.06814532639047771, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8668617506726733, 'colsample_bytree': 0.7046923941059675, 'gamma': 1.1849162098740114, 'reg_alpha': 0.5463245953487541, 'reg_lambda': 0.716868090132514}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,791] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.061617875911429774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8471025149758499, 'colsample_bytree': 0.711894288435545, 'gamma': 1.3852998616064873, 'reg_alpha': 0.0754870920812486, 'reg_lambda': 0.788864911066189}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:10,999] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.08597488915606688, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8259929607521962, 'colsample_bytree': 0.7449795338917803, 'gamma': 1.0384898832887095, 'reg_alpha': 0.11344742998068731, 'reg_lambda': 0.6317995241199539}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,291] Trial 185 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 212, 'learning_rate': 0.07465202354727046, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8718193490499214, 'colsample_bytree': 0.6439562846083674, 'gamma': 1.5433589983903433, 'reg_alpha': 0.15038013145401882, 'reg_lambda': 0.6732975310381558}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,502] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.07423048189017396, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.872520886348218, 'colsample_bytree': 0.632170191067106, 'gamma': 1.5375287178123171, 'reg_alpha': 0.1435618231555882, 'reg_lambda': 0.6869099117202462}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,704] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.06919360717240201, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8580470659187598, 'colsample_bytree': 0.730382032647477, 'gamma': 1.3069090115583144, 'reg_alpha': 0.1592390174365375, 'reg_lambda': 0.5546966404511054}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:11,929] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.07755247824116222, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8608623945511747, 'colsample_bytree': 0.6855976664020974, 'gamma': 1.1098388757095676, 'reg_alpha': 0.08766640994504618, 'reg_lambda': 0.6219986966737955}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,227] Trial 189 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 224, 'learning_rate': 0.26124423281278525, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8394334992582169, 'colsample_bytree': 0.6422827777877543, 'gamma': 1.225197142634755, 'reg_alpha': 0.1358544690145108, 'reg_lambda': 0.8822753390171176}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,430] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.06483376932464271, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.881981039663447, 'colsample_bytree': 0.7536652908752539, 'gamma': 1.745029990066876, 'reg_alpha': 0.10299365477063109, 'reg_lambda': 0.6713130278767949}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,690] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 185, 'learning_rate': 0.06093941818432467, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8796980994896334, 'colsample_bytree': 0.7632380148760095, 'gamma': 1.6572909889524623, 'reg_alpha': 0.10203664329342634, 'reg_lambda': 0.6551057753651055}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:12,868] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 128, 'learning_rate': 0.06462364775691182, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8716141046300623, 'colsample_bytree': 0.7542221159822157, 'gamma': 1.720197185549848, 'reg_alpha': 0.12852272654551555, 'reg_lambda': 0.6933029192169857}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,115] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 180, 'learning_rate': 0.06667422176826439, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8844415423490379, 'colsample_bytree': 0.7699444485123333, 'gamma': 1.773362561270912, 'reg_alpha': 0.06372400977247823, 'reg_lambda': 0.5957148406489177}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,325] Trial 194 finished with value: 0.738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.05572738932603157, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8931566191644117, 'colsample_bytree': 0.7491222575007124, 'gamma': 1.897116633738383, 'reg_alpha': 0.09836355400348305, 'reg_lambda': 0.8169962571446783}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,519] Trial 195 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 188, 'learning_rate': 0.07379680774149959, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.612382625550003, 'colsample_bytree': 0.7403884102229956, 'gamma': 2.052542608693864, 'reg_alpha': 0.16082886153255868, 'reg_lambda': 0.7613663953686985}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:13,792] Trial 196 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 192, 'learning_rate': 0.07213926732353226, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.849875214443752, 'colsample_bytree': 0.7391520414683965, 'gamma': 2.316023677222434, 'reg_alpha': 0.11647846939796085, 'reg_lambda': 1.6335398338002847}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,043] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.24277129688919222, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8312582320339753, 'colsample_bytree': 0.7237059813762103, 'gamma': 2.02416002185227, 'reg_alpha': 0.03417655118956947, 'reg_lambda': 2.1664791592735644}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,223] Trial 198 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 178, 'learning_rate': 0.2246542552664146, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6215788361860852, 'colsample_bytree': 0.7540038971899821, 'gamma': 2.0593078762391803, 'reg_alpha': 0.07399675886131195, 'reg_lambda': 0.7567670429005073}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,509] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.2815254131748672, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6435510187985028, 'colsample_bytree': 0.7879955488381737, 'gamma': 1.8569015720170547, 'reg_alpha': 0.13958385121973801, 'reg_lambda': 0.6861617993106519}. Best is trial 33 with value: 0.8035714285714286.
[I 2025-11-03 19:52:14,512] A new study created in memory with name: no-name-88c1c9b4-07d1-4dfd-8364-1b05c283e4f7
[I 2025-11-03 19:52:14,669] Trial 0 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.2217099723064904, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.932273639270323, 'colsample_bytree': 0.7331750941751652, 'gamma': 0.2071711661761394, 'reg_alpha': 0.0008401150832673121, 'reg_lambda': 2.1944151221847488}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:14,891] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.018387902964083106, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8316319902032675, 'colsample_bytree': 0.9454721778984272, 'gamma': 3.561409582085857, 'reg_alpha': 0.09002241969355695, 'reg_lambda': 1.6198111390177747}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,113] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 244, 'learning_rate': 0.012942269958884046, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8666914287403102, 'colsample_bytree': 0.8353097825710629, 'gamma': 4.1917674877469215, 'reg_alpha': 0.15077937044366674, 'reg_lambda': 0.8509438628049297}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,351] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 97, 'learning_rate': 0.016075953082613427, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.965057000499177, 'colsample_bytree': 0.7678954880370066, 'gamma': 4.5852948801337625, 'reg_alpha': 0.4724437999211253, 'reg_lambda': 1.0452276710722739}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,622] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.03382709630613238, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7266711597117843, 'colsample_bytree': 0.941877009069708, 'gamma': 2.876556647432306, 'reg_alpha': 0.9612931722225759, 'reg_lambda': 1.2151270740323832}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:15,870] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.09923418198811192, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.6128346413393987, 'colsample_bytree': 0.7673099748773494, 'gamma': 2.1634901415811636, 'reg_alpha': 0.6913897041043562, 'reg_lambda': 2.3089820640068677}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,061] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.10172591680545207, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.8792311954610768, 'colsample_bytree': 0.697236184731477, 'gamma': 1.5799242315387758, 'reg_alpha': 0.5925199498975113, 'reg_lambda': 1.3898416553673245}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,312] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 183, 'learning_rate': 0.10027257011086528, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.828366676257258, 'colsample_bytree': 0.6975230197255404, 'gamma': 4.021377774383341, 'reg_alpha': 0.28668837525364843, 'reg_lambda': 0.8574145356738617}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,534] Trial 8 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.19802520293838693, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8635678482670628, 'colsample_bytree': 0.8818252037811123, 'gamma': 0.14432829344132259, 'reg_alpha': 0.6307906907513954, 'reg_lambda': 2.034254797438895}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,774] Trial 9 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 149, 'learning_rate': 0.024149748153815945, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6229872556243988, 'colsample_bytree': 0.684965286546068, 'gamma': 0.06290619440363909, 'reg_alpha': 0.11738551145457288, 'reg_lambda': 2.4720180108569667}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:16,908] Trial 10 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 22, 'learning_rate': 0.2544765256369449, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9971383719270437, 'colsample_bytree': 0.6332038256774121, 'gamma': 0.9171530987329127, 'reg_alpha': 0.3566754461574264, 'reg_lambda': 2.842573211730076}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,075] Trial 11 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.24788310126945254, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.91822621461708, 'colsample_bytree': 0.8622361763599223, 'gamma': 0.09696177718704209, 'reg_alpha': 0.8074805974220302, 'reg_lambda': 1.9810889388375588}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,345] Trial 12 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.16080139107281888, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7570912479855197, 'colsample_bytree': 0.8877634715540876, 'gamma': 0.9566489711808079, 'reg_alpha': 0.4540608393266036, 'reg_lambda': 2.0076029187635602}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,510] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 41, 'learning_rate': 0.05744655312739101, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9265445641367601, 'colsample_bytree': 0.9910337730752725, 'gamma': 0.8777994466507094, 'reg_alpha': 0.002154520923366432, 'reg_lambda': 2.9725542704589936}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,670] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.1704433939282329, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.7669626604416636, 'colsample_bytree': 0.7779737467118858, 'gamma': 1.7944012356668668, 'reg_alpha': 0.7173516526017061, 'reg_lambda': 2.3901711044856584}. Best is trial 0 with value: 0.7559523809523809.
[I 2025-11-03 19:52:17,883] Trial 15 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 63, 'learning_rate': 0.05743446723765723, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9234345908815599, 'colsample_bytree': 0.8256033122531591, 'gamma': 0.48713292150346776, 'reg_alpha': 0.9000763237487491, 'reg_lambda': 1.9440871791097243}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,066] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 120, 'learning_rate': 0.04677596067698737, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9380618559423705, 'colsample_bytree': 0.8173548099022985, 'gamma': 2.972613559892874, 'reg_alpha': 0.9358428622503265, 'reg_lambda': 1.72119846209351}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,207] Trial 17 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.06490690643595158, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9975867737273547, 'colsample_bytree': 0.7210875756300902, 'gamma': 0.6969309430393936, 'reg_alpha': 0.8364555699854238, 'reg_lambda': 0.5138347979395852}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,338] Trial 18 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.01034444041712618, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6791793057541646, 'colsample_bytree': 0.6124081617209427, 'gamma': 1.7004607611247882, 'reg_alpha': 0.29900001357178635, 'reg_lambda': 2.637553594716634}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,623] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 165, 'learning_rate': 0.03368634236579684, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8887190599540086, 'colsample_bytree': 0.7345410721376371, 'gamma': 1.2801498674236855, 'reg_alpha': 0.5696898663773117, 'reg_lambda': 2.1044077186927077}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:18,805] Trial 20 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.07367306339115524, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9592942229668563, 'colsample_bytree': 0.6519551423186394, 'gamma': 0.44067529129773364, 'reg_alpha': 0.8412733142111507, 'reg_lambda': 1.5493457333530336}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,052] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.16208975269946252, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8438851207781869, 'colsample_bytree': 0.8642677084029415, 'gamma': 0.06116637483211068, 'reg_alpha': 0.6766050090993947, 'reg_lambda': 1.9336463214491229}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,216] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 78, 'learning_rate': 0.14203793108802257, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8320378623146459, 'colsample_bytree': 0.8305485705030382, 'gamma': 0.49768004549829037, 'reg_alpha': 0.7672827276404014, 'reg_lambda': 1.7989233591595704}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,511] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.13204601991130552, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7964169585714922, 'colsample_bytree': 0.8052670191761376, 'gamma': 0.6114070616139294, 'reg_alpha': 0.9066847934213613, 'reg_lambda': 1.7396374092404392}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,656] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.2883333342703251, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8998878811228398, 'colsample_bytree': 0.7466381402763591, 'gamma': 1.2709784376450322, 'reg_alpha': 0.9993216129762404, 'reg_lambda': 2.2633431261517565}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:19,969] Trial 25 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.12195937575740282, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7981273476129864, 'colsample_bytree': 0.8340871799933356, 'gamma': 2.2083322172084277, 'reg_alpha': 0.7749834409855856, 'reg_lambda': 2.613683094769687}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,156] Trial 26 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 114, 'learning_rate': 0.2124161930984872, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9610402718245459, 'colsample_bytree': 0.91774486989301, 'gamma': 0.46460004263589877, 'reg_alpha': 0.8809060865420228, 'reg_lambda': 1.8081230082364745}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,316] Trial 27 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 124, 'learning_rate': 0.21247043159465537, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9627183121799883, 'colsample_bytree': 0.9226648293825213, 'gamma': 1.2945544051451303, 'reg_alpha': 0.8820162813738313, 'reg_lambda': 1.4455155515507212}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,582] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.03968902034608856, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9450355916422271, 'colsample_bytree': 0.9985980421867604, 'gamma': 0.3202774229387783, 'reg_alpha': 0.37477367062303313, 'reg_lambda': 2.2143138821493675}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,802] Trial 29 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 137, 'learning_rate': 0.08003077175623477, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9801587030493926, 'colsample_bytree': 0.9044744812026513, 'gamma': 3.1348915913667526, 'reg_alpha': 0.19643476388968004, 'reg_lambda': 1.5885152514443734}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:20,996] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.020349417514544218, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9108661905129715, 'colsample_bytree': 0.959344269843581, 'gamma': 2.4963508351209773, 'reg_alpha': 0.06027872081391748, 'reg_lambda': 1.8338679761719905}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,232] Trial 31 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 60, 'learning_rate': 0.1334369535823821, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8313657674650548, 'colsample_bytree': 0.7889294370461343, 'gamma': 0.4786886223074525, 'reg_alpha': 0.7847528091434148, 'reg_lambda': 1.8078228794855242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,388] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.19717823664851647, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8625586602612754, 'colsample_bytree': 0.832344765488546, 'gamma': 1.0625562861536129, 'reg_alpha': 0.7399055385352915, 'reg_lambda': 1.3152260641250186}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,672] Trial 33 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.2851295601543422, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9396966753743949, 'colsample_bytree': 0.8502954617247825, 'gamma': 0.617031389017311, 'reg_alpha': 0.858691039274029, 'reg_lambda': 2.182774670860242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:21,914] Trial 34 finished with value: 0.75 and parameters: {'n_estimators': 92, 'learning_rate': 0.22164364123208088, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.911285628280478, 'colsample_bytree': 0.8095283536698095, 'gamma': 0.3003896450805905, 'reg_alpha': 0.9978119143849417, 'reg_lambda': 1.6555276507895789}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,029] Trial 35 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 37, 'learning_rate': 0.15311668455036456, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9818674681083867, 'colsample_bytree': 0.7486334286056262, 'gamma': 3.5339631315851436, 'reg_alpha': 0.9158020685208103, 'reg_lambda': 1.8799954115704391}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,212] Trial 36 finished with value: 0.761904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.10981743799640416, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8846789771720767, 'colsample_bytree': 0.9495086911366792, 'gamma': 0.7455152587574597, 'reg_alpha': 0.5675928863516196, 'reg_lambda': 1.2035396336492368}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,495] Trial 37 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.11965015565355928, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8923668206827302, 'colsample_bytree': 0.968193339718165, 'gamma': 1.5369970399768684, 'reg_alpha': 0.5565289947046765, 'reg_lambda': 0.9617137657349923}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,692] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.10193938178308451, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8774011055056027, 'colsample_bytree': 0.9359854103404588, 'gamma': 1.9726823092817671, 'reg_alpha': 0.4959728329158727, 'reg_lambda': 1.2753960424969242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:22,920] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.08168637881288959, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9536622948659684, 'colsample_bytree': 0.9278715033420183, 'gamma': 1.133036812254888, 'reg_alpha': 0.1825012033378382, 'reg_lambda': 0.5915696468221001}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:23,841] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 141, 'learning_rate': 0.029450371484588917, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8532552575431817, 'colsample_bytree': 0.9039286789058423, 'gamma': 4.929271918000609, 'reg_alpha': 0.4246467523440765, 'reg_lambda': 0.7551551947290414}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,017] Trial 41 finished with value: 0.755952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.18431305927724817, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8172795308986676, 'colsample_bytree': 0.9739483323795404, 'gamma': 0.71406527716929, 'reg_alpha': 0.6412449324478292, 'reg_lambda': 1.0745739663443494}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,213] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.19002635382538682, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9313219791229517, 'colsample_bytree': 0.9696616899223743, 'gamma': 0.8591857926047692, 'reg_alpha': 0.6476749606813004, 'reg_lambda': 1.4784598501100663}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,454] Trial 43 finished with value: 0.6547619047619049 and parameters: {'n_estimators': 156, 'learning_rate': 0.2422413343639957, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7779682173495097, 'colsample_bytree': 0.9587109421148525, 'gamma': 0.2859237809068256, 'reg_alpha': 0.6303721809657963, 'reg_lambda': 1.1422449312339114}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,678] Trial 44 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 230, 'learning_rate': 0.17879949480208066, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9768200910713426, 'colsample_bytree': 0.9122964205564028, 'gamma': 0.675230748732522, 'reg_alpha': 0.5298605621554209, 'reg_lambda': 0.9157048835139843}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:24,861] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 97, 'learning_rate': 0.09267471265039981, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7418586412687347, 'colsample_bytree': 0.886858148616947, 'gamma': 0.03629638876475605, 'reg_alpha': 0.6074508309547244, 'reg_lambda': 0.7614992850369482}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,077] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.051923048194137726, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8785016344858594, 'colsample_bytree': 0.9444392889069866, 'gamma': 0.7828571857458939, 'reg_alpha': 0.44883112440126627, 'reg_lambda': 1.1278163852725505}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,389] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.23216923220339344, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8157369026730431, 'colsample_bytree': 0.9798833350059551, 'gamma': 1.4480040911557621, 'reg_alpha': 0.6846851162963419, 'reg_lambda': 2.141365137408666}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,555] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 60, 'learning_rate': 0.11579526106246227, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6907839619500736, 'colsample_bytree': 0.673014656230453, 'gamma': 0.2940292635159101, 'reg_alpha': 0.255996949924421, 'reg_lambda': 2.3669550182220758}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:25,706] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.2706340546756592, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9201231233890466, 'colsample_bytree': 0.7184134264690617, 'gamma': 0.9123546478938866, 'reg_alpha': 0.4083954742252138, 'reg_lambda': 2.494857551211889}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,019] Trial 50 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 89, 'learning_rate': 0.06189864546524422, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9117412896418057, 'colsample_bytree': 0.865447703001072, 'gamma': 1.0384209433662048, 'reg_alpha': 0.5205392438895429, 'reg_lambda': 2.0527092784266903}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,197] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.14156624340864743, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8138891833190529, 'colsample_bytree': 0.7631524947351721, 'gamma': 0.4693375163068213, 'reg_alpha': 0.809821324434346, 'reg_lambda': 1.681696991608699}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,376] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.15059163714292428, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8464125412112813, 'colsample_bytree': 0.7869951352589821, 'gamma': 0.230352110686303, 'reg_alpha': 0.7386469519849598, 'reg_lambda': 1.9119899164526815}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,559] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.17955832140419695, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8132930416838533, 'colsample_bytree': 0.849176613181892, 'gamma': 0.5285022370179633, 'reg_alpha': 0.9446353250338199, 'reg_lambda': 1.3738622384634427}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,719] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 98, 'learning_rate': 0.2009896567151297, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.779618344546709, 'colsample_bytree': 0.9836145943873132, 'gamma': 0.736126170073338, 'reg_alpha': 0.7146640932288675, 'reg_lambda': 2.0041159054015445}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:26,965] Trial 55 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 62, 'learning_rate': 0.10605053456287909, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8649736840494017, 'colsample_bytree': 0.953554265101902, 'gamma': 0.018981378278306538, 'reg_alpha': 0.8832415120357248, 'reg_lambda': 1.0577358900231242}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,125] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.16779766184319678, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.893750928725676, 'colsample_bytree': 0.8922087606531104, 'gamma': 0.41593449246452735, 'reg_alpha': 0.7801855544295593, 'reg_lambda': 1.5372904925044115}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,268] Trial 57 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 32, 'learning_rate': 0.16725334231385947, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8975573175443534, 'colsample_bytree': 0.8741557533019301, 'gamma': 1.1755090415753922, 'reg_alpha': 0.8091068633978846, 'reg_lambda': 1.2426860847658663}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,515] Trial 58 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 40, 'learning_rate': 0.25452334609064414, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9366535288327401, 'colsample_bytree': 0.9216484414356634, 'gamma': 1.2003761856072723, 'reg_alpha': 0.8221359730402462, 'reg_lambda': 1.0094335423128868}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,592] Trial 59 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 20, 'learning_rate': 0.043752274302339945, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9627950212542085, 'colsample_bytree': 0.8776451814925084, 'gamma': 1.4202582064485925, 'reg_alpha': 0.9713986475723692, 'reg_lambda': 1.262381191657077}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,845] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 35, 'learning_rate': 0.08704350436424022, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9482868468378192, 'colsample_bytree': 0.8186734341815431, 'gamma': 1.784200885892608, 'reg_alpha': 0.5843120646401455, 'reg_lambda': 1.173146240573365}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:27,985] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 29, 'learning_rate': 0.17369501802881454, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8934864568136931, 'colsample_bytree': 0.8888278462716923, 'gamma': 0.41514675344989693, 'reg_alpha': 0.878574297178674, 'reg_lambda': 1.4410373466678266}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,097] Trial 62 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 30, 'learning_rate': 0.22009491990649263, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8982154429402378, 'colsample_bytree': 0.9382796388670529, 'gamma': 0.772077123466991, 'reg_alpha': 0.8598457421996603, 'reg_lambda': 1.3749447164655706}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,226] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.1677516319214296, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9223870672689678, 'colsample_bytree': 0.8463839879972708, 'gamma': 0.9963957987495434, 'reg_alpha': 0.9053084903054643, 'reg_lambda': 1.0576285581453455}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,468] Trial 64 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.19414947970606972, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8841148661434789, 'colsample_bytree': 0.876122188765305, 'gamma': 0.18456742426309763, 'reg_alpha': 0.6579352347439126, 'reg_lambda': 1.210037878380712}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,670] Trial 65 finished with value: 0.761904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.07243130654100163, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9062724473116485, 'colsample_bytree': 0.902490000769404, 'gamma': 0.5933169864925762, 'reg_alpha': 0.9653558834479519, 'reg_lambda': 1.4680230215276864}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:28,948] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.05651232623273124, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8735726665188697, 'colsample_bytree': 0.8998181652677876, 'gamma': 0.6758128336418947, 'reg_alpha': 0.9561449985382626, 'reg_lambda': 1.5200758500486002}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,145] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.11053298591463578, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9042258093418123, 'colsample_bytree': 0.8675568593202037, 'gamma': 0.9513856786902688, 'reg_alpha': 0.9185953412408046, 'reg_lambda': 1.41787751624667}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,426] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.06903315058161445, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8572805866566999, 'colsample_bytree': 0.9306356559497945, 'gamma': 0.1372904277702668, 'reg_alpha': 0.9701932056781024, 'reg_lambda': 1.619024600572296}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,596] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.07551071759063754, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9298798758714673, 'colsample_bytree': 0.8191389412599338, 'gamma': 3.9793270778203955, 'reg_alpha': 0.32442488149496645, 'reg_lambda': 1.349760704526058}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:29,812] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.09418368758514911, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9053166776444642, 'colsample_bytree': 0.9114482990728219, 'gamma': 0.5526414711859055, 'reg_alpha': 0.8484509767141204, 'reg_lambda': 0.828446651725673}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,008] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.13985504853926856, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9704225116341945, 'colsample_bytree': 0.8929590084149973, 'gamma': 0.3930249535142392, 'reg_alpha': 0.8840137875260671, 'reg_lambda': 1.7643153900355006}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,208] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.29932617391078387, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9215609162831238, 'colsample_bytree': 0.9195872984201523, 'gamma': 0.5828485290128187, 'reg_alpha': 0.9393982889042402, 'reg_lambda': 1.2345454655405637}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,625] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.13097067125460463, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9510082807064564, 'colsample_bytree': 0.9492342417220163, 'gamma': 0.41387383119589627, 'reg_alpha': 0.7947700365355577, 'reg_lambda': 2.0913442121998873}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:30,832] Trial 74 finished with value: 0.761904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.051228131332108635, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9946888458141523, 'colsample_bytree': 0.9716496359338974, 'gamma': 0.8268441108455621, 'reg_alpha': 0.004996617511559745, 'reg_lambda': 1.46850397405746}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,136] Trial 75 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 170, 'learning_rate': 0.04819122675730325, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9860381970480547, 'colsample_bytree': 0.9998087037084391, 'gamma': 0.8304093646622824, 'reg_alpha': 0.030936923284263396, 'reg_lambda': 1.4777819451574519}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,236] Trial 76 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 31, 'learning_rate': 0.03533243191485311, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9981290420140847, 'colsample_bytree': 0.9651260380547917, 'gamma': 1.2520980614745243, 'reg_alpha': 0.08642558134952227, 'reg_lambda': 1.3083200277475202}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,498] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.06585956938906302, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8836075487179589, 'colsample_bytree': 0.9830809241477942, 'gamma': 1.0846654222716847, 'reg_alpha': 0.01762988441343552, 'reg_lambda': 1.1096245307149677}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:31,733] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.013892002445677797, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8383005487652777, 'colsample_bytree': 0.8541471441958775, 'gamma': 0.6492845797631662, 'reg_alpha': 0.09036322138081387, 'reg_lambda': 1.4427580978174757}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,028] Trial 79 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 181, 'learning_rate': 0.05872837587206474, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8695292834185929, 'colsample_bytree': 0.9750367951994339, 'gamma': 2.232215086478314, 'reg_alpha': 0.1341423029762363, 'reg_lambda': 1.5698084243582235}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,217] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 148, 'learning_rate': 0.053153041703680896, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6975385168286186, 'colsample_bytree': 0.705309763137777, 'gamma': 0.18328954718073054, 'reg_alpha': 0.04728530775242267, 'reg_lambda': 1.668454769869348}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,424] Trial 81 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 109, 'learning_rate': 0.042338291138220914, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9894278821022827, 'colsample_bytree': 0.9451518272092518, 'gamma': 0.33859384149733296, 'reg_alpha': 0.8806797805398852, 'reg_lambda': 1.8293056139194483}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,605] Trial 82 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.2148918446035221, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6316127293882645, 'colsample_bytree': 0.903996224407772, 'gamma': 0.8249590885562943, 'reg_alpha': 0.9990224877024165, 'reg_lambda': 2.2723464795986668}. Best is trial 15 with value: 0.7678571428571429.
[I 2025-11-03 19:52:32,789] Trial 83 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.15613073757928625, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9703983176172377, 'colsample_bytree': 0.9622816626523533, 'gamma': 0.5338503082005435, 'reg_alpha': 0.002663200449757526, 'reg_lambda': 1.7344327721414752}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:32,973] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.11932705103915747, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9735518841320752, 'colsample_bytree': 0.9914495266599711, 'gamma': 0.587757542744845, 'reg_alpha': 0.008698143600693984, 'reg_lambda': 1.3323454922834266}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:33,226] Trial 85 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.15408845108442595, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9390729518989763, 'colsample_bytree': 0.9582242252981874, 'gamma': 1.3640699956272582, 'reg_alpha': 0.07197549262799316, 'reg_lambda': 1.2115435373385348}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:33,487] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.12949800413503956, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9564563720493631, 'colsample_bytree': 0.9618091249182408, 'gamma': 1.397862473461545, 'reg_alpha': 0.16530665713564707, 'reg_lambda': 1.1926632372502437}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:33,828] Trial 87 finished with value: 0.755952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.15091364380299652, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9128543640294348, 'colsample_bytree': 0.9332596946142343, 'gamma': 1.131546598482923, 'reg_alpha': 0.2191984755434766, 'reg_lambda': 1.7133815808352342}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,027] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 185, 'learning_rate': 0.1809087326100363, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9423542031959324, 'colsample_bytree': 0.9504617022892956, 'gamma': 1.6630248667294807, 'reg_alpha': 0.02648922293136201, 'reg_lambda': 0.9464633466559034}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,355] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.04876915028032778, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9347763781682472, 'colsample_bytree': 0.9734103611882996, 'gamma': 0.9179866989631742, 'reg_alpha': 0.07442295426431657, 'reg_lambda': 1.2703695989819754}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,586] Trial 90 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.16143836629324568, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.967111355628754, 'colsample_bytree': 0.9874163534751867, 'gamma': 2.7500813922859035, 'reg_alpha': 0.11309414362527648, 'reg_lambda': 1.0855805174962412}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:34,862] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.1499021898834816, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9151332250594971, 'colsample_bytree': 0.9313028157396349, 'gamma': 1.1633386435515987, 'reg_alpha': 0.24757516297133134, 'reg_lambda': 1.7219319922928193}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,060] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.1572571515161444, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8915798847300114, 'colsample_bytree': 0.9389819952267999, 'gamma': 1.0645227047455035, 'reg_alpha': 0.05092605130182547, 'reg_lambda': 1.4908332075743977}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,346] Trial 93 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 198, 'learning_rate': 0.12559366569241942, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8931471953808716, 'colsample_bytree': 0.9581814668472395, 'gamma': 0.7152761165009669, 'reg_alpha': 0.0466030183740632, 'reg_lambda': 1.4922807960907563}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,552] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.10888323617141624, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8930894403243038, 'colsample_bytree': 0.954326174284685, 'gamma': 1.5722705690506076, 'reg_alpha': 0.058025439168890254, 'reg_lambda': 1.5089799416622485}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:35,848] Trial 95 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.1256670683028476, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9006705270489975, 'colsample_bytree': 0.9590415598677349, 'gamma': 1.356105920396915, 'reg_alpha': 0.10957068070757944, 'reg_lambda': 1.4191015282238142}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,058] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.08497511551162387, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9271134679617179, 'colsample_bytree': 0.9380333192532849, 'gamma': 1.9818874917071867, 'reg_alpha': 0.05076215726806366, 'reg_lambda': 1.598363346934432}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,362] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 182, 'learning_rate': 0.09885027820438122, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8538294143161412, 'colsample_bytree': 0.9437280066793012, 'gamma': 0.957606110456568, 'reg_alpha': 0.15402279251237594, 'reg_lambda': 1.6481852456736608}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,563] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.07096460787965518, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8849574214815488, 'colsample_bytree': 0.9177933235392637, 'gamma': 0.8449450121637531, 'reg_alpha': 0.031177904286102072, 'reg_lambda': 1.9645581292010597}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:36,759] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.1415512213311241, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9056235144426867, 'colsample_bytree': 0.909851453906546, 'gamma': 0.7480015787067388, 'reg_alpha': 0.005566543823727467, 'reg_lambda': 1.4534364309694605}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,014] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.16124677202994964, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9486337144068698, 'colsample_bytree': 0.8725336253763764, 'gamma': 1.0137430034685762, 'reg_alpha': 0.096874346016389, 'reg_lambda': 1.3890443417956586}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,266] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.102798657279474, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8515154927868738, 'colsample_bytree': 0.8847587863610773, 'gamma': 1.0073931848022268, 'reg_alpha': 0.14455173811908054, 'reg_lambda': 1.6202670626208062}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,575] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.09705074422530975, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8739712271497447, 'colsample_bytree': 0.8953573322862434, 'gamma': 0.6725503344106166, 'reg_alpha': 0.0723914413134334, 'reg_lambda': 1.867297002232179}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:37,776] Trial 103 finished with value: 0.761904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.114092703291049, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8912448864373352, 'colsample_bytree': 0.9423916316795788, 'gamma': 1.2899690646444106, 'reg_alpha': 0.12573096732035316, 'reg_lambda': 1.5518313059265838}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,057] Trial 104 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.11376002199757468, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8949322673689689, 'colsample_bytree': 0.9245733300920417, 'gamma': 0.5098882473626021, 'reg_alpha': 0.04225990206081226, 'reg_lambda': 1.537331984705105}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,277] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.17029729505489152, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9218945975556205, 'colsample_bytree': 0.9673608635442439, 'gamma': 1.5058734604214894, 'reg_alpha': 0.06541311657051103, 'reg_lambda': 1.314928081844738}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,524] Trial 106 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 200, 'learning_rate': 0.1991108842320206, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9899152461490388, 'colsample_bytree': 0.9543937640630765, 'gamma': 1.1445362567167383, 'reg_alpha': 0.1285661922937585, 'reg_lambda': 1.4901980850304968}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:38,795] Trial 107 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.2010883738267169, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9847304233709138, 'colsample_bytree': 0.8399643429513985, 'gamma': 1.2828384385479532, 'reg_alpha': 0.12804610374047418, 'reg_lambda': 1.5689844960055364}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,016] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.1348636944541674, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9769711823845751, 'colsample_bytree': 0.9535882087204505, 'gamma': 1.1998374509827434, 'reg_alpha': 0.9231076780072965, 'reg_lambda': 1.2337074097726464}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,289] Trial 109 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.06302932519730602, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.993506250074893, 'colsample_bytree': 0.8592113916692626, 'gamma': 0.3680093592329733, 'reg_alpha': 8.989601434218619e-05, 'reg_lambda': 1.75428253866159}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,431] Trial 110 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.074879682989049, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9424187473460439, 'colsample_bytree': 0.9914157425805297, 'gamma': 0.7407803185966587, 'reg_alpha': 0.820057424205585, 'reg_lambda': 1.1502364380330174}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,721] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.1771691199224156, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8865671260931379, 'colsample_bytree': 0.9413746204214362, 'gamma': 1.0996101043990316, 'reg_alpha': 0.17974138038188875, 'reg_lambda': 1.3962771991119438}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:39,931] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.15093255949222537, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9076905871678389, 'colsample_bytree': 0.9787289303936519, 'gamma': 0.5557852703768571, 'reg_alpha': 0.10112870443269506, 'reg_lambda': 1.4984147344794663}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,223] Trial 113 finished with value: 0.761904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.2034618653500375, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8661704595432254, 'colsample_bytree': 0.9632647918734905, 'gamma': 0.8841368413655832, 'reg_alpha': 0.07545589926359415, 'reg_lambda': 1.467813609921397}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,388] Trial 114 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 131, 'learning_rate': 0.2375996622966259, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8760122398819001, 'colsample_bytree': 0.9644469341884175, 'gamma': 0.8607182381479261, 'reg_alpha': 0.08249011917643838, 'reg_lambda': 1.2748705633207005}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,646] Trial 115 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.18988594476480516, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8642269408301133, 'colsample_bytree': 0.9683408930765682, 'gamma': 0.9275968488792667, 'reg_alpha': 0.1263985543820948, 'reg_lambda': 1.44528872070465}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:40,843] Trial 116 finished with value: 0.738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.20661974670516398, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9328772304292365, 'colsample_bytree': 0.955167748735325, 'gamma': 0.25396478534857625, 'reg_alpha': 0.8980174189698736, 'reg_lambda': 1.3590893878532713}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,174] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.26844027094509065, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9999333160692762, 'colsample_bytree': 0.9293136413733235, 'gamma': 0.44510344226263554, 'reg_alpha': 0.9838359320180519, 'reg_lambda': 1.579790521723611}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,364] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.03795236940575469, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9603186112215536, 'colsample_bytree': 0.7987543983999607, 'gamma': 1.659434739785294, 'reg_alpha': 0.948849679115089, 'reg_lambda': 1.0077739826604515}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,604] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.0892171599060141, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9174418227863461, 'colsample_bytree': 0.978425930791092, 'gamma': 1.3447670566510774, 'reg_alpha': 0.2050181960921399, 'reg_lambda': 1.3391176160323708}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:41,818] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 233, 'learning_rate': 0.11942585667626651, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.9680845250389372, 'colsample_bytree': 0.8260839584627454, 'gamma': 0.6072899036654457, 'reg_alpha': 0.4820208167253547, 'reg_lambda': 1.6236750733526564}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,153] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.15493212748310026, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8935113716194277, 'colsample_bytree': 0.9483337685317911, 'gamma': 1.058377935731444, 'reg_alpha': 0.0364856893414333, 'reg_lambda': 1.4870022207857627}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,383] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 24, 'learning_rate': 0.14288439488107849, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.899817936052143, 'colsample_bytree': 0.9483671913900487, 'gamma': 0.7882971492850713, 'reg_alpha': 0.022448025964948666, 'reg_lambda': 1.6949394759385406}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,622] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.17106735630692718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8875509845906606, 'colsample_bytree': 0.9604487531897762, 'gamma': 1.1931833713099445, 'reg_alpha': 0.3590390069790615, 'reg_lambda': 1.4228726383319068}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:42,830] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.22938698415494418, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8780023182413802, 'colsample_bytree': 0.9679052290933791, 'gamma': 0.7284220404539616, 'reg_alpha': 0.03876394015560568, 'reg_lambda': 1.484639790233913}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,155] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 146, 'learning_rate': 0.05986641207515064, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8681261998931606, 'colsample_bytree': 0.9114545273924602, 'gamma': 0.9068031431585035, 'reg_alpha': 0.08480024259502796, 'reg_lambda': 1.5305038093822778}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,391] Trial 126 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.05105861439735643, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9099747278489742, 'colsample_bytree': 0.992092650833416, 'gamma': 1.4577417990476638, 'reg_alpha': 0.06513776373901271, 'reg_lambda': 1.18605308286291}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,628] Trial 127 finished with value: 0.744047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.051715827548834505, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9110721588741325, 'colsample_bytree': 0.9966257332918019, 'gamma': 1.4701579949712817, 'reg_alpha': 0.0685468896888919, 'reg_lambda': 1.149291174805481}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:43,969] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.04367343563727965, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9255631228023797, 'colsample_bytree': 0.9883655092005151, 'gamma': 1.7838139191510702, 'reg_alpha': 0.023580355018025148, 'reg_lambda': 1.2043412033725358}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:44,209] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 226, 'learning_rate': 0.03026443555886134, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9914248867345172, 'colsample_bytree': 0.974097103930633, 'gamma': 1.2483011130969521, 'reg_alpha': 0.1093952028165403, 'reg_lambda': 1.2900562922865246}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:44,594] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.07964377594568389, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9813152398660546, 'colsample_bytree': 0.9842984613697531, 'gamma': 1.3414786788812987, 'reg_alpha': 0.00025017749115661524, 'reg_lambda': 1.9361274907794968}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:44,709] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 34, 'learning_rate': 0.0542304142835543, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9053356014586674, 'colsample_bytree': 0.9605227911027745, 'gamma': 1.1112208437053572, 'reg_alpha': 0.7514719934385422, 'reg_lambda': 1.3710881164723565}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,046] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.04653471004273434, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8958799839494088, 'colsample_bytree': 0.9464462540436446, 'gamma': 3.24744527045405, 'reg_alpha': 0.8680285038184355, 'reg_lambda': 1.2405329358693113}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,251] Trial 133 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.1283065823100895, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8813338838492558, 'colsample_bytree': 0.9349472165802197, 'gamma': 0.5002906765367359, 'reg_alpha': 0.05011033314194238, 'reg_lambda': 1.5428807918750587}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,555] Trial 134 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 139, 'learning_rate': 0.1856250863586273, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9160386786399339, 'colsample_bytree': 0.9541839006675922, 'gamma': 0.6431789813792403, 'reg_alpha': 0.16476589843613626, 'reg_lambda': 1.4611390295995232}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:45,735] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 126, 'learning_rate': 0.19161947664138704, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9139283256913306, 'colsample_bytree': 0.9535288934510429, 'gamma': 0.9889374578501753, 'reg_alpha': 0.09329525179662909, 'reg_lambda': 1.7821074765250136}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,061] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.15727752949775878, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9379337737654311, 'colsample_bytree': 0.9765832720211453, 'gamma': 0.6434649425158694, 'reg_alpha': 0.15649033055000078, 'reg_lambda': 1.4609055000571276}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,250] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.06553593369386179, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9526435373965572, 'colsample_bytree': 0.9706294925958666, 'gamma': 0.8303450138339394, 'reg_alpha': 0.12630724423019682, 'reg_lambda': 1.6683971519625587}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,533] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 134, 'learning_rate': 0.20637198255850775, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.928860398035948, 'colsample_bytree': 0.945106213061579, 'gamma': 1.0629682980226218, 'reg_alpha': 0.1733222328930928, 'reg_lambda': 2.7975450661494836}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:46,764] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.04895582083203706, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9029733530074061, 'colsample_bytree': 0.9278798458348534, 'gamma': 1.4463868200929093, 'reg_alpha': 0.05948820131384812, 'reg_lambda': 1.3060605015815814}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,008] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.14210637050421732, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8600051771369984, 'colsample_bytree': 0.982579773749912, 'gamma': 0.688331415018419, 'reg_alpha': 0.027656031645968675, 'reg_lambda': 1.5963932364708369}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,119] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.16830978912281624, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8940649046924181, 'colsample_bytree': 0.9601458319743557, 'gamma': 0.34166832802521685, 'reg_alpha': 0.14107510112769883, 'reg_lambda': 1.4264931126828106}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,297] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.1796571439047984, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9171165670607073, 'colsample_bytree': 0.9390162937413105, 'gamma': 0.5872224465550429, 'reg_alpha': 0.840106695681243, 'reg_lambda': 1.3983563941538966}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,630] Trial 143 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 119, 'learning_rate': 0.18980425963009068, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8875936605484748, 'colsample_bytree': 0.9207126661087421, 'gamma': 0.43837513555420615, 'reg_alpha': 0.06944083034590903, 'reg_lambda': 1.5186983201540587}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:47,808] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.21818618721804506, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9013821980923931, 'colsample_bytree': 0.6117573784098522, 'gamma': 0.7750827431091437, 'reg_alpha': 0.06199094128990281, 'reg_lambda': 1.5044498287482788}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,065] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.18503663743841728, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8821448152983367, 'colsample_bytree': 0.9158957838019093, 'gamma': 0.5023489611078997, 'reg_alpha': 0.10986481799010173, 'reg_lambda': 1.5704886697996967}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,214] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.12194296738957572, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8702609703101085, 'colsample_bytree': 0.9238937766630162, 'gamma': 0.11930479188211363, 'reg_alpha': 0.0783572170447584, 'reg_lambda': 1.1804449668802823}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,524] Trial 147 finished with value: 0.755952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.05561643029488364, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9215376547388228, 'colsample_bytree': 0.9510529432154259, 'gamma': 0.9279898126073168, 'reg_alpha': 0.706925017754879, 'reg_lambda': 1.1112767686447211}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,750] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.13525069946433535, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9087913937169209, 'colsample_bytree': 0.9622289185616628, 'gamma': 1.1605682812655502, 'reg_alpha': 0.53537757969011, 'reg_lambda': 1.3341255031089538}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:48,930] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 120, 'learning_rate': 0.03967983678804065, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8878075936000425, 'colsample_bytree': 0.9387355376692299, 'gamma': 1.2853594125458436, 'reg_alpha': 0.04023780785620086, 'reg_lambda': 1.003512512781352}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,283] Trial 150 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 217, 'learning_rate': 0.15582759348161163, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9734997755506404, 'colsample_bytree': 0.9481781065206865, 'gamma': 4.301822547540249, 'reg_alpha': 0.3091106975715249, 'reg_lambda': 1.6478866304169666}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,483] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 166, 'learning_rate': 0.19081822251730854, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8921891015943364, 'colsample_bytree': 0.8991742049245907, 'gamma': 0.4022015081481767, 'reg_alpha': 0.4125861787365154, 'reg_lambda': 1.474024815808471}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,752] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.19894260998849939, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8910571685270704, 'colsample_bytree': 0.9054380074487287, 'gamma': 0.3020399249798279, 'reg_alpha': 0.6144291874826219, 'reg_lambda': 1.474595555768141}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:49,977] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 143, 'learning_rate': 0.24964657735652243, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9006658439594712, 'colsample_bytree': 0.9218403380732453, 'gamma': 0.4376440252216852, 'reg_alpha': 0.018244249344080657, 'reg_lambda': 1.536299972236796}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:50,350] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.22055845362729762, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9121287936218268, 'colsample_bytree': 0.7694250130945552, 'gamma': 0.6225073531007246, 'reg_alpha': 0.2517059470924356, 'reg_lambda': 1.6078463041658944}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:50,606] Trial 155 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 153, 'learning_rate': 0.16655218518816017, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.878715316301271, 'colsample_bytree': 0.8987709567479439, 'gamma': 0.2177518549765835, 'reg_alpha': 0.38820328907232204, 'reg_lambda': 1.3912644446617266}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:50,960] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.14942010171697254, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8787889070517128, 'colsample_bytree': 0.8695761384829415, 'gamma': 0.1952983093336213, 'reg_alpha': 0.36708883151051486, 'reg_lambda': 1.3752901919236873}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,149] Trial 157 finished with value: 0.761904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.16804356195288705, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9317284233659826, 'colsample_bytree': 0.9004578035343594, 'gamma': 0.04860158484241628, 'reg_alpha': 0.340005112343537, 'reg_lambda': 1.2513478091128518}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,448] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.18487560019625385, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8891877492002351, 'colsample_bytree': 0.8767607766404667, 'gamma': 0.34914679833162215, 'reg_alpha': 0.3923870286547033, 'reg_lambda': 1.421552910953817}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,644] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 159, 'learning_rate': 0.16309698575565978, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9891784560651926, 'colsample_bytree': 0.882660007307947, 'gamma': 0.25691121736426686, 'reg_alpha': 0.4053936251899197, 'reg_lambda': 1.356970077778268}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:51,826] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.17898541390790076, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9193184327199271, 'colsample_bytree': 0.8854511184957747, 'gamma': 0.39942202813452576, 'reg_alpha': 0.41311734273786105, 'reg_lambda': 1.2827089250976615}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,023] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.18966076619884953, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.887860519785078, 'colsample_bytree': 0.8941551561629738, 'gamma': 0.5216760989943232, 'reg_alpha': 0.2831225559528249, 'reg_lambda': 1.4230020084912365}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,331] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.18903677578983943, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8968049414558876, 'colsample_bytree': 0.8600265640367715, 'gamma': 0.17138118956823983, 'reg_alpha': 0.4552682636407483, 'reg_lambda': 1.4894117975116208}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,524] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.01022963077044831, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8719410250512546, 'colsample_bytree': 0.9083869444961685, 'gamma': 2.404437718602899, 'reg_alpha': 0.439296324571703, 'reg_lambda': 1.5334659235257704}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:52,690] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 77, 'learning_rate': 0.14517272914755688, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9086239427094098, 'colsample_bytree': 0.8972561765843713, 'gamma': 0.32793532406384096, 'reg_alpha': 0.04274782445579109, 'reg_lambda': 1.3928641867436289}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,057] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.10971027110193338, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8995119230816436, 'colsample_bytree': 0.8801213535329091, 'gamma': 0.4497718167076881, 'reg_alpha': 0.3887743144546018, 'reg_lambda': 1.2260915207391103}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,277] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.13215206844929964, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8841386260009352, 'colsample_bytree': 0.9309917810733589, 'gamma': 0.581363403063795, 'reg_alpha': 0.013856979375484996, 'reg_lambda': 1.3184057050084568}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,480] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 169, 'learning_rate': 0.16018299206714495, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.891392389448499, 'colsample_bytree': 0.9166169933615926, 'gamma': 0.7164312695803214, 'reg_alpha': 0.5121388671146647, 'reg_lambda': 1.4495246069664438}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,732] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.05060343752973072, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.876187802827932, 'colsample_bytree': 0.8753807276488222, 'gamma': 0.009561035543220464, 'reg_alpha': 0.38580909541853226, 'reg_lambda': 1.878580943358944}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:53,983] Trial 169 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.1757557512424607, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9423115877203828, 'colsample_bytree': 0.9712315694321209, 'gamma': 0.3065438912845721, 'reg_alpha': 0.09405217319096548, 'reg_lambda': 1.5610680203845402}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,281] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.05902934163623404, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9156761464007437, 'colsample_bytree': 0.8421413432194019, 'gamma': 1.572822277448369, 'reg_alpha': 0.47119151648732344, 'reg_lambda': 1.5083635789382202}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,476] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.1976377956747527, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8660114309952365, 'colsample_bytree': 0.9579656036230133, 'gamma': 0.8046482033731082, 'reg_alpha': 0.08330884475457495, 'reg_lambda': 1.4550360440001273}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,777] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.20945117018180184, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9057153788202642, 'colsample_bytree': 0.949977295845681, 'gamma': 1.0050492594940799, 'reg_alpha': 0.11913842284094443, 'reg_lambda': 1.396108214275483}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:54,959] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.22836002825641175, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8826422301609929, 'colsample_bytree': 0.9677752078233278, 'gamma': 0.8704884409618241, 'reg_alpha': 0.34363493418513136, 'reg_lambda': 1.4711068495336648}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,285] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 209, 'learning_rate': 0.20472604800134986, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8954139660312266, 'colsample_bytree': 0.9419482134239378, 'gamma': 0.6785932844863866, 'reg_alpha': 0.06311167976594163, 'reg_lambda': 1.5802621906386547}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,459] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.18208961674191163, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606320319171613, 'colsample_bytree': 0.9545587871404938, 'gamma': 1.2162463309550349, 'reg_alpha': 0.5748783900779388, 'reg_lambda': 1.1819297317725352}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,643] Trial 176 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 163, 'learning_rate': 0.02320292672297899, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8467288939517544, 'colsample_bytree': 0.9783272907326103, 'gamma': 0.4778291514480712, 'reg_alpha': 0.22150900484064942, 'reg_lambda': 1.3512764108630462}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:55,857] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.15763314431612888, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9821064138285894, 'colsample_bytree': 0.890053315274633, 'gamma': 1.0679842511239923, 'reg_alpha': 0.04060825013317823, 'reg_lambda': 1.4245004476719934}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,170] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.045706101785591285, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9998462352736143, 'colsample_bytree': 0.9639243081050296, 'gamma': 0.5766446471995759, 'reg_alpha': 0.42926037906271475, 'reg_lambda': 1.5293087462193748}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,440] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.1746359253792023, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.923409612637143, 'colsample_bytree': 0.9029350907498054, 'gamma': 1.351482732715045, 'reg_alpha': 0.07554835272128961, 'reg_lambda': 1.6987185603106503}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,602] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.13824972346198655, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8754026713004669, 'colsample_bytree': 0.9925979458449985, 'gamma': 0.8620533562554753, 'reg_alpha': 0.5527535832806061, 'reg_lambda': 2.0692059929602142}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:56,803] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.16743321469107914, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9362539286100554, 'colsample_bytree': 0.9041811351638376, 'gamma': 0.09066340251677857, 'reg_alpha': 0.3540811960492749, 'reg_lambda': 1.2668320412731013}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,067] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.16620636806235908, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.928284680503103, 'colsample_bytree': 0.8981585211435531, 'gamma': 0.2039754537565447, 'reg_alpha': 0.3910460770469907, 'reg_lambda': 1.123957500177379}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,256] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 139, 'learning_rate': 0.19343380780097916, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.903960540155855, 'colsample_bytree': 0.9327448382193512, 'gamma': 0.06056693421279752, 'reg_alpha': 0.003334445045945613, 'reg_lambda': 1.252773380045529}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,626] Trial 184 finished with value: 0.761904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.1494951221130284, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8912954949728312, 'colsample_bytree': 0.9160894629654308, 'gamma': 0.40364556321722633, 'reg_alpha': 0.02724328226435698, 'reg_lambda': 1.194716635583662}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:57,841] Trial 185 finished with value: 0.744047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.18408436921160048, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9566721256266617, 'colsample_bytree': 0.9551468409809994, 'gamma': 0.233861804879756, 'reg_alpha': 0.3348188942608728, 'reg_lambda': 1.316762601986417}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,012] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 129, 'learning_rate': 0.12532415961012594, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6005286095100795, 'colsample_bytree': 0.6435840879884693, 'gamma': 0.7199186056401663, 'reg_alpha': 0.29521891460911454, 'reg_lambda': 1.4971701235124795}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,312] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.21249737304266034, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9139191116980645, 'colsample_bytree': 0.9452132851389028, 'gamma': 0.3668216676137237, 'reg_alpha': 0.1074693294840563, 'reg_lambda': 1.3966774137355928}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,519] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.11517456855626372, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9323340021328266, 'colsample_bytree': 0.9671889457482504, 'gamma': 0.13439400753238523, 'reg_alpha': 0.14077006185715785, 'reg_lambda': 1.0649723530214357}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,724] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.1630750941483222, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8981679715351836, 'colsample_bytree': 0.8922625077595752, 'gamma': 0.5210434593473537, 'reg_alpha': 0.9678318098360129, 'reg_lambda': 1.4786348132756533}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:58,976] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.17518394561189796, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8858232413015441, 'colsample_bytree': 0.9754015974167437, 'gamma': 0.6563260101197068, 'reg_alpha': 0.40945354940609024, 'reg_lambda': 1.6333392415071741}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:59,176] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 151, 'learning_rate': 0.15058353862244475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.891369951359196, 'colsample_bytree': 0.9137143492843862, 'gamma': 0.3674299582615887, 'reg_alpha': 0.03298621554967534, 'reg_lambda': 1.2062473572387824}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:59,501] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 147, 'learning_rate': 0.14714073294184546, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9075104875866442, 'colsample_bytree': 0.9243528336797185, 'gamma': 0.27658450364536313, 'reg_alpha': 0.00018517709590604864, 'reg_lambda': 1.2412864955723932}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:52:59,685] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.16901241600557565, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8802133322218049, 'colsample_bytree': 0.9107087593597591, 'gamma': 0.40130025832992106, 'reg_alpha': 0.05631151610921157, 'reg_lambda': 1.295780858203976}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,000] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.15085874091188334, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8906351617978945, 'colsample_bytree': 0.8998002186817786, 'gamma': 0.9662138790116652, 'reg_alpha': 0.04184954340318825, 'reg_lambda': 1.1585872453076203}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,265] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.13911759153191097, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9004806895622504, 'colsample_bytree': 0.9371564096861749, 'gamma': 1.1386256647419115, 'reg_alpha': 0.060995750063703565, 'reg_lambda': 2.1582730458251813}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,488] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.1981068952845414, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9218060484408277, 'colsample_bytree': 0.8840634561528142, 'gamma': 0.008591273224513168, 'reg_alpha': 0.027100255584311048, 'reg_lambda': 1.354499643425425}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,799] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.19274666751614727, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9160362883056155, 'colsample_bytree': 0.8816357901750976, 'gamma': 0.5425267596681336, 'reg_alpha': 0.016760888643421176, 'reg_lambda': 1.3634449113119935}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:00,996] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.22832574631731406, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.872592713338181, 'colsample_bytree': 0.8753836528746086, 'gamma': 0.8022658187360237, 'reg_alpha': 0.03101239367189581, 'reg_lambda': 1.448971382993758}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:01,190] Trial 199 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.20440577656438957, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6449510507430257, 'colsample_bytree': 0.8678199776877863, 'gamma': 1.9561243955203986, 'reg_alpha': 0.09423363402097198, 'reg_lambda': 1.4128861760438307}. Best is trial 83 with value: 0.7738095238095238.
[I 2025-11-03 19:53:01,194] A new study created in memory with name: no-name-76516dfd-40e4-44a7-8dd7-214a93e9a9cb
[I 2025-11-03 19:53:01,330] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 49, 'learning_rate': 0.02631564291693311, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.619126918230659, 'colsample_bytree': 0.6557135506174439, 'gamma': 2.8630266451505504, 'reg_alpha': 0.2985895123602852, 'reg_lambda': 1.1281970767151095}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:01,671] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.17276878769959408, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9996597821606092, 'colsample_bytree': 0.9821385139910261, 'gamma': 0.6184922482441013, 'reg_alpha': 0.926253758786045, 'reg_lambda': 2.4933665739583564}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:01,869] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.06862854262505284, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6596493358604839, 'colsample_bytree': 0.6083039474932476, 'gamma': 3.5348121966932506, 'reg_alpha': 0.1547722898950421, 'reg_lambda': 0.9156244779469581}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:02,003] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.02984308522933121, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.771510577730047, 'colsample_bytree': 0.7380071738469962, 'gamma': 0.2739799153499023, 'reg_alpha': 0.44993166739493506, 'reg_lambda': 1.170311137114186}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:53:02,265] Trial 4 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 206, 'learning_rate': 0.010199497476890196, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9583877548387517, 'colsample_bytree': 0.7405331694212804, 'gamma': 1.0402741891803968, 'reg_alpha': 0.10821505804439713, 'reg_lambda': 0.7700038784462139}. Best is trial 4 with value: 0.7142857142857143.
[I 2025-11-03 19:53:02,568] Trial 5 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 180, 'learning_rate': 0.057399777458277935, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6354085081719208, 'colsample_bytree': 0.8910235340238958, 'gamma': 2.909076677173436, 'reg_alpha': 0.718373235635859, 'reg_lambda': 2.991038816355377}. Best is trial 4 with value: 0.7142857142857143.
[I 2025-11-03 19:53:02,873] Trial 6 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 188, 'learning_rate': 0.21911719961378073, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7330925418914203, 'colsample_bytree': 0.7006820098127611, 'gamma': 2.279426589903633, 'reg_alpha': 0.027367024959404018, 'reg_lambda': 1.2204745965282997}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,029] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.22732685819573292, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6348677780841048, 'colsample_bytree': 0.7942702808002929, 'gamma': 4.221473774366708, 'reg_alpha': 0.9370575509460214, 'reg_lambda': 2.3339266547569095}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,395] Trial 8 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 231, 'learning_rate': 0.034150246872350215, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7686045471862712, 'colsample_bytree': 0.8534849953457087, 'gamma': 4.765833341342724, 'reg_alpha': 0.7414332654122492, 'reg_lambda': 2.741052597110438}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,618] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 250, 'learning_rate': 0.03431514190445634, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6208454364935, 'colsample_bytree': 0.9726754049753703, 'gamma': 4.300751367774767, 'reg_alpha': 0.9832164574408527, 'reg_lambda': 1.1437997468438847}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:03,896] Trial 10 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 159, 'learning_rate': 0.11915235563211429, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8810755524167996, 'colsample_bytree': 0.6959057053410203, 'gamma': 1.701147804987554, 'reg_alpha': 0.01581312165217498, 'reg_lambda': 1.7899028505766532}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,124] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 188, 'learning_rate': 0.011654295152052822, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8721817465974208, 'colsample_bytree': 0.7479530728342433, 'gamma': 1.642355296021077, 'reg_alpha': 0.03762455770028989, 'reg_lambda': 0.504177754906908}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,335] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.010400470471917753, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9914158302707156, 'colsample_bytree': 0.6991632709417984, 'gamma': 1.328290541259316, 'reg_alpha': 0.24791143562906728, 'reg_lambda': 1.5948480555446385}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,573] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 152, 'learning_rate': 0.10208006001464252, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7155485315260451, 'colsample_bytree': 0.8027123455291689, 'gamma': 2.145693609866103, 'reg_alpha': 0.4009423378234569, 'reg_lambda': 0.6324538432749063}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,820] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.11078496182379237, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.71521386475148, 'colsample_bytree': 0.8226240840516523, 'gamma': 2.251752157112215, 'reg_alpha': 0.4320341843564418, 'reg_lambda': 1.7154254294756863}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:04,961] Trial 15 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.27379665862186287, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.697626747175219, 'colsample_bytree': 0.911573906657061, 'gamma': 2.2406410728738377, 'reg_alpha': 0.5888097525860492, 'reg_lambda': 0.5743352485423961}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,201] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.10978327886805452, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8343742043607366, 'colsample_bytree': 0.6090433203855137, 'gamma': 2.9841193876953325, 'reg_alpha': 0.31453871148761897, 'reg_lambda': 1.4142277739154818}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,381] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.16785537637404035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8416581196897402, 'colsample_bytree': 0.6004512860614121, 'gamma': 3.4149294985729703, 'reg_alpha': 0.23965860560019686, 'reg_lambda': 1.4799346412801209}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,789] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 174, 'learning_rate': 0.08410323005695665, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8032413821584694, 'colsample_bytree': 0.6498925371546496, 'gamma': 3.401823340579605, 'reg_alpha': 0.31348761101614864, 'reg_lambda': 1.960476600219844}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:05,880] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.16943700198937664, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9221572033414561, 'colsample_bytree': 0.6471148699954176, 'gamma': 2.713335661239837, 'reg_alpha': 0.5494446971985434, 'reg_lambda': 1.4052386293326418}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,154] Trial 20 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 163, 'learning_rate': 0.29946727692540176, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.805570865858742, 'colsample_bytree': 0.6922315388786262, 'gamma': 3.9831738428171697, 'reg_alpha': 0.1619151419148222, 'reg_lambda': 2.162571913896919}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,339] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.10842799858508675, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7223206133454899, 'colsample_bytree': 0.7860963108065223, 'gamma': 2.1487371930849393, 'reg_alpha': 0.3912335214052725, 'reg_lambda': 0.8796024775615346}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,618] Trial 22 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 121, 'learning_rate': 0.13649594849122837, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7424012962758013, 'colsample_bytree': 0.7724035583435075, 'gamma': 1.8337034248976083, 'reg_alpha': 0.6506994794186217, 'reg_lambda': 1.2873326231967706}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:06,806] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.08813196297750596, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8323406577451047, 'colsample_bytree': 0.8296091532277543, 'gamma': 2.5868341365699994, 'reg_alpha': 0.3743807406374966, 'reg_lambda': 0.7584527276176878}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,136] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.04570253225146341, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8371178772248051, 'colsample_bytree': 0.8503563083940558, 'gamma': 3.1249013832609656, 'reg_alpha': 0.3216854068383438, 'reg_lambda': 1.0874667471256436}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,330] Trial 25 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.07880149334546524, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.90828446103524, 'colsample_bytree': 0.6336010525309465, 'gamma': 2.585515984591476, 'reg_alpha': 0.5052575891696133, 'reg_lambda': 0.9391898895491295}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,604] Trial 26 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.2022052446482911, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7804557914000978, 'colsample_bytree': 0.6811534272286853, 'gamma': 3.829400932435556, 'reg_alpha': 0.09469817602434939, 'reg_lambda': 1.3829672868464868}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:07,787] Trial 27 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 104, 'learning_rate': 0.04997563960478707, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8376762922021447, 'colsample_bytree': 0.7186468342106749, 'gamma': 3.1305794497895207, 'reg_alpha': 0.20156522281872108, 'reg_lambda': 0.7240464826141433}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,066] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.15094108339873571, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6665668041983546, 'colsample_bytree': 0.9108013672838067, 'gamma': 2.525100042399208, 'reg_alpha': 0.3434995087481192, 'reg_lambda': 1.6143997230457001}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,252] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 135, 'learning_rate': 0.017188085334909203, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7517265313951458, 'colsample_bytree': 0.6677938002751133, 'gamma': 3.0036200709255167, 'reg_alpha': 0.28142630759157145, 'reg_lambda': 1.9206301479044035}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,584] Trial 30 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.2327533900413909, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8141192016630304, 'colsample_bytree': 0.6319771771398173, 'gamma': 1.2776260423374726, 'reg_alpha': 0.07586540657215704, 'reg_lambda': 1.0191799123768481}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:08,879] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 183, 'learning_rate': 0.04772570255947468, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.857727001414302, 'colsample_bytree': 0.8571314560431194, 'gamma': 3.1619366345970263, 'reg_alpha': 0.3280951925389033, 'reg_lambda': 1.1978304858123896}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,102] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.043405241921587435, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8337915606174902, 'colsample_bytree': 0.839725025189045, 'gamma': 2.735711140568518, 'reg_alpha': 0.3495746991214797, 'reg_lambda': 1.0445979962179077}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,415] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.0642886714017603, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9030596942639101, 'colsample_bytree': 0.893336967777769, 'gamma': 3.775356930316634, 'reg_alpha': 0.4899496524272626, 'reg_lambda': 0.8522567440081289}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,626] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.024175048612063318, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8220084827639215, 'colsample_bytree': 0.7621663673871922, 'gamma': 1.928229523346972, 'reg_alpha': 0.18099841992340812, 'reg_lambda': 1.304675430721096}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:09,829] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.08731837509096033, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7833400884784085, 'colsample_bytree': 0.9573753609586533, 'gamma': 2.4248932136620334, 'reg_alpha': 0.4573144721995375, 'reg_lambda': 1.0896061036146434}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,088] Trial 36 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 137, 'learning_rate': 0.039980930723401635, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8610562364804291, 'colsample_bytree': 0.8229059811658013, 'gamma': 3.3869418298166436, 'reg_alpha': 0.23968974782469066, 'reg_lambda': 0.7409951722230329}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,340] Trial 37 finished with value: 0.744047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.06369851530108168, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9330675187816841, 'colsample_bytree': 0.8771226228546894, 'gamma': 0.6111791400008189, 'reg_alpha': 0.11881163445782977, 'reg_lambda': 1.2852234057056455}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,721] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.06739725542911702, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9478967195856877, 'colsample_bytree': 0.874410541384571, 'gamma': 0.6017983303554222, 'reg_alpha': 0.12956493847831135, 'reg_lambda': 1.5143554716714003}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:10,925] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.13321327738639574, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9539655389419306, 'colsample_bytree': 0.947391534006165, 'gamma': 0.3361106936332776, 'reg_alpha': 0.05039388993625937, 'reg_lambda': 1.2801520916509124}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:11,168] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 235, 'learning_rate': 0.058768490175103744, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6754011932808356, 'colsample_bytree': 0.7171003085020942, 'gamma': 1.153772711449677, 'reg_alpha': 0.0045358845673654155, 'reg_lambda': 1.778739347025902}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:11,524] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 238, 'learning_rate': 0.07164068960566314, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9599522102986454, 'colsample_bytree': 0.8661370120477023, 'gamma': 0.7539071035016449, 'reg_alpha': 0.12896247156851395, 'reg_lambda': 1.5575188192849794}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:11,792] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.09398161305947283, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9497775844958155, 'colsample_bytree': 0.8696682826264, 'gamma': 0.022416709871370344, 'reg_alpha': 0.13402985657717778, 'reg_lambda': 1.451600233674715}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:12,167] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.09566767203385121, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9951299867899097, 'colsample_bytree': 0.9249893337282917, 'gamma': 0.1786571261572525, 'reg_alpha': 0.19513816540565232, 'reg_lambda': 1.405851472588936}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:12,488] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.1998247636646954, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9274741437644548, 'colsample_bytree': 0.8232094051308497, 'gamma': 0.4689405633871593, 'reg_alpha': 0.0782133588792622, 'reg_lambda': 1.2067240648694184}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:12,727] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.13346446427858558, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9767771143339502, 'colsample_bytree': 0.8890699541417826, 'gamma': 0.03148009880961113, 'reg_alpha': 0.2707484633264242, 'reg_lambda': 1.666704461805572}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,037] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.07305572933916726, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8908737931533568, 'colsample_bytree': 0.9985865316578333, 'gamma': 0.9348458848523387, 'reg_alpha': 0.13433072303935453, 'reg_lambda': 0.9530919392869512}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,247] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.09251618493191115, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7477031265518038, 'colsample_bytree': 0.6185847302968246, 'gamma': 0.8921596319290652, 'reg_alpha': 0.0013481575306961563, 'reg_lambda': 1.9041903356675955}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,470] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.05660413805145846, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9350007399428177, 'colsample_bytree': 0.8001905886286975, 'gamma': 0.048816638498174914, 'reg_alpha': 0.8273603453877107, 'reg_lambda': 2.678737925612203}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,731] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.03664010189068098, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8798184213468948, 'colsample_bytree': 0.8067083300391886, 'gamma': 1.5110580779513691, 'reg_alpha': 0.8368602095056916, 'reg_lambda': 2.6336852098397205}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:13,961] Trial 50 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 178, 'learning_rate': 0.055173515507911726, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.973341901957267, 'colsample_bytree': 0.7400643425589666, 'gamma': 4.9050215236231995, 'reg_alpha': 0.8386169781055913, 'reg_lambda': 2.31580006765244}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,187] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 146, 'learning_rate': 0.05893649885652419, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9327709807289039, 'colsample_bytree': 0.8372773253078906, 'gamma': 0.09249508328193723, 'reg_alpha': 0.4051647035067054, 'reg_lambda': 2.808290080459473}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,519] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.028012807907503826, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9136446891422229, 'colsample_bytree': 0.7773594941143559, 'gamma': 0.4058978402734164, 'reg_alpha': 0.04661112082135406, 'reg_lambda': 1.4714005721512908}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,757] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.028935618456795025, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9089034738922804, 'colsample_bytree': 0.7819241582558635, 'gamma': 0.3442273956756983, 'reg_alpha': 0.04001222730731552, 'reg_lambda': 2.0312518488977185}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:14,975] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 136, 'learning_rate': 0.02277358881026869, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8588841713890323, 'colsample_bytree': 0.8076615841346239, 'gamma': 0.242783822509843, 'reg_alpha': 0.6065661367413112, 'reg_lambda': 2.9598688690506525}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:15,317] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 154, 'learning_rate': 0.017020333576388793, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9424806526398033, 'colsample_bytree': 0.7588432555107669, 'gamma': 1.9947859123505012, 'reg_alpha': 0.688645241148491, 'reg_lambda': 1.4743167140102464}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:15,479] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.11673740204309084, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9709779808474529, 'colsample_bytree': 0.7248525711676732, 'gamma': 2.867647694994098, 'reg_alpha': 0.8854155278037121, 'reg_lambda': 1.8245103934233173}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:15,907] Trial 57 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.10385098815185022, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8966132683262975, 'colsample_bytree': 0.7845888697973182, 'gamma': 0.027633814560026473, 'reg_alpha': 0.2268038074566133, 'reg_lambda': 2.4553062239400996}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,056] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.07899018213492097, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7847958999298467, 'colsample_bytree': 0.6670672772673775, 'gamma': 4.406446188165908, 'reg_alpha': 0.37057513867091196, 'reg_lambda': 1.695411844035742}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,254] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.1535372303953762, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9125476047871256, 'colsample_bytree': 0.7048637884204918, 'gamma': 0.5464310653733981, 'reg_alpha': 0.7866015869875569, 'reg_lambda': 1.4152825955469461}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,547] Trial 60 finished with value: 0.761904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.20179978059328094, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8711749574314782, 'colsample_bytree': 0.7995946687279482, 'gamma': 0.34758862074782126, 'reg_alpha': 0.05867196926744683, 'reg_lambda': 0.6562382147333132}. Best is trial 6 with value: 0.7678571428571428.
[I 2025-11-03 19:53:16,738] Trial 61 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 150, 'learning_rate': 0.23524504895399764, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8746831544398082, 'colsample_bytree': 0.7964973621914834, 'gamma': 0.4240330468125897, 'reg_alpha': 0.05882779332554014, 'reg_lambda': 0.8159731775286749}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,038] Trial 62 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.25432080378637895, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8711027615432844, 'colsample_bytree': 0.7973797201200095, 'gamma': 0.7406240597554744, 'reg_alpha': 0.09041110420623864, 'reg_lambda': 0.6302297870357719}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,242] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.19535624131586327, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8489148080892652, 'colsample_bytree': 0.840402422884428, 'gamma': 2.4327670570335407, 'reg_alpha': 0.07046316594485638, 'reg_lambda': 0.8318009641328987}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,582] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.24539791934544214, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8272805192718296, 'colsample_bytree': 0.8158447451086263, 'gamma': 1.4675568450496295, 'reg_alpha': 0.9919306970736735, 'reg_lambda': 0.6522571606784057}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,760] Trial 65 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 130, 'learning_rate': 0.17929323489168308, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7999989349484502, 'colsample_bytree': 0.7642605089849733, 'gamma': 0.20133119129987487, 'reg_alpha': 0.16096452275797285, 'reg_lambda': 0.547478109677938}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:17,943] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.28012095764323625, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.88454029171607, 'colsample_bytree': 0.752841407846535, 'gamma': 0.7712232399324979, 'reg_alpha': 0.036204553335611483, 'reg_lambda': 0.7807775819032065}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,106] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.29761862742191747, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8817121048050501, 'colsample_bytree': 0.7487615122486289, 'gamma': 1.0363445242525924, 'reg_alpha': 0.015117223832038729, 'reg_lambda': 0.6966614466773194}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,430] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.2176983624781291, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8144263947466496, 'colsample_bytree': 0.8307527606875857, 'gamma': 0.7757657023656741, 'reg_alpha': 0.10168779795823521, 'reg_lambda': 0.9838949272667226}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,709] Trial 69 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.2680820822104389, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8467313023375179, 'colsample_bytree': 0.8506646207553543, 'gamma': 2.7114477640907797, 'reg_alpha': 0.054565517045076485, 'reg_lambda': 0.8177021214773033}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:18,904] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 179, 'learning_rate': 0.18212779129372933, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8716576441775902, 'colsample_bytree': 0.6380580257769253, 'gamma': 3.546678207503882, 'reg_alpha': 0.15971804082247487, 'reg_lambda': 0.5161008406272998}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,107] Trial 71 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 159, 'learning_rate': 0.2619872580525687, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7670299329918566, 'colsample_bytree': 0.8488561980311484, 'gamma': 2.7822166121577436, 'reg_alpha': 0.04437923236030755, 'reg_lambda': 0.7998910951467055}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,295] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.21268529959044516, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8451955917235723, 'colsample_bytree': 0.864946556311511, 'gamma': 3.0573143099713613, 'reg_alpha': 0.0673850961541092, 'reg_lambda': 0.9022210940502271}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,497] Trial 73 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 191, 'learning_rate': 0.2765477116316215, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8516341254729827, 'colsample_bytree': 0.6852148900620163, 'gamma': 2.3930848833150273, 'reg_alpha': 0.21134407477865436, 'reg_lambda': 0.7662020450936864}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:19,700] Trial 74 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 170, 'learning_rate': 0.24160423191377597, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7938105573671476, 'colsample_bytree': 0.7303970832198888, 'gamma': 3.205465332163516, 'reg_alpha': 0.021555902434002717, 'reg_lambda': 1.1453163467935497}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,008] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.15492974862303532, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8260336707589838, 'colsample_bytree': 0.7924666844357794, 'gamma': 2.2945434021524322, 'reg_alpha': 0.11481913572929554, 'reg_lambda': 0.6470439569932009}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,197] Trial 76 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.22216996887474355, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.614033490387905, 'colsample_bytree': 0.6138507239396187, 'gamma': 2.6454118090472827, 'reg_alpha': 0.29396869332096154, 'reg_lambda': 1.0498226637405967}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,470] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.1226428777180164, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6015777761758645, 'colsample_bytree': 0.6020642357039908, 'gamma': 2.6352866165687936, 'reg_alpha': 0.25994980739548357, 'reg_lambda': 1.0977425791320465}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,656] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.1302698211380071, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.60150015377504, 'colsample_bytree': 0.6124266669691134, 'gamma': 2.1003635113037027, 'reg_alpha': 0.28995023616582094, 'reg_lambda': 1.0794278030819777}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:20,878] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 156, 'learning_rate': 0.11736971088156002, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6292362272439277, 'colsample_bytree': 0.6009927469694815, 'gamma': 2.6620135554569995, 'reg_alpha': 0.26883614876170686, 'reg_lambda': 1.2178138962175735}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:21,081] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.11527158627892524, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6402797734018486, 'colsample_bytree': 0.600066758974504, 'gamma': 2.5421757005091847, 'reg_alpha': 0.3063505176890331, 'reg_lambda': 1.3366521967484366}. Best is trial 61 with value: 0.7738095238095237.
[I 2025-11-03 19:53:21,405] Trial 81 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 165, 'learning_rate': 0.16340273733317404, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6009506414408959, 'colsample_bytree': 0.6228528606477107, 'gamma': 2.6166997803172745, 'reg_alpha': 0.35167897440233564, 'reg_lambda': 1.1753807099375684}. Best is trial 81 with value: 0.7797619047619048.
[I 2025-11-03 19:53:21,767] Trial 82 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 164, 'learning_rate': 0.17000210251642361, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.603865162463205, 'colsample_bytree': 0.6217766020376169, 'gamma': 2.6418601620422364, 'reg_alpha': 0.26803837543076475, 'reg_lambda': 1.2265517185562085}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:21,965] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.16034350577416162, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6004600006589911, 'colsample_bytree': 0.6255589352663327, 'gamma': 3.293199050672171, 'reg_alpha': 0.27042008156632713, 'reg_lambda': 1.216037231042688}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,198] Trial 84 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 165, 'learning_rate': 0.17041074301946676, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6004131481106911, 'colsample_bytree': 0.6224468671122045, 'gamma': 2.6634439318423655, 'reg_alpha': 0.2607763877803985, 'reg_lambda': 1.2185046440728104}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,405] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 185, 'learning_rate': 0.1731809664916295, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6222566798509733, 'colsample_bytree': 0.6216300404345787, 'gamma': 3.2725363475990843, 'reg_alpha': 0.3451294771892015, 'reg_lambda': 0.9978037062484744}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,700] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.14914504240451998, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6426874362170533, 'colsample_bytree': 0.6546035676829893, 'gamma': 2.9303836117190594, 'reg_alpha': 0.22076228448448254, 'reg_lambda': 1.1991423439900761}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:22,925] Trial 87 finished with value: 0.744047619047619 and parameters: {'n_estimators': 167, 'learning_rate': 0.19087038771166823, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6170408689323726, 'colsample_bytree': 0.6416539712660467, 'gamma': 3.56368472310376, 'reg_alpha': 0.1770256224598416, 'reg_lambda': 1.2562807841794925}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,118] Trial 88 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 151, 'learning_rate': 0.23032702634659036, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6543636037582348, 'colsample_bytree': 0.624472064201373, 'gamma': 1.7242907889134704, 'reg_alpha': 0.43715037511562876, 'reg_lambda': 1.148536377120269}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,357] Trial 89 finished with value: 0.773809523809524 and parameters: {'n_estimators': 176, 'learning_rate': 0.16363552507000262, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6168117913895239, 'colsample_bytree': 0.6302472211769471, 'gamma': 2.8400891488990747, 'reg_alpha': 0.4085866768377036, 'reg_lambda': 1.352001085265457}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,553] Trial 90 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.14335539697974908, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6132607257908821, 'colsample_bytree': 0.6648360325799101, 'gamma': 2.2828981866464857, 'reg_alpha': 0.4863819524962521, 'reg_lambda': 1.3316586188265025}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:23,848] Trial 91 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.21147018389211672, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6161921193465741, 'colsample_bytree': 0.671162095781336, 'gamma': 2.288519996816645, 'reg_alpha': 0.5442256274630557, 'reg_lambda': 1.3483418626366865}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,055] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.1455289962329376, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6121740739120717, 'colsample_bytree': 0.6741765907915183, 'gamma': 2.2074603717731995, 'reg_alpha': 0.492867179543887, 'reg_lambda': 1.3672578974241962}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,471] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.20697747747946788, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.687211805123054, 'colsample_bytree': 0.649144432032562, 'gamma': 2.3194772602109426, 'reg_alpha': 0.5378765819608934, 'reg_lambda': 1.3225459614490636}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,681] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.16712521735554628, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6534603899016489, 'colsample_bytree': 0.6625566230884952, 'gamma': 2.816141034512463, 'reg_alpha': 0.5242032367763206, 'reg_lambda': 1.5433219654957382}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:24,873] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 186, 'learning_rate': 0.21894779255688973, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6291574662518788, 'colsample_bytree': 0.6304252126664196, 'gamma': 2.437307637104026, 'reg_alpha': 0.46385710518681883, 'reg_lambda': 1.1258845387546947}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,068] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.19278545249310813, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6111032445171697, 'colsample_bytree': 0.6148511359197932, 'gamma': 2.043800434181252, 'reg_alpha': 0.5848847423860117, 'reg_lambda': 1.0270114225652138}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,338] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.1838049484449916, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6221189068960248, 'colsample_bytree': 0.6584137734710691, 'gamma': 1.8051436928593652, 'reg_alpha': 0.3738601660050915, 'reg_lambda': 1.6245713493859737}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,586] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.14203722311684622, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6455558740573498, 'colsample_bytree': 0.6415376156540484, 'gamma': 2.983533354373315, 'reg_alpha': 0.3874802483632768, 'reg_lambda': 0.9321197784837154}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,794] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.1630959770774524, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6107522747895574, 'colsample_bytree': 0.7078167648760327, 'gamma': 2.5512457069419336, 'reg_alpha': 0.4180778590297921, 'reg_lambda': 0.8785657526903357}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:25,931] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.22589575562109268, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6689735457671169, 'colsample_bytree': 0.6109710416978615, 'gamma': 2.8784998974327083, 'reg_alpha': 0.4638513342765482, 'reg_lambda': 1.2653692749072156}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,188] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.17139618740312845, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6310235276962833, 'colsample_bytree': 0.6746773047093177, 'gamma': 2.7156211152419347, 'reg_alpha': 0.3282724814177831, 'reg_lambda': 1.216828338947712}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,392] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.20438793960951293, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6301090313642606, 'colsample_bytree': 0.6327038331441676, 'gamma': 2.167587302017756, 'reg_alpha': 0.5607540031068381, 'reg_lambda': 1.3561075277030146}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,675] Trial 103 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 174, 'learning_rate': 0.1279216706848139, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6085383279193785, 'colsample_bytree': 0.6073323274828214, 'gamma': 2.6423662988078678, 'reg_alpha': 0.28939405654838457, 'reg_lambda': 1.0641741319896527}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:26,910] Trial 104 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 175, 'learning_rate': 0.12506354544844922, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6079909319146003, 'colsample_bytree': 0.6899449216664876, 'gamma': 2.488761307194932, 'reg_alpha': 0.24554653341154886, 'reg_lambda': 1.0498437077845764}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,236] Trial 105 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 174, 'learning_rate': 0.12790561593269364, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6069178058322781, 'colsample_bytree': 0.6903179554939562, 'gamma': 2.3436945166739864, 'reg_alpha': 0.36210652401593013, 'reg_lambda': 1.1664130496437695}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,451] Trial 106 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 186, 'learning_rate': 0.1459790231284136, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6219465091924512, 'colsample_bytree': 0.6485096491397997, 'gamma': 2.4764177069317164, 'reg_alpha': 0.4071190630871324, 'reg_lambda': 1.4053461554180202}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,660] Trial 107 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.14381961858652484, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6191310806314786, 'colsample_bytree': 0.6453721562041649, 'gamma': 2.4929058803517647, 'reg_alpha': 0.4166922954524052, 'reg_lambda': 1.4300041397190717}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:27,919] Trial 108 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 201, 'learning_rate': 0.1020119940030039, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6376792341546758, 'colsample_bytree': 0.6549454935082522, 'gamma': 2.2338806062439205, 'reg_alpha': 0.23861583543364387, 'reg_lambda': 1.272205518171115}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,178] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.10421508849146438, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7221730717856817, 'colsample_bytree': 0.6564559071879617, 'gamma': 1.9934722537407341, 'reg_alpha': 0.1871157441074324, 'reg_lambda': 1.2922607130402284}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,383] Trial 110 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 202, 'learning_rate': 0.13912650883100885, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6375349667149764, 'colsample_bytree': 0.6833924823082527, 'gamma': 1.8488662820866408, 'reg_alpha': 0.25177737505336595, 'reg_lambda': 1.1125364993276612}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,686] Trial 111 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 196, 'learning_rate': 0.12658196912226308, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6503390288850672, 'colsample_bytree': 0.6691726400193371, 'gamma': 2.2765893149616483, 'reg_alpha': 0.3280848709957386, 'reg_lambda': 1.3769230005935453}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:28,885] Trial 112 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.16164540586229273, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.625900113489203, 'colsample_bytree': 0.6310029393326075, 'gamma': 2.551744321006316, 'reg_alpha': 0.3881679340906241, 'reg_lambda': 1.5045684984516503}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,178] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.15860010080627374, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6625665505180306, 'colsample_bytree': 0.6297405778010564, 'gamma': 2.76580825074737, 'reg_alpha': 0.4003042882255731, 'reg_lambda': 1.4972051970043918}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,370] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 179, 'learning_rate': 0.13499084155579952, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6260100638345446, 'colsample_bytree': 0.6486102390711529, 'gamma': 2.4621099549186884, 'reg_alpha': 0.24338783002581232, 'reg_lambda': 1.2391708947648659}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,643] Trial 115 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 170, 'learning_rate': 0.11189166420377658, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6049933834899158, 'colsample_bytree': 0.6383501556442157, 'gamma': 3.075786099607777, 'reg_alpha': 0.44427015603921427, 'reg_lambda': 1.3094258149406757}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:29,848] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.1823132305619704, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6344740951336011, 'colsample_bytree': 0.6183941812055306, 'gamma': 2.6340125767112785, 'reg_alpha': 0.35474750175195235, 'reg_lambda': 1.5779060747008014}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:30,250] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.16844042588459787, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.622068742417785, 'colsample_bytree': 0.6614137384037838, 'gamma': 2.5342062139120065, 'reg_alpha': 0.30342670144377737, 'reg_lambda': 1.1647853683812883}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:30,512] Trial 118 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 183, 'learning_rate': 0.15023022848268439, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6815802464338486, 'colsample_bytree': 0.6359535556220531, 'gamma': 2.886963710343802, 'reg_alpha': 0.3341194171935965, 'reg_lambda': 1.4378667391985618}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:30,807] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.09826568472529637, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6991405902874, 'colsample_bytree': 0.619148502132413, 'gamma': 2.166230990646939, 'reg_alpha': 0.47805053452001633, 'reg_lambda': 1.0603768053611282}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,006] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.12532331423091905, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6079902066967801, 'colsample_bytree': 0.6996856968794515, 'gamma': 2.7903057810424365, 'reg_alpha': 0.2280615977066397, 'reg_lambda': 1.508281725414702}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,266] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.18601580799959155, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.614886587161187, 'colsample_bytree': 0.6766772425288565, 'gamma': 2.247629641835783, 'reg_alpha': 0.38054429397060485, 'reg_lambda': 1.385262130101825}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,600] Trial 122 finished with value: 0.744047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.15954552008339729, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6002903579976652, 'colsample_bytree': 0.6496276321628138, 'gamma': 2.3796657462057427, 'reg_alpha': 0.42313897475197637, 'reg_lambda': 1.2650582961992018}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:31,798] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.13720997196188653, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6389469411356119, 'colsample_bytree': 0.6066960192342086, 'gamma': 2.095524256972353, 'reg_alpha': 0.28691118370841856, 'reg_lambda': 1.3241752574572037}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,091] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.17627536595073912, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6160352658109902, 'colsample_bytree': 0.6274964289820552, 'gamma': 2.58133622479178, 'reg_alpha': 0.524624868723499, 'reg_lambda': 1.176711692868424}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,291] Trial 125 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 190, 'learning_rate': 0.23987317929407792, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6464487923736773, 'colsample_bytree': 0.6670048976537094, 'gamma': 2.3964805596974816, 'reg_alpha': 0.6251737603787737, 'reg_lambda': 1.3560718668189673}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,486] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.15052117127563905, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6239954585483105, 'colsample_bytree': 0.6914853848436533, 'gamma': 2.9665484727382037, 'reg_alpha': 0.3043736639704724, 'reg_lambda': 0.9791789568672271}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,735] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.10953371581439572, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6109676728934048, 'colsample_bytree': 0.6407250242934257, 'gamma': 1.923033796042501, 'reg_alpha': 0.20555873488849752, 'reg_lambda': 1.2663051596560158}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:32,939] Trial 128 finished with value: 0.738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.19693208980735594, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6360129065014609, 'colsample_bytree': 0.6543689061067604, 'gamma': 2.6996863964295446, 'reg_alpha': 0.39793804119686826, 'reg_lambda': 1.1243902902618246}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,222] Trial 129 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.17229467933889922, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6564521238696449, 'colsample_bytree': 0.625896047956827, 'gamma': 1.5858511245179658, 'reg_alpha': 0.5092669516272974, 'reg_lambda': 1.4294494862303506}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,483] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.254907222144361, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6188610937666734, 'colsample_bytree': 0.7110234759151884, 'gamma': 2.485187619124104, 'reg_alpha': 0.5565270283727819, 'reg_lambda': 1.6306461741118465}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,693] Trial 131 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 193, 'learning_rate': 0.12185406204899753, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.646710151541888, 'colsample_bytree': 0.6725720746373837, 'gamma': 2.2546139428293372, 'reg_alpha': 0.33593944243873136, 'reg_lambda': 1.3633650215220663}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:33,970] Trial 132 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 191, 'learning_rate': 0.1209721235144064, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6068937565507609, 'colsample_bytree': 0.6779433945256754, 'gamma': 2.2908445852777994, 'reg_alpha': 0.3491089841017956, 'reg_lambda': 1.3158826905818815}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,204] Trial 133 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 178, 'learning_rate': 0.12438064832382907, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6001770584021542, 'colsample_bytree': 0.6070479041621584, 'gamma': 2.602486694614034, 'reg_alpha': 0.3146694021791112, 'reg_lambda': 1.233250180751874}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,456] Trial 134 finished with value: 0.738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.1195669352747796, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6067605709049447, 'colsample_bytree': 0.6090625264853892, 'gamma': 2.606906505290056, 'reg_alpha': 0.35101376607995155, 'reg_lambda': 1.2434611529280657}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,680] Trial 135 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 169, 'learning_rate': 0.12086772177230892, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.626923463828945, 'colsample_bytree': 0.6218599758809471, 'gamma': 2.785890333615757, 'reg_alpha': 0.3143379970513975, 'reg_lambda': 1.4648513116854045}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:34,888] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.1039625104332682, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6016212885330263, 'colsample_bytree': 0.6062114661773623, 'gamma': 2.355848819983585, 'reg_alpha': 0.28106834777224166, 'reg_lambda': 1.1841795308880934}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,154] Trial 137 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.13025981785818766, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.6082470012813548, 'colsample_bytree': 0.6352945143765956, 'gamma': 2.223848003427676, 'reg_alpha': 0.25079500684589107, 'reg_lambda': 1.0654024363693937}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,356] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.09244876306714764, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6228459505585637, 'colsample_bytree': 0.645451599075914, 'gamma': 2.5221966485223293, 'reg_alpha': 0.374125181709377, 'reg_lambda': 1.547159191850525}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,555] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.13913919073767633, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6354512557897344, 'colsample_bytree': 0.660974683683019, 'gamma': 2.8918968382803847, 'reg_alpha': 0.34132494275083763, 'reg_lambda': 1.2878138096984628}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:35,845] Trial 140 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 167, 'learning_rate': 0.10912324092052329, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.612662861611665, 'colsample_bytree': 0.6142562938963885, 'gamma': 4.424748428653882, 'reg_alpha': 0.3611880658383316, 'reg_lambda': 1.3205920733913685}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,134] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.1461733824118685, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7350922744807257, 'colsample_bytree': 0.6806648020959921, 'gamma': 2.6701153536481956, 'reg_alpha': 0.32287383210764276, 'reg_lambda': 1.2216409645128552}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,346] Trial 142 finished with value: 0.7619047619047618 and parameters: {'n_estimators': 190, 'learning_rate': 0.15834421627943515, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6001995368646219, 'colsample_bytree': 0.6948892333463677, 'gamma': 2.4505852313222567, 'reg_alpha': 0.2641340634612711, 'reg_lambda': 1.3958652679858252}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,624] Trial 143 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.1353132691998727, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7652061656985905, 'colsample_bytree': 0.6861659397844042, 'gamma': 2.1557473175116226, 'reg_alpha': 0.44041091421870937, 'reg_lambda': 1.1450170660554253}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:36,811] Trial 144 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 180, 'learning_rate': 0.12330999496171714, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6309863988728835, 'colsample_bytree': 0.6226654828187156, 'gamma': 2.3444861855976575, 'reg_alpha': 0.2871651384502798, 'reg_lambda': 1.099867311389142}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,134] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.11262482831310823, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6439019822823827, 'colsample_bytree': 0.633958430587657, 'gamma': 2.579033524775665, 'reg_alpha': 0.40837377950901305, 'reg_lambda': 1.312407763046727}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,345] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.152512802201784, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6180836803740742, 'colsample_bytree': 0.6520621588333273, 'gamma': 1.287391749511071, 'reg_alpha': 0.2330280646988151, 'reg_lambda': 1.0095632063969195}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,558] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.08517130007254228, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6084758801694918, 'colsample_bytree': 0.7019834813835208, 'gamma': 2.0387155529333203, 'reg_alpha': 0.3886451284718733, 'reg_lambda': 1.3731296778056328}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:37,861] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.08141223443723339, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6099873455749746, 'colsample_bytree': 0.7186486604785267, 'gamma': 2.011094955556154, 'reg_alpha': 0.38067946749332543, 'reg_lambda': 1.3960123504564776}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:38,140] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.10053085026145839, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6258994087474231, 'colsample_bytree': 0.6691507271546154, 'gamma': 2.697338259091773, 'reg_alpha': 0.31159105492286193, 'reg_lambda': 1.4759613837783456}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:38,457] Trial 150 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 221, 'learning_rate': 0.11710005177809495, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6003040445881367, 'colsample_bytree': 0.6003593373056725, 'gamma': 2.45496402628803, 'reg_alpha': 0.3433951261801363, 'reg_lambda': 1.2386370172501664}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:38,668] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.12930564617322646, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6063716701492066, 'colsample_bytree': 0.6101817828766589, 'gamma': 2.411622878765377, 'reg_alpha': 0.3414245151910057, 'reg_lambda': 1.2542872006179118}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,005] Trial 152 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.09127276429353673, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.617582389836113, 'colsample_bytree': 0.6145696288889488, 'gamma': 2.5743943745150295, 'reg_alpha': 0.3892434956906833, 'reg_lambda': 1.346538004704074}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,269] Trial 153 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 226, 'learning_rate': 0.1164780337122639, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6014362794860029, 'colsample_bytree': 0.6001884339398456, 'gamma': 2.301221498512267, 'reg_alpha': 0.360551558695629, 'reg_lambda': 1.1993374790207714}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,626] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.09864269152081154, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6103778726117642, 'colsample_bytree': 0.6006139305821128, 'gamma': 2.233839581849718, 'reg_alpha': 0.3645296568747325, 'reg_lambda': 1.1825824683134063}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:39,852] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.11850481677390784, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6230893471994039, 'colsample_bytree': 0.6289347130031575, 'gamma': 2.115305151324545, 'reg_alpha': 0.42118217582666484, 'reg_lambda': 1.3034504475336381}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,070] Trial 156 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 215, 'learning_rate': 0.14002360382997922, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6326855727830315, 'colsample_bytree': 0.6190002830356345, 'gamma': 2.2987587897461332, 'reg_alpha': 0.40104248485038235, 'reg_lambda': 1.4159550257218234}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,287] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.08455809286440417, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6155743720004141, 'colsample_bytree': 0.6419350742623827, 'gamma': 2.4971236692610193, 'reg_alpha': 0.4534119825195777, 'reg_lambda': 0.9514920030142332}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,623] Trial 158 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 222, 'learning_rate': 0.10712192098796593, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6083858798491748, 'colsample_bytree': 0.6626037260024057, 'gamma': 2.0643774650971394, 'reg_alpha': 0.3491910361962221, 'reg_lambda': 1.2000649375863328}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:40,838] Trial 159 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 216, 'learning_rate': 0.16257850952555913, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6260472763116076, 'colsample_bytree': 0.6780777216944897, 'gamma': 2.7895318207644904, 'reg_alpha': 0.47505082960419176, 'reg_lambda': 1.127859960720641}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:41,058] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.163096262257737, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6467285098562147, 'colsample_bytree': 0.6258839850313188, 'gamma': 2.853363226737802, 'reg_alpha': 0.46223675368374917, 'reg_lambda': 1.038472159186243}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:41,405] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.16751974893499583, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6457486401082329, 'colsample_bytree': 0.6318491686510438, 'gamma': 2.8226010249441518, 'reg_alpha': 0.4569227629789866, 'reg_lambda': 1.040414663906223}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:41,615] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.15612307955468022, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.660426952093036, 'colsample_bytree': 0.6194176581434349, 'gamma': 3.0000583773920533, 'reg_alpha': 0.4865131269801188, 'reg_lambda': 1.0825709996812671}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,005] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.1458921516221831, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.627120756824654, 'colsample_bytree': 0.6456785075283977, 'gamma': 3.1272250233684695, 'reg_alpha': 0.47066966687773715, 'reg_lambda': 1.1269473016364229}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,221] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.1815311833082514, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6409615967546524, 'colsample_bytree': 0.6020222703990171, 'gamma': 2.7093094888501317, 'reg_alpha': 0.4412502093681512, 'reg_lambda': 1.1563103021789987}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,622] Trial 165 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 217, 'learning_rate': 0.16463229269217222, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6199555127869709, 'colsample_bytree': 0.625889946667609, 'gamma': 2.8273531687603635, 'reg_alpha': 0.415562797699987, 'reg_lambda': 1.0157148815334878}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:42,836] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 225, 'learning_rate': 0.13408622492487887, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6001708769776848, 'colsample_bytree': 0.6371747756343361, 'gamma': 2.4592113479967965, 'reg_alpha': 0.48951302104767375, 'reg_lambda': 0.8826771063845495}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,180] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 224, 'learning_rate': 0.14232521096515582, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6323345002203143, 'colsample_bytree': 0.6123798801218561, 'gamma': 2.728608111314563, 'reg_alpha': 0.42882605449226063, 'reg_lambda': 0.9330633009798227}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,395] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.11497835867434184, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6513633082274494, 'colsample_bytree': 0.7018709593984604, 'gamma': 2.8978244409030154, 'reg_alpha': 0.38555044568376545, 'reg_lambda': 1.2592177870029129}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,709] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.07375641161279671, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6156987644480729, 'colsample_bytree': 0.6002799279223656, 'gamma': 2.5145311793233924, 'reg_alpha': 0.5060799577139614, 'reg_lambda': 1.100675224860217}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:43,939] Trial 170 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 212, 'learning_rate': 0.17495613066382015, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6274618264793771, 'colsample_bytree': 0.6614148983336545, 'gamma': 3.0115721484244693, 'reg_alpha': 0.26813921141500746, 'reg_lambda': 1.2098365987073583}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:44,198] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.12868417735057383, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.608000111411508, 'colsample_bytree': 0.6797691300785799, 'gamma': 2.4260994982716904, 'reg_alpha': 0.3611859298093214, 'reg_lambda': 1.3633253057198413}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:44,414] Trial 172 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 229, 'learning_rate': 0.1487229479719439, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6131553487632362, 'colsample_bytree': 0.6745038441328258, 'gamma': 2.3413728166372723, 'reg_alpha': 0.3305537734850872, 'reg_lambda': 1.2802704358522183}. Best is trial 82 with value: 0.8154761904761905.
[I 2025-11-03 19:53:44,636] Trial 173 finished with value: 0.8273809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.15512423369998138, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6187587025279929, 'colsample_bytree': 0.651565417267076, 'gamma': 2.6420869511057434, 'reg_alpha': 0.32962705629337186, 'reg_lambda': 1.1679839915499686}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:44,933] Trial 174 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 231, 'learning_rate': 0.1577444563638319, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6198256474239032, 'colsample_bytree': 0.6523764441910418, 'gamma': 1.9363113379646075, 'reg_alpha': 0.29568108474816573, 'reg_lambda': 1.1578125332960545}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:45,164] Trial 175 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 243, 'learning_rate': 0.15043483275141706, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6210683406142511, 'colsample_bytree': 0.6570048630274389, 'gamma': 1.735927811207612, 'reg_alpha': 0.29130677310312775, 'reg_lambda': 1.1795811889327772}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:45,562] Trial 176 finished with value: 0.761904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.15399664433605276, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6141451654128044, 'colsample_bytree': 0.6895348748112141, 'gamma': 2.185732468756475, 'reg_alpha': 0.32648177161061287, 'reg_lambda': 1.2663223828502206}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:45,876] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.1416028795079883, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6137654878384565, 'colsample_bytree': 0.6694909681200143, 'gamma': 1.9147823715635577, 'reg_alpha': 0.30347236870112754, 'reg_lambda': 1.124635656339235}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,102] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.162434502365883, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.635444766993827, 'colsample_bytree': 0.6547252368131672, 'gamma': 1.964220967577106, 'reg_alpha': 0.25186515710396684, 'reg_lambda': 1.284416156514097}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,422] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.17938814881031892, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6007066091410262, 'colsample_bytree': 0.6489959240203662, 'gamma': 2.3521907707927503, 'reg_alpha': 0.2804163982813683, 'reg_lambda': 1.228431248855593}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,637] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.18853842830613887, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6206105546928723, 'colsample_bytree': 0.6726710193213401, 'gamma': 1.837578599911658, 'reg_alpha': 0.22363867347450211, 'reg_lambda': 1.1592343283029782}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:46,964] Trial 181 finished with value: 0.755952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.1646044994677687, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6266594762200773, 'colsample_bytree': 0.6401332916270487, 'gamma': 2.619975661785328, 'reg_alpha': 0.33083689248332504, 'reg_lambda': 1.0575182584081362}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,239] Trial 182 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 233, 'learning_rate': 0.15313216998733653, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6392878308350782, 'colsample_bytree': 0.6270080511689343, 'gamma': 2.769247827976329, 'reg_alpha': 0.2986118256425435, 'reg_lambda': 1.363749454738773}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,476] Trial 183 finished with value: 0.744047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.13338262071951038, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6120368201852524, 'colsample_bytree': 0.6167639938940105, 'gamma': 2.646753070664461, 'reg_alpha': 0.37091461225464695, 'reg_lambda': 0.9825365798368154}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,750] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 236, 'learning_rate': 0.16711320808208216, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6059695877546502, 'colsample_bytree': 0.6518814817057779, 'gamma': 2.1021117881894034, 'reg_alpha': 0.39532252386741806, 'reg_lambda': 1.2016676051841149}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:47,993] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 218, 'learning_rate': 0.1436258562875852, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6240457081851063, 'colsample_bytree': 0.6340935248707266, 'gamma': 2.2532102179051856, 'reg_alpha': 0.239234618147545, 'reg_lambda': 1.0943002780849962}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:48,320] Trial 186 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 238, 'learning_rate': 0.15803877042827208, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.607165513570705, 'colsample_bytree': 0.66652075790828, 'gamma': 2.5243767697778394, 'reg_alpha': 0.265860857720691, 'reg_lambda': 1.4424189777345242}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:48,538] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.13525283562617688, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6003888997677876, 'colsample_bytree': 0.6649192885298433, 'gamma': 2.409006091297016, 'reg_alpha': 0.2754321146650821, 'reg_lambda': 1.5049625733493228}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:48,797] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.14891338430788928, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6154844190464115, 'colsample_bytree': 0.6726646719288549, 'gamma': 2.5215118559787535, 'reg_alpha': 0.2613024793926227, 'reg_lambda': 1.3116644558926756}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,070] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.1934044297744573, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6079164389255113, 'colsample_bytree': 0.6592441171696329, 'gamma': 2.3699934098610744, 'reg_alpha': 0.19807796735390368, 'reg_lambda': 1.4384391250185282}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,204] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.11406716932617424, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6192660262240645, 'colsample_bytree': 0.6852500464027237, 'gamma': 2.579995102383856, 'reg_alpha': 0.31649565699897564, 'reg_lambda': 1.4112910175840152}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,494] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.1620447571754928, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6326475100734315, 'colsample_bytree': 0.6463562312519602, 'gamma': 2.7049224908473213, 'reg_alpha': 0.3350697164904062, 'reg_lambda': 1.1586159880703644}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:49,717] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.17187175183911155, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6085733423396904, 'colsample_bytree': 0.6103771956237128, 'gamma': 2.797099425980381, 'reg_alpha': 0.293801103225786, 'reg_lambda': 1.3488304207853878}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,120] Trial 193 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 224, 'learning_rate': 0.1572113234176414, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.600892875630442, 'colsample_bytree': 0.6768923644189521, 'gamma': 2.4794968397997033, 'reg_alpha': 0.36195398097699144, 'reg_lambda': 1.2297065435320507}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,351] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 218, 'learning_rate': 0.12559196821591462, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6066613132180609, 'colsample_bytree': 0.6941113733347469, 'gamma': 2.466241505923624, 'reg_alpha': 0.3720183056456482, 'reg_lambda': 1.2513372402229406}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,657] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.15222653290546617, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6006956592373466, 'colsample_bytree': 0.6748078127250035, 'gamma': 2.2195261349510846, 'reg_alpha': 0.3476074629944136, 'reg_lambda': 1.2859902005925132}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:50,849] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.1534891846656922, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6011222027827017, 'colsample_bytree': 0.6771593471681123, 'gamma': 2.3048287934105773, 'reg_alpha': 0.34594154458507753, 'reg_lambda': 1.2210300195641532}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,083] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.18110871734416942, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6189830088318371, 'colsample_bytree': 0.6658091040055053, 'gamma': 2.183729033930163, 'reg_alpha': 0.3129096466652532, 'reg_lambda': 1.295410684886766}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,369] Trial 198 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 195, 'learning_rate': 0.14261080876903004, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.614720201639749, 'colsample_bytree': 0.6810822389700733, 'gamma': 2.5433404016758274, 'reg_alpha': 0.248861378580354, 'reg_lambda': 1.1346616144968817}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,583] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 198, 'learning_rate': 0.1416474478668775, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6000342606131933, 'colsample_bytree': 0.6825567648895492, 'gamma': 2.3972235677284557, 'reg_alpha': 0.21877833278612333, 'reg_lambda': 1.1287324357764013}. Best is trial 173 with value: 0.8273809523809524.
[I 2025-11-03 19:53:51,587] A new study created in memory with name: no-name-22d75754-7451-4852-8c62-ebb25f2b8d8c
[I 2025-11-03 19:53:51,799] Trial 0 finished with value: 0.6875 and parameters: {'n_estimators': 86, 'learning_rate': 0.055641784971124195, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9146398912782869, 'colsample_bytree': 0.7251043115705953, 'gamma': 4.684037950566514, 'reg_alpha': 0.7213684623858367, 'reg_lambda': 2.367063888011841}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:51,906] Trial 1 finished with value: 0.6875 and parameters: {'n_estimators': 76, 'learning_rate': 0.28890027539038016, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.849059597327822, 'colsample_bytree': 0.9594692403272089, 'gamma': 2.5710746922971395, 'reg_alpha': 0.5743584038641716, 'reg_lambda': 0.574543395380916}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:52,122] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.025157833494720366, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.8760583197834393, 'colsample_bytree': 0.916247881841449, 'gamma': 4.410412665353929, 'reg_alpha': 0.25519326601532943, 'reg_lambda': 1.6914208652239018}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:52,350] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.0515075151491951, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7764357437174366, 'colsample_bytree': 0.9708154589126642, 'gamma': 2.6555548742265134, 'reg_alpha': 0.5192457192195704, 'reg_lambda': 1.2466845869379934}. Best is trial 0 with value: 0.6875.
[I 2025-11-03 19:53:52,607] Trial 4 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.26961648866177196, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8561489612682085, 'colsample_bytree': 0.6200397622651775, 'gamma': 1.5587790868309614, 'reg_alpha': 0.3511478244315386, 'reg_lambda': 1.1614623728244853}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:52,806] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.015502655775183425, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8977383102727263, 'colsample_bytree': 0.8573541613729492, 'gamma': 0.10061409043756075, 'reg_alpha': 0.9502457438511528, 'reg_lambda': 0.728460158958472}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,144] Trial 6 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 178, 'learning_rate': 0.012355751127981457, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8566864559118694, 'colsample_bytree': 0.9394905640220672, 'gamma': 4.663567169305161, 'reg_alpha': 0.7654188548013686, 'reg_lambda': 2.8608823394187817}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,388] Trial 7 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 199, 'learning_rate': 0.039374642742858616, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7573729995908468, 'colsample_bytree': 0.9794377128868859, 'gamma': 0.38764333668493856, 'reg_alpha': 0.7689316395924122, 'reg_lambda': 2.4891136963759593}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,687] Trial 8 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.014154878241938904, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6179949960603885, 'colsample_bytree': 0.6059436171091532, 'gamma': 2.263585584439623, 'reg_alpha': 0.1616106753707579, 'reg_lambda': 1.936120117794114}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:53,879] Trial 9 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.07085721217172732, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8453339288790009, 'colsample_bytree': 0.9388006215917893, 'gamma': 4.5043840902949706, 'reg_alpha': 0.18945629968212785, 'reg_lambda': 2.0855128055101892}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,089] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.2637165868527869, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9885662206927361, 'colsample_bytree': 0.6125734019891926, 'gamma': 1.3821055281902512, 'reg_alpha': 0.018259322424441504, 'reg_lambda': 1.252483189670774}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,283] Trial 11 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 133, 'learning_rate': 0.13043249916607386, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7114413798473538, 'colsample_bytree': 0.757679708838677, 'gamma': 3.563685814090812, 'reg_alpha': 0.32616588286131093, 'reg_lambda': 1.5411339675960005}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,573] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.16152749606721623, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9662048514968663, 'colsample_bytree': 0.6975444119603077, 'gamma': 1.4779596326896765, 'reg_alpha': 0.3055027576138054, 'reg_lambda': 2.282324347540099}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,745] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.14626933168462142, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9872680368063516, 'colsample_bytree': 0.6801496195138261, 'gamma': 1.2814759179894866, 'reg_alpha': 0.38004666013448873, 'reg_lambda': 1.1891111908007055}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:54,983] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 144, 'learning_rate': 0.1500801457368112, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9591042432306374, 'colsample_bytree': 0.6743469213538493, 'gamma': 1.454115499616704, 'reg_alpha': 0.4347055189818604, 'reg_lambda': 0.94897207106487}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,051] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 22, 'learning_rate': 0.1077025051364949, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9352201778404698, 'colsample_bytree': 0.6675086616483974, 'gamma': 1.9580755129228486, 'reg_alpha': 0.02991778494508668, 'reg_lambda': 2.7757236539803163}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,328] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.21174655114794005, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.6941006626253516, 'colsample_bytree': 0.803357714132444, 'gamma': 0.7675452453398685, 'reg_alpha': 0.574760335041271, 'reg_lambda': 2.0921718225746635}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,554] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 235, 'learning_rate': 0.09096254861906428, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8082026474783206, 'colsample_bytree': 0.7265035181621503, 'gamma': 3.356449122211827, 'reg_alpha': 0.28308947897522535, 'reg_lambda': 1.5538528968847551}. Best is trial 4 with value: 0.7380952380952381.
[I 2025-11-03 19:53:55,810] Trial 18 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.2015739572333898, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9504608822763685, 'colsample_bytree': 0.6439662655121912, 'gamma': 0.844300544215703, 'reg_alpha': 0.1314506869746856, 'reg_lambda': 2.4310314664797636}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:55,984] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.22636447128652448, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9275001447445348, 'colsample_bytree': 0.8067723956833605, 'gamma': 0.7349608697156628, 'reg_alpha': 0.12669507272069044, 'reg_lambda': 2.522371694120328}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,264] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 125, 'learning_rate': 0.19260149331550025, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9239530484925169, 'colsample_bytree': 0.8125079679074008, 'gamma': 0.6976904127865996, 'reg_alpha': 0.12235414145178963, 'reg_lambda': 2.6297817118302453}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,447] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 96, 'learning_rate': 0.2248327253165118, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8182134030092594, 'colsample_bytree': 0.8575213204940072, 'gamma': 0.8817810761951104, 'reg_alpha': 0.1250444739732524, 'reg_lambda': 2.8999571570708076}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,718] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.28408114013028674, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9098075467782928, 'colsample_bytree': 0.634537999399819, 'gamma': 1.9106452514602488, 'reg_alpha': 0.08186380266095777, 'reg_lambda': 2.5398944209144414}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:56,907] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.08791616082417666, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.876116085239598, 'colsample_bytree': 0.6443090824315871, 'gamma': 0.14145885117854506, 'reg_alpha': 0.21311947540171972, 'reg_lambda': 1.867052058254865}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:57,065] Trial 24 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.08673850383258036, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9512683789296901, 'colsample_bytree': 0.76751382478119, 'gamma': 0.048340678984217914, 'reg_alpha': 0.21059434741410224, 'reg_lambda': 2.188834522441349}. Best is trial 18 with value: 0.75.
[I 2025-11-03 19:53:57,325] Trial 25 finished with value: 0.755952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.11801141522659529, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8876002127857052, 'colsample_bytree': 0.8717736958782999, 'gamma': 0.5801722441305817, 'reg_alpha': 0.07909917626995101, 'reg_lambda': 1.9838314828694337}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:57,425] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.11600892162977902, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8979019970200305, 'colsample_bytree': 0.859500858934703, 'gamma': 0.36181062648304285, 'reg_alpha': 0.008730140273861625, 'reg_lambda': 1.748709713405379}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:57,597] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 74, 'learning_rate': 0.06958495357967602, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8922337238922232, 'colsample_bytree': 0.8932902013545052, 'gamma': 1.0510880812069479, 'reg_alpha': 0.23612443020290363, 'reg_lambda': 1.9138564617777614}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:57,845] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.032825179622763385, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8223937676352666, 'colsample_bytree': 0.6526478779452072, 'gamma': 0.43619809918208413, 'reg_alpha': 0.42716694665935206, 'reg_lambda': 1.9226356377386562}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,015] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.061218235577514046, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8806065186645322, 'colsample_bytree': 0.7157158217507172, 'gamma': 3.1157360828714147, 'reg_alpha': 0.07716221673370405, 'reg_lambda': 2.384175519128674}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,280] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 90, 'learning_rate': 0.08850213415837545, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.762847551907645, 'colsample_bytree': 0.7336856105009453, 'gamma': 0.0012164673616528177, 'reg_alpha': 0.6596894914659608, 'reg_lambda': 1.4106372473474562}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,460] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.19023063652640532, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9312166271237944, 'colsample_bytree': 0.8257999902640474, 'gamma': 0.628664900267293, 'reg_alpha': 0.1503824528122859, 'reg_lambda': 2.6721566254399685}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,718] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.18288082217798995, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9442796111923859, 'colsample_bytree': 0.8298105556604157, 'gamma': 0.4441603508155735, 'reg_alpha': 0.1898693760813723, 'reg_lambda': 2.7068912687647497}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,903] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.18054491892802568, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9927363422136121, 'colsample_bytree': 0.8372975738699762, 'gamma': 1.1114161456492715, 'reg_alpha': 0.07812676647184119, 'reg_lambda': 2.9992407463915}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:58,993] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.17571491521373048, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9569988042164992, 'colsample_bytree': 0.8930250255131797, 'gamma': 0.4728948602545384, 'reg_alpha': 0.1590889387020461, 'reg_lambda': 2.726355872038704}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,256] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.12232559933994543, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.925793294561728, 'colsample_bytree': 0.7768010350999127, 'gamma': 1.7675963792346367, 'reg_alpha': 0.2564883275729245, 'reg_lambda': 2.675501631350855}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,415] Trial 36 finished with value: 0.738095238095238 and parameters: {'n_estimators': 97, 'learning_rate': 0.23222627460305406, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9432055297003543, 'colsample_bytree': 0.878475199611244, 'gamma': 1.1047084471880804, 'reg_alpha': 0.06315262329337762, 'reg_lambda': 2.345933758361311}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,688] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 71, 'learning_rate': 0.1385729264451017, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.97166265361549, 'colsample_bytree': 0.8339416603691658, 'gamma': 0.6413865250478334, 'reg_alpha': 0.3958773558057157, 'reg_lambda': 2.2036814013143204}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:53:59,853] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.10377827522472227, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8442642709579868, 'colsample_bytree': 0.8299024304122236, 'gamma': 3.9303122310187097, 'reg_alpha': 0.49328042840904496, 'reg_lambda': 2.451450285158846}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,109] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.018584122581902222, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9077718360136872, 'colsample_bytree': 0.9204372861480173, 'gamma': 2.5537415372359176, 'reg_alpha': 0.1716680278038425, 'reg_lambda': 2.9891838387749683}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,409] Trial 40 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.1828442744825316, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9778284311622116, 'colsample_bytree': 0.9992433896436439, 'gamma': 2.212944418087928, 'reg_alpha': 0.25077288517343643, 'reg_lambda': 2.6119296261442346}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,694] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.10072407142255413, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8642705375087661, 'colsample_bytree': 0.639861867403482, 'gamma': 0.2698582573989434, 'reg_alpha': 0.20115407994016543, 'reg_lambda': 1.8528902458874978}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:00,870] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.07400594886815995, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8764563536399722, 'colsample_bytree': 0.8803454980600464, 'gamma': 0.2719324432118946, 'reg_alpha': 0.13705103164237142, 'reg_lambda': 2.075872257290435}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,034] Trial 43 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.050053780290464193, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.913500793464726, 'colsample_bytree': 0.7882325916526818, 'gamma': 4.983983936670095, 'reg_alpha': 0.9739765143869417, 'reg_lambda': 2.2463925503920947}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,270] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 166, 'learning_rate': 0.1280998793883626, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9999741369326477, 'colsample_bytree': 0.749276098493582, 'gamma': 0.5887458200121958, 'reg_alpha': 0.20717194220515392, 'reg_lambda': 1.6511427210413703}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,437] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.25572246079379135, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8859078891648762, 'colsample_bytree': 0.8501515127708571, 'gamma': 0.9106604456776646, 'reg_alpha': 0.3245880665160696, 'reg_lambda': 2.8195379301059527}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,709] Trial 46 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.1563769658359699, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7883714251525104, 'colsample_bytree': 0.9104839927699021, 'gamma': 0.15877071464688503, 'reg_alpha': 0.052834693464906324, 'reg_lambda': 2.399606606784074}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:01,873] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.19906951491483965, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8402507664725357, 'colsample_bytree': 0.8205133993916288, 'gamma': 1.2510503939286353, 'reg_alpha': 0.8577172550672807, 'reg_lambda': 2.055602337718747}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,065] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.2915434404102975, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.945766121924604, 'colsample_bytree': 0.6200287118205667, 'gamma': 0.5208789640538145, 'reg_alpha': 0.10490215836526834, 'reg_lambda': 1.7819832089276229}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,302] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.16225172272285132, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8641162496348368, 'colsample_bytree': 0.6992067016642705, 'gamma': 0.9296201209780841, 'reg_alpha': 0.27856985077696267, 'reg_lambda': 1.9999763722660067}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,471] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 46, 'learning_rate': 0.1490487651325239, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.6145565793877854, 'colsample_bytree': 0.780919377613621, 'gamma': 1.6857235323191508, 'reg_alpha': 0.28787874494496124, 'reg_lambda': 2.5764436867646685}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,616] Trial 51 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 49, 'learning_rate': 0.16820570115135328, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8550616383611703, 'colsample_bytree': 0.6940396885921647, 'gamma': 0.994822910219022, 'reg_alpha': 0.17026350742937219, 'reg_lambda': 1.6175737078029102}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:02,859] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.11866944917569672, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8685088952745693, 'colsample_bytree': 0.6609249733601059, 'gamma': 0.8362865116397835, 'reg_alpha': 0.002635924558447647, 'reg_lambda': 2.1684637424444637}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,030] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.13851788784724575, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9332676179611024, 'colsample_bytree': 0.6389265488098116, 'gamma': 0.17708250318723295, 'reg_alpha': 0.3606854039262115, 'reg_lambda': 1.9947944076982433}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,263] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.2108280210617833, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8972398136416831, 'colsample_bytree': 0.6080772565131884, 'gamma': 1.2254099317090965, 'reg_alpha': 0.23359642433982947, 'reg_lambda': 1.4585949862816743}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,540] Trial 55 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 99, 'learning_rate': 0.24854623633397935, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9140232526054809, 'colsample_bytree': 0.6791400049922311, 'gamma': 0.5758149628181453, 'reg_alpha': 0.2756478176346915, 'reg_lambda': 2.2968494773930233}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,706] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.07886477348641024, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9744427742384324, 'colsample_bytree': 0.7984173113674597, 'gamma': 0.7548696861220585, 'reg_alpha': 0.10443622201101796, 'reg_lambda': 1.7728635291508321}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:03,803] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.04611030154346853, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8295773345645462, 'colsample_bytree': 0.7068802272968062, 'gamma': 0.34020995912702157, 'reg_alpha': 0.15368939404445192, 'reg_lambda': 0.67654000514902}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,080] Trial 58 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 120, 'learning_rate': 0.09790571445540497, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.940396058234458, 'colsample_bytree': 0.7454056041851193, 'gamma': 1.572882036823061, 'reg_alpha': 0.03905845859620748, 'reg_lambda': 2.888758117689242}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,255] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.15970458833929402, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6689334618267375, 'colsample_bytree': 0.6538991406594087, 'gamma': 2.837504261026227, 'reg_alpha': 0.2018931538955943, 'reg_lambda': 2.7258137343155586}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,505] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.19424328723599454, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9621475325354867, 'colsample_bytree': 0.8722069394182972, 'gamma': 1.39605791815376, 'reg_alpha': 0.3226149811611303, 'reg_lambda': 2.4590852571199697}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,658] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 44, 'learning_rate': 0.10801312316762728, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8627859943705175, 'colsample_bytree': 0.6394378165142632, 'gamma': 0.208425025038928, 'reg_alpha': 0.2020104987402739, 'reg_lambda': 1.8954164314165194}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,798] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.10884017385080269, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8678542440561698, 'colsample_bytree': 0.6233835944830945, 'gamma': 0.13816271135962965, 'reg_alpha': 0.09679456079595453, 'reg_lambda': 1.8397911731181795}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:04,869] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.06539500510380655, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.901888323082416, 'colsample_bytree': 0.8463014810360557, 'gamma': 0.38835451998111414, 'reg_alpha': 0.22723081626215896, 'reg_lambda': 1.9554027892133332}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,155] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.08252241103846931, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7996738704746872, 'colsample_bytree': 0.6000885757656879, 'gamma': 0.668926646777532, 'reg_alpha': 0.18063922132283428, 'reg_lambda': 0.9673700035702213}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,314] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.1293695167434372, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8020878314714209, 'colsample_bytree': 0.6241914392239977, 'gamma': 0.9024758064933891, 'reg_alpha': 0.1267220507998374, 'reg_lambda': 1.3415463392035747}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,553] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.08090825089725666, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7938582235576997, 'colsample_bytree': 0.6223916147043733, 'gamma': 0.9285042105001178, 'reg_alpha': 0.18193075414308316, 'reg_lambda': 1.0004710423303669}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,704] Trial 67 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 40, 'learning_rate': 0.13511544024919334, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7390352693334257, 'colsample_bytree': 0.6049528110320657, 'gamma': 0.6909719868352803, 'reg_alpha': 0.14073792353478304, 'reg_lambda': 0.987119479024097}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:05,939] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 57, 'learning_rate': 0.113504297539669, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7727620583125352, 'colsample_bytree': 0.6891539086118753, 'gamma': 0.5270037504559429, 'reg_alpha': 0.04238759829452898, 'reg_lambda': 0.505934804034033}. Best is trial 25 with value: 0.755952380952381.
[I 2025-11-03 19:54:06,097] Trial 69 finished with value: 0.761904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.0580508263264498, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.81025142618732, 'colsample_bytree': 0.6304800268545789, 'gamma': 1.1354309729201693, 'reg_alpha': 0.26947974074720027, 'reg_lambda': 1.315824052049717}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 19:54:06,189] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.06022018231149021, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8340953773478682, 'colsample_bytree': 0.8199968966765891, 'gamma': 1.138362310552654, 'reg_alpha': 0.4649995744090124, 'reg_lambda': 1.0671105282188627}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 19:54:06,478] Trial 71 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.05502326708214023, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.807886339739074, 'colsample_bytree': 0.6027207049341229, 'gamma': 0.8011086164944796, 'reg_alpha': 0.5508322898817779, 'reg_lambda': 0.7717050150286163}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:06,630] Trial 72 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 67, 'learning_rate': 0.038567677537310725, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8183777001280509, 'colsample_bytree': 0.6016949407139542, 'gamma': 0.7044016086559717, 'reg_alpha': 0.582080093603692, 'reg_lambda': 0.6220759596571115}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:06,785] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.035665415028336866, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.812992599881932, 'colsample_bytree': 0.6667629145676112, 'gamma': 0.0067798693837867186, 'reg_alpha': 0.6119312695829443, 'reg_lambda': 0.8297532254321205}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,135] Trial 74 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 210, 'learning_rate': 0.02830548948521596, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7816910194908124, 'colsample_bytree': 0.6308226417986542, 'gamma': 0.506824340294856, 'reg_alpha': 0.5454126340377388, 'reg_lambda': 0.6900443053111636}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,288] Trial 75 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.04130428127785419, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8208400497004988, 'colsample_bytree': 0.6522942193270556, 'gamma': 0.2801628054976717, 'reg_alpha': 0.7007772685556906, 'reg_lambda': 0.8244240620902092}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,643] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.04326936861261298, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8148684727373112, 'colsample_bytree': 0.6111155935663191, 'gamma': 0.7840024289085017, 'reg_alpha': 0.7088860096240178, 'reg_lambda': 0.850735459265788}. Best is trial 71 with value: 0.7738095238095238.
[I 2025-11-03 19:54:07,806] Trial 77 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 66, 'learning_rate': 0.05547830578753, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8313217252727697, 'colsample_bytree': 0.656609087799181, 'gamma': 0.3169603141069192, 'reg_alpha': 0.6631693696078207, 'reg_lambda': 0.8067063745536055}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,064] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.038085208414284664, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7410818650514047, 'colsample_bytree': 0.6521000684543079, 'gamma': 0.38898040355165564, 'reg_alpha': 0.6278244119333628, 'reg_lambda': 0.7718119185800351}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,267] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.0271263620665818, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7604729442306257, 'colsample_bytree': 0.6163250415070403, 'gamma': 0.27879852230946744, 'reg_alpha': 0.7113988848080858, 'reg_lambda': 0.5517390458142708}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,422] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.053608544716604783, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8246039967366114, 'colsample_bytree': 0.6310364503676679, 'gamma': 0.6158055813244722, 'reg_alpha': 0.6747320277534784, 'reg_lambda': 1.1566877558970705}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,620] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 76, 'learning_rate': 0.04440475460591663, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8483693992516601, 'colsample_bytree': 0.6708725362638304, 'gamma': 1.0216358444498266, 'reg_alpha': 0.7820100404590145, 'reg_lambda': 0.6279163661810073}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,781] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.03208966845630859, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8489382227333615, 'colsample_bytree': 0.6717270891643559, 'gamma': 1.0625882620488727, 'reg_alpha': 0.7698401628369387, 'reg_lambda': 0.6271825557215901}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:08,937] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.02058970080495399, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8483202869234255, 'colsample_bytree': 0.6701716123881555, 'gamma': 1.0710477655221842, 'reg_alpha': 0.7899595540601472, 'reg_lambda': 0.5941654821642379}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,097] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.03139387919346379, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.832632163800464, 'colsample_bytree': 0.6827509940235295, 'gamma': 1.2379984802170743, 'reg_alpha': 0.8036919227679399, 'reg_lambda': 0.6229744615907159}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,289] Trial 85 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.04386437034666957, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8064995462998409, 'colsample_bytree': 0.6556679582780285, 'gamma': 1.5138214711811635, 'reg_alpha': 0.8594528385202681, 'reg_lambda': 0.8675473021555613}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,466] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.057194225946506916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8384302630422868, 'colsample_bytree': 0.6486485781491751, 'gamma': 0.7813775465603765, 'reg_alpha': 0.5979578012858322, 'reg_lambda': 0.7613649951073458}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,743] Trial 87 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.049363526205187226, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.853299756056895, 'colsample_bytree': 0.664604928622038, 'gamma': 1.3677139785540033, 'reg_alpha': 0.7506162562914122, 'reg_lambda': 0.9112906233970564}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:09,971] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.04135260512676613, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8209783182550315, 'colsample_bytree': 0.7184290212272647, 'gamma': 2.1796544015933828, 'reg_alpha': 0.5487520808916316, 'reg_lambda': 0.6932695477568214}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,209] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 61, 'learning_rate': 0.03708726276514883, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7872699215008976, 'colsample_bytree': 0.6307107001333022, 'gamma': 1.0251649062884909, 'reg_alpha': 0.6693064879079889, 'reg_lambda': 0.6316638922111051}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,381] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.0348190971380456, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7735334720426141, 'colsample_bytree': 0.9509411651901972, 'gamma': 1.0086243370792367, 'reg_alpha': 0.6620141148685664, 'reg_lambda': 0.6315328826915357}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,614] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 76, 'learning_rate': 0.023368616565673215, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.798174058345709, 'colsample_bytree': 0.6126510427967632, 'gamma': 1.1264236065352389, 'reg_alpha': 0.7367434301416997, 'reg_lambda': 0.7835899151086964}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,779] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 52, 'learning_rate': 0.038520102569603955, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7828397596179735, 'colsample_bytree': 0.6324915511759329, 'gamma': 1.319536228557672, 'reg_alpha': 0.8395490199394094, 'reg_lambda': 0.5228602093843548}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:10,930] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.0321958383465393, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7474619146421588, 'colsample_bytree': 0.6317156562027436, 'gamma': 1.597424062596615, 'reg_alpha': 0.836893857425184, 'reg_lambda': 0.720774130726499}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,084] Trial 94 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.039469570220664774, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8122419557991971, 'colsample_bytree': 0.6006908153031134, 'gamma': 1.28679981066293, 'reg_alpha': 0.8952508552816363, 'reg_lambda': 0.5000528182494833}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,259] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 37, 'learning_rate': 0.038084753013663285, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7844631931461584, 'colsample_bytree': 0.6033157391235656, 'gamma': 1.329322027870989, 'reg_alpha': 0.9413202414579211, 'reg_lambda': 0.5066321387216344}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,416] Trial 96 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 68, 'learning_rate': 0.04676136258318273, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.807792950499836, 'colsample_bytree': 0.6444686925759939, 'gamma': 1.192973937244048, 'reg_alpha': 0.9195898528705932, 'reg_lambda': 0.5660636388949294}. Best is trial 77 with value: 0.7797619047619049.
[I 2025-11-03 19:54:11,567] Trial 97 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 66, 'learning_rate': 0.04786093409388577, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8087468885738571, 'colsample_bytree': 0.6449829546438747, 'gamma': 1.8056110013584186, 'reg_alpha': 0.9066754034162102, 'reg_lambda': 0.5819351135194909}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:11,800] Trial 98 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 66, 'learning_rate': 0.047510454670773125, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.81197280819071, 'colsample_bytree': 0.6437227458224365, 'gamma': 1.2344392529973172, 'reg_alpha': 0.9059612709751456, 'reg_lambda': 0.5788068393439915}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:11,960] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.04735418548030977, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8229062107691569, 'colsample_bytree': 0.6445357266004104, 'gamma': 1.6858579115855357, 'reg_alpha': 0.9018594468533334, 'reg_lambda': 0.5576653752458379}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,307] Trial 100 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 66, 'learning_rate': 0.052872295300220674, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.793753988426151, 'colsample_bytree': 0.6619742568940975, 'gamma': 1.8340237743485746, 'reg_alpha': 0.9962110955523314, 'reg_lambda': 0.5889059801956725}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,464] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.0647128455400482, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7943920754971853, 'colsample_bytree': 0.6587851819292496, 'gamma': 2.0629986168662584, 'reg_alpha': 0.9976176866991263, 'reg_lambda': 0.6674684691604704}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,629] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.05277323048730932, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8059764816283017, 'colsample_bytree': 0.6173320075400519, 'gamma': 1.6471419031365069, 'reg_alpha': 0.9330147341667167, 'reg_lambda': 0.5871973986994818}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:12,849] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.04185696472705802, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7687130388376469, 'colsample_bytree': 0.6473527604721209, 'gamma': 1.787923359851949, 'reg_alpha': 0.8955446635226787, 'reg_lambda': 0.7542244578497508}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,010] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.048411809850539216, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7912256614573243, 'colsample_bytree': 0.6781295150318937, 'gamma': 1.8434332117856254, 'reg_alpha': 0.9140578986598137, 'reg_lambda': 0.8066202489928103}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,229] Trial 105 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.045693868592480265, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.830026120575665, 'colsample_bytree': 0.6407234152067122, 'gamma': 2.4005085951026532, 'reg_alpha': 0.9820973702466721, 'reg_lambda': 0.9059160665729561}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,431] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.035521554071055186, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8140564462399671, 'colsample_bytree': 0.6230799089706249, 'gamma': 1.4078894012846368, 'reg_alpha': 0.9587525903628689, 'reg_lambda': 0.6314108356663563}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,568] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.010820916665191666, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8390282371991542, 'colsample_bytree': 0.6106062739350658, 'gamma': 2.775288576248735, 'reg_alpha': 0.6860257894750238, 'reg_lambda': 0.5607639996084971}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,842] Trial 108 finished with value: 0.744047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.054235681213086286, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7534433750341818, 'colsample_bytree': 0.657035220470735, 'gamma': 1.4813423387887823, 'reg_alpha': 0.8817483899465477, 'reg_lambda': 0.7257917294235223}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:13,989] Trial 109 finished with value: 0.761904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.02934555149291605, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8043509444866591, 'colsample_bytree': 0.600129326379732, 'gamma': 1.2017252624743033, 'reg_alpha': 0.6338686947593108, 'reg_lambda': 0.6805153985739796}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,152] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.050965774268060336, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8252796583666776, 'colsample_bytree': 0.6872434066256641, 'gamma': 2.353256202435153, 'reg_alpha': 0.5082355187154745, 'reg_lambda': 0.5853479133371345}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,449] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.045786490000617054, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8289816609174583, 'colsample_bytree': 0.6406960290933803, 'gamma': 2.4232205678684053, 'reg_alpha': 0.9905508591774975, 'reg_lambda': 0.8810391734512859}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,705] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 72, 'learning_rate': 0.04048796711717723, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8186549365494525, 'colsample_bytree': 0.6269971736445156, 'gamma': 0.9336284663049281, 'reg_alpha': 0.9255167600273585, 'reg_lambda': 0.6603544719020635}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:14,860] Trial 113 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.044745038880674395, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7780274994503972, 'colsample_bytree': 0.6394082063525961, 'gamma': 1.9851173248170721, 'reg_alpha': 0.9689097017981219, 'reg_lambda': 0.9252656124999998}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,072] Trial 114 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 55, 'learning_rate': 0.04396377125493269, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7773440442341362, 'colsample_bytree': 0.615400797615897, 'gamma': 1.9354254231938128, 'reg_alpha': 0.5667906740760975, 'reg_lambda': 1.0487625329678611}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,214] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.06387094017932801, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7881522196163052, 'colsample_bytree': 0.6468393874164359, 'gamma': 2.107515235736347, 'reg_alpha': 0.9638600033599084, 'reg_lambda': 0.8268958191169101}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,457] Trial 116 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 50, 'learning_rate': 0.06984562573402918, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7981794933386084, 'colsample_bytree': 0.6641276105672957, 'gamma': 1.8606626746738344, 'reg_alpha': 0.9566734552765869, 'reg_lambda': 0.8131639060932893}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,537] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.06414851352126606, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7686339355743215, 'colsample_bytree': 0.7021224008598103, 'gamma': 2.049310539707511, 'reg_alpha': 0.9663745873029248, 'reg_lambda': 0.7281261267968204}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,745] Trial 118 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.05651728655448195, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8103278909493189, 'colsample_bytree': 0.6759691672687952, 'gamma': 2.132957893869463, 'reg_alpha': 0.8903300928588229, 'reg_lambda': 0.5046637542555991}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:15,895] Trial 119 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 62, 'learning_rate': 0.060699477816919964, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8397495045699681, 'colsample_bytree': 0.6448032049808455, 'gamma': 2.000715278033994, 'reg_alpha': 0.876274076456854, 'reg_lambda': 0.940192398905118}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,103] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.05124136099682543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7277951083759391, 'colsample_bytree': 0.6494511332938703, 'gamma': 1.776297195067957, 'reg_alpha': 0.9167310359049734, 'reg_lambda': 0.8408551215661663}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,247] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.04090240843735489, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7984621469077741, 'colsample_bytree': 0.6617872736539545, 'gamma': 1.906430039691985, 'reg_alpha': 0.9530786164235715, 'reg_lambda': 0.8250945886189188}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,342] Trial 122 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 46, 'learning_rate': 0.06710635564390473, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.791418679480874, 'colsample_bytree': 0.6652434033555775, 'gamma': 1.8284673408094596, 'reg_alpha': 0.9452572546621641, 'reg_lambda': 0.7979171941145979}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,586] Trial 123 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.07598650847147163, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8043823776320487, 'colsample_bytree': 0.6377173896928927, 'gamma': 2.2485992025373145, 'reg_alpha': 0.9764837294979404, 'reg_lambda': 0.7144243574463907}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:16,861] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.07569633671389123, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8164623817456544, 'colsample_bytree': 0.6374267933068176, 'gamma': 2.100897987428477, 'reg_alpha': 0.8193701494892021, 'reg_lambda': 0.5732945297975225}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,026] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 65, 'learning_rate': 0.05450771470027971, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8086191239361825, 'colsample_bytree': 0.6197712306132666, 'gamma': 2.25993061623722, 'reg_alpha': 0.8589638990731107, 'reg_lambda': 0.7412047348350594}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,120] Trial 126 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.048449831600939346, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7795579998665289, 'colsample_bytree': 0.6508179123234643, 'gamma': 2.665905526888144, 'reg_alpha': 0.9118193152958447, 'reg_lambda': 0.6091604763577448}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,275] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.06032966952992063, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8581799744335797, 'colsample_bytree': 0.6082104456429899, 'gamma': 0.8308179665813741, 'reg_alpha': 0.9734025076392241, 'reg_lambda': 0.695258834105108}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,447] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.0722571051434366, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8466990652090275, 'colsample_bytree': 0.6731177419957829, 'gamma': 2.3216646918911796, 'reg_alpha': 0.9816319759898942, 'reg_lambda': 0.5334957715501145}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,607] Trial 129 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 67, 'learning_rate': 0.04347163822245602, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.822332016760038, 'colsample_bytree': 0.6349498999609918, 'gamma': 1.5200022114983667, 'reg_alpha': 0.9986793037966174, 'reg_lambda': 1.049758349545222}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,763] Trial 130 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.045306564089089035, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8345652578024314, 'colsample_bytree': 0.625401750338121, 'gamma': 1.529919393472381, 'reg_alpha': 0.8734809576809719, 'reg_lambda': 1.0812137428763633}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:17,911] Trial 131 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.04248160608726135, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.8188557688531813, 'colsample_bytree': 0.6353274220699063, 'gamma': 3.994034481183263, 'reg_alpha': 0.9319783884061195, 'reg_lambda': 0.9158371971967747}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,173] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.05089376101298248, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8033625399529088, 'colsample_bytree': 0.6537613504124525, 'gamma': 1.6742717293406069, 'reg_alpha': 0.9998185765436562, 'reg_lambda': 0.654560522289432}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,337] Trial 133 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 60, 'learning_rate': 0.0392479676241485, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8272786124232758, 'colsample_bytree': 0.6429687175346913, 'gamma': 1.9619349207033263, 'reg_alpha': 0.5354979771059177, 'reg_lambda': 0.747474059602933}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,488] Trial 134 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 59, 'learning_rate': 0.034717863624240744, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8241044047263621, 'colsample_bytree': 0.637209210999704, 'gamma': 1.9959533821104065, 'reg_alpha': 0.474558251603261, 'reg_lambda': 1.0202821138063678}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,752] Trial 135 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.03494711805759054, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8428948350537884, 'colsample_bytree': 0.6410243178671337, 'gamma': 2.2346056877818903, 'reg_alpha': 0.4692513723731251, 'reg_lambda': 1.1352949713029683}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:18,978] Trial 136 finished with value: 0.761904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.03990299509428109, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8331717687587451, 'colsample_bytree': 0.6466131440527366, 'gamma': 1.9472874911018714, 'reg_alpha': 0.5285493212687452, 'reg_lambda': 1.0035906117748083}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,292] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.03315815802046064, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8250661560563399, 'colsample_bytree': 0.633869437448463, 'gamma': 1.4530266949555966, 'reg_alpha': 0.4924745247047227, 'reg_lambda': 0.762157488340857}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,454] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 49, 'learning_rate': 0.03052409872082931, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8113941074452601, 'colsample_bytree': 0.6159014463654509, 'gamma': 1.718275315928638, 'reg_alpha': 0.4149651080473386, 'reg_lambda': 1.025297372002888}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,607] Trial 139 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 61, 'learning_rate': 0.04653167366250817, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8060229210462749, 'colsample_bytree': 0.624989908096035, 'gamma': 2.5601445289825397, 'reg_alpha': 0.7757838696273756, 'reg_lambda': 0.9578647260536158}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,818] Trial 140 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 71, 'learning_rate': 0.03697524439206361, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8551230249376485, 'colsample_bytree': 0.6567472432845355, 'gamma': 2.0185259018408757, 'reg_alpha': 0.4608559733531359, 'reg_lambda': 1.2067680534092937}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:19,968] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.03413768688190597, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8561752919610385, 'colsample_bytree': 0.6546643174160076, 'gamma': 2.037206652013152, 'reg_alpha': 0.48511157934937943, 'reg_lambda': 0.8733853463107332}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,240] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.037021360192299416, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8291002927786709, 'colsample_bytree': 0.6405010259293974, 'gamma': 2.4665222386309327, 'reg_alpha': 0.44177881289854115, 'reg_lambda': 1.1907888547263987}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,399] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.04232251329404404, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8733792795037949, 'colsample_bytree': 0.6576188431353786, 'gamma': 2.151687491732299, 'reg_alpha': 0.45188552696277023, 'reg_lambda': 1.1236547478368846}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,644] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 63, 'learning_rate': 0.057025442732402454, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8486025593776155, 'colsample_bytree': 0.6702357240590177, 'gamma': 1.293849800460434, 'reg_alpha': 0.529527151031582, 'reg_lambda': 1.085625377456954}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:20,817] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 70, 'learning_rate': 0.040152420182215084, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7869425074565358, 'colsample_bytree': 0.6456228807179404, 'gamma': 2.0092708645850945, 'reg_alpha': 0.4091443231349438, 'reg_lambda': 0.9565408121690226}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,004] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.049842970759772814, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.818867872048438, 'colsample_bytree': 0.6815444835911798, 'gamma': 1.2190678811799487, 'reg_alpha': 0.9426150488581878, 'reg_lambda': 1.244711558114162}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,268] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.043858966842562706, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6286267103054913, 'colsample_bytree': 0.6340944788032774, 'gamma': 2.2851258550773483, 'reg_alpha': 0.3747429452842882, 'reg_lambda': 0.7031092560009584}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,578] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.03740474675463552, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.839443845253186, 'colsample_bytree': 0.6908208495115268, 'gamma': 1.5829296356180953, 'reg_alpha': 0.6369708709751847, 'reg_lambda': 0.8826744882971438}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,748] Trial 149 finished with value: 0.738095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.04735232671702262, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8001032563845457, 'colsample_bytree': 0.6267684441687649, 'gamma': 2.181683920811849, 'reg_alpha': 0.9713183116470503, 'reg_lambda': 0.8003824876075716}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:21,903] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 64, 'learning_rate': 0.026189910384498853, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8245994624178474, 'colsample_bytree': 0.6508163135582228, 'gamma': 1.926276021101867, 'reg_alpha': 0.6957091991618076, 'reg_lambda': 0.7260368953710025}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,195] Trial 151 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 80, 'learning_rate': 0.04918303742083087, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8159925629601237, 'colsample_bytree': 0.6840800566897127, 'gamma': 1.2240120750753547, 'reg_alpha': 0.9404770871167404, 'reg_lambda': 1.3307599040707656}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,359] Trial 152 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.06268939566080663, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8216912132937162, 'colsample_bytree': 0.6644756945358591, 'gamma': 1.3200757039834627, 'reg_alpha': 0.7300118066845395, 'reg_lambda': 1.2552253834440128}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,523] Trial 153 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.05517209981615365, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8109959944616651, 'colsample_bytree': 0.6771485441401109, 'gamma': 1.4318153110443874, 'reg_alpha': 0.8999717641125775, 'reg_lambda': 0.777849247411621}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,761] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.042253375219348834, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8317101006881125, 'colsample_bytree': 0.6589572897985354, 'gamma': 1.0032649166696932, 'reg_alpha': 0.9169984755283987, 'reg_lambda': 0.8419760235744189}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:22,930] Trial 155 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 60, 'learning_rate': 0.05003368252448938, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7939037503532649, 'colsample_bytree': 0.6389561423964962, 'gamma': 1.185060188860917, 'reg_alpha': 0.9513985811852618, 'reg_lambda': 0.5478915255269063}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,199] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.03879777101703099, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7872099335454895, 'colsample_bytree': 0.634746315840172, 'gamma': 1.7411863949297457, 'reg_alpha': 0.9675597794859401, 'reg_lambda': 0.5675527366624042}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,400] Trial 157 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 51, 'learning_rate': 0.04405805732363755, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7956469821413668, 'colsample_bytree': 0.6196655583861992, 'gamma': 1.1576255293957542, 'reg_alpha': 0.8228075451679796, 'reg_lambda': 0.655495435922048}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,571] Trial 158 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 63, 'learning_rate': 0.036144180029172766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8022364642698886, 'colsample_bytree': 0.6436840102933463, 'gamma': 0.08922130978479859, 'reg_alpha': 0.9281216054402627, 'reg_lambda': 0.510708866737369}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:23,819] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.05230618003819065, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7652125081597819, 'colsample_bytree': 0.6068461628964729, 'gamma': 2.106212100166446, 'reg_alpha': 0.5534909530038301, 'reg_lambda': 0.6063626595497411}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:24,070] Trial 160 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 67, 'learning_rate': 0.046412523564024664, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7758102561482858, 'colsample_bytree': 0.648209526647146, 'gamma': 1.9894246891779197, 'reg_alpha': 0.5174252293599282, 'reg_lambda': 0.9191019668790643}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:24,230] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 78, 'learning_rate': 0.049336080203694316, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8167117414257531, 'colsample_bytree': 0.6551954873756581, 'gamma': 1.2131165382478082, 'reg_alpha': 0.9532313977946555, 'reg_lambda': 1.2328507832115243}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:24,387] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 55, 'learning_rate': 0.05793417137040874, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8094017927268838, 'colsample_bytree': 0.6347245315978167, 'gamma': 1.0627008005222993, 'reg_alpha': 0.9416340738096194, 'reg_lambda': 0.6879779931531682}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,097] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 55, 'learning_rate': 0.09503580888117893, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8084709851192656, 'colsample_bytree': 0.6368969691350183, 'gamma': 1.0813508371814602, 'reg_alpha': 0.47259868563849655, 'reg_lambda': 0.6876267956179458}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,283] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.05850828485384708, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7910671796529768, 'colsample_bytree': 0.6295075352254639, 'gamma': 1.57338291217424, 'reg_alpha': 0.8991329125518468, 'reg_lambda': 0.5539771598628146}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,432] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.06840896723706533, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8417193939776528, 'colsample_bytree': 0.6135614627672127, 'gamma': 0.9672661647723062, 'reg_alpha': 0.9696509925383038, 'reg_lambda': 0.7511814159980266}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,620] Trial 166 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.05559773998584944, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8270624540073247, 'colsample_bytree': 0.6415373729720518, 'gamma': 1.3559274411972015, 'reg_alpha': 0.5844576866393734, 'reg_lambda': 0.6559835118502237}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,785] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.061014518758831106, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.781373248750943, 'colsample_bytree': 0.6259377850264002, 'gamma': 0.24913053532126395, 'reg_alpha': 0.8496517429601709, 'reg_lambda': 0.852017570108537}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:25,946] Trial 168 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 70, 'learning_rate': 0.040694013263053275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7992471599778291, 'colsample_bytree': 0.6493930018319483, 'gamma': 0.870528032252212, 'reg_alpha': 0.9307041482618965, 'reg_lambda': 0.619489755319237}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,109] Trial 169 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.04505838967780787, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8613665100003703, 'colsample_bytree': 0.6687442136730202, 'gamma': 1.1078798719643996, 'reg_alpha': 0.876775519752531, 'reg_lambda': 0.7219508161398367}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,331] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.07575792771906711, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8514269982295284, 'colsample_bytree': 0.6210238704069324, 'gamma': 1.4503925723418862, 'reg_alpha': 0.9562644421489576, 'reg_lambda': 0.5500429792177234}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,502] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.051379042852870836, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8179010340958747, 'colsample_bytree': 0.6578241786474165, 'gamma': 1.2740290384655877, 'reg_alpha': 0.990298034241369, 'reg_lambda': 0.9893600637877974}. Best is trial 97 with value: 0.7857142857142858.
[I 2025-11-03 19:54:26,734] Trial 172 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 72, 'learning_rate': 0.049653387367544675, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8130111207717045, 'colsample_bytree': 0.6415372855717177, 'gamma': 1.1632538621125788, 'reg_alpha': 0.9433996892184563, 'reg_lambda': 1.4728802724621493}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:26,879] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.047412682960936474, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8090457668298688, 'colsample_bytree': 0.6382256330464507, 'gamma': 0.9957758570472222, 'reg_alpha': 0.9160889348782959, 'reg_lambda': 1.7198812991295354}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,097] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.03931608986744631, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8350489924573175, 'colsample_bytree': 0.6457246588718429, 'gamma': 1.8969686582524847, 'reg_alpha': 0.9804161890990828, 'reg_lambda': 0.7986132174954063}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,269] Trial 175 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 63, 'learning_rate': 0.05449607986770566, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8032894170013376, 'colsample_bytree': 0.6319725345810157, 'gamma': 1.1374518044055997, 'reg_alpha': 0.9442020829658019, 'reg_lambda': 1.450493997604243}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,500] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.05391330745061585, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7938721959095401, 'colsample_bytree': 0.6294540266029619, 'gamma': 1.103073346299983, 'reg_alpha': 0.7505694792811497, 'reg_lambda': 1.5305967329791055}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,701] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.058092201712231124, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.825612286607983, 'colsample_bytree': 0.6155828866775306, 'gamma': 1.1861968402434107, 'reg_alpha': 0.8901182537290655, 'reg_lambda': 1.449441789983675}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:27,977] Trial 178 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.042860031585017215, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8117991319128436, 'colsample_bytree': 0.6520182076999634, 'gamma': 1.3773806435648113, 'reg_alpha': 0.9403862405839211, 'reg_lambda': 1.0873138496841}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,133] Trial 179 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 76, 'learning_rate': 0.04361334593580896, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8121141709547823, 'colsample_bytree': 0.6599087468575889, 'gamma': 1.3879709716619295, 'reg_alpha': 0.9442400036256295, 'reg_lambda': 1.0346562070435021}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,426] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 220, 'learning_rate': 0.033633275333502875, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8336692618973249, 'colsample_bytree': 0.6524028304520452, 'gamma': 1.3058262328468193, 'reg_alpha': 0.8649723915537202, 'reg_lambda': 1.0481987613950121}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,577] Trial 181 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 62, 'learning_rate': 0.04780536142836899, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7992456890213759, 'colsample_bytree': 0.6405713484920529, 'gamma': 1.4823436931997866, 'reg_alpha': 0.9130617253043293, 'reg_lambda': 1.0892400167464955}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:28,738] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 72, 'learning_rate': 0.048488004966123426, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8036566701586773, 'colsample_bytree': 0.6319797278483348, 'gamma': 1.4224698824925688, 'reg_alpha': 0.9076247591363452, 'reg_lambda': 1.1186524324545861}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,009] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.04168605367806922, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8143352557177094, 'colsample_bytree': 0.6407550906204559, 'gamma': 1.515267918323092, 'reg_alpha': 0.9197154706589256, 'reg_lambda': 1.1011931057163098}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,252] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 62, 'learning_rate': 0.045244819332352824, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8227383021748694, 'colsample_bytree': 0.6003957774549427, 'gamma': 1.6514777846826343, 'reg_alpha': 0.9412848398566305, 'reg_lambda': 1.1819665108984239}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,517] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.052650475347472046, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7999808445353166, 'colsample_bytree': 0.6240424087503361, 'gamma': 1.1485079822364266, 'reg_alpha': 0.8934240248941597, 'reg_lambda': 1.2081812487292853}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,683] Trial 186 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.03727725037608356, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8089171719934415, 'colsample_bytree': 0.667333506444377, 'gamma': 1.293765109262675, 'reg_alpha': 0.4988651532359049, 'reg_lambda': 1.3992348622571638}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:29,931] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.04680352819238305, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8440158918728098, 'colsample_bytree': 0.6510716069491136, 'gamma': 0.8557080079982684, 'reg_alpha': 0.92646740033854, 'reg_lambda': 1.2759256366193048}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,108] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.04014158960302591, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8285007334205511, 'colsample_bytree': 0.6356428007865886, 'gamma': 1.0369355721141302, 'reg_alpha': 0.9534253973056068, 'reg_lambda': 1.6275365355167997}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,318] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 58, 'learning_rate': 0.050822608818339124, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8187215127986626, 'colsample_bytree': 0.6120574944279166, 'gamma': 1.5257693833282253, 'reg_alpha': 0.8836021477430734, 'reg_lambda': 1.5505184085922115}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,541] Trial 190 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 157, 'learning_rate': 0.04224797943049095, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8059005292586356, 'colsample_bytree': 0.657698168150336, 'gamma': 1.3656721234339941, 'reg_alpha': 0.9978364973845382, 'reg_lambda': 0.9825813111719549}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,690] Trial 191 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.06461438182235861, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7905725355162881, 'colsample_bytree': 0.6444242628450987, 'gamma': 1.2146912563671415, 'reg_alpha': 0.9594048640886214, 'reg_lambda': 0.9407971251739883}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:30,956] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.055901969624766186, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.779654772487591, 'colsample_bytree': 0.6462153625030794, 'gamma': 0.34948990165090676, 'reg_alpha': 0.45349979563949716, 'reg_lambda': 0.502899078041695}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,110] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 70, 'learning_rate': 0.04491210966312947, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7949503557384273, 'colsample_bytree': 0.6310960912878436, 'gamma': 1.0769915785832764, 'reg_alpha': 0.8008814879039584, 'reg_lambda': 1.1491783458824876}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,347] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.04911230171330057, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7864447134936098, 'colsample_bytree': 0.6504910549741163, 'gamma': 1.8260893512307244, 'reg_alpha': 0.4289008195553963, 'reg_lambda': 1.0287777865212877}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,553] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.05906085539776912, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8141423598624064, 'colsample_bytree': 0.6397656681639927, 'gamma': 1.6142778212386053, 'reg_alpha': 0.9325763386790986, 'reg_lambda': 0.8840794975361905}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:31,947] Trial 196 finished with value: 0.755952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.03621833053716786, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8001033002454325, 'colsample_bytree': 0.66264435929703, 'gamma': 0.7176010631856815, 'reg_alpha': 0.6489146545658602, 'reg_lambda': 0.5819301567219585}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,108] Trial 197 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 77, 'learning_rate': 0.05256782523272234, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8232731653195556, 'colsample_bytree': 0.6219663734820554, 'gamma': 1.7610234865554748, 'reg_alpha': 0.6133160652101683, 'reg_lambda': 1.3721508382787864}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,290] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.05375047146783844, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8371165061584123, 'colsample_bytree': 0.6085873805753287, 'gamma': 1.7634143054513958, 'reg_alpha': 0.5735654203627326, 'reg_lambda': 1.3876711704305984}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,576] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.04374814336145399, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8261050523343233, 'colsample_bytree': 0.6204678971412986, 'gamma': 1.7116050474435254, 'reg_alpha': 0.6018524805090307, 'reg_lambda': 1.4764755603660027}. Best is trial 172 with value: 0.7976190476190476.
[I 2025-11-03 19:54:32,579] A new study created in memory with name: no-name-a25febac-a540-4208-9c18-e5c886238056
[I 2025-11-03 19:54:32,847] Trial 0 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.18046943672330826, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9446255175762286, 'colsample_bytree': 0.9344121284150798, 'gamma': 1.5437494088427144, 'reg_alpha': 0.5620212666647684, 'reg_lambda': 1.5476317206782093}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,079] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.011381448258698986, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7145474281409976, 'colsample_bytree': 0.9275348979174869, 'gamma': 1.9245040400945768, 'reg_alpha': 0.05562182033152008, 'reg_lambda': 2.0402274889582017}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,284] Trial 2 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.17407233313404705, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9335240713809156, 'colsample_bytree': 0.919449593870093, 'gamma': 1.1799029769765772, 'reg_alpha': 0.6465609843150248, 'reg_lambda': 1.8136987642019358}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,507] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.010184120056699546, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7292422897486327, 'colsample_bytree': 0.8738250427375887, 'gamma': 2.4513187528817317, 'reg_alpha': 0.6280377961841779, 'reg_lambda': 1.7688483224611746}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,578] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.013194818437960436, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8934700366304743, 'colsample_bytree': 0.679471986779985, 'gamma': 4.724679176223807, 'reg_alpha': 0.16227387530213522, 'reg_lambda': 1.825492068290979}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:33,805] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.08648920850025033, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8010006509085025, 'colsample_bytree': 0.6588426456037267, 'gamma': 0.35757985989681274, 'reg_alpha': 0.30450114535234873, 'reg_lambda': 2.2022847406178494}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,039] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.01002487162616308, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9538015223021724, 'colsample_bytree': 0.8355995105183813, 'gamma': 2.5320899326194546, 'reg_alpha': 0.3125491040418441, 'reg_lambda': 2.903907088041748}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,284] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.029341154363148554, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7670056917440956, 'colsample_bytree': 0.9093693068027136, 'gamma': 3.4729980486428906, 'reg_alpha': 0.2661261906735243, 'reg_lambda': 1.3555332363239683}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,490] Trial 8 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.11480837080699785, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9067807719796946, 'colsample_bytree': 0.6615111430150292, 'gamma': 1.9995614299155262, 'reg_alpha': 0.7896623490647776, 'reg_lambda': 2.1664062499875807}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,696] Trial 9 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.0511609181459056, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6374937758504533, 'colsample_bytree': 0.7982790307536288, 'gamma': 4.294024902389836, 'reg_alpha': 0.41251426264613467, 'reg_lambda': 0.8191282795283229}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:34,866] Trial 10 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.24946944304491056, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9947931979671922, 'colsample_bytree': 0.9839282999132662, 'gamma': 0.04318755720899503, 'reg_alpha': 0.9825438846049405, 'reg_lambda': 0.5176651762296907}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,174] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.12720493045795989, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8541809407997387, 'colsample_bytree': 0.7539012179529958, 'gamma': 1.7028803718720502, 'reg_alpha': 0.8768391927847027, 'reg_lambda': 2.5261173273490347}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,360] Trial 12 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 118, 'learning_rate': 0.29248920800707195, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8613049940309344, 'colsample_bytree': 0.6051764097528418, 'gamma': 1.1140857882072663, 'reg_alpha': 0.734770008313037, 'reg_lambda': 1.1768015648113297}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,646] Trial 13 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.08191762751602634, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9845710239235229, 'colsample_bytree': 0.7417110177288511, 'gamma': 3.127451842417104, 'reg_alpha': 0.5314923139891933, 'reg_lambda': 1.3751179749106828}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:35,932] Trial 14 finished with value: 0.699404761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.13354186144311173, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8967727069470975, 'colsample_bytree': 0.9737072714913264, 'gamma': 0.8217697056736963, 'reg_alpha': 0.808873766231733, 'reg_lambda': 2.459765083089697}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,130] Trial 15 finished with value: 0.744047619047619 and parameters: {'n_estimators': 129, 'learning_rate': 0.048820517646411314, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.830202455962664, 'colsample_bytree': 0.7192091615636692, 'gamma': 2.1122716887716924, 'reg_alpha': 0.5106625289557458, 'reg_lambda': 1.4422983195802064}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,410] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 196, 'learning_rate': 0.19591727975110976, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.917310932873511, 'colsample_bytree': 0.8072293165067919, 'gamma': 2.999247694885242, 'reg_alpha': 0.6889337185057147, 'reg_lambda': 2.25579603589268}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,682] Trial 17 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 160, 'learning_rate': 0.08472939441844897, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9726579093099486, 'colsample_bytree': 0.6018280589013107, 'gamma': 1.6274496046198363, 'reg_alpha': 0.9795823699028405, 'reg_lambda': 2.910425935985753}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:36,979] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.031993711545181616, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6096663037080289, 'colsample_bytree': 0.6694714659882507, 'gamma': 3.774802288735863, 'reg_alpha': 0.8474613800125896, 'reg_lambda': 1.027372150073551}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:37,496] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.12078865424731818, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8921078142347356, 'colsample_bytree': 0.7843208942662265, 'gamma': 0.7478075079969462, 'reg_alpha': 0.41347651992043827, 'reg_lambda': 1.5736124496727766}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:37,729] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.18879340415102214, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9421963373966586, 'colsample_bytree': 0.8566480090539823, 'gamma': 2.498397885322196, 'reg_alpha': 0.6046982338603388, 'reg_lambda': 2.530469167181426}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:37,987] Trial 21 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 203, 'learning_rate': 0.017876003497768807, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9611719775226408, 'colsample_bytree': 0.8556013847948433, 'gamma': 2.884731892883247, 'reg_alpha': 0.3858354626426105, 'reg_lambda': 2.987143450717931}. Best is trial 0 with value: 0.75.
[I 2025-11-03 19:54:38,204] Trial 22 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 178, 'learning_rate': 0.032544306586222205, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9398050535399319, 'colsample_bytree': 0.8229304224394031, 'gamma': 2.245300904756549, 'reg_alpha': 0.21065944784694246, 'reg_lambda': 2.717695203794414}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:38,530] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.03653814888753967, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8641160603086074, 'colsample_bytree': 0.9507957797004607, 'gamma': 1.4531663513821826, 'reg_alpha': 0.1540741906427814, 'reg_lambda': 2.6925083968109758}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:38,750] Trial 24 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.01955452766297588, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9161187720222025, 'colsample_bytree': 0.8814162874454978, 'gamma': 2.001771398145681, 'reg_alpha': 0.7584195667362815, 'reg_lambda': 2.194434806834668}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:38,938] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.0639060132741685, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8111543556324294, 'colsample_bytree': 0.8165063994965885, 'gamma': 2.2661113232925967, 'reg_alpha': 0.032856223517006844, 'reg_lambda': 1.9943023282322905}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,121] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.10583729572154511, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9330677071397413, 'colsample_bytree': 0.7128152316962088, 'gamma': 1.3680874241567933, 'reg_alpha': 0.5613220963365424, 'reg_lambda': 1.5930170959031877}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,411] Trial 27 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.06663699413190785, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.994852047212669, 'colsample_bytree': 0.7578022080139006, 'gamma': 2.733743074779606, 'reg_alpha': 0.46376114858502454, 'reg_lambda': 2.684470780757281}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,591] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.04287416214502764, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8408429728378916, 'colsample_bytree': 0.9535357554926767, 'gamma': 3.3964232359987694, 'reg_alpha': 0.15910246813282639, 'reg_lambda': 1.9969318589925276}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:39,821] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.028048025703744858, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.7650807284522639, 'colsample_bytree': 0.912768368748074, 'gamma': 1.7695487473390044, 'reg_alpha': 0.9005943629971964, 'reg_lambda': 2.389251408402256}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,071] Trial 30 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.15560335246309634, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8762288461883233, 'colsample_bytree': 0.6428213460024929, 'gamma': 0.8711775405139426, 'reg_alpha': 0.10906366158989679, 'reg_lambda': 2.724090006411861}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,367] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.03569536712531048, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9054583520990709, 'colsample_bytree': 0.942691546162959, 'gamma': 1.3592218698301217, 'reg_alpha': 0.23616059300744235, 'reg_lambda': 2.714642061625626}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,654] Trial 32 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 179, 'learning_rate': 0.021707029669321302, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.865608063223091, 'colsample_bytree': 0.9990688264986667, 'gamma': 1.9659867323040467, 'reg_alpha': 0.11730843070228356, 'reg_lambda': 2.322854018472642}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:40,925] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.03847517718799683, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9320085292887281, 'colsample_bytree': 0.8928329396626058, 'gamma': 1.4904686015735662, 'reg_alpha': 0.20260198301626403, 'reg_lambda': 2.087702044771309}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:41,251] Trial 34 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 139, 'learning_rate': 0.23954102675717093, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9654914125759364, 'colsample_bytree': 0.9611453403728863, 'gamma': 1.0903382551026253, 'reg_alpha': 0.045009770331987276, 'reg_lambda': 1.8913230557423304}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:41,467] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.024316063606409838, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8817958458419979, 'colsample_bytree': 0.9002612239049538, 'gamma': 2.263441974660692, 'reg_alpha': 0.3405144650958174, 'reg_lambda': 1.6779211971975914}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:41,699] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.06406311130203013, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8287010718625807, 'colsample_bytree': 0.9386172617820107, 'gamma': 0.6124371602615064, 'reg_alpha': 0.006322517585299836, 'reg_lambda': 2.6711089188048898}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,028] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.016009801545707216, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9325856890787964, 'colsample_bytree': 0.858412824277001, 'gamma': 2.5724519207183922, 'reg_alpha': 0.6749447902046793, 'reg_lambda': 2.078223478773734}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,210] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.10274758340979079, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.687861999573109, 'colsample_bytree': 0.9271089245324854, 'gamma': 1.801705727168073, 'reg_alpha': 0.6084348318089515, 'reg_lambda': 2.8630538447465477}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,633] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.013777133212681404, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9479239551908131, 'colsample_bytree': 0.8359975402250075, 'gamma': 2.215619010340157, 'reg_alpha': 0.4520560113205506, 'reg_lambda': 1.8570034656448529}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:42,822] Trial 40 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.15184527721411017, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9143583506478488, 'colsample_bytree': 0.6378397843380246, 'gamma': 1.450525197636541, 'reg_alpha': 0.29048388148185367, 'reg_lambda': 2.597024670132949}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:43,070] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.05876902838633344, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7841495252943002, 'colsample_bytree': 0.9232574771838246, 'gamma': 0.4991665431222343, 'reg_alpha': 0.00706542425257306, 'reg_lambda': 2.716793994252889}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:43,407] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.045754949395994574, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8225509659629587, 'colsample_bytree': 0.9371673818841232, 'gamma': 0.07088611558933999, 'reg_alpha': 0.07889063671419308, 'reg_lambda': 2.794753282379426}. Best is trial 22 with value: 0.7500000000000001.
[I 2025-11-03 19:54:43,503] Trial 43 finished with value: 0.755952380952381 and parameters: {'n_estimators': 41, 'learning_rate': 0.07310546778390303, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8447414333482649, 'colsample_bytree': 0.6964060225248794, 'gamma': 0.502873911766829, 'reg_alpha': 0.1901434002383935, 'reg_lambda': 2.5599804083942295}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:43,639] Trial 44 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.0778391403759086, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8520591606006297, 'colsample_bytree': 0.6985673500187151, 'gamma': 0.9916601283955717, 'reg_alpha': 0.23284512212838515, 'reg_lambda': 2.402772277013561}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:43,771] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.10116459367223904, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8801570118301497, 'colsample_bytree': 0.6844891926515422, 'gamma': 1.166851416308665, 'reg_alpha': 0.17949175597415196, 'reg_lambda': 2.5621993177645606}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,057] Trial 46 finished with value: 0.755952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.07296119321921628, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8972412983515813, 'colsample_bytree': 0.7718521459346968, 'gamma': 0.3138581958112523, 'reg_alpha': 0.125490410879058, 'reg_lambda': 2.1841270517723888}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,181] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 24, 'learning_rate': 0.07704478835993156, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9782324969340835, 'colsample_bytree': 0.7365289426259864, 'gamma': 0.40720812194053846, 'reg_alpha': 0.24152638194889745, 'reg_lambda': 2.1719569905107936}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,359] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.21892850546184198, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9013851916692578, 'colsample_bytree': 0.7705032694777354, 'gamma': 0.21224261236485575, 'reg_alpha': 0.3499672259662395, 'reg_lambda': 2.3366734097012354}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:44,795] Trial 49 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 126, 'learning_rate': 0.1548557329769623, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9219442152192862, 'colsample_bytree': 0.6250708934512849, 'gamma': 0.6305598573357094, 'reg_alpha': 0.7355432173087487, 'reg_lambda': 1.2260423000000964}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,056] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.29604484435577516, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7374712665318456, 'colsample_bytree': 0.7253298288014023, 'gamma': 0.37976674057839743, 'reg_alpha': 0.10667750214921254, 'reg_lambda': 1.6860387971798139}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,411] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.03997788739860971, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8438254958421892, 'colsample_bytree': 0.78685170352498, 'gamma': 1.614050196034357, 'reg_alpha': 0.144441202028603, 'reg_lambda': 2.4944881832454224}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,637] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.051416123755642196, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8678047101513112, 'colsample_bytree': 0.667138336166339, 'gamma': 1.2796824693175828, 'reg_alpha': 0.19973637183832255, 'reg_lambda': 2.9793781197923943}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:45,952] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.03247033182794188, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8892572955152622, 'colsample_bytree': 0.7012711778992968, 'gamma': 1.8743191146058067, 'reg_alpha': 0.314274317445413, 'reg_lambda': 2.250203317677361}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,136] Trial 54 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.12032844736694992, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9526736512174311, 'colsample_bytree': 0.8295569746906241, 'gamma': 2.3844464859464227, 'reg_alpha': 0.08176507576027102, 'reg_lambda': 2.840583503377003}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,452] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.09700992633942256, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8935401400197779, 'colsample_bytree': 0.6874594933062302, 'gamma': 4.880551975562971, 'reg_alpha': 0.14683824200615206, 'reg_lambda': 2.610202601162672}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,623] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.055612605184758204, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7987141534304292, 'colsample_bytree': 0.9733171105925611, 'gamma': 0.17952702120165553, 'reg_alpha': 0.27494854963226556, 'reg_lambda': 1.932246262009541}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:46,971] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.02659797965612598, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9074905809380427, 'colsample_bytree': 0.6536615574103112, 'gamma': 0.9239282588038261, 'reg_alpha': 0.9455838672267878, 'reg_lambda': 1.4802725005710688}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:47,151] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.07230578638100191, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8503201615084859, 'colsample_bytree': 0.8785823380165216, 'gamma': 2.0507242627902476, 'reg_alpha': 0.8186078794302998, 'reg_lambda': 1.7991293277817801}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:47,422] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.08854293638834043, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9439962787065822, 'colsample_bytree': 0.6244879307330022, 'gamma': 2.7213617527079554, 'reg_alpha': 0.36851034272270444, 'reg_lambda': 2.1316617843453893}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:47,621] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.13147829806348024, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9245650735157357, 'colsample_bytree': 0.7582119973835775, 'gamma': 0.7296607384999516, 'reg_alpha': 0.5351261401585233, 'reg_lambda': 2.4830777531139665}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,040] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.06304262327290824, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8323900128179245, 'colsample_bytree': 0.9933960406042287, 'gamma': 0.5973361932086259, 'reg_alpha': 0.019854692375542493, 'reg_lambda': 2.626503130388275}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,268] Trial 62 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.050450143647064294, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8709194106033278, 'colsample_bytree': 0.9542192889735055, 'gamma': 1.588899966849731, 'reg_alpha': 0.05223115734846286, 'reg_lambda': 2.770103904235367}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,531] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.04488938609463529, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8581243683450032, 'colsample_bytree': 0.9746330290445331, 'gamma': 1.6023050757055208, 'reg_alpha': 0.06856823650701675, 'reg_lambda': 2.787508872109175}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:48,920] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.035345763206050915, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8691285622737158, 'colsample_bytree': 0.9504324460168382, 'gamma': 1.197086304751477, 'reg_alpha': 0.12212821885231669, 'reg_lambda': 0.5359743957752916}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:49,202] Trial 65 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 249, 'learning_rate': 0.0492425931173488, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9621644797284727, 'colsample_bytree': 0.9650459833414118, 'gamma': 2.172348031694456, 'reg_alpha': 0.18601166404520073, 'reg_lambda': 2.917459169233192}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:49,538] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 166, 'learning_rate': 0.08661200237037726, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8120705172214311, 'colsample_bytree': 0.9034217412607062, 'gamma': 4.052913985815404, 'reg_alpha': 0.2274913969571305, 'reg_lambda': 2.4441361068036556}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:49,771] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.1825096871494749, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.887302814675211, 'colsample_bytree': 0.8072481059537072, 'gamma': 1.7522478774600894, 'reg_alpha': 0.5745939541084781, 'reg_lambda': 2.351842497108179}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,127] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.030990730858430477, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9080812660141896, 'colsample_bytree': 0.7416974061487754, 'gamma': 1.9228897184537028, 'reg_alpha': 0.6578009036838968, 'reg_lambda': 2.297506015721428}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,351] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.055525242853874626, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8763873876073348, 'colsample_bytree': 0.9132450845071122, 'gamma': 3.2026892126133952, 'reg_alpha': 0.4299388991653952, 'reg_lambda': 1.52706508541142}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,618] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.11458222519915051, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.929019803111911, 'colsample_bytree': 0.8635291919480996, 'gamma': 1.5256256516534072, 'reg_alpha': 0.053670524158678706, 'reg_lambda': 1.3532061734327225}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:50,849] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.06728432126960053, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8348003804055325, 'colsample_bytree': 0.9365029598989472, 'gamma': 0.23434996044950687, 'reg_alpha': 0.0920404024667367, 'reg_lambda': 2.66969542567996}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:51,184] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.06965262586138507, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8160603311435947, 'colsample_bytree': 0.9491053561601942, 'gamma': 0.028561480014630325, 'reg_alpha': 0.004246692586079634, 'reg_lambda': 2.7414180748977484}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:51,518] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.0600285448943812, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7972004208362374, 'colsample_bytree': 0.9631028218030788, 'gamma': 0.6518950244557502, 'reg_alpha': 0.0423409237120297, 'reg_lambda': 2.7948342557798442}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:51,794] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.039629814516203156, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7918685921282909, 'colsample_bytree': 0.9821315611194781, 'gamma': 0.9716598814562869, 'reg_alpha': 0.13668963294609, 'reg_lambda': 2.9143680932881586}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,050] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.14490461012354006, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.771419446317142, 'colsample_bytree': 0.8943183216900529, 'gamma': 1.3614749992304436, 'reg_alpha': 0.04392269292199524, 'reg_lambda': 2.8152746439166774}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,350] Trial 76 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 168, 'learning_rate': 0.09161393368796952, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9882272226787033, 'colsample_bytree': 0.9616717152450128, 'gamma': 2.3290364709878313, 'reg_alpha': 0.17956975694524216, 'reg_lambda': 2.9947752900432323}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,575] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.05798733130399046, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7526215170581998, 'colsample_bytree': 0.8428644397113477, 'gamma': 2.5722071074836546, 'reg_alpha': 0.7863629973826414, 'reg_lambda': 2.55298739264318}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:52,894] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.21318256636005498, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8999770908218638, 'colsample_bytree': 0.9309216219392488, 'gamma': 0.7436644060725002, 'reg_alpha': 0.7094623265992892, 'reg_lambda': 1.687033087431601}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,149] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.03426568639906379, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7016832124586931, 'colsample_bytree': 0.9833619609076492, 'gamma': 0.47149815740225337, 'reg_alpha': 0.10182440776944152, 'reg_lambda': 2.862467446347314}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,358] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.024134369757935353, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9388656288704551, 'colsample_bytree': 0.672466323389355, 'gamma': 2.0766351550296576, 'reg_alpha': 0.49570430541297833, 'reg_lambda': 2.7337571480946674}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,723] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.042705227087962275, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8057215505989401, 'colsample_bytree': 0.9452526045429531, 'gamma': 1.7140790248338331, 'reg_alpha': 0.06671327049591658, 'reg_lambda': 2.6597590014734243}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:53,945] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.07813182253471904, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8211381286753485, 'colsample_bytree': 0.9224362065128059, 'gamma': 0.5806986416126294, 'reg_alpha': 0.03130426259998563, 'reg_lambda': 2.5400387337021106}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,190] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.061852731021577574, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8395966027037776, 'colsample_bytree': 0.9593810997961207, 'gamma': 0.27278778318997476, 'reg_alpha': 0.1679850427529911, 'reg_lambda': 2.453172097480107}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,441] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.05039913151356181, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8503346459957211, 'colsample_bytree': 0.652600895737292, 'gamma': 1.0620864747315775, 'reg_alpha': 0.12917269731318656, 'reg_lambda': 2.7957385284793874}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,789] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.05178849426307712, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8673074796826677, 'colsample_bytree': 0.7835337539911758, 'gamma': 0.805620045280073, 'reg_alpha': 0.21439792941839284, 'reg_lambda': 2.624198898857596}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:54,984] Trial 86 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.16648623234527027, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.915377986090366, 'colsample_bytree': 0.9702886784779088, 'gamma': 1.270992301712448, 'reg_alpha': 0.2541688402984058, 'reg_lambda': 2.6843784671183215}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,287] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.26199336451679645, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8267928273601242, 'colsample_bytree': 0.9345727374521807, 'gamma': 0.3296866030253583, 'reg_alpha': 0.0019679994289643343, 'reg_lambda': 1.9907616638233785}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,481] Trial 88 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 151, 'learning_rate': 0.2595615718429748, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.6489672534387282, 'colsample_bytree': 0.9151933081647327, 'gamma': 0.38452792639797917, 'reg_alpha': 0.052335581734745285, 'reg_lambda': 2.0050739517362697}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,671] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 142, 'learning_rate': 0.2335031428491546, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7849599678463992, 'colsample_bytree': 0.8696757680832409, 'gamma': 0.13735679389357747, 'reg_alpha': 0.0902875598877994, 'reg_lambda': 2.247206873884563}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:55,913] Trial 90 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.1712438580984036, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8805535857894977, 'colsample_bytree': 0.7113064496915319, 'gamma': 2.4399594327303915, 'reg_alpha': 0.1545759186473069, 'reg_lambda': 1.9382610914950222}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:56,121] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.07322617797006631, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8262837683931239, 'colsample_bytree': 0.9355877813773793, 'gamma': 0.30211379462082055, 'reg_alpha': 0.005426149796711975, 'reg_lambda': 2.06505509744302}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:56,455] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.047087161785554284, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8008705866371021, 'colsample_bytree': 0.8867811140889936, 'gamma': 0.529144634697683, 'reg_alpha': 0.8805850066776488, 'reg_lambda': 1.739961163426572}. Best is trial 43 with value: 0.755952380952381.
[I 2025-11-03 19:54:56,711] Trial 93 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 170, 'learning_rate': 0.26410779800108075, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8433690236286348, 'colsample_bytree': 0.9537291205574233, 'gamma': 0.7023319675871922, 'reg_alpha': 0.027027915894486335, 'reg_lambda': 2.1575885718838785}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,161] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.27186246019521415, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8600291821438761, 'colsample_bytree': 0.9546724610538462, 'gamma': 1.8536823380650458, 'reg_alpha': 0.04041431702853951, 'reg_lambda': 2.136944907836133}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,480] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.1932214178527558, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8458052479606301, 'colsample_bytree': 0.9958102408519178, 'gamma': 1.4629718369317843, 'reg_alpha': 0.024864038382609824, 'reg_lambda': 2.156795700638208}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,666] Trial 96 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 119, 'learning_rate': 0.2308622198773949, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8887187347134171, 'colsample_bytree': 0.9251081719198002, 'gamma': 0.9141856346018845, 'reg_alpha': 0.08098669261798433, 'reg_lambda': 2.2121583019581728}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:57,968] Trial 97 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 148, 'learning_rate': 0.21239276435221993, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9539524687238852, 'colsample_bytree': 0.615352155090986, 'gamma': 0.7022653059853639, 'reg_alpha': 0.116034873690117, 'reg_lambda': 2.4143712557194075}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,175] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.1112804102131927, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9726185955419698, 'colsample_bytree': 0.942911044399772, 'gamma': 1.6258579628678818, 'reg_alpha': 0.06399765535543978, 'reg_lambda': 1.5938687145097694}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,390] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.2876822510511572, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9635231443866876, 'colsample_bytree': 0.7311680871245678, 'gamma': 0.4791245498074862, 'reg_alpha': 0.07782302958742394, 'reg_lambda': 1.3940970202718963}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,577] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.10881476794366406, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9740677250467388, 'colsample_bytree': 0.817009761021671, 'gamma': 1.975575695961693, 'reg_alpha': 0.05961467965461149, 'reg_lambda': 1.2838701994447448}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:58,812] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.14202005033649565, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9844245235779505, 'colsample_bytree': 0.9465708937767271, 'gamma': 1.6113906007559164, 'reg_alpha': 0.023720474960834632, 'reg_lambda': 1.5821635765248254}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,012] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.26061691313038454, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8729662174498042, 'colsample_bytree': 0.988810801456332, 'gamma': 2.1597068072957066, 'reg_alpha': 0.10984144431460854, 'reg_lambda': 1.6482748652896817}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,312] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.02943336722041761, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9524869729446367, 'colsample_bytree': 0.9684715095746077, 'gamma': 1.2979551726662628, 'reg_alpha': 0.20346586592398055, 'reg_lambda': 1.7580121428141111}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,509] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.09356518824368701, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8556353024394242, 'colsample_bytree': 0.9054331887011553, 'gamma': 1.0987407998724081, 'reg_alpha': 0.1407668687631567, 'reg_lambda': 1.9366420861677345}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:54:59,885] Trial 105 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 141, 'learning_rate': 0.20206711257899912, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8376537953923214, 'colsample_bytree': 0.9784630403582125, 'gamma': 0.10182054795564643, 'reg_alpha': 0.1669445656055691, 'reg_lambda': 1.5198948865031736}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,080] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.1961436791981799, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.834175288721334, 'colsample_bytree': 0.9804983618659293, 'gamma': 0.1428364803831227, 'reg_alpha': 0.623782908430678, 'reg_lambda': 1.5117651464735036}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,281] Trial 107 finished with value: 0.744047619047619 and parameters: {'n_estimators': 147, 'learning_rate': 0.24705693504137713, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9999993431920745, 'colsample_bytree': 0.9574952715682973, 'gamma': 0.0034334090786689586, 'reg_alpha': 0.0011807915105206553, 'reg_lambda': 1.0916392955526573}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,501] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.07986139366148629, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9234115700700588, 'colsample_bytree': 0.9761941374021282, 'gamma': 0.29888516909076146, 'reg_alpha': 0.9459484986680357, 'reg_lambda': 1.6449027645448175}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,708] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.12081676497310526, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9378747193736544, 'colsample_bytree': 0.7635347977206096, 'gamma': 0.6811069141818237, 'reg_alpha': 0.1682089345088887, 'reg_lambda': 1.4182321612825703}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:00,959] Trial 110 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.1984464769502347, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8084539438707583, 'colsample_bytree': 0.9887807826799073, 'gamma': 0.8367530215652753, 'reg_alpha': 0.06097567023924445, 'reg_lambda': 1.464422730438988}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:01,268] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.17933350285829813, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8431972164959851, 'colsample_bytree': 0.9651268744355501, 'gamma': 1.6930407169071626, 'reg_alpha': 0.276126482694944, 'reg_lambda': 1.8143515815482403}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:01,592] Trial 112 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 183, 'learning_rate': 0.2743249190299508, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8634038445075171, 'colsample_bytree': 0.9406576100584721, 'gamma': 0.4151703577167607, 'reg_alpha': 0.12603527830699807, 'reg_lambda': 2.7600311358193697}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:01,863] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.29029177734217865, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8185473287839478, 'colsample_bytree': 0.9409293289924606, 'gamma': 0.39331273214809515, 'reg_alpha': 0.10564695375773625, 'reg_lambda': 2.7561242789567735}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:02,188] Trial 114 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 188, 'learning_rate': 0.22185554918011235, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.897734662688311, 'colsample_bytree': 0.9314918873730608, 'gamma': 0.09124127851169994, 'reg_alpha': 0.03769512989550432, 'reg_lambda': 1.5357846694348567}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:02,443] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.27478626322137095, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8608299251867292, 'colsample_bytree': 0.9305507822360133, 'gamma': 0.0962452947290167, 'reg_alpha': 0.5824818280426571, 'reg_lambda': 1.5391388494635956}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:02,678] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.2757330265663254, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8572021205430982, 'colsample_bytree': 0.9319959295155439, 'gamma': 0.1161883235230427, 'reg_alpha': 0.03588028158205236, 'reg_lambda': 1.3371492635259115}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:03,117] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.2670291759167635, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8639416032628081, 'colsample_bytree': 0.9291117923973871, 'gamma': 0.12121392083558288, 'reg_alpha': 0.035074247104302535, 'reg_lambda': 1.3123722849963326}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:03,349] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.22268394197946043, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8371845995326103, 'colsample_bytree': 0.9128935920146102, 'gamma': 0.20758195358079862, 'reg_alpha': 0.09088999024800962, 'reg_lambda': 1.548483207103226}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:55:03,582] Trial 119 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 227, 'learning_rate': 0.2449135771474574, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8634675275095198, 'colsample_bytree': 0.9201630463063898, 'gamma': 0.33991031748241196, 'reg_alpha': 0.022284435900659455, 'reg_lambda': 1.1832410964023279}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:03,976] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.24916955711899, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8646900696197904, 'colsample_bytree': 0.9206526515608449, 'gamma': 5.003012800763873e-05, 'reg_alpha': 0.024003954714211823, 'reg_lambda': 1.1891348241926092}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:04,284] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.2712048994469393, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8479637420525948, 'colsample_bytree': 0.9425531504106192, 'gamma': 0.3309521614386149, 'reg_alpha': 0.04728141665435019, 'reg_lambda': 1.0590347490407137}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:04,618] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.20840034814644273, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8269285440876432, 'colsample_bytree': 0.930566646137558, 'gamma': 0.44711172065389404, 'reg_alpha': 0.06832093603931154, 'reg_lambda': 0.9651938577568808}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:04,848] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.29983154050211086, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8841192386954021, 'colsample_bytree': 0.9495540118339214, 'gamma': 0.548117851637969, 'reg_alpha': 0.02094948867587725, 'reg_lambda': 1.266876504924973}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,175] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.23908346934198973, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8760690265948912, 'colsample_bytree': 0.9563621081920766, 'gamma': 0.11946522887070835, 'reg_alpha': 0.12612800770855678, 'reg_lambda': 1.1256617252384558}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,402] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 223, 'learning_rate': 0.25592164209574986, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8985348000638009, 'colsample_bytree': 0.9202302549034994, 'gamma': 0.22704692825264622, 'reg_alpha': 0.0007050219229847374, 'reg_lambda': 1.6096296081097499}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,726] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.2544672844141926, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8710789218753858, 'colsample_bytree': 0.8952308784150051, 'gamma': 0.20847830524544625, 'reg_alpha': 0.0018818315448650633, 'reg_lambda': 1.2945797296879384}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:05,970] Trial 127 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 224, 'learning_rate': 0.22788876193818122, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8981416150815087, 'colsample_bytree': 0.9207737642698656, 'gamma': 0.3416232356075454, 'reg_alpha': 0.03733434902305016, 'reg_lambda': 1.44702539675515}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:06,274] Trial 128 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.22568263771611333, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9019483717022342, 'colsample_bytree': 0.9052640187705037, 'gamma': 0.0829413534777293, 'reg_alpha': 0.0454054558199376, 'reg_lambda': 1.504171117017167}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:06,573] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.21639950447892917, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8974166395798491, 'colsample_bytree': 0.907853982335441, 'gamma': 0.11043014994914883, 'reg_alpha': 0.586239848896019, 'reg_lambda': 1.4485381606083414}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:06,814] Trial 130 finished with value: 0.755952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.23313499015807074, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9081488858189124, 'colsample_bytree': 0.9224649882318376, 'gamma': 0.23732596847613946, 'reg_alpha': 0.09428577089336879, 'reg_lambda': 1.4886997159256103}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,173] Trial 131 finished with value: 0.755952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.2310251275975719, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9067306654352922, 'colsample_bytree': 0.917205695646194, 'gamma': 0.2527275503677737, 'reg_alpha': 0.09889047890768977, 'reg_lambda': 1.374000695224036}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,431] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.22777972858949896, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9071316939553716, 'colsample_bytree': 0.9176507994593132, 'gamma': 0.2320829478880091, 'reg_alpha': 0.09212959448183153, 'reg_lambda': 1.501352451055985}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,769] Trial 133 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.204907612322504, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8944618288342862, 'colsample_bytree': 0.8987840343121704, 'gamma': 0.3987772112226748, 'reg_alpha': 0.08140796302671027, 'reg_lambda': 1.490163257786109}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:07,995] Trial 134 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 235, 'learning_rate': 0.23779869362069464, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9093719696658589, 'colsample_bytree': 0.8844321899947439, 'gamma': 0.08304955174746502, 'reg_alpha': 0.13005956851702394, 'reg_lambda': 1.6150124988938126}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:08,267] Trial 135 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 242, 'learning_rate': 0.24498858960905784, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9120019118789272, 'colsample_bytree': 0.8855734088007278, 'gamma': 0.08925530377195136, 'reg_alpha': 0.14768844921589971, 'reg_lambda': 1.5740510357497777}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:08,491] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.27755583636491776, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8869345798072669, 'colsample_bytree': 0.9086746985284723, 'gamma': 0.05308161979144188, 'reg_alpha': 0.5323739605253739, 'reg_lambda': 1.6304091320851888}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:08,913] Trial 137 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 234, 'learning_rate': 0.22138130470066636, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8977994141259441, 'colsample_bytree': 0.9242066807984136, 'gamma': 0.4538596354126144, 'reg_alpha': 0.1256569205361096, 'reg_lambda': 1.4333417341250412}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:09,155] Trial 138 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 222, 'learning_rate': 0.18470634742122233, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8800768577628467, 'colsample_bytree': 0.889274046425746, 'gamma': 0.3143892701754085, 'reg_alpha': 0.18922428664595753, 'reg_lambda': 1.7010717900074759}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:09,493] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.1653045857803117, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8808163829831703, 'colsample_bytree': 0.8921677788349861, 'gamma': 0.1765008200132766, 'reg_alpha': 0.05256787334831685, 'reg_lambda': 1.7171990255854768}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:09,727] Trial 140 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.1661340596617565, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9193127761239314, 'colsample_bytree': 0.8901265502171122, 'gamma': 0.17268502096482763, 'reg_alpha': 0.030792266485948645, 'reg_lambda': 1.7086480656866425}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,112] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.16550348416570493, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9210213419659905, 'colsample_bytree': 0.873664356830937, 'gamma': 0.17560925798875954, 'reg_alpha': 0.03514501464574613, 'reg_lambda': 1.727289365868646}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,352] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.18483613330761003, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8808727660207182, 'colsample_bytree': 0.8894524428921082, 'gamma': 0.30914367310033747, 'reg_alpha': 0.02283508467055107, 'reg_lambda': 1.6940737707465088}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,574] Trial 143 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.19253762982285988, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8848604906993985, 'colsample_bytree': 0.8816485711717411, 'gamma': 0.32139331356630846, 'reg_alpha': 0.0186342164468337, 'reg_lambda': 1.7028592933897406}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:10,880] Trial 144 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 225, 'learning_rate': 0.18430738878966554, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.900749942401325, 'colsample_bytree': 0.8893734021837288, 'gamma': 0.00875412957377722, 'reg_alpha': 0.061898835296797905, 'reg_lambda': 1.6303872941895852}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,125] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 232, 'learning_rate': 0.1753147864818811, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9014104903622417, 'colsample_bytree': 0.8561965741288565, 'gamma': 0.01473558314150776, 'reg_alpha': 0.06461737771413403, 'reg_lambda': 1.8557006000102487}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,478] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.20340940370317429, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9184686528648784, 'colsample_bytree': 0.9005376086353951, 'gamma': 0.20359463549198076, 'reg_alpha': 0.07663791345545333, 'reg_lambda': 1.632739225415554}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,717] Trial 147 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 219, 'learning_rate': 0.22361450872787048, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8918060614528961, 'colsample_bytree': 0.8452814497418217, 'gamma': 0.5781882689055028, 'reg_alpha': 0.04973728675009095, 'reg_lambda': 1.7860485519958624}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:11,969] Trial 148 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.15371685484358452, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9039799674300468, 'colsample_bytree': 0.8681237011202381, 'gamma': 0.3849495452588879, 'reg_alpha': 0.10843817390412083, 'reg_lambda': 1.5284648495206605}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,219] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.2550053300125746, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.912028079143406, 'colsample_bytree': 0.8772765262275122, 'gamma': 0.0034636673553261055, 'reg_alpha': 0.047471251595179495, 'reg_lambda': 1.6070471806852928}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,454] Trial 150 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 213, 'learning_rate': 0.1658259985408586, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.931204843654317, 'colsample_bytree': 0.8928221021246385, 'gamma': 0.1949551654005236, 'reg_alpha': 0.07459364352208198, 'reg_lambda': 1.553460052101753}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,735] Trial 151 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.16637619120611238, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9288230149596328, 'colsample_bytree': 0.8925401232836583, 'gamma': 0.21306584033044867, 'reg_alpha': 0.07206460627626993, 'reg_lambda': 1.552028146078578}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:12,983] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.18756643098753265, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9290286048753335, 'colsample_bytree': 0.9031858962698963, 'gamma': 0.2637894137186605, 'reg_alpha': 0.07893404002850801, 'reg_lambda': 1.556963417307558}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:13,383] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.14172800142559613, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.877526028136745, 'colsample_bytree': 0.9136242245698661, 'gamma': 0.09775093778674267, 'reg_alpha': 0.15723420818094175, 'reg_lambda': 1.533955867804555}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:13,660] Trial 154 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.20644000943881222, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.931005572124628, 'colsample_bytree': 0.8994553960497272, 'gamma': 4.534948078652402, 'reg_alpha': 0.06311398666835064, 'reg_lambda': 0.9483663462019977}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:13,886] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.24140748558055275, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.892726499884598, 'colsample_bytree': 0.9076748524280569, 'gamma': 0.4791150088847092, 'reg_alpha': 0.09452091421721168, 'reg_lambda': 1.645947227476422}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,170] Trial 156 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 214, 'learning_rate': 0.17499873333527852, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9013513916805477, 'colsample_bytree': 0.8838459635214755, 'gamma': 0.2466451133158989, 'reg_alpha': 0.1279001580749547, 'reg_lambda': 1.600226565287859}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,398] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.16136205584660093, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8993019371832423, 'colsample_bytree': 0.8931898544096362, 'gamma': 0.37262759906487297, 'reg_alpha': 0.4994131855836769, 'reg_lambda': 1.4773798220313583}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,749] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 206, 'learning_rate': 0.18169010118864953, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8614124997213684, 'colsample_bytree': 0.9142814713407984, 'gamma': 0.21860672677561666, 'reg_alpha': 0.05076464707599385, 'reg_lambda': 1.426408325816182}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:14,974] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.18428221851779217, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8575000162418931, 'colsample_bytree': 0.8646855431039173, 'gamma': 0.5491740912770036, 'reg_alpha': 0.11462051206105456, 'reg_lambda': 1.4292651144937254}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:15,359] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.17506682326363268, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8715775742267998, 'colsample_bytree': 0.9120219974222102, 'gamma': 0.30789882309811367, 'reg_alpha': 0.07599745842385175, 'reg_lambda': 1.5481956823071863}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:15,648] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.15569353556652196, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.871313598399205, 'colsample_bytree': 0.9123411630788563, 'gamma': 0.28168994013760107, 'reg_alpha': 0.07218123220782083, 'reg_lambda': 1.37362499048329}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:15,964] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.17703232002728791, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.88007339925335, 'colsample_bytree': 0.8986824760456755, 'gamma': 0.16736100019528988, 'reg_alpha': 0.05331560073320726, 'reg_lambda': 1.5689952096283846}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:16,190] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 215, 'learning_rate': 0.14780418919695232, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8640685503959944, 'colsample_bytree': 0.8769105054141108, 'gamma': 0.4199651048435395, 'reg_alpha': 0.09431967248682734, 'reg_lambda': 1.480331438582324}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:16,491] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 207, 'learning_rate': 0.1358373338300931, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8847130916770939, 'colsample_bytree': 0.9169520909908484, 'gamma': 0.32264522048495536, 'reg_alpha': 0.08287895118330452, 'reg_lambda': 1.5152133244761676}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:16,814] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.1715806370932383, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8512838465388676, 'colsample_bytree': 0.9292772187234702, 'gamma': 0.20553668043999762, 'reg_alpha': 0.05429857231978591, 'reg_lambda': 1.6691813340308814}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:17,241] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 209, 'learning_rate': 0.1939513315447081, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8749943274670029, 'colsample_bytree': 0.9357747456686615, 'gamma': 0.08903064165476882, 'reg_alpha': 0.11688311819261925, 'reg_lambda': 1.4156567476590212}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:17,464] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 211, 'learning_rate': 0.19665673411533163, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8751271371251861, 'colsample_bytree': 0.9059378607129196, 'gamma': 0.04965889781516404, 'reg_alpha': 0.04249601363626868, 'reg_lambda': 1.3808391490896266}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:17,822] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.21643193846380107, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8910115883358815, 'colsample_bytree': 0.8921170722322107, 'gamma': 0.13977534289366783, 'reg_alpha': 0.17597914569313358, 'reg_lambda': 1.412499509146388}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,053] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.190508367991308, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.871307993611951, 'colsample_bytree': 0.9228665185316485, 'gamma': 0.27629780937054527, 'reg_alpha': 0.10778668769923688, 'reg_lambda': 1.761832775025479}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,416] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.1776768195955262, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9250188796688071, 'colsample_bytree': 0.9125563993735415, 'gamma': 0.024180783327520744, 'reg_alpha': 0.07038798984847382, 'reg_lambda': 1.5775613741496575}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,662] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 200, 'learning_rate': 0.2005131898251634, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8540071397219339, 'colsample_bytree': 0.926554670441047, 'gamma': 0.449417686619356, 'reg_alpha': 0.1370160992003824, 'reg_lambda': 1.5302093508343628}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:18,888] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 225, 'learning_rate': 0.2134384748642968, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8614771495074193, 'colsample_bytree': 0.9395272785592378, 'gamma': 0.16289511653918712, 'reg_alpha': 0.025401230782282742, 'reg_lambda': 1.4555736528660652}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,227] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.16219366597503412, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8621902571653781, 'colsample_bytree': 0.9353763936421403, 'gamma': 0.16979802185509302, 'reg_alpha': 0.02743601553268263, 'reg_lambda': 1.2286971102322057}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,427] Trial 174 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.2134642161461002, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8812881839534212, 'colsample_bytree': 0.8823675558253814, 'gamma': 3.6950746130503793, 'reg_alpha': 0.024254707429802486, 'reg_lambda': 1.4523451817805617}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,740] Trial 175 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 223, 'learning_rate': 0.18311659726089102, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8427292859798599, 'colsample_bytree': 0.9349313021957625, 'gamma': 0.003977849367162167, 'reg_alpha': 0.05196092761990692, 'reg_lambda': 1.3409881524283405}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:19,960] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.22075731219712522, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8906603788434491, 'colsample_bytree': 0.8994033608326225, 'gamma': 0.2741049057323914, 'reg_alpha': 0.08114797848721272, 'reg_lambda': 1.5088136699728227}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:20,340] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.20408863425867055, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9054603163745325, 'colsample_bytree': 0.9060202393214393, 'gamma': 0.1199762078182437, 'reg_alpha': 0.01681889747085786, 'reg_lambda': 1.4245166920591237}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:20,580] Trial 178 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 220, 'learning_rate': 0.17271586711164294, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.869880334728604, 'colsample_bytree': 0.9167223036785923, 'gamma': 0.330947767543444, 'reg_alpha': 0.04162704551730026, 'reg_lambda': 1.5718581170259354}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:20,888] Trial 179 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 220, 'learning_rate': 0.15216183953986415, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.871019811750424, 'colsample_bytree': 0.9169750275957868, 'gamma': 0.5250719641862402, 'reg_alpha': 0.03821874660466528, 'reg_lambda': 1.5803535852848458}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,109] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.16978082072749628, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9153399830103977, 'colsample_bytree': 0.9477191555485553, 'gamma': 0.3712330105588378, 'reg_alpha': 0.07088257454916451, 'reg_lambda': 1.6549068452624287}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,345] Trial 181 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.19347209821463432, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8572471929196382, 'colsample_bytree': 0.9278923360241251, 'gamma': 0.22999795788236255, 'reg_alpha': 0.6450380999542111, 'reg_lambda': 1.542738892324971}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,686] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 222, 'learning_rate': 0.178484486468718, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8666554614200982, 'colsample_bytree': 0.8915938554719904, 'gamma': 0.1187955445791786, 'reg_alpha': 0.0002295586417233944, 'reg_lambda': 1.467097758647917}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:21,911] Trial 183 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.23024984375738028, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8778413898347064, 'colsample_bytree': 0.9094091639105394, 'gamma': 0.3168294060268546, 'reg_alpha': 0.09775432686055868, 'reg_lambda': 1.6031353567455222}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,140] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 205, 'learning_rate': 0.1638549820075371, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9450734819582941, 'colsample_bytree': 0.9204514133755365, 'gamma': 0.19812680073165687, 'reg_alpha': 0.041967952118384624, 'reg_lambda': 1.525927248185728}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,401] Trial 185 finished with value: 0.5 and parameters: {'n_estimators': 217, 'learning_rate': 0.20598847050710103, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8484710738709951, 'colsample_bytree': 0.9423021833816719, 'gamma': 0.09042182070311566, 'reg_alpha': 0.0530547634366978, 'reg_lambda': 1.7330281882536174}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,626] Trial 186 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2213800999214373, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8864885000221315, 'colsample_bytree': 0.9355908221140724, 'gamma': 4.577068089745007e-05, 'reg_alpha': 0.08659047265961972, 'reg_lambda': 1.6732699150184762}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:22,854] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.23126160164245768, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.88481164819766, 'colsample_bytree': 0.9369952580847681, 'gamma': 0.629619916360381, 'reg_alpha': 0.06355866257051673, 'reg_lambda': 1.6840246229374933}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:23,195] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.2433783409504494, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8875155356522826, 'colsample_bytree': 0.9471908027365674, 'gamma': 0.6442445571602323, 'reg_alpha': 0.08737106530493072, 'reg_lambda': 1.6932388971403942}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:23,535] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.22854230950027637, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9009142933580859, 'colsample_bytree': 0.9374361214238955, 'gamma': 0.007784244579300381, 'reg_alpha': 0.06298203692381425, 'reg_lambda': 1.8194511623325642}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:23,771] Trial 190 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.21933094599934952, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8935869278074144, 'colsample_bytree': 0.9346279112592958, 'gamma': 0.2156801933570215, 'reg_alpha': 0.10561852477463474, 'reg_lambda': 1.6438089718656108}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:24,183] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.18966060484143585, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8782617811155119, 'colsample_bytree': 0.9249241661734108, 'gamma': 0.3535116172781274, 'reg_alpha': 0.020980887478773812, 'reg_lambda': 1.5897471472949085}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:24,448] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 245, 'learning_rate': 0.1855481694276015, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8828948264313651, 'colsample_bytree': 0.9281887257741105, 'gamma': 0.4804517522536771, 'reg_alpha': 0.4684502864671641, 'reg_lambda': 1.74457047148961}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:24,777] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.2524405128341404, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8769966653204533, 'colsample_bytree': 0.9237211208561397, 'gamma': 0.37542250763103224, 'reg_alpha': 0.021724381797548053, 'reg_lambda': 1.6711382850685588}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:25,097] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.011850101433661511, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8905758249757537, 'colsample_bytree': 0.9030761577025262, 'gamma': 0.18659754622376595, 'reg_alpha': 0.016524351858777472, 'reg_lambda': 1.6220294135465316}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:25,558] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.21227547209429976, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9034773328318696, 'colsample_bytree': 0.9394795402590777, 'gamma': 0.2652734323313388, 'reg_alpha': 0.06375474582048377, 'reg_lambda': 1.4492525324588073}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:25,799] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.22936161870057004, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9114056403132899, 'colsample_bytree': 0.8845506635177393, 'gamma': 0.2848804379609588, 'reg_alpha': 0.06591789813100249, 'reg_lambda': 0.6496081563383007}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,133] Trial 197 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.23335035498724738, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9124736802567086, 'colsample_bytree': 0.951714639238954, 'gamma': 0.6259730007413349, 'reg_alpha': 0.03582183385531943, 'reg_lambda': 0.5400255904046662}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,363] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.28688005113354986, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.907117474022458, 'colsample_bytree': 0.9415157221238556, 'gamma': 0.427553785431697, 'reg_alpha': 0.07494027575613363, 'reg_lambda': 0.7613879219386404}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,676] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.26635969589786973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.934144262993842, 'colsample_bytree': 0.9129884607911188, 'gamma': 0.2831427910043006, 'reg_alpha': 0.05866601110247285, 'reg_lambda': 0.7587807936565252}. Best is trial 119 with value: 0.7916666666666666.
[I 2025-11-03 19:55:26,681] A new study created in memory with name: no-name-6453943c-7031-4e4c-a38e-d6eb345e63e6
[I 2025-11-03 19:55:27,042] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.014087622631903317, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9036389633498292, 'colsample_bytree': 0.9285839229403885, 'gamma': 1.435993599818095, 'reg_alpha': 0.6933969060891645, 'reg_lambda': 0.7571656982272924}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:55:27,112] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.12918773700468308, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8136485124937467, 'colsample_bytree': 0.7934809314858311, 'gamma': 1.2730828139915795, 'reg_alpha': 0.6412622919779436, 'reg_lambda': 1.7704199962096887}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:55:27,386] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.1434769507907899, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.9238343104829767, 'colsample_bytree': 0.8848593569313046, 'gamma': 2.367068396201481, 'reg_alpha': 0.03790470647891497, 'reg_lambda': 1.956801185301386}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:55:27,546] Trial 3 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.12369265562592527, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9324981919015072, 'colsample_bytree': 0.6328411116168909, 'gamma': 4.0547756296285495, 'reg_alpha': 0.08678476318090844, 'reg_lambda': 2.25426879455889}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:27,764] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 219, 'learning_rate': 0.04603218734000052, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8099861963653469, 'colsample_bytree': 0.6975805673297734, 'gamma': 0.6028842243088417, 'reg_alpha': 0.8971542858486077, 'reg_lambda': 1.941617014154415}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:27,997] Trial 5 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 167, 'learning_rate': 0.2047191658845456, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9654533438622479, 'colsample_bytree': 0.7437112434323061, 'gamma': 2.170234571096679, 'reg_alpha': 0.12838051297928466, 'reg_lambda': 0.881830936208152}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,166] Trial 6 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 91, 'learning_rate': 0.1893572012229154, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7595954620233729, 'colsample_bytree': 0.8590031426011389, 'gamma': 4.1876721794350775, 'reg_alpha': 0.5707774743268945, 'reg_lambda': 2.3533236099192005}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,529] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.021872106967542406, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8571801757987683, 'colsample_bytree': 0.9602939124500571, 'gamma': 3.679597242553378, 'reg_alpha': 0.49726658032976234, 'reg_lambda': 1.2880576482750508}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,691] Trial 8 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 118, 'learning_rate': 0.07880395420501496, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9143655793633257, 'colsample_bytree': 0.8804837422883167, 'gamma': 0.6815513526028005, 'reg_alpha': 0.7658037869397368, 'reg_lambda': 2.8056960580361}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:28,912] Trial 9 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 67, 'learning_rate': 0.010839109445505124, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7578338622651756, 'colsample_bytree': 0.8139781156709914, 'gamma': 0.8215792827531765, 'reg_alpha': 0.13115028309250343, 'reg_lambda': 1.5090433228609927}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,155] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.04398070224788634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6485766772698318, 'colsample_bytree': 0.6027636425711017, 'gamma': 4.979584063336592, 'reg_alpha': 0.32158355904367153, 'reg_lambda': 2.662860453582638}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,418] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.08588921404129027, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.996464675419, 'colsample_bytree': 0.641529330298461, 'gamma': 3.3688915182046184, 'reg_alpha': 0.990149000247513, 'reg_lambda': 2.9101346047569194}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,712] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.07810690091171044, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9037314599052126, 'colsample_bytree': 0.7030851159296818, 'gamma': 0.029762011363546725, 'reg_alpha': 0.3334064779583371, 'reg_lambda': 2.374192874732593}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:29,914] Trial 13 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 22, 'learning_rate': 0.09082827291599287, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9418347898002113, 'colsample_bytree': 0.9908768163612285, 'gamma': 3.029690600908987, 'reg_alpha': 0.7888916111817973, 'reg_lambda': 2.392414029318065}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,104] Trial 14 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.028770083592828597, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.863462606908708, 'colsample_bytree': 0.8827549510145073, 'gamma': 4.970264307957917, 'reg_alpha': 0.4195858392774183, 'reg_lambda': 2.8597953453874956}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,390] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.25476114476297584, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.62561758099194, 'colsample_bytree': 0.8254519046484111, 'gamma': 4.109760131518319, 'reg_alpha': 0.7994761725869425, 'reg_lambda': 2.2168501504818474}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,604] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 107, 'learning_rate': 0.06224156039558754, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.991660812824335, 'colsample_bytree': 0.7534183332736912, 'gamma': 1.7914945084396336, 'reg_alpha': 0.25418843564618415, 'reg_lambda': 2.6490342902139115}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:30,893] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 188, 'learning_rate': 0.05849084099203755, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9955871135621166, 'colsample_bytree': 0.7544497727105327, 'gamma': 1.912320650527648, 'reg_alpha': 0.2828657689411972, 'reg_lambda': 2.5949415614733473}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,103] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.03222318129877517, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7020784566453315, 'colsample_bytree': 0.6688400901522265, 'gamma': 2.804638295881962, 'reg_alpha': 0.1784531800735345, 'reg_lambda': 2.1175126634222394}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,293] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.12608563134203254, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8615789310945106, 'colsample_bytree': 0.6084793753450745, 'gamma': 1.7446478571600457, 'reg_alpha': 0.016009492779433976, 'reg_lambda': 2.555538295194188}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,470] Trial 20 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.059990044161261545, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9613933483708869, 'colsample_bytree': 0.7523008956365836, 'gamma': 4.341509207012083, 'reg_alpha': 0.21158357261265592, 'reg_lambda': 1.5682456359327666}. Best is trial 3 with value: 0.7321428571428571.
[I 2025-11-03 19:55:31,647] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.12507101560126546, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8741621388131471, 'colsample_bytree': 0.6133131648247612, 'gamma': 1.668939651812333, 'reg_alpha': 0.005161830653788269, 'reg_lambda': 2.5760087668229814}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:31,831] Trial 22 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 56, 'learning_rate': 0.29810823926103974, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8786368907485076, 'colsample_bytree': 0.6496500597413148, 'gamma': 2.6275526785944225, 'reg_alpha': 0.06348105219026001, 'reg_lambda': 2.626879413981439}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:31,903] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.10871245045544628, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9588572495687402, 'colsample_bytree': 0.6944887237739408, 'gamma': 1.374372126339619, 'reg_alpha': 0.22951343600130766, 'reg_lambda': 2.129055881390662}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,275] Trial 24 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 135, 'learning_rate': 0.17240038927951953, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8271541544776502, 'colsample_bytree': 0.643324624290258, 'gamma': 2.136158276844114, 'reg_alpha': 0.11930297183519684, 'reg_lambda': 2.494686785882377}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,468] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 37, 'learning_rate': 0.09645794016097496, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9922807387994892, 'colsample_bytree': 0.7254395123210972, 'gamma': 3.206257901609384, 'reg_alpha': 0.4021443708769762, 'reg_lambda': 2.9953424872192915}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,688] Trial 26 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 65, 'learning_rate': 0.061801510549847324, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9291679022766194, 'colsample_bytree': 0.6211921592159253, 'gamma': 1.0496715779529875, 'reg_alpha': 0.09569019903138931, 'reg_lambda': 2.72657987295023}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,802] Trial 27 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 79, 'learning_rate': 0.1673670801039703, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7650815406189759, 'colsample_bytree': 0.668762690953212, 'gamma': 1.811822994680036, 'reg_alpha': 0.00376809134161106, 'reg_lambda': 2.2421207028716124}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:32,967] Trial 28 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 102, 'learning_rate': 0.039542812350082106, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.889708914633364, 'colsample_bytree': 0.7873062857976464, 'gamma': 0.32166567960136794, 'reg_alpha': 0.1802632736198464, 'reg_lambda': 1.9297911074797358}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,158] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.022347750317747037, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8450408299180039, 'colsample_bytree': 0.6872903467927506, 'gamma': 3.8344607800789254, 'reg_alpha': 0.27473112253166077, 'reg_lambda': 0.6511978899856516}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,347] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 132, 'learning_rate': 0.1157734785375657, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.942176694289083, 'colsample_bytree': 0.6339914812610549, 'gamma': 1.6336838510953866, 'reg_alpha': 0.40889786947786466, 'reg_lambda': 1.026952609484674}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,595] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 44, 'learning_rate': 0.14145179795584847, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8894694386829158, 'colsample_bytree': 0.6137429216292412, 'gamma': 1.543563977500579, 'reg_alpha': 0.005333051324262632, 'reg_lambda': 2.5299499124537213}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:33,751] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 57, 'learning_rate': 0.06985566718320432, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7867979208357643, 'colsample_bytree': 0.6632145607981446, 'gamma': 1.974819979159861, 'reg_alpha': 0.06905201255625477, 'reg_lambda': 2.7501781796698115}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,014] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.07888179054140008, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7807450125008565, 'colsample_bytree': 0.7215062680402793, 'gamma': 2.474380430523952, 'reg_alpha': 0.07155447971372615, 'reg_lambda': 2.7008568305230236}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,167] Trial 34 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.06502817846075631, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7208270745470126, 'colsample_bytree': 0.6653774444758876, 'gamma': 2.1036259519577882, 'reg_alpha': 0.15763406118061782, 'reg_lambda': 2.9947069093359024}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,449] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.10992794180737157, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7910904314473033, 'colsample_bytree': 0.663948166362016, 'gamma': 1.153103140477394, 'reg_alpha': 0.06183055393317151, 'reg_lambda': 1.7958234158780484}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,715] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.10410229814021195, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8199891451315348, 'colsample_bytree': 0.6745595588162707, 'gamma': 1.1375124629206832, 'reg_alpha': 0.06838780343233589, 'reg_lambda': 1.8756265616819499}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:34,967] Trial 37 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 87, 'learning_rate': 0.15245436692394454, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7962383331197164, 'colsample_bytree': 0.6745606708554015, 'gamma': 1.124628072959667, 'reg_alpha': 0.06828269009276336, 'reg_lambda': 1.7422685300219838}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,144] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.21085498804501024, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8273759248486581, 'colsample_bytree': 0.78229918002667, 'gamma': 0.9567555960770038, 'reg_alpha': 0.6275891941336096, 'reg_lambda': 1.4496491386661274}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,413] Trial 39 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 75, 'learning_rate': 0.15039663943718987, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7121177374082169, 'colsample_bytree': 0.7226589726797263, 'gamma': 1.2273372611904314, 'reg_alpha': 0.10454401765410182, 'reg_lambda': 1.1989722179866693}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,589] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 34, 'learning_rate': 0.20054981321643742, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7377117864665986, 'colsample_bytree': 0.6888912334640054, 'gamma': 0.516220266093765, 'reg_alpha': 0.17453590360033724, 'reg_lambda': 1.6904899921735104}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,811] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.10705751527392504, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7919608087928319, 'colsample_bytree': 0.660974853523878, 'gamma': 1.196910457005866, 'reg_alpha': 0.05330036222429078, 'reg_lambda': 1.7967877966817978}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:35,991] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 85, 'learning_rate': 0.09985701115170671, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8082693691239038, 'colsample_bytree': 0.6243175972310632, 'gamma': 1.498503928920126, 'reg_alpha': 0.051918692153301985, 'reg_lambda': 1.8553383813619588}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,215] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.10247851682160602, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8160852937415219, 'colsample_bytree': 0.6231947176044478, 'gamma': 1.468363782955426, 'reg_alpha': 0.03800033234895543, 'reg_lambda': 1.9680417765287146}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,415] Trial 44 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 48, 'learning_rate': 0.04973928266913364, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8420406163488, 'colsample_bytree': 0.6488323031500951, 'gamma': 2.299802929542887, 'reg_alpha': 0.13248220613534237, 'reg_lambda': 1.8698250711592768}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,596] Trial 45 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 86, 'learning_rate': 0.07244581702504954, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7741440322090192, 'colsample_bytree': 0.9210254215732256, 'gamma': 0.8915896632598317, 'reg_alpha': 0.0470593270453633, 'reg_lambda': 2.0549859183684247}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,741] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.13400024072214367, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7499936227168799, 'colsample_bytree': 0.6008491234202263, 'gamma': 1.9891565357988392, 'reg_alpha': 0.20506449815296285, 'reg_lambda': 1.6312298631739313}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:36,892] Trial 47 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.0908303677696866, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8124460752951846, 'colsample_bytree': 0.7093257840965562, 'gamma': 1.373501069421145, 'reg_alpha': 0.13937136923526794, 'reg_lambda': 1.4423829420375534}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,189] Trial 48 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 94, 'learning_rate': 0.07147118354774339, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6871161306738135, 'colsample_bytree': 0.6304540403670235, 'gamma': 0.6893105769438799, 'reg_alpha': 0.09697104354481795, 'reg_lambda': 1.3005141254601524}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,367] Trial 49 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.08509035613924906, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8008745199695328, 'colsample_bytree': 0.6524698737725293, 'gamma': 0.45886192490808153, 'reg_alpha': 0.33577450433786477, 'reg_lambda': 2.309518108197882}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,570] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.12223492966820222, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8459112289690789, 'colsample_bytree': 0.8495061269755685, 'gamma': 1.5672337204767286, 'reg_alpha': 0.005278656449319394, 'reg_lambda': 2.419068724719692}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 19:55:37,730] Trial 51 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 90, 'learning_rate': 0.15599214018768842, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7873470564599848, 'colsample_bytree': 0.6815075832991315, 'gamma': 1.1984510855189716, 'reg_alpha': 0.06019231366037453, 'reg_lambda': 1.7750082653730022}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:37,959] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.09929129852333873, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7814338126898339, 'colsample_bytree': 0.6810674247771711, 'gamma': 0.8050233872516794, 'reg_alpha': 0.031771351502156334, 'reg_lambda': 1.8083573701838662}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,145] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.23141357378368232, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.745887433565858, 'colsample_bytree': 0.6289177582355979, 'gamma': 1.3258269538178853, 'reg_alpha': 0.5175257219836721, 'reg_lambda': 1.983972489068066}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,330] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.16391763300853757, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8282315422362563, 'colsample_bytree': 0.6562963133808422, 'gamma': 1.692089800323989, 'reg_alpha': 0.09545290344197276, 'reg_lambda': 1.6265166926795287}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,699] Trial 55 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.0517774899979557, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8751213211701482, 'colsample_bytree': 0.708031057053244, 'gamma': 2.0306031299709053, 'reg_alpha': 0.14740944497661027, 'reg_lambda': 2.1061296217688676}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:38,871] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 60, 'learning_rate': 0.11919677415080548, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.730067682637588, 'colsample_bytree': 0.6124831277047462, 'gamma': 0.22566468239416726, 'reg_alpha': 0.047912784300398886, 'reg_lambda': 2.798521489887604}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,011] Trial 57 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 30, 'learning_rate': 0.18635547666432664, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7636964657635952, 'colsample_bytree': 0.7706253756000075, 'gamma': 2.3148318808212327, 'reg_alpha': 0.9913712215289285, 'reg_lambda': 1.8750598403906062}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,228] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 112, 'learning_rate': 0.13195421943359553, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7993200632818641, 'colsample_bytree': 0.7354629508308953, 'gamma': 1.8430552749917521, 'reg_alpha': 0.23878427283280867, 'reg_lambda': 1.4904482203704714}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,382] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 53, 'learning_rate': 0.0845282454470535, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8177713475872938, 'colsample_bytree': 0.6000108152328638, 'gamma': 1.0852947148440886, 'reg_alpha': 0.11052573019003083, 'reg_lambda': 2.1841341245529042}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,759] Trial 60 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.10246284477463725, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8380408975136056, 'colsample_bytree': 0.6382809933380882, 'gamma': 0.7117248735167969, 'reg_alpha': 0.2005754197945647, 'reg_lambda': 1.3101441779739682}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:39,929] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.15185354541044088, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7929347081555854, 'colsample_bytree': 0.6776893902820851, 'gamma': 1.268473872137989, 'reg_alpha': 0.07219162623997231, 'reg_lambda': 1.7405733719330918}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,195] Trial 62 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 93, 'learning_rate': 0.14386953263782493, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7823780976642796, 'colsample_bytree': 0.6781797328844321, 'gamma': 1.3009563531069062, 'reg_alpha': 0.03394312030286015, 'reg_lambda': 1.7393839728015814}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,462] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.18156085612922102, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7749955942114428, 'colsample_bytree': 0.7019169246460003, 'gamma': 1.490845907179465, 'reg_alpha': 0.01958032392322289, 'reg_lambda': 2.0355505042622917}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,653] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.11272558122690403, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7562201865625615, 'colsample_bytree': 0.6598229503042672, 'gamma': 0.93107269739476, 'reg_alpha': 0.8696823663538302, 'reg_lambda': 1.6658691310544311}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:40,881] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 67, 'learning_rate': 0.012092283575318875, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8065629352449715, 'colsample_bytree': 0.6429376107741573, 'gamma': 1.7089409350694487, 'reg_alpha': 0.0360432971874743, 'reg_lambda': 1.842877555291214}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,108] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 109, 'learning_rate': 0.07231549516505094, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8652623670998781, 'colsample_bytree': 0.6822610799372216, 'gamma': 1.9301132871756148, 'reg_alpha': 0.12998886341788418, 'reg_lambda': 1.5743284210076467}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,311] Trial 67 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 79, 'learning_rate': 0.09242593937193805, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7876781971877469, 'colsample_bytree': 0.6180404603422156, 'gamma': 2.6234890731195186, 'reg_alpha': 0.697776444189771, 'reg_lambda': 1.391562299798652}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,477] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 72, 'learning_rate': 0.0943349501929855, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6747612593207508, 'colsample_bytree': 0.6201744155773206, 'gamma': 2.7282354926090977, 'reg_alpha': 0.6832325722234213, 'reg_lambda': 0.991898034866494}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,638] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 79, 'learning_rate': 0.13772587243342274, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7717935618357893, 'colsample_bytree': 0.6388637729959836, 'gamma': 2.5241109970728344, 'reg_alpha': 0.7466134158795735, 'reg_lambda': 1.1229047953022349}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:41,834] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.2782759116555067, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9150974423812157, 'colsample_bytree': 0.6234556325143188, 'gamma': 2.9912725793643444, 'reg_alpha': 0.5771263376428075, 'reg_lambda': 1.3728197766373944}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,002] Trial 71 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 105, 'learning_rate': 0.07972336076570398, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7898970659153375, 'colsample_bytree': 0.656451717506875, 'gamma': 2.234179733959198, 'reg_alpha': 0.9186348196870432, 'reg_lambda': 1.9312953602518563}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,224] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.06752681705589529, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7861810132791115, 'colsample_bytree': 0.6942866957940959, 'gamma': 1.379582184300696, 'reg_alpha': 0.08196765015903307, 'reg_lambda': 1.5460951823494191}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,556] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.12443922966749563, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8221713267184104, 'colsample_bytree': 0.6665503487120902, 'gamma': 1.595178907383404, 'reg_alpha': 0.0009717440828477947, 'reg_lambda': 0.8348951035957202}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:42,760] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.10510108396971155, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8543452832204373, 'colsample_bytree': 0.6104064323258117, 'gamma': 1.0484247150917778, 'reg_alpha': 0.493570763139823, 'reg_lambda': 1.728200743254078}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,113] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.057494123150341865, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8072818775141904, 'colsample_bytree': 0.6484999920609144, 'gamma': 2.4446107634658487, 'reg_alpha': 0.1743643284717182, 'reg_lambda': 2.9013352169388664}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,259] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 50, 'learning_rate': 0.09256414655231703, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8347877449651603, 'colsample_bytree': 0.673249379353438, 'gamma': 3.47223566253124, 'reg_alpha': 0.058217475442076665, 'reg_lambda': 1.8953207025821384}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,487] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.15695738317939117, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7639400770356312, 'colsample_bytree': 0.7166457479702913, 'gamma': 1.2533833119104847, 'reg_alpha': 0.0880614495009859, 'reg_lambda': 2.7456983616758364}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,647] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.22620131861329898, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7465564981516983, 'colsample_bytree': 0.6323458109369445, 'gamma': 2.1214584997885, 'reg_alpha': 0.030696017747383394, 'reg_lambda': 2.4584298801603266}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,751] Trial 79 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.11491800735646512, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8086651092077217, 'colsample_bytree': 0.6142681436719872, 'gamma': 1.8415100908600084, 'reg_alpha': 0.11284692351092075, 'reg_lambda': 1.1909108415607423}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:43,907] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 92, 'learning_rate': 0.1402616142341804, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.73551583472608, 'colsample_bytree': 0.6886957847241337, 'gamma': 2.9399812412508988, 'reg_alpha': 0.055425337011019926, 'reg_lambda': 1.377006575763566}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,122] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.17708921493947133, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7872216637609301, 'colsample_bytree': 0.6748708869768529, 'gamma': 1.1951173557390562, 'reg_alpha': 0.07187222470635542, 'reg_lambda': 1.6922788931336243}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,358] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.1455300471259026, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7997005094059535, 'colsample_bytree': 0.6607363050024243, 'gamma': 1.4446129285668545, 'reg_alpha': 0.025180499125331192, 'reg_lambda': 1.7958294847410954}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,596] Trial 83 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.12913914064701845, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7740619117454935, 'colsample_bytree': 0.6466430277434799, 'gamma': 1.014492053604711, 'reg_alpha': 0.08128262102498643, 'reg_lambda': 1.764393149803455}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,822] Trial 84 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.08341773320745922, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7911198115844575, 'colsample_bytree': 0.6775455812630189, 'gamma': 0.8386020714783746, 'reg_alpha': 0.15040223764974534, 'reg_lambda': 2.031985158840815}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:44,997] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.09978466942706006, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.81786797872915, 'colsample_bytree': 0.6983249893748135, 'gamma': 1.319627616671428, 'reg_alpha': 0.003167154391448136, 'reg_lambda': 1.5530372831995436}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,222] Trial 86 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 56, 'learning_rate': 0.16452834672037267, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7533835029094095, 'colsample_bytree': 0.7352788228324629, 'gamma': 1.700419910926282, 'reg_alpha': 0.12779247078831343, 'reg_lambda': 2.311202085117875}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,465] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.041281424975409924, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8532236748418947, 'colsample_bytree': 0.6285430501325089, 'gamma': 1.2150486825984546, 'reg_alpha': 0.06655855357220458, 'reg_lambda': 2.5768236171216903}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,674] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.15138764017370182, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8316616176366343, 'colsample_bytree': 0.9047069699470859, 'gamma': 1.5257752390400785, 'reg_alpha': 0.730396448149984, 'reg_lambda': 1.6253796216951213}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:45,849] Trial 89 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 87, 'learning_rate': 0.017142854891501417, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7790399258936344, 'colsample_bytree': 0.6383968565392829, 'gamma': 4.736128043759689, 'reg_alpha': 0.362533528003814, 'reg_lambda': 1.8308309449159226}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,022] Trial 90 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 119, 'learning_rate': 0.19936127658112335, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7666388858877198, 'colsample_bytree': 0.8235996243605104, 'gamma': 0.5421754578357699, 'reg_alpha': 0.46479329376901635, 'reg_lambda': 2.000215162718131}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,272] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 92, 'learning_rate': 0.1120561005832526, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7994947469172325, 'colsample_bytree': 0.6623703535671468, 'gamma': 1.4682129627683815, 'reg_alpha': 0.023763129539659093, 'reg_lambda': 1.7497327156184435}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,441] Trial 92 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 111, 'learning_rate': 0.14321515939763027, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6001281606227368, 'colsample_bytree': 0.6853422795089216, 'gamma': 1.3193539654903585, 'reg_alpha': 0.043204038849687744, 'reg_lambda': 1.812204640228503}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,697] Trial 93 finished with value: 0.755952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.12588944396468105, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8000964151665693, 'colsample_bytree': 0.9925250203164092, 'gamma': 1.113172048173278, 'reg_alpha': 0.11382544818891305, 'reg_lambda': 1.9194130688538156}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:46,839] Trial 94 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 69, 'learning_rate': 0.1241224433246877, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8927483633751407, 'colsample_bytree': 0.8947855488458099, 'gamma': 0.780570238968586, 'reg_alpha': 0.15663289334869923, 'reg_lambda': 2.1558751253509727}. Best is trial 51 with value: 0.7678571428571429.
[I 2025-11-03 19:55:47,057] Trial 95 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 81, 'learning_rate': 0.08927830540288552, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7924980385188959, 'colsample_bytree': 0.8602698214445113, 'gamma': 1.1080440313154039, 'reg_alpha': 0.11589267079017834, 'reg_lambda': 1.9266282192523305}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,278] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.09019490045219584, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8104680402211917, 'colsample_bytree': 0.9370120317433597, 'gamma': 1.1025679826608368, 'reg_alpha': 0.11168372407232374, 'reg_lambda': 1.9321867372444772}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,444] Trial 97 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 74, 'learning_rate': 0.10616131454494852, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7826925225336681, 'colsample_bytree': 0.9992654146222023, 'gamma': 0.9389099813066561, 'reg_alpha': 0.10445305982126815, 'reg_lambda': 1.8681736909855495}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,671] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.07418654319864895, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8205205478389954, 'colsample_bytree': 0.971739549807948, 'gamma': 1.179659930514034, 'reg_alpha': 0.2727093240418158, 'reg_lambda': 2.8342771856294635}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:47,920] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.0655308610997114, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8038451338498861, 'colsample_bytree': 0.8014216630911556, 'gamma': 0.9950903718702964, 'reg_alpha': 0.8158410058892678, 'reg_lambda': 2.084192455055522}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,085] Trial 100 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 60, 'learning_rate': 0.08852277884875223, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7564470389430745, 'colsample_bytree': 0.765960679737299, 'gamma': 0.6529892280876601, 'reg_alpha': 0.18588531373293407, 'reg_lambda': 2.650074723914618}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,290] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 79, 'learning_rate': 0.09830406093589522, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7948648689642259, 'colsample_bytree': 0.8762301867476474, 'gamma': 1.588696578921358, 'reg_alpha': 0.08528655087160271, 'reg_lambda': 1.7007870878726072}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,509] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 78, 'learning_rate': 0.09687877352203235, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.795317459905172, 'colsample_bytree': 0.8516600795910446, 'gamma': 1.6323315968127559, 'reg_alpha': 0.05238958394282017, 'reg_lambda': 1.6969036323173505}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,661] Trial 103 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.09808912738951953, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.7663465853341789, 'colsample_bytree': 0.8533917240695653, 'gamma': 1.6056288916324193, 'reg_alpha': 0.041635120098073984, 'reg_lambda': 1.6834476001114198}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:48,821] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.08436499049824867, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.78296084020285, 'colsample_bytree': 0.8710144824423648, 'gamma': 1.7934163999900985, 'reg_alpha': 0.09258859261985863, 'reg_lambda': 1.470851590363998}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,031] Trial 105 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.07907077391957969, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.825349260988587, 'colsample_bytree': 0.839877462264186, 'gamma': 1.958836432201375, 'reg_alpha': 0.12984908649392596, 'reg_lambda': 1.905843275248116}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,188] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.11849413391358445, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8132430376133368, 'colsample_bytree': 0.9441171235646562, 'gamma': 1.4145373302831294, 'reg_alpha': 0.024025809135803065, 'reg_lambda': 1.6160140214955203}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,456] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.09421512157622242, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.975031777381153, 'colsample_bytree': 0.8695079646839723, 'gamma': 2.055056833773884, 'reg_alpha': 0.08251892930918284, 'reg_lambda': 1.9549811002808761}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,676] Trial 108 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 74, 'learning_rate': 0.0686202063382197, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7975570373366778, 'colsample_bytree': 0.8067823640260056, 'gamma': 1.6481957284608417, 'reg_alpha': 0.05947719809867966, 'reg_lambda': 1.520593356796557}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:49,820] Trial 109 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.0548746917228606, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7721434568924378, 'colsample_bytree': 0.8471925916398778, 'gamma': 1.6780062369981565, 'reg_alpha': 0.6214366664435826, 'reg_lambda': 1.3692756448681533}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,035] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.06734833644306194, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7955202320844648, 'colsample_bytree': 0.8340685185985721, 'gamma': 2.619977468330848, 'reg_alpha': 0.2226346189135004, 'reg_lambda': 1.4188803732659574}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,263] Trial 111 finished with value: 0.755952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.0749858175778, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8030524468423138, 'colsample_bytree': 0.7960515661021187, 'gamma': 1.5649429094393132, 'reg_alpha': 0.05985426482483662, 'reg_lambda': 1.5206500938187508}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,487] Trial 112 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 73, 'learning_rate': 0.06261986815655604, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8026927889699127, 'colsample_bytree': 0.8061787515643478, 'gamma': 1.7744011149353147, 'reg_alpha': 0.04957889549163112, 'reg_lambda': 1.5092473784940512}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,632] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.07532523510987504, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7818897669642607, 'colsample_bytree': 0.8614391377179749, 'gamma': 1.8881198866874667, 'reg_alpha': 0.017912894921455945, 'reg_lambda': 1.5207313376067608}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,778] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.08063312516486429, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7931979999505747, 'colsample_bytree': 0.8197321875589203, 'gamma': 1.567621784759792, 'reg_alpha': 0.11742219243113425, 'reg_lambda': 1.7051672950633978}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:50,952] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.13122198397194895, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8127901079820267, 'colsample_bytree': 0.7888807645501374, 'gamma': 1.6375332955006028, 'reg_alpha': 0.09503109778160071, 'reg_lambda': 1.2462295199379168}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,248] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.06800108203722224, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7762596610507935, 'colsample_bytree': 0.9132747767131525, 'gamma': 1.4420077963114222, 'reg_alpha': 0.06545018080041201, 'reg_lambda': 1.5936693959859796}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,430] Trial 117 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.08754463036782789, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7429766989970803, 'colsample_bytree': 0.9767902376961491, 'gamma': 2.2592713122424106, 'reg_alpha': 0.16211366957305648, 'reg_lambda': 1.6367318329830443}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,615] Trial 118 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 60, 'learning_rate': 0.05922437738917475, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8442957236659713, 'colsample_bytree': 0.8775766502144313, 'gamma': 1.524608550739191, 'reg_alpha': 0.04677049501963532, 'reg_lambda': 1.429177082633252}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:51,788] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 61, 'learning_rate': 0.0530375199222791, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8703920464908437, 'colsample_bytree': 0.8776387234111032, 'gamma': 1.3677410490074897, 'reg_alpha': 0.0034577793056446704, 'reg_lambda': 1.4227769042732081}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,109] Trial 120 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 69, 'learning_rate': 0.11246720082248154, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8836734934619772, 'colsample_bytree': 0.8841670595667075, 'gamma': 1.5418431246128717, 'reg_alpha': 0.03898604730731259, 'reg_lambda': 1.7654645425181141}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,249] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.11242103681177414, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8815733008733879, 'colsample_bytree': 0.8904989219427594, 'gamma': 1.280149157740459, 'reg_alpha': 0.03765878250138036, 'reg_lambda': 1.760949166730751}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,526] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.04769050759452612, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9004803294730366, 'colsample_bytree': 0.8995294493043103, 'gamma': 1.5167879289372157, 'reg_alpha': 0.07952833535699749, 'reg_lambda': 2.7498123994200614}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,720] Trial 123 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.09847871787460122, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8426797818982662, 'colsample_bytree': 0.8804841873914105, 'gamma': 1.7478720891468558, 'reg_alpha': 0.024888799600882153, 'reg_lambda': 1.66447682760191}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:52,981] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.05888787834046423, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8605394388651089, 'colsample_bytree': 0.8566039019522246, 'gamma': 1.5321382081514325, 'reg_alpha': 0.14004825697356904, 'reg_lambda': 1.3114687951477433}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,159] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.10624722642747152, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8295102834000052, 'colsample_bytree': 0.8666176151293358, 'gamma': 1.900690039322996, 'reg_alpha': 0.04805996243150753, 'reg_lambda': 1.8430030008437384}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,362] Trial 126 finished with value: 0.744047619047619 and parameters: {'n_estimators': 43, 'learning_rate': 0.12261679062034644, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8503263659273338, 'colsample_bytree': 0.8858436033621641, 'gamma': 1.094235164569169, 'reg_alpha': 0.09008173793179086, 'reg_lambda': 0.5683285465590457}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,542] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.1362350842632024, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9125766848093068, 'colsample_bytree': 0.8394104228404499, 'gamma': 3.132275366998367, 'reg_alpha': 0.11432339875629638, 'reg_lambda': 1.5577095651154877}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,763] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 65, 'learning_rate': 0.0762687659319773, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8779363405485225, 'colsample_bytree': 0.9138292411631602, 'gamma': 2.8655819771435502, 'reg_alpha': 0.0005575774215053134, 'reg_lambda': 2.9303408914440467}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:53,962] Trial 129 finished with value: 0.7023809523809522 and parameters: {'n_estimators': 78, 'learning_rate': 0.09403436518704077, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7883833584287132, 'colsample_bytree': 0.6224604594389976, 'gamma': 2.1778921486527265, 'reg_alpha': 0.6737481659167672, 'reg_lambda': 1.7292350930648297}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:54,310] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.1644104158100523, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8873473470408815, 'colsample_bytree': 0.6080543252574456, 'gamma': 2.407386275771734, 'reg_alpha': 0.060262526065525554, 'reg_lambda': 1.7870698420893576}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:54,483] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.0691900454187706, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7982091743933215, 'colsample_bytree': 0.7771676645626222, 'gamma': 1.6549839403930706, 'reg_alpha': 0.06275107972259733, 'reg_lambda': 1.5062787144455214}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:54,868] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.06336056070432937, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.806264947353149, 'colsample_bytree': 0.814956460368688, 'gamma': 1.3789731304199107, 'reg_alpha': 0.02721465412973892, 'reg_lambda': 1.4044707298454973}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,072] Trial 133 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 73, 'learning_rate': 0.11701412784333402, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8376183428186057, 'colsample_bytree': 0.8299749021260987, 'gamma': 1.7998077826161016, 'reg_alpha': 0.04425968014458451, 'reg_lambda': 1.5793565289738138}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,233] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.11909668202182723, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8211097841955995, 'colsample_bytree': 0.8321704096990644, 'gamma': 2.0262484011249033, 'reg_alpha': 0.09975057411919844, 'reg_lambda': 1.6818461204252377}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,431] Trial 135 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 53, 'learning_rate': 0.10697108325402932, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8687660806980243, 'colsample_bytree': 0.8628618511562027, 'gamma': 1.7964485049965844, 'reg_alpha': 0.04262624050749492, 'reg_lambda': 1.5918086786154688}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,596] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.03534825952688699, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8379244674752234, 'colsample_bytree': 0.881464979962796, 'gamma': 1.2410530090443497, 'reg_alpha': 0.07920334667569909, 'reg_lambda': 1.9903730489550993}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:55,754] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.12937633800166448, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7872462364283888, 'colsample_bytree': 0.8505853536221933, 'gamma': 1.4609050809898738, 'reg_alpha': 0.017981496637841488, 'reg_lambda': 1.6424935965353844}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,059] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 66, 'learning_rate': 0.10123062231240183, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7591244660729483, 'colsample_bytree': 0.8742615752531737, 'gamma': 1.5327520580602327, 'reg_alpha': 0.9518887584782655, 'reg_lambda': 1.3473945023585028}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,248] Trial 139 finished with value: 0.761904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.11128782102682029, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8996082364862752, 'colsample_bytree': 0.8300335977223716, 'gamma': 1.3199611705512577, 'reg_alpha': 0.04411754508367863, 'reg_lambda': 1.2319393334906121}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,577] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.13888028714276407, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9041190536502753, 'colsample_bytree': 0.8439683911281195, 'gamma': 1.3419631040158684, 'reg_alpha': 0.046245815302320234, 'reg_lambda': 1.224940096930944}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,772] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.11279607936764488, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8974803577642844, 'colsample_bytree': 0.8274633287485448, 'gamma': 1.1460087297081103, 'reg_alpha': 0.07311485017076849, 'reg_lambda': 1.4554627485180394}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:56,993] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 77, 'learning_rate': 0.09199718753716547, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9374168668593608, 'colsample_bytree': 0.8574352419763303, 'gamma': 1.5837565265641502, 'reg_alpha': 0.01743542360565079, 'reg_lambda': 1.1695884389858482}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:57,188] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.0869920577625799, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8850973609868386, 'colsample_bytree': 0.9524342996105899, 'gamma': 1.7096423902510283, 'reg_alpha': 0.10069674454781602, 'reg_lambda': 2.5086651808099174}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:57,587] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.11810673050786191, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8606376402002236, 'colsample_bytree': 0.8348676512047458, 'gamma': 1.266592463666178, 'reg_alpha': 0.04005029648354261, 'reg_lambda': 1.0191291032452874}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:57,814] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.15130976878852007, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9125437431369187, 'colsample_bytree': 0.7966078997749129, 'gamma': 1.4371229195248514, 'reg_alpha': 0.5431869431070102, 'reg_lambda': 1.1516237152030664}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,154] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.15235556987967747, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9249720569155733, 'colsample_bytree': 0.8131802938630783, 'gamma': 0.8839227735440986, 'reg_alpha': 0.43090259599082453, 'reg_lambda': 1.2736022130390605}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,369] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.17001269743064057, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9140243830632672, 'colsample_bytree': 0.7641875115368599, 'gamma': 1.0235785224793343, 'reg_alpha': 0.8427370900659454, 'reg_lambda': 0.9463896179296698}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,642] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.130757359033227, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9112734487592903, 'colsample_bytree': 0.7971204635994178, 'gamma': 1.4162054985469597, 'reg_alpha': 0.5308781605490984, 'reg_lambda': 1.121355759142841}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:58,837] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.14256527279480036, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.850020865528902, 'colsample_bytree': 0.6055158631992718, 'gamma': 2.61114513062065, 'reg_alpha': 0.5913014423298304, 'reg_lambda': 1.0977735686430194}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,103] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.15882292282350008, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8731200885455245, 'colsample_bytree': 0.8211834311527773, 'gamma': 1.180055852396387, 'reg_alpha': 0.1275972335503825, 'reg_lambda': 1.3367487487467846}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,278] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 90, 'learning_rate': 0.10419939186515005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.771628888337313, 'colsample_bytree': 0.791585974370962, 'gamma': 1.4441692034676574, 'reg_alpha': 0.0009420759845545782, 'reg_lambda': 1.7214736031641542}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,496] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.09608960443171279, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8080740095739466, 'colsample_bytree': 0.6174195172587676, 'gamma': 1.858309896827906, 'reg_alpha': 0.6597633944179794, 'reg_lambda': 1.8632658256823145}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,753] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 140, 'learning_rate': 0.12521847024229515, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7807529194533266, 'colsample_bytree': 0.7417639450930296, 'gamma': 1.600488700234548, 'reg_alpha': 0.739440809429199, 'reg_lambda': 1.7953065429546788}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:55:59,975] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 84, 'learning_rate': 0.11013377297302593, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8923951348498045, 'colsample_bytree': 0.9313560148914751, 'gamma': 1.3353415963569248, 'reg_alpha': 0.6987529201805417, 'reg_lambda': 1.466438493282619}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,156] Trial 155 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.11132733354924026, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9028307666295083, 'colsample_bytree': 0.9180002335960079, 'gamma': 1.2391528087483579, 'reg_alpha': 0.5470886220111688, 'reg_lambda': 1.0865680140739362}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,452] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.11438525889606872, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8947386112330259, 'colsample_bytree': 0.912478904860727, 'gamma': 1.2962432690028605, 'reg_alpha': 0.6213736060228124, 'reg_lambda': 1.1389701413954956}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,658] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.14645976222378573, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.927948054828846, 'colsample_bytree': 0.9218234438183426, 'gamma': 1.1295383348655175, 'reg_alpha': 0.5527415644627536, 'reg_lambda': 1.0840704099433458}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:00,915] Trial 158 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.1101342178014117, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9063954457397556, 'colsample_bytree': 0.9314824902433302, 'gamma': 0.9725720388137559, 'reg_alpha': 0.7218951510078521, 'reg_lambda': 1.4758057741458186}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,073] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.1787640206111918, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9210082217253335, 'colsample_bytree': 0.903141409314165, 'gamma': 1.238886200652003, 'reg_alpha': 0.47186714207843156, 'reg_lambda': 1.2804846930096085}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,302] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 74, 'learning_rate': 0.0823322685185575, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8928291523240013, 'colsample_bytree': 0.9467762854288946, 'gamma': 2.729880153826593, 'reg_alpha': 0.7851961845563871, 'reg_lambda': 0.948538260171827}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,496] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.1238341508311965, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8826954920696757, 'colsample_bytree': 0.9574639637037164, 'gamma': 1.3555621089610157, 'reg_alpha': 0.5285908260215586, 'reg_lambda': 1.0486865608977045}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,672] Trial 162 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 83, 'learning_rate': 0.10390062887447664, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9059189758238351, 'colsample_bytree': 0.63060753733695, 'gamma': 1.4899525919374805, 'reg_alpha': 0.7203114070979437, 'reg_lambda': 1.2263104618118388}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:01,841] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 95, 'learning_rate': 0.13355000822068117, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.91849518501381, 'colsample_bytree': 0.8426117878371737, 'gamma': 1.7084996451753836, 'reg_alpha': 0.3628432561013083, 'reg_lambda': 1.5817271871261274}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,045] Trial 164 finished with value: 0.761904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.11594517889622166, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8884242001237094, 'colsample_bytree': 0.9851494583838847, 'gamma': 1.06309359645445, 'reg_alpha': 0.5548951773298096, 'reg_lambda': 1.4317983132799599}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,197] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.11961137890603879, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8979626861292627, 'colsample_bytree': 0.9840169380013782, 'gamma': 1.0457005577411287, 'reg_alpha': 0.5524934405570111, 'reg_lambda': 1.4565816643725429}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,351] Trial 166 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.10931510538118779, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.945893652445396, 'colsample_bytree': 0.9709920503801284, 'gamma': 0.8074893276259674, 'reg_alpha': 0.49381886365317307, 'reg_lambda': 1.3659283487137721}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,643] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.13851355297180284, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8798560139843489, 'colsample_bytree': 0.9892360185550766, 'gamma': 1.1295073849646635, 'reg_alpha': 0.6446221412520705, 'reg_lambda': 1.407537885004621}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:02,913] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.12656055412479852, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8897362052022223, 'colsample_bytree': 0.8900599564044432, 'gamma': 1.2951126051698392, 'reg_alpha': 0.5246896631753548, 'reg_lambda': 2.681033143447645}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,210] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 65, 'learning_rate': 0.11620603272542637, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8662744170153935, 'colsample_bytree': 0.9984884468673187, 'gamma': 1.370806036517121, 'reg_alpha': 0.5610712087841452, 'reg_lambda': 1.5485114562012032}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,378] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.0904518066559143, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9057455597912037, 'colsample_bytree': 0.9675437532367337, 'gamma': 1.1887767304573766, 'reg_alpha': 0.7007085799345294, 'reg_lambda': 1.4942409232244527}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,646] Trial 171 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 89, 'learning_rate': 0.07443249867387258, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7909349370969947, 'colsample_bytree': 0.6001421549793312, 'gamma': 0.9294196657503988, 'reg_alpha': 0.5720795749799854, 'reg_lambda': 1.9225226605830146}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:03,833] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 85, 'learning_rate': 0.09909657577168553, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8149258738140813, 'colsample_bytree': 0.9792849859366436, 'gamma': 1.4851684721092284, 'reg_alpha': 0.6009238488902909, 'reg_lambda': 1.8257366966068818}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,085] Trial 173 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.11144731624782638, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.873591475938498, 'colsample_bytree': 0.8623723449499026, 'gamma': 1.057000946815348, 'reg_alpha': 0.7617131751551549, 'reg_lambda': 1.1778031900811015}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,244] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 80, 'learning_rate': 0.08485655480605793, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8882634540183441, 'colsample_bytree': 0.9900143827381376, 'gamma': 1.4172076868232502, 'reg_alpha': 0.04623026924431435, 'reg_lambda': 1.3191995835444517}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,471] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 71, 'learning_rate': 0.05649770062299015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7996651255101432, 'colsample_bytree': 0.8476695477108831, 'gamma': 1.7226799153186776, 'reg_alpha': 0.060131103575608955, 'reg_lambda': 2.5988654418943193}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,644] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.10329887634991024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.785453375102882, 'colsample_bytree': 0.7826171392126864, 'gamma': 1.568263418699724, 'reg_alpha': 0.027427565804761713, 'reg_lambda': 1.6094446148507733}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,821] Trial 177 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.13144234051705397, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.832169753505199, 'colsample_bytree': 0.9366215104781281, 'gamma': 1.2883905056088136, 'reg_alpha': 0.07706150144895947, 'reg_lambda': 2.7808236115362894}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:04,987] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.15043251206255992, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7757989347816634, 'colsample_bytree': 0.8700874492336647, 'gamma': 1.7919268886428972, 'reg_alpha': 0.5998118865405714, 'reg_lambda': 1.7559144714230008}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,356] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.07866601187305637, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9016941038212356, 'colsample_bytree': 0.7120781607867981, 'gamma': 1.9732176915074509, 'reg_alpha': 0.03283599449917873, 'reg_lambda': 1.4187178746372633}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,563] Trial 180 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.09212876783291134, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8050879365849165, 'colsample_bytree': 0.9641926629852025, 'gamma': 1.6481902894170082, 'reg_alpha': 0.05901628797922752, 'reg_lambda': 1.6438556277954182}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,799] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 79, 'learning_rate': 0.09746418253350769, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7949528682560039, 'colsample_bytree': 0.87596241750786, 'gamma': 1.4446808570095284, 'reg_alpha': 0.6961041420841675, 'reg_lambda': 1.6828563089373803}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:05,974] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.11847039589449303, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7901965400701123, 'colsample_bytree': 0.8940709587226472, 'gamma': 1.4947435118414845, 'reg_alpha': 0.6870321692499497, 'reg_lambda': 1.5666928361824362}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,169] Trial 183 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.09563369611619979, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7667804957165665, 'colsample_bytree': 0.880478102692234, 'gamma': 1.3805663156772479, 'reg_alpha': 0.6412724234090385, 'reg_lambda': 1.6796470847678844}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,322] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.09788442779273825, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7680434135692505, 'colsample_bytree': 0.8838490635282126, 'gamma': 1.1792643724609142, 'reg_alpha': 0.7021985018333763, 'reg_lambda': 1.6750427684579656}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,625] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.10662838225418172, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7820023197134431, 'colsample_bytree': 0.867814342946214, 'gamma': 1.3635208650160622, 'reg_alpha': 0.6725080550222606, 'reg_lambda': 1.5249788006257796}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,759] Trial 186 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 63, 'learning_rate': 0.08645867562939016, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7660826346059474, 'colsample_bytree': 0.8773752749920039, 'gamma': 1.2028458080767552, 'reg_alpha': 0.5122140565467103, 'reg_lambda': 1.726302406210038}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:06,998] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.09434440458498365, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7980912815818929, 'colsample_bytree': 0.8596839005156909, 'gamma': 1.4089289391123767, 'reg_alpha': 0.7030745912843244, 'reg_lambda': 2.2192332188523616}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,147] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.11223680328089847, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7757686852652526, 'colsample_bytree': 0.9077904792935967, 'gamma': 1.288437055763082, 'reg_alpha': 0.6481751270290783, 'reg_lambda': 1.6160545243897042}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,353] Trial 189 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.12391058124687028, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7587267108175308, 'colsample_bytree': 0.8950589518576906, 'gamma': 1.0490535859407042, 'reg_alpha': 0.7630868961101872, 'reg_lambda': 1.456938144272061}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,498] Trial 190 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.14280469479710034, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8800560597940659, 'colsample_bytree': 0.8859415619512321, 'gamma': 1.5649466008965436, 'reg_alpha': 0.657211758603523, 'reg_lambda': 1.2583483806838425}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,705] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 91, 'learning_rate': 0.10176544856802643, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.814060291126977, 'colsample_bytree': 0.8530277391966344, 'gamma': 1.483078314834158, 'reg_alpha': 0.5461486993490727, 'reg_lambda': 1.8009398811548698}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:07,951] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.10233813277591025, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8215635916837888, 'colsample_bytree': 0.8488856070305285, 'gamma': 1.451732609233468, 'reg_alpha': 0.5854797510471503, 'reg_lambda': 1.7775102028444052}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,134] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.1010400043804879, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.828596374505635, 'colsample_bytree': 0.8534322633050944, 'gamma': 1.4517706395530783, 'reg_alpha': 0.5864863585217461, 'reg_lambda': 1.884141310940549}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,298] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 92, 'learning_rate': 0.10652399039584723, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8464391103399005, 'colsample_bytree': 0.8317461329591124, 'gamma': 1.331819422292233, 'reg_alpha': 0.5485484101033125, 'reg_lambda': 1.7751780857728126}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,638] Trial 195 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.09154333118497486, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8170905630399288, 'colsample_bytree': 0.8533327586318572, 'gamma': 1.5327787835630056, 'reg_alpha': 0.617725718740488, 'reg_lambda': 1.7126008054867645}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:08,817] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.11568085921296305, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8236959899945048, 'colsample_bytree': 0.8399744946152621, 'gamma': 1.2222178327978812, 'reg_alpha': 0.5362721766362202, 'reg_lambda': 1.655923117473568}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,156] Trial 197 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 202, 'learning_rate': 0.10318129736148858, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8099746363542216, 'colsample_bytree': 0.8666508745226436, 'gamma': 1.637505304249705, 'reg_alpha': 0.5780449234786746, 'reg_lambda': 1.823029646672359}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,401] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.09774600796938238, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8098343692443607, 'colsample_bytree': 0.8676029023341442, 'gamma': 1.3821360870844182, 'reg_alpha': 0.5673889175493294, 'reg_lambda': 1.799877020294726}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,718] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.1013509355537823, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8086606681706489, 'colsample_bytree': 0.8712699468818077, 'gamma': 1.1027047896708158, 'reg_alpha': 0.5728837577209563, 'reg_lambda': 1.8267116148792995}. Best is trial 95 with value: 0.7738095238095237.
[I 2025-11-03 19:56:09,721] A new study created in memory with name: no-name-dd4aa067-6833-4bfc-9d6c-6c86abc14d21
[I 2025-11-03 19:56:10,037] Trial 0 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.19871582157531884, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8911676780807753, 'colsample_bytree': 0.9246789999922458, 'gamma': 4.316686557418679, 'reg_alpha': 0.5971174000576879, 'reg_lambda': 1.6996620773187017}. Best is trial 0 with value: 0.6755952380952381.
[I 2025-11-03 19:56:10,254] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.05608455523347469, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7453561995963823, 'colsample_bytree': 0.6137312337678092, 'gamma': 3.394245750121579, 'reg_alpha': 0.3351426528393274, 'reg_lambda': 2.782922760714787}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:10,494] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.036304756765091734, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6933626425848035, 'colsample_bytree': 0.9443804486240013, 'gamma': 4.975203957394304, 'reg_alpha': 0.10625805911718988, 'reg_lambda': 0.5256949834644074}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:10,749] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.017499317365180476, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9971748567698614, 'colsample_bytree': 0.7363622365751828, 'gamma': 4.507170245442092, 'reg_alpha': 0.15482811537142693, 'reg_lambda': 1.8611768176961525}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:10,958] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.01933381467937878, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8900845690652611, 'colsample_bytree': 0.7585165020819297, 'gamma': 4.141356220102185, 'reg_alpha': 0.025371912109101835, 'reg_lambda': 1.1562892850627553}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,143] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 145, 'learning_rate': 0.08567525188150511, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9404230375164931, 'colsample_bytree': 0.718520082261473, 'gamma': 1.9963335713520391, 'reg_alpha': 0.596996604580424, 'reg_lambda': 2.8421016135443082}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,514] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.01126274679062645, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9284445418347534, 'colsample_bytree': 0.690041251662062, 'gamma': 3.9340446799538547, 'reg_alpha': 0.04017240446525938, 'reg_lambda': 2.2677071063996186}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,743] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.08115960276734636, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.676172283735283, 'colsample_bytree': 0.6073796034675379, 'gamma': 3.9870396606743386, 'reg_alpha': 0.315353174931713, 'reg_lambda': 1.0633872918982499}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:11,960] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.041168011582270465, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9668578387047695, 'colsample_bytree': 0.7682432089683103, 'gamma': 2.52634930412992, 'reg_alpha': 0.5096746076722193, 'reg_lambda': 2.0088451897540183}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,023] Trial 9 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 32, 'learning_rate': 0.02046858887871204, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9554861212607608, 'colsample_bytree': 0.6412100224941868, 'gamma': 3.51237293890955, 'reg_alpha': 0.4419983814541075, 'reg_lambda': 2.6542600393752553}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,301] Trial 10 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 184, 'learning_rate': 0.26826399850075233, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7699862487829794, 'colsample_bytree': 0.8616434256509595, 'gamma': 0.28025296972876257, 'reg_alpha': 0.9187904285417399, 'reg_lambda': 2.4634728994989765}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,539] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 248, 'learning_rate': 0.045585390879090686, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6347664078364018, 'colsample_bytree': 0.9946763357904627, 'gamma': 4.959127991700821, 'reg_alpha': 0.2584731061755274, 'reg_lambda': 0.5100659659975812}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:12,799] Trial 12 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.07515037421401718, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.605574199156067, 'colsample_bytree': 0.8365597584337496, 'gamma': 2.9554693388195017, 'reg_alpha': 0.2919886957923886, 'reg_lambda': 0.5760509182888898}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,101] Trial 13 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 213, 'learning_rate': 0.1427324026772844, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.777474703889076, 'colsample_bytree': 0.9938496973168102, 'gamma': 1.6799449413784564, 'reg_alpha': 0.31144761886588657, 'reg_lambda': 1.371714826346097}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,277] Trial 14 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 104, 'learning_rate': 0.04574048088522519, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6996689050071457, 'colsample_bytree': 0.8275442770175215, 'gamma': 3.2451183808360486, 'reg_alpha': 0.899977712234066, 'reg_lambda': 2.9354744541005617}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,558] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.028809385819086483, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6502701006764187, 'colsample_bytree': 0.8948586603821905, 'gamma': 4.967525856004022, 'reg_alpha': 0.22621472128047893, 'reg_lambda': 0.8636557647701255}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 19:56:13,850] Trial 16 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.06124813203103686, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8298502088576543, 'colsample_bytree': 0.9955057275685849, 'gamma': 1.044417164439924, 'reg_alpha': 0.7617644550078555, 'reg_lambda': 1.5872469769749458}. Best is trial 16 with value: 0.7440476190476191.
[I 2025-11-03 19:56:14,086] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 219, 'learning_rate': 0.10645914836378502, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8179788550423466, 'colsample_bytree': 0.6844203092638412, 'gamma': 0.6448785354110802, 'reg_alpha': 0.769058424304172, 'reg_lambda': 2.184700007111748}. Best is trial 16 with value: 0.7440476190476191.
[I 2025-11-03 19:56:14,367] Trial 18 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 214, 'learning_rate': 0.11145249741042254, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8391712157152185, 'colsample_bytree': 0.6708660425033692, 'gamma': 0.29514055331661493, 'reg_alpha': 0.7430136092415931, 'reg_lambda': 1.5456245867058587}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:14,598] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.14222618484709157, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8330612001241233, 'colsample_bytree': 0.7995815773856625, 'gamma': 1.057359754682689, 'reg_alpha': 0.7678791229793689, 'reg_lambda': 1.5782533012353122}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:14,810] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.1352847176201103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8600598592381057, 'colsample_bytree': 0.666707667219302, 'gamma': 0.008478115890288462, 'reg_alpha': 0.7281968346569174, 'reg_lambda': 1.4940760180702874}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:14,992] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.13333736291171036, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8587196440457963, 'colsample_bytree': 0.6633185256849818, 'gamma': 0.0007361493098301253, 'reg_alpha': 0.7564897439455608, 'reg_lambda': 1.4748456062851685}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:15,158] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.22794703513679093, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8603914406745388, 'colsample_bytree': 0.7119585240391038, 'gamma': 1.0761151610642865, 'reg_alpha': 0.6656425563626015, 'reg_lambda': 1.2886057162086129}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:15,453] Trial 23 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.06300870570903887, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8008568708972734, 'colsample_bytree': 0.6464551587883774, 'gamma': 0.6895887109484181, 'reg_alpha': 0.8396578379425376, 'reg_lambda': 1.8154487118327223}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:15,823] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.10630662489127868, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8922481875419678, 'colsample_bytree': 0.7721989947521473, 'gamma': 1.524042157502697, 'reg_alpha': 0.9735600770844497, 'reg_lambda': 0.9273887250074351}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:16,082] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.1932542793132109, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7349083178357647, 'colsample_bytree': 0.6818499450144864, 'gamma': 0.43934537789642514, 'reg_alpha': 0.6418565288741813, 'reg_lambda': 1.5948709720511636}. Best is trial 18 with value: 0.7559523809523809.
[I 2025-11-03 19:56:16,362] Trial 26 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.09751621701599769, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8449258439133055, 'colsample_bytree': 0.9554908087785001, 'gamma': 0.012939525069408684, 'reg_alpha': 0.6889804348578221, 'reg_lambda': 2.0129518096782832}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:16,810] Trial 27 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.06475044675363285, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8367354042704558, 'colsample_bytree': 0.9604291409977481, 'gamma': 0.9526251394663863, 'reg_alpha': 0.5028827347535385, 'reg_lambda': 2.050716063945252}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,063] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.10681514179255966, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7911748992406806, 'colsample_bytree': 0.9086410884131347, 'gamma': 1.3708340239376906, 'reg_alpha': 0.8405322699655072, 'reg_lambda': 2.391030114045073}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,288] Trial 29 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.18266784054774893, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9064401351757282, 'colsample_bytree': 0.9097235348161283, 'gamma': 1.4981250048108488, 'reg_alpha': 0.8349604400611473, 'reg_lambda': 2.356745355143663}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,594] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 200, 'learning_rate': 0.10351401839510571, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7813302044744944, 'colsample_bytree': 0.8800577564683494, 'gamma': 1.9390729833707014, 'reg_alpha': 0.6270739640627769, 'reg_lambda': 2.5494308810484387}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:17,851] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.09395892521582724, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8070035320199179, 'colsample_bytree': 0.9469724807257942, 'gamma': 0.3215191617962366, 'reg_alpha': 0.8374129143009519, 'reg_lambda': 1.739280613826774}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:18,217] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.06980856093220827, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7509294923573537, 'colsample_bytree': 0.9211117567369543, 'gamma': 1.2344761280016967, 'reg_alpha': 0.6926215048053372, 'reg_lambda': 2.0094198100793803}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:18,515] Trial 33 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.058499363189796635, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.830084869437279, 'colsample_bytree': 0.9670066873269237, 'gamma': 0.6518851772427973, 'reg_alpha': 0.5524840188458102, 'reg_lambda': 2.113035271118801}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:18,747] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.051634334239780304, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7251301751860117, 'colsample_bytree': 0.9595069397875289, 'gamma': 0.5505873419674121, 'reg_alpha': 0.5878463793560242, 'reg_lambda': 2.1808233274459847}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:19,122] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 169, 'learning_rate': 0.028889301821636813, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8746202976256063, 'colsample_bytree': 0.969518997766863, 'gamma': 0.7847687729681775, 'reg_alpha': 0.42329849479607384, 'reg_lambda': 1.8764537235820864}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:19,391] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.17268455296080565, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7840077779447768, 'colsample_bytree': 0.9244447039493603, 'gamma': 0.2137190028726927, 'reg_alpha': 0.5843194678784053, 'reg_lambda': 2.1204739366360883}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:19,745] Trial 37 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 211, 'learning_rate': 0.11471932133638456, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8428846363682013, 'colsample_bytree': 0.8668106163397526, 'gamma': 2.2890541796686104, 'reg_alpha': 0.3794036821419474, 'reg_lambda': 2.3866496790712883}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:20,003] Trial 38 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 188, 'learning_rate': 0.08976352177186889, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9167901304367634, 'colsample_bytree': 0.9363158006403483, 'gamma': 1.3106334687866252, 'reg_alpha': 0.564728760180568, 'reg_lambda': 2.6286673714589006}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:20,427] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.03354933358424969, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8139161244641792, 'colsample_bytree': 0.8973226691305491, 'gamma': 0.7077895388529001, 'reg_alpha': 0.6968282596071613, 'reg_lambda': 1.9342950626919897}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:20,649] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.08019236758763174, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7529812125730303, 'colsample_bytree': 0.9751732475178599, 'gamma': 0.17877371227366273, 'reg_alpha': 0.9134532282823176, 'reg_lambda': 2.3000884112503135}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:21,132] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.057490483410301205, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8247532679207746, 'colsample_bytree': 0.9779381899125646, 'gamma': 0.8485826697033565, 'reg_alpha': 0.7932115067103043, 'reg_lambda': 1.6801013906037872}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:21,386] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.05324213926937263, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8833924230884858, 'colsample_bytree': 0.93979335158646, 'gamma': 0.4830686142901959, 'reg_alpha': 0.8150366587229254, 'reg_lambda': 1.7556209893094838}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:21,748] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.0392737330334962, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.791394033533776, 'colsample_bytree': 0.979600007499496, 'gamma': 0.835907321777918, 'reg_alpha': 0.9901908344160586, 'reg_lambda': 1.6792485580303238}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:22,027] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 241, 'learning_rate': 0.12152399388433527, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8517731125892704, 'colsample_bytree': 0.9545121020639811, 'gamma': 0.4324171266200668, 'reg_alpha': 0.5278046963140983, 'reg_lambda': 1.2980353249021248}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:22,431] Trial 45 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.15684861868265706, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8549182983653653, 'colsample_bytree': 0.9522193249378138, 'gamma': 0.43214777876302446, 'reg_alpha': 0.5438798311308991, 'reg_lambda': 1.2542986199268005}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:22,718] Trial 46 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.2205597698370286, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8979732853739173, 'colsample_bytree': 0.7366670518319681, 'gamma': 0.17459590872988018, 'reg_alpha': 0.5209730524705662, 'reg_lambda': 1.0407957046244434}. Best is trial 26 with value: 0.7619047619047619.
[I 2025-11-03 19:56:23,063] Trial 47 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 238, 'learning_rate': 0.23263662929335063, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9695740917924799, 'colsample_bytree': 0.7285450389206835, 'gamma': 0.005643100992418002, 'reg_alpha': 0.46086643547650197, 'reg_lambda': 0.7674336089085065}. Best is trial 47 with value: 0.7678571428571428.
[I 2025-11-03 19:56:23,274] Trial 48 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 180, 'learning_rate': 0.2920194096924199, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.979912347832283, 'colsample_bytree': 0.7363841149061605, 'gamma': 0.006372966508373823, 'reg_alpha': 0.4583041051982444, 'reg_lambda': 0.7140834930979627}. Best is trial 47 with value: 0.7678571428571428.
[I 2025-11-03 19:56:23,473] Trial 49 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 152, 'learning_rate': 0.2396620514761816, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9467496373828148, 'colsample_bytree': 0.7154202598759322, 'gamma': 0.17653469482441503, 'reg_alpha': 0.3814143030626147, 'reg_lambda': 0.8802744827956883}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:23,742] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.22946796264184013, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9420738721008725, 'colsample_bytree': 0.7096617417479031, 'gamma': 0.1615525476523093, 'reg_alpha': 0.3684403312633959, 'reg_lambda': 1.030919671639223}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:23,924] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.23649093472315286, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9904876751651843, 'colsample_bytree': 0.7414364943905288, 'gamma': 0.2502290116932474, 'reg_alpha': 0.4576494114112878, 'reg_lambda': 0.7773569313297104}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:24,185] Trial 52 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.2643397278606996, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9590914128776377, 'colsample_bytree': 0.7891792928568115, 'gamma': 0.21383045610479018, 'reg_alpha': 0.48349482063107296, 'reg_lambda': 0.6292911550892555}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:24,502] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.20092874925599818, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9343221372973188, 'colsample_bytree': 0.6999292848060669, 'gamma': 0.5904016556884278, 'reg_alpha': 0.3975218907817644, 'reg_lambda': 1.0095662030784118}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:24,879] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.15912960214082372, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9097792010709245, 'colsample_bytree': 0.7492226022061194, 'gamma': 0.03595938998176418, 'reg_alpha': 0.20066493144290204, 'reg_lambda': 0.8508392028538881}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:25,139] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.013190384928793592, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9468346002130719, 'colsample_bytree': 0.8252445648050077, 'gamma': 0.6002778476696211, 'reg_alpha': 0.334082938711622, 'reg_lambda': 1.139496098781373}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:25,441] Trial 56 finished with value: 0.6875 and parameters: {'n_estimators': 213, 'learning_rate': 0.2996807521289575, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9721246725051299, 'colsample_bytree': 0.6285772269871706, 'gamma': 2.853617421757457, 'reg_alpha': 0.6389345072725393, 'reg_lambda': 0.6374982624649397}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:25,652] Trial 57 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.25445446959949974, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9263692666242882, 'colsample_bytree': 0.7217486684620535, 'gamma': 0.30679615319253656, 'reg_alpha': 0.4240508483719595, 'reg_lambda': 1.1467616322378502}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:26,458] Trial 58 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 174, 'learning_rate': 0.209482479087682, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9185865068286231, 'colsample_bytree': 0.7216496984275534, 'gamma': 0.38997979174281255, 'reg_alpha': 0.28611128217880133, 'reg_lambda': 1.1653111677890338}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:26,730] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.2484090086437569, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9013057644165362, 'colsample_bytree': 0.7720680812603582, 'gamma': 4.531003260971123, 'reg_alpha': 0.4214911495579545, 'reg_lambda': 0.9207735790546068}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:26,998] Trial 60 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 129, 'learning_rate': 0.20608735266384334, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9559678997194099, 'colsample_bytree': 0.7279677630068937, 'gamma': 0.13052426238198625, 'reg_alpha': 0.06528920281604783, 'reg_lambda': 0.7602203606167565}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,232] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.17795948735293754, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.873775048847046, 'colsample_bytree': 0.6696153381942548, 'gamma': 0.32018153165741503, 'reg_alpha': 0.4948504669056607, 'reg_lambda': 1.1544002007769276}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,548] Trial 62 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 192, 'learning_rate': 0.17073736005414858, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.874994513430545, 'colsample_bytree': 0.752658103976095, 'gamma': 0.32772308400318667, 'reg_alpha': 0.48777186215768, 'reg_lambda': 1.1206749344886668}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,755] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.24937887144839507, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9310105711371429, 'colsample_bytree': 0.6935690523939624, 'gamma': 0.009804437653254755, 'reg_alpha': 0.40158636537199743, 'reg_lambda': 1.3785062606082954}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:27,959] Trial 64 finished with value: 0.675595238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.21782247890565642, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8937578114204515, 'colsample_bytree': 0.6410563017242674, 'gamma': 3.665839481279947, 'reg_alpha': 0.3568739642319453, 'reg_lambda': 0.9894631756594705}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:28,221] Trial 65 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.2738737208245602, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9943928173767244, 'colsample_bytree': 0.7063340151579282, 'gamma': 0.9391637438532783, 'reg_alpha': 0.5432628558519691, 'reg_lambda': 0.8950991630598827}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:28,468] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.15387946781014297, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.873150026166941, 'colsample_bytree': 0.6761028436160357, 'gamma': 0.5527929007962981, 'reg_alpha': 0.4748163235861698, 'reg_lambda': 1.2217910434396095}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:28,732] Trial 67 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.19062809480862514, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9190036211755933, 'colsample_bytree': 0.6519063259448555, 'gamma': 0.3647694628186724, 'reg_alpha': 0.515354773846891, 'reg_lambda': 1.3806730444569537}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,046] Trial 68 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.17827015595205287, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9780378597174199, 'colsample_bytree': 0.6184775296313059, 'gamma': 0.7541031690320809, 'reg_alpha': 0.4309319217440418, 'reg_lambda': 0.8189232548433276}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,273] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.1325684898827951, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8851527083778846, 'colsample_bytree': 0.7914515308838797, 'gamma': 1.108272979778387, 'reg_alpha': 0.6203346496773561, 'reg_lambda': 1.0773905929370597}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,457] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 22, 'learning_rate': 0.2625522106963609, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.95020059701826, 'colsample_bytree': 0.6604580813619902, 'gamma': 1.834510521909603, 'reg_alpha': 0.5661838153238204, 'reg_lambda': 0.7176088199821633}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:29,706] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.15317833713773132, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8686811172741081, 'colsample_bytree': 0.6798201751538477, 'gamma': 0.5715000889460464, 'reg_alpha': 0.4649616979544464, 'reg_lambda': 1.2556616957854296}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:30,048] Trial 72 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 225, 'learning_rate': 0.22252672981730387, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8438552332549171, 'colsample_bytree': 0.7623839279108393, 'gamma': 0.14687375941142158, 'reg_alpha': 0.4975889237797395, 'reg_lambda': 1.174501727167212}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:30,272] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.14508092888746799, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8989035155778548, 'colsample_bytree': 0.727149166291992, 'gamma': 0.5181769042356655, 'reg_alpha': 0.607263928854841, 'reg_lambda': 0.9631857780819287}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:30,778] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 240, 'learning_rate': 0.16796302908552505, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9237396554197421, 'colsample_bytree': 0.689026793099655, 'gamma': 0.31731385428518194, 'reg_alpha': 0.3419269746425503, 'reg_lambda': 0.5088024333376078}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:31,005] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.12656974763664683, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8722009798617283, 'colsample_bytree': 0.6759153838129014, 'gamma': 0.6910736641817691, 'reg_alpha': 0.6720159353804973, 'reg_lambda': 2.1045955577660727}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:31,324] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.09813541368885491, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9081782327813014, 'colsample_bytree': 0.7174662315061462, 'gamma': 0.11214275040062113, 'reg_alpha': 0.40400868266586143, 'reg_lambda': 1.9079858306560293}. Best is trial 49 with value: 0.7678571428571429.
[I 2025-11-03 19:56:31,577] Trial 77 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.19013941142237312, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8192199461750768, 'colsample_bytree': 0.6958121092376416, 'gamma': 0.2897040348041216, 'reg_alpha': 0.448458786557736, 'reg_lambda': 1.460429207255001}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:31,826] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.19263639095661023, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8244801742295731, 'colsample_bytree': 0.6941447370855925, 'gamma': 2.2075050291162914, 'reg_alpha': 0.44207344593125697, 'reg_lambda': 1.4633735981834235}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,052] Trial 79 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.28324736034848197, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.805981504804111, 'colsample_bytree': 0.7422193232025099, 'gamma': 0.2837090738002163, 'reg_alpha': 0.2761684080653691, 'reg_lambda': 1.069028691364148}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,304] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.24754408072248962, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7663871516557282, 'colsample_bytree': 0.7026262224205193, 'gamma': 0.13241319417226066, 'reg_alpha': 0.3169916900056077, 'reg_lambda': 2.193973189903157}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,536] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.21452495486716625, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9657231007111539, 'colsample_bytree': 0.6580046773251462, 'gamma': 0.4522809328100536, 'reg_alpha': 0.47603915532939484, 'reg_lambda': 1.2095089191130115}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:32,923] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.04686736250980312, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9680260938997846, 'colsample_bytree': 0.6563575109287455, 'gamma': 0.438847135847781, 'reg_alpha': 0.5245399141892289, 'reg_lambda': 1.3113064578527498}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:33,154] Trial 83 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 231, 'learning_rate': 0.2111267608442044, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9628444786972299, 'colsample_bytree': 0.6390146228939172, 'gamma': 0.8846520001315805, 'reg_alpha': 0.5569069656275892, 'reg_lambda': 1.4228719902265021}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:33,512] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 218, 'learning_rate': 0.23590555826972004, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9346916381339812, 'colsample_bytree': 0.6679362381777245, 'gamma': 0.2539528319357499, 'reg_alpha': 0.38034172304532865, 'reg_lambda': 1.215940862975053}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:33,751] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.17906857362243123, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8341253722344472, 'colsample_bytree': 0.6063817096317485, 'gamma': 0.7143835707555852, 'reg_alpha': 0.4343738344399082, 'reg_lambda': 1.9831051687427221}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,170] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.07716113983790283, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9865175206318473, 'colsample_bytree': 0.7279284927778042, 'gamma': 0.08617256149264838, 'reg_alpha': 0.5018859527955509, 'reg_lambda': 1.3321093455706432}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,393] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.1953430740801412, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8168795830217261, 'colsample_bytree': 0.6864439869502116, 'gamma': 0.4666073851602225, 'reg_alpha': 0.5826421507698994, 'reg_lambda': 1.1008816702440796}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,630] Trial 88 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 210, 'learning_rate': 0.26368497700721777, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9424166966789831, 'colsample_bytree': 0.8216524790508295, 'gamma': 0.0021288599175407485, 'reg_alpha': 0.4481736477058795, 'reg_lambda': 1.6333600345526618}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:34,959] Trial 89 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 186, 'learning_rate': 0.22389738483476335, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8488732279261011, 'colsample_bytree': 0.9868045188941267, 'gamma': 0.23401350181950042, 'reg_alpha': 0.7151131876878273, 'reg_lambda': 1.5237643497818991}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:35,234] Trial 90 finished with value: 0.755952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.0855436508997049, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9287045659476095, 'colsample_bytree': 0.8433116294512332, 'gamma': 0.39097320003620456, 'reg_alpha': 0.5326939073479375, 'reg_lambda': 1.8157163019260452}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:35,630] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.15985217105957467, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8913305036512491, 'colsample_bytree': 0.7140215878239603, 'gamma': 0.6130693005547742, 'reg_alpha': 0.47518822594489996, 'reg_lambda': 1.1837048691736902}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:35,910] Trial 92 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.022012728407567482, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8604173262972853, 'colsample_bytree': 0.6733060009266527, 'gamma': 0.5425816249081924, 'reg_alpha': 0.41243234024216285, 'reg_lambda': 0.9550946211047059}. Best is trial 77 with value: 0.7738095238095238.
[I 2025-11-03 19:56:36,243] Trial 93 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 222, 'learning_rate': 0.20530968772996963, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8640014605063815, 'colsample_bytree': 0.6276243836340538, 'gamma': 0.2242311516261896, 'reg_alpha': 0.47959699668707884, 'reg_lambda': 1.0438445199465058}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:36,490] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.24177249393429673, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.865553669047566, 'colsample_bytree': 0.6250082554862746, 'gamma': 0.20637471731840312, 'reg_alpha': 0.5089907909074294, 'reg_lambda': 1.0318528180807052}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:36,846] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.06722705965492778, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8242956677924668, 'colsample_bytree': 0.6967962762133095, 'gamma': 0.3202678945361077, 'reg_alpha': 0.3607423762528948, 'reg_lambda': 0.8660369417533502}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:37,097] Trial 96 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.18534281465041175, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9527021525970906, 'colsample_bytree': 0.631167334051792, 'gamma': 0.17040927777241055, 'reg_alpha': 0.3914389503109974, 'reg_lambda': 0.7800711387933004}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:37,591] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.20217033198933687, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8803315430363402, 'colsample_bytree': 0.7815749118801649, 'gamma': 0.4383090938526317, 'reg_alpha': 0.4556537503954062, 'reg_lambda': 2.2621739875355398}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:37,777] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.28743803511793714, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8509081585617776, 'colsample_bytree': 0.6496395466999594, 'gamma': 1.015529950356017, 'reg_alpha': 0.48531917674215347, 'reg_lambda': 0.645751116513831}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:38,164] Trial 99 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 204, 'learning_rate': 0.21853767555556938, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7967266545527932, 'colsample_bytree': 0.6005527318402624, 'gamma': 0.07296052301289802, 'reg_alpha': 0.5527478285092359, 'reg_lambda': 1.02707391041962}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:38,398] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.21460524487302757, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8096419997356732, 'colsample_bytree': 0.6182548139004479, 'gamma': 0.051352810285224565, 'reg_alpha': 0.23957330983929823, 'reg_lambda': 1.0096179363791065}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:38,722] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.2562576977946715, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7976971651661577, 'colsample_bytree': 0.6363311674066144, 'gamma': 0.29950689852209345, 'reg_alpha': 0.5559876080509494, 'reg_lambda': 1.1099043154488029}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,004] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 192, 'learning_rate': 0.23014648380318248, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8386130696836296, 'colsample_bytree': 0.6087823221489661, 'gamma': 0.11266436511221725, 'reg_alpha': 0.5753915729249881, 'reg_lambda': 0.9071947610330102}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,324] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.17009428163089074, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7747493616567744, 'colsample_bytree': 0.6001134086595058, 'gamma': 2.681114796787676, 'reg_alpha': 0.6093790295649697, 'reg_lambda': 0.8353762508814029}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,542] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.20465673168124762, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9712318562879407, 'colsample_bytree': 0.9679187278204272, 'gamma': 0.37626445247155393, 'reg_alpha': 0.6561509255337601, 'reg_lambda': 1.06221348386621}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:39,729] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.14071198682555827, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9115331047784222, 'colsample_bytree': 0.6626324971178743, 'gamma': 0.2412180166152757, 'reg_alpha': 0.4191853812759338, 'reg_lambda': 1.2236878205826103}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,079] Trial 106 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.269496846899204, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7881276839944009, 'colsample_bytree': 0.8101175441256454, 'gamma': 0.801013522821834, 'reg_alpha': 0.537686496628208, 'reg_lambda': 0.953556277670913}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,321] Trial 107 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 183, 'learning_rate': 0.11791732449300672, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8301194080711136, 'colsample_bytree': 0.7492956209193375, 'gamma': 0.6526850271018518, 'reg_alpha': 0.5102541746046464, 'reg_lambda': 2.0793747154453435}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,591] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.05872942226096412, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7975148477685434, 'colsample_bytree': 0.7373810819343738, 'gamma': 0.4981412952197905, 'reg_alpha': 0.47129299807512526, 'reg_lambda': 0.7012090378693339}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:40,908] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.18536895228454553, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9989491829746224, 'colsample_bytree': 0.7609810298754734, 'gamma': 0.08332592754046153, 'reg_alpha': 0.4413144397044561, 'reg_lambda': 1.1420545627377963}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:41,263] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.22322585521787877, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9806783625210221, 'colsample_bytree': 0.7100582275952301, 'gamma': 0.17855897822449918, 'reg_alpha': 0.5989263646318003, 'reg_lambda': 0.8981064474325885}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:41,522] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.14916514350225077, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8779027823411374, 'colsample_bytree': 0.6819357291773788, 'gamma': 0.5337549056268465, 'reg_alpha': 0.48447244287814345, 'reg_lambda': 1.0433114904742575}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:41,802] Trial 112 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.1683721844986854, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8570598237669602, 'colsample_bytree': 0.7219677200081853, 'gamma': 0.3744936466518765, 'reg_alpha': 0.4665556157365049, 'reg_lambda': 1.246025415093016}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:42,122] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.24089181169060003, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8998394977303321, 'colsample_bytree': 0.64650235334743, 'gamma': 0.011772172383084792, 'reg_alpha': 0.3840995614493793, 'reg_lambda': 1.3275853304307383}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:42,582] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.2501331280270963, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9008126979013045, 'colsample_bytree': 0.6446833112774182, 'gamma': 0.04277032748331955, 'reg_alpha': 0.38389017053428615, 'reg_lambda': 1.4134051460490806}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:42,856] Trial 115 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.27243999731872776, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8433201836504125, 'colsample_bytree': 0.9990574859702114, 'gamma': 0.2713402113668646, 'reg_alpha': 0.3444763930891432, 'reg_lambda': 1.3338659404874125}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,166] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.2990027423911231, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.942134085420846, 'colsample_bytree': 0.6243157502667226, 'gamma': 0.13076374059831958, 'reg_alpha': 0.41118787724459743, 'reg_lambda': 1.19294934319531}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,401] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.23174289432587822, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8863892691912678, 'colsample_bytree': 0.6600011723552757, 'gamma': 0.019829681715554576, 'reg_alpha': 0.5221469133192466, 'reg_lambda': 0.9965029096263713}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,670] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.20095194372672412, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9229774548497556, 'colsample_bytree': 0.6135845504679637, 'gamma': 0.331196015010581, 'reg_alpha': 0.3114958822605051, 'reg_lambda': 1.2885688615547246}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:43,904] Trial 119 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 234, 'learning_rate': 0.21227543739592603, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9604305105497171, 'colsample_bytree': 0.6532464075553535, 'gamma': 3.103642296320539, 'reg_alpha': 0.8635945342153823, 'reg_lambda': 1.1092080279313798}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,109] Trial 120 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.24261946625238065, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7630519779374859, 'colsample_bytree': 0.6341309761576971, 'gamma': 0.2041007384153738, 'reg_alpha': 0.43208294747614123, 'reg_lambda': 1.1540054795361907}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,375] Trial 121 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 146, 'learning_rate': 0.24490543859729524, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8186227901019953, 'colsample_bytree': 0.6000320465805943, 'gamma': 0.17400362853132345, 'reg_alpha': 0.4293961034616707, 'reg_lambda': 1.1523522506806312}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,577] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 159, 'learning_rate': 0.2428317151447238, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7595831561959732, 'colsample_bytree': 0.6029504393124234, 'gamma': 0.21633790356675509, 'reg_alpha': 0.4274461742187806, 'reg_lambda': 1.9881140826896482}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:44,810] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 158, 'learning_rate': 0.2436540388499188, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7168613673538383, 'colsample_bytree': 0.6003410049439044, 'gamma': 0.21367868224093045, 'reg_alpha': 0.4306252113528675, 'reg_lambda': 2.1752999826203867}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,158] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 160, 'learning_rate': 0.2485028887648549, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6898257107996495, 'colsample_bytree': 0.6088058792800674, 'gamma': 0.0010771306890097754, 'reg_alpha': 0.37382147240649366, 'reg_lambda': 2.2563160804715627}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,352] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 150, 'learning_rate': 0.2732023532196554, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7226622860101064, 'colsample_bytree': 0.6182224653840572, 'gamma': 0.2114023718823645, 'reg_alpha': 0.4239585950954915, 'reg_lambda': 1.9784526674767517}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,556] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 145, 'learning_rate': 0.28059035289538237, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.724755270521797, 'colsample_bytree': 0.6012478167383405, 'gamma': 0.14711916523246527, 'reg_alpha': 0.42889092518618666, 'reg_lambda': 2.1801212177470823}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:45,851] Trial 127 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 146, 'learning_rate': 0.275887687088256, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.74200846545375, 'colsample_bytree': 0.6212698160972904, 'gamma': 0.4440056910323815, 'reg_alpha': 0.3957756996932559, 'reg_lambda': 1.8072312096687815}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:46,074] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.288713772396053, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7687082536875383, 'colsample_bytree': 0.6100942712857066, 'gamma': 0.12038029284198495, 'reg_alpha': 0.44559863045787573, 'reg_lambda': 1.999526504378395}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:46,293] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 153, 'learning_rate': 0.25706741161481006, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7199837970417877, 'colsample_bytree': 0.6368928193074558, 'gamma': 0.24390765660812727, 'reg_alpha': 0.41198576155254324, 'reg_lambda': 2.793627805043527}. Best is trial 93 with value: 0.7857142857142857.
[I 2025-11-03 19:56:46,598] Trial 130 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 140, 'learning_rate': 0.23208247661656972, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7567569368315028, 'colsample_bytree': 0.6315201215631236, 'gamma': 0.3932902104515499, 'reg_alpha': 0.3499719772883375, 'reg_lambda': 1.2827819470227864}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:46,860] Trial 131 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.23386548263049847, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7614739612701261, 'colsample_bytree': 0.6321989761484632, 'gamma': 0.37563600617844395, 'reg_alpha': 0.3319892757646332, 'reg_lambda': 1.4322002709907844}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,137] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.23496051255577885, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7328221091745402, 'colsample_bytree': 0.6277287377403878, 'gamma': 0.39272282132160496, 'reg_alpha': 0.3263873247882126, 'reg_lambda': 1.4730266360510074}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,340] Trial 133 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 142, 'learning_rate': 0.22997496330511782, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7040322083540547, 'colsample_bytree': 0.6296674844971779, 'gamma': 0.46056554303876496, 'reg_alpha': 0.2637053939844257, 'reg_lambda': 1.4532810331763883}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,608] Trial 134 finished with value: 0.7857142857142856 and parameters: {'n_estimators': 140, 'learning_rate': 0.22253732292133332, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7085144902864587, 'colsample_bytree': 0.6308305435266027, 'gamma': 0.4244182849139071, 'reg_alpha': 0.26820107472704857, 'reg_lambda': 1.4686350342093515}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:47,805] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.21951743810157667, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.703518458088023, 'colsample_bytree': 0.6315230706241912, 'gamma': 0.48151718475129734, 'reg_alpha': 0.25133017130443885, 'reg_lambda': 1.5585011320224904}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,002] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 140, 'learning_rate': 0.19492198779789127, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7343790314307616, 'colsample_bytree': 0.6300042741373333, 'gamma': 0.6277189368144593, 'reg_alpha': 0.18312072117657904, 'reg_lambda': 1.4259826390053953}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,304] Trial 137 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 139, 'learning_rate': 0.22819226668834316, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6662409725795098, 'colsample_bytree': 0.6450034944590323, 'gamma': 0.37572541593655784, 'reg_alpha': 0.27715523980443063, 'reg_lambda': 1.3520812312356065}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,491] Trial 138 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 136, 'learning_rate': 0.23137700530016944, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6614551386496429, 'colsample_bytree': 0.6469352443648901, 'gamma': 0.7592935577396569, 'reg_alpha': 0.2735112286752413, 'reg_lambda': 1.5050456671665153}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:48,797] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.23412385156061852, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6796463361265763, 'colsample_bytree': 0.6460726225605568, 'gamma': 0.7810781210077457, 'reg_alpha': 0.21059658157102348, 'reg_lambda': 1.4763469467149053}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,047] Trial 140 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.20972524425899453, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6539080399825159, 'colsample_bytree': 0.6382469448182265, 'gamma': 0.6741111804918517, 'reg_alpha': 0.28222140658181993, 'reg_lambda': 1.6167649790323917}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,356] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.23199314412374603, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7118213501471196, 'colsample_bytree': 0.6451399989761707, 'gamma': 0.4125910985900356, 'reg_alpha': 0.32514139182220236, 'reg_lambda': 1.3668200960632333}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,562] Trial 142 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 133, 'learning_rate': 0.2613476559516983, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6451272726799071, 'colsample_bytree': 0.6275444642939912, 'gamma': 0.5613664808991491, 'reg_alpha': 0.29738865179070184, 'reg_lambda': 1.5129000115844569}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:49,772] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 146, 'learning_rate': 0.1892071492249176, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6692544055535516, 'colsample_bytree': 0.6150932778329615, 'gamma': 0.4674545910098511, 'reg_alpha': 0.25460929696317175, 'reg_lambda': 1.4416608149946186}. Best is trial 130 with value: 0.7916666666666667.
[I 2025-11-03 19:56:50,103] Trial 144 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 139, 'learning_rate': 0.19769715062237683, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6690125424144716, 'colsample_bytree': 0.6184928921604668, 'gamma': 0.3806915100765052, 'reg_alpha': 0.25833980135445983, 'reg_lambda': 1.4533297178865463}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:50,390] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 145, 'learning_rate': 0.18763191675510657, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6653805223708082, 'colsample_bytree': 0.6157938473967154, 'gamma': 0.5309465300744172, 'reg_alpha': 0.24732812847514687, 'reg_lambda': 1.3594940899714636}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:50,568] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 108, 'learning_rate': 0.2046819501856003, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6770166198217594, 'colsample_bytree': 0.6534466979918949, 'gamma': 0.7218995218888117, 'reg_alpha': 0.2672252197803225, 'reg_lambda': 1.5589404645505813}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:50,845] Trial 147 finished with value: 0.7916666666666665 and parameters: {'n_estimators': 126, 'learning_rate': 0.19140394835351268, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6896249166741104, 'colsample_bytree': 0.6358375330022393, 'gamma': 0.3166908108289404, 'reg_alpha': 0.21890097534242686, 'reg_lambda': 1.416836492026084}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,030] Trial 148 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 130, 'learning_rate': 0.178313202428198, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6907455937347882, 'colsample_bytree': 0.6139587107073068, 'gamma': 0.4782376517885063, 'reg_alpha': 0.1461926745911895, 'reg_lambda': 1.3037042789892541}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,328] Trial 149 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 137, 'learning_rate': 0.2034748558698159, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6662379643186048, 'colsample_bytree': 0.6213789982103283, 'gamma': 0.8696295141695543, 'reg_alpha': 0.23059431477778414, 'reg_lambda': 1.388492576569194}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,518] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.18357294495167054, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7013578891579122, 'colsample_bytree': 0.6371225597230533, 'gamma': 1.1914215382207856, 'reg_alpha': 0.1941624845596292, 'reg_lambda': 1.6781904565663974}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:51,778] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.21987255177082288, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6192805606550211, 'colsample_bytree': 0.634430681707241, 'gamma': 0.36466562846757855, 'reg_alpha': 0.2924100109464167, 'reg_lambda': 1.4399847440199933}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,039] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.1971131063652334, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6647343179544559, 'colsample_bytree': 0.6445250983396652, 'gamma': 0.3323703783042312, 'reg_alpha': 0.26181978632778113, 'reg_lambda': 1.5153025020486228}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,377] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.15994989237745472, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6866792494724243, 'colsample_bytree': 0.6223948443399278, 'gamma': 0.5649233921801358, 'reg_alpha': 0.22086270317189055, 'reg_lambda': 1.2798859612081706}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,569] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.2606287116937595, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6578378508139101, 'colsample_bytree': 0.6123026478540993, 'gamma': 0.3842871136866089, 'reg_alpha': 0.16009276183395876, 'reg_lambda': 1.4504689466527312}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:52,843] Trial 155 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 117, 'learning_rate': 0.22065631097378102, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.640221993833231, 'colsample_bytree': 0.6558387979571614, 'gamma': 0.2948427692859059, 'reg_alpha': 0.3054216191963692, 'reg_lambda': 1.33709060134021}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,018] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.1919942963998209, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6301946139434912, 'colsample_bytree': 0.6665043033831003, 'gamma': 0.2778712289975409, 'reg_alpha': 0.2969039818614785, 'reg_lambda': 1.3548086126859638}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,328] Trial 157 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 94, 'learning_rate': 0.2101140238545075, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6408027907478094, 'colsample_bytree': 0.6497170696872092, 'gamma': 4.46609686231218, 'reg_alpha': 0.3532429321366538, 'reg_lambda': 1.251491709968314}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,509] Trial 158 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.28265155283708454, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6740784498969153, 'colsample_bytree': 0.6577074001575893, 'gamma': 0.6341183926681001, 'reg_alpha': 0.27257765231573206, 'reg_lambda': 2.4884720156499}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,690] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.28421126381940814, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6740972298148349, 'colsample_bytree': 0.6556740916879652, 'gamma': 0.6247906781549488, 'reg_alpha': 0.2654882334047777, 'reg_lambda': 2.6659097889802355}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:53,945] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 119, 'learning_rate': 0.29505699656881235, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6806539608237464, 'colsample_bytree': 0.6615166466644709, 'gamma': 0.5169770027399672, 'reg_alpha': 0.2304145646877982, 'reg_lambda': 1.6166183351361683}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,126] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 101, 'learning_rate': 0.25080689553579755, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6975521781367879, 'colsample_bytree': 0.6395298575415931, 'gamma': 0.4706216425121758, 'reg_alpha': 0.2524077468027091, 'reg_lambda': 2.5616863832961627}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,386] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.22201347713053685, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7079347094794778, 'colsample_bytree': 0.6443362161959927, 'gamma': 0.30336968440090617, 'reg_alpha': 0.29402994212317884, 'reg_lambda': 1.3295424865357084}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,583] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.2670675516921849, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6710866227689581, 'colsample_bytree': 0.625086622879917, 'gamma': 0.13776258038891998, 'reg_alpha': 0.30627225662244373, 'reg_lambda': 1.5259657236701114}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:54,918] Trial 164 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 154, 'learning_rate': 0.21816454051476433, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6546384627495632, 'colsample_bytree': 0.6084530883532583, 'gamma': 0.7114072862938645, 'reg_alpha': 0.27898695789515315, 'reg_lambda': 1.3833180504751958}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,102] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 122, 'learning_rate': 0.2443998673199485, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6850588982700057, 'colsample_bytree': 0.6175992672789454, 'gamma': 0.2475821736159407, 'reg_alpha': 0.18367954967946243, 'reg_lambda': 1.2634229557482988}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,281] Trial 166 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 129, 'learning_rate': 0.17410323180576293, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6292326177186082, 'colsample_bytree': 0.6553112233041803, 'gamma': 0.44241043183165807, 'reg_alpha': 0.21133697351098407, 'reg_lambda': 2.92119400807099}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,627] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.010747089844843525, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6601573589234209, 'colsample_bytree': 0.6693536274251004, 'gamma': 0.15827210566086333, 'reg_alpha': 0.24140805297530923, 'reg_lambda': 1.486103362210413}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:55,829] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.19375803531624675, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7496595175646517, 'colsample_bytree': 0.6307104719702078, 'gamma': 0.612401104059136, 'reg_alpha': 0.2730215015531609, 'reg_lambda': 2.4528123277766225}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,094] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 148, 'learning_rate': 0.014837433933390288, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6455169500424426, 'colsample_bytree': 0.6486207313439244, 'gamma': 0.3081363180326614, 'reg_alpha': 0.34544841108867, 'reg_lambda': 1.2260962022711623}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,312] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 124, 'learning_rate': 0.27468707906530987, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6958599571805437, 'colsample_bytree': 0.6390832057855672, 'gamma': 0.45511696160835763, 'reg_alpha': 0.2577238553352148, 'reg_lambda': 1.4025798372488507}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,738] Trial 171 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 142, 'learning_rate': 0.23548791690884638, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.757837709109717, 'colsample_bytree': 0.6313729831502874, 'gamma': 0.3774174334320818, 'reg_alpha': 0.3248089839446098, 'reg_lambda': 1.4224500374951359}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:56,940] Trial 172 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 144, 'learning_rate': 0.22418534531283832, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7793522636786855, 'colsample_bytree': 0.6241595633610497, 'gamma': 0.20241205693068684, 'reg_alpha': 0.3665849513374632, 'reg_lambda': 1.3180155974935719}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,129] Trial 173 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 139, 'learning_rate': 0.20816223765193098, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7117917719860319, 'colsample_bytree': 0.6121412502220209, 'gamma': 0.3802399818239262, 'reg_alpha': 0.3235477992609304, 'reg_lambda': 1.5565583832669663}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,331] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.25108614731751044, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7277672482404633, 'colsample_bytree': 0.6340234858138053, 'gamma': 1.5374686195903302, 'reg_alpha': 0.3035824497694202, 'reg_lambda': 1.4469903735344134}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,558] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.23220992719745134, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6691711939969806, 'colsample_bytree': 0.6430231323681718, 'gamma': 0.2716133725591604, 'reg_alpha': 0.23762029026944562, 'reg_lambda': 1.188819698814533}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:57,885] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.26134528259411816, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.760742436790682, 'colsample_bytree': 0.6603120535230763, 'gamma': 0.5627395701743738, 'reg_alpha': 0.3441613699210253, 'reg_lambda': 1.3410771560224601}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,073] Trial 177 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 132, 'learning_rate': 0.2984817477402278, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6799967303898615, 'colsample_bytree': 0.6050963777742615, 'gamma': 0.13364118646380369, 'reg_alpha': 0.27546513128765604, 'reg_lambda': 1.2861601497438229}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,389] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 145, 'learning_rate': 0.2118892356249528, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.696195798609039, 'colsample_bytree': 0.6204372014501498, 'gamma': 0.46414764162851696, 'reg_alpha': 0.3093783491907687, 'reg_lambda': 1.4725054387761973}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,642] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.23800594262147623, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7432826120570722, 'colsample_bytree': 0.6512263416646986, 'gamma': 0.8129019403242881, 'reg_alpha': 0.38985041323099984, 'reg_lambda': 1.3924280715486}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:58,919] Trial 180 finished with value: 0.761904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.18729838511428587, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.63759613975415, 'colsample_bytree': 0.6309883343384781, 'gamma': 0.0895463450903062, 'reg_alpha': 0.21881830607135133, 'reg_lambda': 1.5109316705426499}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,100] Trial 181 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 141, 'learning_rate': 0.22765960410611286, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6517982101680243, 'colsample_bytree': 0.6271771330488379, 'gamma': 0.39109720025231415, 'reg_alpha': 0.3325425724590935, 'reg_lambda': 1.4742262983079693}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,427] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.24508596378835534, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7376164398367535, 'colsample_bytree': 0.6155982156180738, 'gamma': 0.31409017637774345, 'reg_alpha': 0.2783326462663584, 'reg_lambda': 1.5943066645178232}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,606] Trial 183 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.19907894033165938, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7499894697600454, 'colsample_bytree': 0.639933733407624, 'gamma': 3.6831071608669674, 'reg_alpha': 0.3649408316223367, 'reg_lambda': 1.4331692361627988}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:56:59,869] Trial 184 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 139, 'learning_rate': 0.23204541654496327, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7293539870943312, 'colsample_bytree': 0.6248273717483951, 'gamma': 0.640640117568312, 'reg_alpha': 0.32165951089142986, 'reg_lambda': 1.3575357152876673}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,043] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.21986341823119204, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.726764645613342, 'colsample_bytree': 0.6214794552431359, 'gamma': 0.550211996138184, 'reg_alpha': 0.45543066524106673, 'reg_lambda': 1.359788013923655}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,346] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 149, 'learning_rate': 0.2703276446605499, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6722151295277694, 'colsample_bytree': 0.6077522256149194, 'gamma': 0.6564758286663657, 'reg_alpha': 0.29324083043785537, 'reg_lambda': 1.2016753885188385}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,563] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 138, 'learning_rate': 0.21088233903523879, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7033452797351489, 'colsample_bytree': 0.6350185234351698, 'gamma': 0.735326120741425, 'reg_alpha': 0.2488851145773901, 'reg_lambda': 1.3248163997202014}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:00,834] Trial 188 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.20304587557821624, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7051123385535476, 'colsample_bytree': 0.6007720741965159, 'gamma': 0.7662370177989674, 'reg_alpha': 0.25462012173729764, 'reg_lambda': 1.1416515237220213}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,080] Trial 189 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.16811159968738926, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6919838341983745, 'colsample_bytree': 0.6474513224557901, 'gamma': 0.9108420944454485, 'reg_alpha': 0.20037864267512162, 'reg_lambda': 1.2903230763168905}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,267] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 114, 'learning_rate': 0.1827094894591606, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7171955385684802, 'colsample_bytree': 0.6367780094303594, 'gamma': 1.0095336685261957, 'reg_alpha': 0.23582145219948292, 'reg_lambda': 1.319540444404239}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,553] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 156, 'learning_rate': 0.2319250655801528, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7103325137722782, 'colsample_bytree': 0.6314376427415764, 'gamma': 0.6350002366778057, 'reg_alpha': 0.2659488517721558, 'reg_lambda': 1.3934543201154017}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,744] Trial 192 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.2195249446532231, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7067530748697709, 'colsample_bytree': 0.6159767937983194, 'gamma': 0.6210818072643196, 'reg_alpha': 0.25925959583890684, 'reg_lambda': 1.2491733242348007}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:01,931] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 162, 'learning_rate': 0.2510475342155877, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6852294910722008, 'colsample_bytree': 0.6548925321175255, 'gamma': 0.7014925022129272, 'reg_alpha': 0.2699264523950695, 'reg_lambda': 1.3863471749857337}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,116] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 147, 'learning_rate': 0.19882857560012973, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7149794181686074, 'colsample_bytree': 0.6257012282820272, 'gamma': 0.5190383078526981, 'reg_alpha': 0.3068969614285714, 'reg_lambda': 1.314384543821726}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,405] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.21250644363863022, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8162993516226345, 'colsample_bytree': 0.6429923669524467, 'gamma': 2.4067503692386367, 'reg_alpha': 0.21905561928912187, 'reg_lambda': 1.3570860869194354}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,590] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.2365422253346817, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7049319834556308, 'colsample_bytree': 0.6357567932284383, 'gamma': 0.8204389008036754, 'reg_alpha': 0.0033425055352450106, 'reg_lambda': 1.175950534548475}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:02,874] Trial 197 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.27963533873201846, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6077959631409714, 'colsample_bytree': 0.6668561258141517, 'gamma': 0.2284385867253576, 'reg_alpha': 0.28109744502272777, 'reg_lambda': 1.4208917491032207}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:03,040] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.2560005326111645, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6974066433807571, 'colsample_bytree': 0.6117306767932671, 'gamma': 0.4770603475605623, 'reg_alpha': 0.24483183402310318, 'reg_lambda': 1.2365212416564229}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:03,330] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.025652214671050125, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7216904866410002, 'colsample_bytree': 0.6751476376095333, 'gamma': 0.649956678112539, 'reg_alpha': 0.4413471405751043, 'reg_lambda': 1.5222230096134362}. Best is trial 144 with value: 0.7976190476190476.
[I 2025-11-03 19:57:03,335] A new study created in memory with name: no-name-fe38104f-3e39-40be-8cf6-ce3ce1e17a17
[I 2025-11-03 19:57:03,685] Trial 0 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.04006246236473737, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8490424783998379, 'colsample_bytree': 0.8177873516355876, 'gamma': 0.4507684196215622, 'reg_alpha': 0.6297354639286141, 'reg_lambda': 2.6740867638327592}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:03,855] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.024329725258742878, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7675496537987635, 'colsample_bytree': 0.7668670914046457, 'gamma': 3.036831051330886, 'reg_alpha': 0.6694211941331798, 'reg_lambda': 1.3599354458641926}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,145] Trial 2 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 211, 'learning_rate': 0.032857526386663574, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9071670921851878, 'colsample_bytree': 0.6906468915032912, 'gamma': 2.03461557125632, 'reg_alpha': 0.3959113154943562, 'reg_lambda': 2.4646567984501035}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,375] Trial 3 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 191, 'learning_rate': 0.06832584379294258, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6400442918066476, 'colsample_bytree': 0.6057376666889182, 'gamma': 3.5352896443560584, 'reg_alpha': 0.5729119485901151, 'reg_lambda': 2.0250959882884887}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,579] Trial 4 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 164, 'learning_rate': 0.03210915344731607, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9509760574189536, 'colsample_bytree': 0.9511648760537373, 'gamma': 2.8751853445907836, 'reg_alpha': 0.5542889175523662, 'reg_lambda': 2.3215580515149883}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,662] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.14282187863600196, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7863179072506187, 'colsample_bytree': 0.7709956802698512, 'gamma': 0.9444588968964701, 'reg_alpha': 0.10855862557884033, 'reg_lambda': 2.2440001479939005}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:04,884] Trial 6 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.03497517017017683, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6269557015266009, 'colsample_bytree': 0.6961234969325367, 'gamma': 3.4703716697675384, 'reg_alpha': 0.3900623350318039, 'reg_lambda': 1.8535528619225337}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,031] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.01663952289616171, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6916430472128958, 'colsample_bytree': 0.7816862621489449, 'gamma': 1.8264283475460164, 'reg_alpha': 0.03343555472341453, 'reg_lambda': 0.6978888541473339}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,338] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.07847188703985566, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8574122240000543, 'colsample_bytree': 0.6322805401825616, 'gamma': 3.7279368469283636, 'reg_alpha': 0.8689465308998265, 'reg_lambda': 0.6110903123779666}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,617] Trial 9 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.04532950992444016, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6768553711733766, 'colsample_bytree': 0.7495404062739444, 'gamma': 1.1622157343484052, 'reg_alpha': 0.21121498115962112, 'reg_lambda': 1.0465420855344663}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:05,856] Trial 10 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.26139655824275015, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8488512116689538, 'colsample_bytree': 0.8985948500330477, 'gamma': 0.0856600657616286, 'reg_alpha': 0.9260101736536619, 'reg_lambda': 2.9891368683934507}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,154] Trial 11 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 133, 'learning_rate': 0.012825525354294345, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7320135773175869, 'colsample_bytree': 0.8490481255620675, 'gamma': 4.841273007651619, 'reg_alpha': 0.34254265603507267, 'reg_lambda': 1.6468602836206274}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,427] Trial 12 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 133, 'learning_rate': 0.09466716274685394, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9804966943517209, 'colsample_bytree': 0.6934355574336212, 'gamma': 4.551893466862302, 'reg_alpha': 0.7045872049999029, 'reg_lambda': 2.9354314314963017}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,527] Trial 13 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 34, 'learning_rate': 0.021909120798117795, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6104833762241704, 'colsample_bytree': 0.8432208792142853, 'gamma': 0.2541877325092594, 'reg_alpha': 0.37772834964431945, 'reg_lambda': 1.8314622823329603}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,745] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.046228782741309565, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8671793709886395, 'colsample_bytree': 0.7000113915999082, 'gamma': 3.8559763498932345, 'reg_alpha': 0.7977257139923006, 'reg_lambda': 2.6387473367597982}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:06,998] Trial 15 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 162, 'learning_rate': 0.12186157936012773, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8137611817967906, 'colsample_bytree': 0.8400634971266121, 'gamma': 2.1702391604153464, 'reg_alpha': 0.4611691791055812, 'reg_lambda': 1.3763163358918962}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,363] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 164, 'learning_rate': 0.010954534100158382, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.741254077466291, 'colsample_bytree': 0.9910919833376967, 'gamma': 1.4546686419087316, 'reg_alpha': 0.24798275737974107, 'reg_lambda': 2.6115031915648785}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,473] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.03626512232478229, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8975231244117604, 'colsample_bytree': 0.8940974919330777, 'gamma': 0.6492827738355224, 'reg_alpha': 0.6237901949092158, 'reg_lambda': 1.979236488995698}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,700] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 243, 'learning_rate': 0.055863482963958516, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8168832283430802, 'colsample_bytree': 0.7213905001402224, 'gamma': 2.637202184716133, 'reg_alpha': 0.7328342980027276, 'reg_lambda': 1.5296110752011811}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:07,918] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.02563462263006217, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7019703502181441, 'colsample_bytree': 0.6570656074851736, 'gamma': 4.307947411960246, 'reg_alpha': 0.49681445428471444, 'reg_lambda': 1.119148720575669}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,103] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.016251322816395054, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9308013103440841, 'colsample_bytree': 0.8192193849391449, 'gamma': 3.411835463543664, 'reg_alpha': 0.24627918523755393, 'reg_lambda': 2.104116857872481}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,300] Trial 21 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 114, 'learning_rate': 0.026396460438837664, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6827356669606454, 'colsample_bytree': 0.6527146890735689, 'gamma': 4.452073377625731, 'reg_alpha': 0.48146551736270815, 'reg_lambda': 1.0281010420229415}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,513] Trial 22 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.01865937343636292, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6091691773501419, 'colsample_bytree': 0.6709264515346297, 'gamma': 4.304206111352651, 'reg_alpha': 0.5028392073028779, 'reg_lambda': 1.042441978667128}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,699] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 116, 'learning_rate': 0.04019441269156788, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6528697729760582, 'colsample_bytree': 0.7380994808268634, 'gamma': 3.0626455405349584, 'reg_alpha': 0.3258805216100648, 'reg_lambda': 1.2500622964749124}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:08,979] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 178, 'learning_rate': 0.05784704363908595, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7361600400634027, 'colsample_bytree': 0.6254739044992937, 'gamma': 4.029137119042842, 'reg_alpha': 0.583788388225335, 'reg_lambda': 0.8427630492912509}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,218] Trial 25 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 140, 'learning_rate': 0.028745879015330694, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.7017714384240453, 'colsample_bytree': 0.6577917955593019, 'gamma': 4.985035781620466, 'reg_alpha': 0.43813268421585555, 'reg_lambda': 2.7786065788285192}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,391] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.020949816002295608, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6422342405910804, 'colsample_bytree': 0.8026056484341675, 'gamma': 3.342101390421444, 'reg_alpha': 0.7834484906736655, 'reg_lambda': 1.7437221113232027}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,654] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.04445395363323522, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7091606231669167, 'colsample_bytree': 0.7280453832246783, 'gamma': 4.118891413559499, 'reg_alpha': 0.5334444656734342, 'reg_lambda': 1.5189565228228579}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:09,887] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 126, 'learning_rate': 0.013936920798147108, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7780052327919266, 'colsample_bytree': 0.8833427179339776, 'gamma': 2.4429896217000304, 'reg_alpha': 0.6437381479388933, 'reg_lambda': 2.3006495530192606}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,169] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.02533011926324684, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7512778525241055, 'colsample_bytree': 0.60096223825045, 'gamma': 2.9896666022556344, 'reg_alpha': 0.1523363913954346, 'reg_lambda': 1.304725965648962}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,355] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.07240963330782331, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.6586039148918731, 'colsample_bytree': 0.7609120140079262, 'gamma': 4.645793449838204, 'reg_alpha': 0.6596104996849693, 'reg_lambda': 1.8807155011359378}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,665] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.04366397123837603, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6800251447180857, 'colsample_bytree': 0.7459763395726458, 'gamma': 1.178058270468847, 'reg_alpha': 0.2673464313804999, 'reg_lambda': 1.0627579073049742}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:10,891] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.03405190190931806, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6267970762418217, 'colsample_bytree': 0.7111478892733125, 'gamma': 0.5032313855305053, 'reg_alpha': 0.3169033273168601, 'reg_lambda': 0.8442123552988448}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:11,314] Trial 33 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.035970581654528974, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6193069394720631, 'colsample_bytree': 0.7097439964703028, 'gamma': 0.5238893420011507, 'reg_alpha': 0.29149217287675294, 'reg_lambda': 0.7551510711610783}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:11,668] Trial 34 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 224, 'learning_rate': 0.032714863479043524, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6243393213301954, 'colsample_bytree': 0.7866653960374708, 'gamma': 1.6388090652473404, 'reg_alpha': 0.42175097470210154, 'reg_lambda': 0.5888177237332815}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:11,950] Trial 35 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.05975292912550424, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6004196477662794, 'colsample_bytree': 0.6806152608978919, 'gamma': 0.9590698436582998, 'reg_alpha': 0.15929133854166538, 'reg_lambda': 0.8142040669849859}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:12,261] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 207, 'learning_rate': 0.04885151632751107, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6676690937278567, 'colsample_bytree': 0.8114717165165802, 'gamma': 0.5078759534938073, 'reg_alpha': 0.3814052049977191, 'reg_lambda': 2.4384278203880108}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:12,490] Trial 37 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 182, 'learning_rate': 0.08409167768773153, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6390068512941097, 'colsample_bytree': 0.7617469001604499, 'gamma': 1.2646833618031983, 'reg_alpha': 0.031951271527481895, 'reg_lambda': 0.942323818412504}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:12,805] Trial 38 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 222, 'learning_rate': 0.030335441233154143, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9026153427605668, 'colsample_bytree': 0.7382564425460221, 'gamma': 0.7880666888344765, 'reg_alpha': 0.28733682655503767, 'reg_lambda': 2.176472806492045}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:13,061] Trial 39 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.039134306729613696, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.835910368583849, 'colsample_bytree': 0.7777692905028354, 'gamma': 0.371527169763842, 'reg_alpha': 0.10145750277683901, 'reg_lambda': 1.4451085665731271}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:13,406] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.11311613626381546, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8329997042735722, 'colsample_bytree': 0.7838996342999368, 'gamma': 0.08929319876225589, 'reg_alpha': 0.11686959951738252, 'reg_lambda': 1.4985999154986238}. Best is trial 0 with value: 0.7380952380952381.
[I 2025-11-03 19:57:13,632] Trial 41 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 174, 'learning_rate': 0.14277874129744186, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8367078999120521, 'colsample_bytree': 0.7820039533190662, 'gamma': 0.0969033174405064, 'reg_alpha': 0.09412448687517544, 'reg_lambda': 1.5618519259545844}. Best is trial 41 with value: 0.7678571428571429.
[I 2025-11-03 19:57:13,920] Trial 42 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 173, 'learning_rate': 0.13170850955729516, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8366950786467242, 'colsample_bytree': 0.7854216668834862, 'gamma': 0.1439742385886506, 'reg_alpha': 0.07735895215443733, 'reg_lambda': 1.5045967553092285}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:14,157] Trial 43 finished with value: 0.738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.17262173246641538, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8780647260908646, 'colsample_bytree': 0.8245634514456038, 'gamma': 0.2543300660910652, 'reg_alpha': 0.08259022614482556, 'reg_lambda': 1.1919440527493297}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:14,443] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 204, 'learning_rate': 0.19848282564255743, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7934513537960608, 'colsample_bytree': 0.8640037837109373, 'gamma': 1.0203965558952328, 'reg_alpha': 0.059597522969384184, 'reg_lambda': 1.6698072537970416}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:14,709] Trial 45 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.17302524234270483, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8489354663758935, 'colsample_bytree': 0.7856951185075542, 'gamma': 0.022207577817905222, 'reg_alpha': 0.18034691937820252, 'reg_lambda': 1.6160387238015115}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,038] Trial 46 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.28163391270154553, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8791699641195717, 'colsample_bytree': 0.7928666866754274, 'gamma': 0.03700847400889362, 'reg_alpha': 0.18657689873124333, 'reg_lambda': 1.6140841804026331}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,280] Trial 47 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.29816138198860154, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9256106488087066, 'colsample_bytree': 0.8656990191397776, 'gamma': 0.04095070483431479, 'reg_alpha': 0.1929000963511026, 'reg_lambda': 1.6249031157256566}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,667] Trial 48 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.299150130953992, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9305347899047313, 'colsample_bytree': 0.9207951830309108, 'gamma': 0.010707332255549745, 'reg_alpha': 0.1783213070216078, 'reg_lambda': 1.618197598266621}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:15,903] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.23144611946174035, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9830239047566915, 'colsample_bytree': 0.863505446624983, 'gamma': 0.7859613572882296, 'reg_alpha': 0.2039011627174493, 'reg_lambda': 1.9485384484371873}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:16,232] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.16159529086826796, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8764274022031127, 'colsample_bytree': 0.7964677453419812, 'gamma': 0.2563443360783392, 'reg_alpha': 0.004111586563375208, 'reg_lambda': 1.7493980001358929}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:16,460] Trial 51 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 170, 'learning_rate': 0.22568811082042986, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8527060983505048, 'colsample_bytree': 0.8387685703771957, 'gamma': 0.04959361403171478, 'reg_alpha': 0.13008799871948326, 'reg_lambda': 1.3819827089788623}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:16,682] Trial 52 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.2279512363768206, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8474424152429635, 'colsample_bytree': 0.8341908017306542, 'gamma': 0.06345025766903786, 'reg_alpha': 0.14426679511171836, 'reg_lambda': 1.3977785692208786}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,015] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.2283935745073357, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8110033332600589, 'colsample_bytree': 0.8309382219727535, 'gamma': 0.6920656837009247, 'reg_alpha': 0.12232388478627569, 'reg_lambda': 1.3940069196323306}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,277] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.1359926908497058, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.846533297508123, 'colsample_bytree': 0.926080006906267, 'gamma': 0.2985629317619879, 'reg_alpha': 0.2215082264214926, 'reg_lambda': 1.2904763977096625}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,591] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.192209800342331, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9636960009949562, 'colsample_bytree': 0.851872857317263, 'gamma': 0.16299894677886023, 'reg_alpha': 0.06873523376138929, 'reg_lambda': 1.5816170937560554}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:17,823] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.24561595866858, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9226208582491333, 'colsample_bytree': 0.8164338268618954, 'gamma': 0.3719855253312041, 'reg_alpha': 0.012963755731867976, 'reg_lambda': 1.4181349553950504}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,132] Trial 57 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.20101459532322927, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8606378015683767, 'colsample_bytree': 0.8780408741943673, 'gamma': 0.017010300844035556, 'reg_alpha': 0.14273092132843107, 'reg_lambda': 1.8087886592883595}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,345] Trial 58 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.10501632510195881, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8312880762163748, 'colsample_bytree': 0.8804367396629798, 'gamma': 0.5929342446107995, 'reg_alpha': 0.048430472139986885, 'reg_lambda': 1.8508027879992057}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,640] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.15052291055015082, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8909461459572297, 'colsample_bytree': 0.923705520589882, 'gamma': 0.8674803174959826, 'reg_alpha': 0.2232053016835061, 'reg_lambda': 2.067154220775997}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:18,974] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.19247173618783778, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8009698508411572, 'colsample_bytree': 0.8619675699518702, 'gamma': 0.40179410515865266, 'reg_alpha': 0.1429487688254741, 'reg_lambda': 1.8020978858241634}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:19,198] Trial 61 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 170, 'learning_rate': 0.21115211058786518, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8588972081466534, 'colsample_bytree': 0.8318387176410399, 'gamma': 0.18616149454084086, 'reg_alpha': 0.08491645517039076, 'reg_lambda': 1.7213373176040094}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:19,479] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.261628075067404, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8499221539834814, 'colsample_bytree': 0.9007301989553116, 'gamma': 0.02210848734908115, 'reg_alpha': 0.15468220143553676, 'reg_lambda': 1.1736074211537837}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:19,722] Trial 63 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.17753231175737758, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8235820595856543, 'colsample_bytree': 0.8021129648665607, 'gamma': 0.17033990209323202, 'reg_alpha': 0.12740177028006466, 'reg_lambda': 1.4506854601085968}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,055] Trial 64 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 179, 'learning_rate': 0.13526560209775518, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8615904092195161, 'colsample_bytree': 0.8753829972154016, 'gamma': 0.39227759396813433, 'reg_alpha': 0.9764504289874446, 'reg_lambda': 1.3346959334921793}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,260] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.1545785571780428, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7645027562781271, 'colsample_bytree': 0.839941463091759, 'gamma': 0.6957978138420093, 'reg_alpha': 0.18293913936844275, 'reg_lambda': 1.6955748806295883}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,531] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.22016217699240642, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9155122344294532, 'colsample_bytree': 0.9084115352012659, 'gamma': 0.015244722308534268, 'reg_alpha': 0.09526355049515714, 'reg_lambda': 1.4986572236374527}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:20,721] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.25970949146390443, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8894082057746275, 'colsample_bytree': 0.9598853697982233, 'gamma': 0.5798846390321619, 'reg_alpha': 0.2566463273699243, 'reg_lambda': 1.5614333308046648}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,115] Trial 68 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.12087755567493526, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9469692029028589, 'colsample_bytree': 0.7719130524070853, 'gamma': 0.20341648102857252, 'reg_alpha': 0.03413332685240733, 'reg_lambda': 1.9633661597639727}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,322] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.1773684365339998, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8444426163487906, 'colsample_bytree': 0.8087777518814575, 'gamma': 0.43693474752109707, 'reg_alpha': 0.2281699380873374, 'reg_lambda': 1.2467056014560296}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,635] Trial 70 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 212, 'learning_rate': 0.09183137052327678, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8120475451232452, 'colsample_bytree': 0.8472144167160546, 'gamma': 2.071582029985241, 'reg_alpha': 0.16676018676727608, 'reg_lambda': 1.9034206436056582}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:21,846] Trial 71 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.1342139798538774, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8694070060744487, 'colsample_bytree': 0.8733984803746406, 'gamma': 0.2895467381178952, 'reg_alpha': 0.21448657082986364, 'reg_lambda': 1.2620538415543887}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,109] Trial 72 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.13281249974555787, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.866958152941237, 'colsample_bytree': 0.886021326424217, 'gamma': 0.3077713084468073, 'reg_alpha': 0.3502071314068901, 'reg_lambda': 1.8106941529673488}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,412] Trial 73 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 154, 'learning_rate': 0.20829680586672025, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8252650759597451, 'colsample_bytree': 0.8593815567306056, 'gamma': 0.12399698026378012, 'reg_alpha': 0.13096536852960614, 'reg_lambda': 1.6310849667108431}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,632] Trial 74 finished with value: 0.738095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.16476268858885526, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9972687541355569, 'colsample_bytree': 0.8734881023512213, 'gamma': 0.4936482250588114, 'reg_alpha': 0.19755088140052546, 'reg_lambda': 1.151215009045639}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:22,951] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.10623119377135452, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8529210877518126, 'colsample_bytree': 0.8214224858423187, 'gamma': 0.19578562922177808, 'reg_alpha': 0.06824291510840919, 'reg_lambda': 1.35934177645077}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,192] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.24962487850026902, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8411821857352726, 'colsample_bytree': 0.7594738235618745, 'gamma': 0.0007508825910825245, 'reg_alpha': 0.10652783959590752, 'reg_lambda': 1.4866844801369428}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,444] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 180, 'learning_rate': 0.27695611866340175, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8725637766478163, 'colsample_bytree': 0.8328772404199773, 'gamma': 0.635936542982861, 'reg_alpha': 0.27926106701804676, 'reg_lambda': 1.2523278493822003}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,649] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.14986046473475104, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8876019508886573, 'colsample_bytree': 0.8519409433574892, 'gamma': 1.0605349851366699, 'reg_alpha': 0.23411423036255602, 'reg_lambda': 1.5742295467928447}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:23,919] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.18789843649385995, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9089051949809799, 'colsample_bytree': 0.8939002498029748, 'gamma': 0.30687389846064095, 'reg_alpha': 0.1422700049534419, 'reg_lambda': 1.369296392535195}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,121] Trial 80 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 127, 'learning_rate': 0.1260973364052853, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7985264227899659, 'colsample_bytree': 0.7744631199190242, 'gamma': 1.322419649887452, 'reg_alpha': 0.044563037793947546, 'reg_lambda': 0.9552691918463574}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,431] Trial 81 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 136, 'learning_rate': 0.11810569476298317, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8012322345960362, 'colsample_bytree': 0.769535867310015, 'gamma': 1.5783884013109364, 'reg_alpha': 0.03607816253249885, 'reg_lambda': 0.6819205067721485}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,624] Trial 82 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 127, 'learning_rate': 0.12927728007686298, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7751641491787056, 'colsample_bytree': 0.7869207496678469, 'gamma': 0.14078136368830757, 'reg_alpha': 0.0006888726824283709, 'reg_lambda': 0.5143015095635881}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:24,845] Trial 83 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 167, 'learning_rate': 0.10010120345102923, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8219894886832456, 'colsample_bytree': 0.7467368859879656, 'gamma': 2.3022419276848383, 'reg_alpha': 0.0959383452427848, 'reg_lambda': 1.1178795343633694}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:25,208] Trial 84 finished with value: 0.738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.23168175467791458, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8358433737683675, 'colsample_bytree': 0.7998687763088744, 'gamma': 0.47370468411100647, 'reg_alpha': 0.19759564115472775, 'reg_lambda': 1.783600994401885}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:25,460] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.16887569243650613, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8630032072579146, 'colsample_bytree': 0.776933611817485, 'gamma': 1.8275147146281587, 'reg_alpha': 0.06922235019326858, 'reg_lambda': 1.6852644254938667}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:25,759] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.29788033908501443, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7881105109022406, 'colsample_bytree': 0.7564666139649406, 'gamma': 1.3127570555145454, 'reg_alpha': 0.1697173416050835, 'reg_lambda': 1.223183004665173}. Best is trial 42 with value: 0.7738095238095238.
[I 2025-11-03 19:57:26,008] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 174, 'learning_rate': 0.14667886994965454, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8027980846116043, 'colsample_bytree': 0.8130715785701742, 'gamma': 0.8326209336568231, 'reg_alpha': 0.1162440263473817, 'reg_lambda': 0.9291850155438579}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:26,308] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.14380092966988642, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8118137577597061, 'colsample_bytree': 0.812220268785714, 'gamma': 0.7424154629103987, 'reg_alpha': 0.31272535280767827, 'reg_lambda': 0.9436200177327169}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:26,535] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.1130116863756175, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.767564786607916, 'colsample_bytree': 0.7320789797293756, 'gamma': 0.8421123440139704, 'reg_alpha': 0.045285078944370685, 'reg_lambda': 0.9143614775201583}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:26,776] Trial 90 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.08627812690625804, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7962601100314746, 'colsample_bytree': 0.7911645410921697, 'gamma': 0.31065945936830663, 'reg_alpha': 0.022609895265664315, 'reg_lambda': 1.067978722464733}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,013] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.20699459569944892, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.85506380972873, 'colsample_bytree': 0.8427733395029309, 'gamma': 0.14798469641556397, 'reg_alpha': 0.12075981902028582, 'reg_lambda': 1.4272761901571223}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,249] Trial 92 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 188, 'learning_rate': 0.189195521762187, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8283885726234681, 'colsample_bytree': 0.8267136731594177, 'gamma': 0.09718581177405662, 'reg_alpha': 0.15066548898066529, 'reg_lambda': 1.3168691085357211}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,578] Trial 93 finished with value: 0.755952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.15738508524349973, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8039574011931985, 'colsample_bytree': 0.8248536934599565, 'gamma': 0.5777192278758962, 'reg_alpha': 0.15473688781658282, 'reg_lambda': 1.307183815366331}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:27,815] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.17603580282348472, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8253424248617502, 'colsample_bytree': 0.7756777102740756, 'gamma': 0.2699852261521733, 'reg_alpha': 0.08282504983428494, 'reg_lambda': 1.5382923871731353}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:28,132] Trial 95 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 177, 'learning_rate': 0.14161080001302695, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7884646565086854, 'colsample_bytree': 0.8051915889031688, 'gamma': 2.7711127751914466, 'reg_alpha': 0.20787286692673015, 'reg_lambda': 1.0066192876640372}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:28,514] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.12718738567439514, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8399094108146188, 'colsample_bytree': 0.858159319860183, 'gamma': 0.3913470344959336, 'reg_alpha': 0.25153287401174107, 'reg_lambda': 1.6479092865358358}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:28,847] Trial 97 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 194, 'learning_rate': 0.1851647862608735, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8186316351502791, 'colsample_bytree': 0.8726507014696788, 'gamma': 0.9199082152254074, 'reg_alpha': 0.10039091470815747, 'reg_lambda': 1.4565324855256123}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,095] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.19014097917938627, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8315835863990079, 'colsample_bytree': 0.9145161666815074, 'gamma': 1.2243831734612731, 'reg_alpha': 0.05431912944062614, 'reg_lambda': 0.7832396025462085}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,349] Trial 99 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.16067710976774782, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8714096687610997, 'colsample_bytree': 0.8737239837012768, 'gamma': 0.9110629863400231, 'reg_alpha': 0.11285445911126622, 'reg_lambda': 1.478782363970421}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,612] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.1442809750786989, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8182544810969877, 'colsample_bytree': 0.794544246346608, 'gamma': 1.3676635285770935, 'reg_alpha': 0.09862860910859352, 'reg_lambda': 0.8917893633142099}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:29,849] Trial 101 finished with value: 0.693452380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.24377402271952991, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7785160873478263, 'colsample_bytree': 0.8937753163008222, 'gamma': 1.120411705703057, 'reg_alpha': 0.14468773036105853, 'reg_lambda': 1.5753721504854719}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,089] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.2028968338754296, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8076402131250671, 'colsample_bytree': 0.8674304027390523, 'gamma': 0.09932307844694685, 'reg_alpha': 0.17021646531326437, 'reg_lambda': 1.2926159504173698}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,321] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.18256442336536913, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8465167632521127, 'colsample_bytree': 0.8187009860795383, 'gamma': 0.24527577955727242, 'reg_alpha': 0.07522971244634635, 'reg_lambda': 1.7448581304906965}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,611] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.2680900681016853, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.829678220156993, 'colsample_bytree': 0.8853117593887145, 'gamma': 0.47587159591071054, 'reg_alpha': 0.17688294566910223, 'reg_lambda': 1.4334811771581801}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:30,817] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 143, 'learning_rate': 0.0733853887210801, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8806121501436733, 'colsample_bytree': 0.831716605678845, 'gamma': 0.9675911554939225, 'reg_alpha': 0.13895741971617548, 'reg_lambda': 1.513237367474741}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,194] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.2154232889242264, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8174732958953169, 'colsample_bytree': 0.7811641451650765, 'gamma': 0.09688631267051075, 'reg_alpha': 0.11447745295915311, 'reg_lambda': 1.6097516991017402}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,395] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.16847275627500297, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.895433684713775, 'colsample_bytree': 0.9412561891424646, 'gamma': 0.35918667766111145, 'reg_alpha': 0.19236703005935268, 'reg_lambda': 1.2147964652090648}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,769] Trial 108 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.11195331715184298, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8387644100742528, 'colsample_bytree': 0.7650914299698596, 'gamma': 0.005565100188039532, 'reg_alpha': 0.05616112952238131, 'reg_lambda': 1.1152398313765661}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:31,962] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.23621581469350889, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9478479800456802, 'colsample_bytree': 0.8521519233439021, 'gamma': 0.6755594162303811, 'reg_alpha': 0.21432163377479213, 'reg_lambda': 1.8903696814908768}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,272] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 178, 'learning_rate': 0.15266804594436728, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7552583235229952, 'colsample_bytree': 0.9020044245461687, 'gamma': 0.22561462273368077, 'reg_alpha': 0.09287267855574194, 'reg_lambda': 0.7162130431044411}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,495] Trial 111 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 187, 'learning_rate': 0.21968213474459086, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8588301713400951, 'colsample_bytree': 0.8378844389331838, 'gamma': 0.1073582272737779, 'reg_alpha': 0.13413782705443533, 'reg_lambda': 1.4029256958276697}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,737] Trial 112 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.12228113581046055, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8483715979913274, 'colsample_bytree': 0.8467200958715111, 'gamma': 0.08719722133350785, 'reg_alpha': 0.15554096395212114, 'reg_lambda': 1.3750120645739956}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:32,961] Trial 113 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.19166751531645948, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8668775175763183, 'colsample_bytree': 0.8702693472590237, 'gamma': 0.5635036919475402, 'reg_alpha': 0.019304803859889003, 'reg_lambda': 1.3278896601264356}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,158] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.28371369394667617, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8521645992882577, 'colsample_bytree': 0.8080222073786659, 'gamma': 0.4138771300000976, 'reg_alpha': 0.12202575409140595, 'reg_lambda': 1.5427820564167392}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,357] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 164, 'learning_rate': 0.13877903493337468, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8293669158125728, 'colsample_bytree': 0.8255946819268417, 'gamma': 0.22004265203592624, 'reg_alpha': 0.24103568215724097, 'reg_lambda': 1.0046703414634848}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,663] Trial 116 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 181, 'learning_rate': 0.20222424114789714, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8822294000160175, 'colsample_bytree': 0.7537405457210098, 'gamma': 0.0057750069692655975, 'reg_alpha': 0.07631504681460279, 'reg_lambda': 1.4658508850216598}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:33,902] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.17666450939152584, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8829190520288935, 'colsample_bytree': 0.7406856457885451, 'gamma': 0.007691493306553582, 'reg_alpha': 0.08195297328624083, 'reg_lambda': 1.6914474631919123}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:34,127] Trial 118 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 192, 'learning_rate': 0.1972258052993267, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9021723907497887, 'colsample_bytree': 0.786198594514164, 'gamma': 0.3293197718830009, 'reg_alpha': 0.043943360290347774, 'reg_lambda': 1.4652683100408286}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:34,443] Trial 119 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 199, 'learning_rate': 0.20061845298885853, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9067122384737907, 'colsample_bytree': 0.7535682682450011, 'gamma': 3.1923412577247126, 'reg_alpha': 0.044921760620571294, 'reg_lambda': 1.4642209176818233}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:34,740] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.15843236562934346, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9001615550461779, 'colsample_bytree': 0.7836068704279395, 'gamma': 0.31964563656853656, 'reg_alpha': 0.5923914514863577, 'reg_lambda': 1.5287193626974451}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,008] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 183, 'learning_rate': 0.1650484334782078, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9240743101262742, 'colsample_bytree': 0.7660568414109853, 'gamma': 0.17927287888884086, 'reg_alpha': 0.10637433876918981, 'reg_lambda': 1.2755833437979462}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,253] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.16660641977372403, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.932817433351209, 'colsample_bytree': 0.7697486395183807, 'gamma': 0.16995377766451766, 'reg_alpha': 0.06880785432631684, 'reg_lambda': 1.3517708686277623}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,518] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.18230996739274286, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9187795371684017, 'colsample_bytree': 0.7183426339626805, 'gamma': 0.46060585114285435, 'reg_alpha': 0.031188866715328584, 'reg_lambda': 1.2602336803582093}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:35,801] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.1255238776790922, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8741721882966696, 'colsample_bytree': 0.793557097955072, 'gamma': 0.28715615409185974, 'reg_alpha': 0.10482265284886891, 'reg_lambda': 1.4395312035543342}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,040] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.1481233948225735, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9382825506757149, 'colsample_bytree': 0.7511200775875482, 'gamma': 0.17391001581685625, 'reg_alpha': 0.00046173466933140117, 'reg_lambda': 1.178707510268003}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,391] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 180, 'learning_rate': 0.13480113407837396, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9138512077804971, 'colsample_bytree': 0.7850275917996503, 'gamma': 0.7600133383710411, 'reg_alpha': 0.09022311729716799, 'reg_lambda': 1.316012251284875}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,605] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.1977963131510046, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.794922344441186, 'colsample_bytree': 0.8029503032552424, 'gamma': 0.5955740166289932, 'reg_alpha': 0.8782042158203717, 'reg_lambda': 1.5941125503909859}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:36,824] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.21550160480188124, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.886699900681008, 'colsample_bytree': 0.7615219926837974, 'gamma': 0.36951032474770007, 'reg_alpha': 0.0574345690160382, 'reg_lambda': 1.3960020785727427}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,083] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.17027237656546107, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8656576358324594, 'colsample_bytree': 0.7696608197138968, 'gamma': 0.12473441174091365, 'reg_alpha': 0.1599364426837251, 'reg_lambda': 1.4902991138291395}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,300] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.14755164215268202, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8071571841406222, 'colsample_bytree': 0.8164772605520224, 'gamma': 1.7936168864828725, 'reg_alpha': 0.026747415090585952, 'reg_lambda': 1.270352116205579}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,531] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.2554640137296539, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8936098650606565, 'colsample_bytree': 0.882024287535539, 'gamma': 0.0681234942939398, 'reg_alpha': 0.11598444328524511, 'reg_lambda': 1.6573572950034636}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:37,870] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.23067058686396977, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9220709086182306, 'colsample_bytree': 0.7756708081738716, 'gamma': 0.008973861568450592, 'reg_alpha': 0.1345828216958127, 'reg_lambda': 1.7636865936576553}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,170] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.18683488672599596, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9606694609715887, 'colsample_bytree': 0.7977160378916996, 'gamma': 0.2623496488634705, 'reg_alpha': 0.1830237017210271, 'reg_lambda': 1.6348431875595535}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,502] Trial 134 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 174, 'learning_rate': 0.15864440384673406, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8395931052832944, 'colsample_bytree': 0.7898911102418495, 'gamma': 3.6522672157519187, 'reg_alpha': 0.07899543671628044, 'reg_lambda': 1.549235967055111}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,747] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.2043827358646743, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8168889553991754, 'colsample_bytree': 0.8554843284460489, 'gamma': 0.20452383819904954, 'reg_alpha': 0.14600900293586427, 'reg_lambda': 0.8654271270449141}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:38,997] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 56, 'learning_rate': 0.09764925302009986, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9274946403435158, 'colsample_bytree': 0.7440461145548024, 'gamma': 0.5181178233617479, 'reg_alpha': 0.1092333742261632, 'reg_lambda': 1.7152765427599328}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:39,217] Trial 137 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 194, 'learning_rate': 0.24609606644264867, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9391907822340706, 'colsample_bytree': 0.8112246419728223, 'gamma': 0.364150802295031, 'reg_alpha': 0.059067289037270654, 'reg_lambda': 1.4548902030507125}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:39,568] Trial 138 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 187, 'learning_rate': 0.13127603047195474, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.901414516435737, 'colsample_bytree': 0.763878017616198, 'gamma': 0.1133642691621601, 'reg_alpha': 0.17148220516662205, 'reg_lambda': 1.1008515549114604}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:39,797] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 188, 'learning_rate': 0.10638894124318073, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.899395468025674, 'colsample_bytree': 0.726537517039974, 'gamma': 1.5101630476789363, 'reg_alpha': 0.09575061730066321, 'reg_lambda': 1.0959137220338853}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,039] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 211, 'learning_rate': 0.1336751194229333, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8594867418911551, 'colsample_bytree': 0.7605557144730325, 'gamma': 0.13822189938445473, 'reg_alpha': 0.17430627414914868, 'reg_lambda': 0.9549700677080872}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,351] Trial 141 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.11718257900810446, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9076460268063717, 'colsample_bytree': 0.7802262706782066, 'gamma': 0.0007222279040276502, 'reg_alpha': 0.20546966849428527, 'reg_lambda': 1.2149574952902462}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,588] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.11859760280662683, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8737857193309428, 'colsample_bytree': 0.7701537193568272, 'gamma': 0.00048524719201185895, 'reg_alpha': 0.22330941459170847, 'reg_lambda': 1.04371801472819}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:40,833] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.14364783483595822, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9128826665584169, 'colsample_bytree': 0.7791482846704668, 'gamma': 0.2502603900267172, 'reg_alpha': 0.15608810571372211, 'reg_lambda': 1.162240560650084}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,178] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.1277842901165271, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9008673853370729, 'colsample_bytree': 0.7541631663368532, 'gamma': 0.13181718270831574, 'reg_alpha': 0.20107790803998887, 'reg_lambda': 0.9732439314318423}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,403] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.11116242523366715, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9066454380934369, 'colsample_bytree': 0.7905939376933334, 'gamma': 0.43543738505217305, 'reg_alpha': 0.12211997023823402, 'reg_lambda': 1.1503228517914532}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,729] Trial 146 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.16616485148427562, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8444733195552538, 'colsample_bytree': 0.7659067898707345, 'gamma': 0.3147048772773001, 'reg_alpha': 0.04745455459277903, 'reg_lambda': 1.3242999392921255}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:41,960] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.1802768780704412, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8831545385032039, 'colsample_bytree': 0.7788477485156587, 'gamma': 0.20841453014665007, 'reg_alpha': 0.07409684223877076, 'reg_lambda': 1.214546755802869}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:42,196] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 201, 'learning_rate': 0.15487413913740466, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.825820875073368, 'colsample_bytree': 0.735126618347234, 'gamma': 0.08886399457552352, 'reg_alpha': 0.26048130240161965, 'reg_lambda': 1.2624733705231088}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:42,580] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.13719486654278995, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8542009550220903, 'colsample_bytree': 0.8012929007057992, 'gamma': 0.33606260086383116, 'reg_alpha': 0.13679012926267212, 'reg_lambda': 1.3939078152090063}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:42,790] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.12039506789390975, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.8328586930407252, 'colsample_bytree': 0.7495463341398991, 'gamma': 1.0530050131173967, 'reg_alpha': 0.17052522817370797, 'reg_lambda': 1.0561822728240617}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:43,104] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.1938012894696553, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9246069936778305, 'colsample_bytree': 0.8886615744746426, 'gamma': 0.00901669635909386, 'reg_alpha': 0.20355913675715448, 'reg_lambda': 1.5108922178709316}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 19:57:43,385] Trial 152 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.1751082823466581, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8913250503622667, 'colsample_bytree': 0.8637233433172429, 'gamma': 0.09430955515908115, 'reg_alpha': 0.1110105247805312, 'reg_lambda': 1.3452372909117005}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:43,807] Trial 153 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 190, 'learning_rate': 0.173893353384947, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.891562778101494, 'colsample_bytree': 0.7884008261251988, 'gamma': 0.11935310100314973, 'reg_alpha': 0.10181491166329665, 'reg_lambda': 1.3396519959442343}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,049] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 228, 'learning_rate': 0.21274251972894295, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8914461761787872, 'colsample_bytree': 0.7839573399711237, 'gamma': 0.21172878775205997, 'reg_alpha': 0.10083923801190672, 'reg_lambda': 1.3621770753899662}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,295] Trial 155 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 215, 'learning_rate': 0.15115882757014715, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9059672490086107, 'colsample_bytree': 0.8757041850736916, 'gamma': 0.0881052385250594, 'reg_alpha': 0.08732974879981723, 'reg_lambda': 1.3053662872729}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,673] Trial 156 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 178, 'learning_rate': 0.15110846695255237, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8897672340421494, 'colsample_bytree': 0.877728234510971, 'gamma': 0.12689008015110037, 'reg_alpha': 0.0864622206210876, 'reg_lambda': 1.2074520150944708}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:44,920] Trial 157 finished with value: 0.761904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.15588071936570574, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8862664691643652, 'colsample_bytree': 0.8770504619351148, 'gamma': 0.11664669080146843, 'reg_alpha': 0.08878424708687672, 'reg_lambda': 1.1281280967107372}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:45,154] Trial 158 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.14634815766669387, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8801999341555037, 'colsample_bytree': 0.8670598263789598, 'gamma': 0.1756809941570665, 'reg_alpha': 0.11512914125911308, 'reg_lambda': 1.275152040180642}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:45,371] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 178, 'learning_rate': 0.170579642102661, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8702416518861121, 'colsample_bytree': 0.9049996588397392, 'gamma': 0.4626878405606919, 'reg_alpha': 0.12706304610253757, 'reg_lambda': 1.3031944989385273}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:45,658] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.062357420790214946, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8933477889481156, 'colsample_bytree': 0.8626718118229302, 'gamma': 0.24985773581564352, 'reg_alpha': 0.07731172816407847, 'reg_lambda': 1.1861971459086262}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,026] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.12889311596407022, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9139288774930822, 'colsample_bytree': 0.8868130886585082, 'gamma': 0.08632477631881419, 'reg_alpha': 0.15088801023947734, 'reg_lambda': 1.2288923586986844}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,258] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.1384389850362853, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7816748727038435, 'colsample_bytree': 0.8953195897754418, 'gamma': 0.11868071581910616, 'reg_alpha': 0.10425662756057427, 'reg_lambda': 1.2100157837820367}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,491] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.16433643800568792, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9048670539180167, 'colsample_bytree': 0.8744097111535127, 'gamma': 0.02020478582386615, 'reg_alpha': 0.06097544226054459, 'reg_lambda': 1.3265919363698557}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:46,845] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.05181795797260906, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8774276085707545, 'colsample_bytree': 0.8802129335433087, 'gamma': 0.2338185434264789, 'reg_alpha': 0.1291383246048384, 'reg_lambda': 1.3955419094619093}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,037] Trial 165 finished with value: 0.738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.18130239585124283, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8003013801648585, 'colsample_bytree': 0.8437285836906382, 'gamma': 0.0054669581893154184, 'reg_alpha': 0.08257225936651591, 'reg_lambda': 1.0925355446892917}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,345] Trial 166 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.14949101798504327, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.8943195541555627, 'colsample_bytree': 0.860487800098192, 'gamma': 0.14065352845049173, 'reg_alpha': 0.5284028604708446, 'reg_lambda': 1.3410376514372921}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,575] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.1309836422500532, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8631453531293967, 'colsample_bytree': 0.9976901996680166, 'gamma': 0.4031580101927511, 'reg_alpha': 0.4199032041783048, 'reg_lambda': 1.2874947670709944}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:47,973] Trial 168 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 176, 'learning_rate': 0.11579228480909223, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9105532408091082, 'colsample_bytree': 0.8715428023866372, 'gamma': 0.30759411038881074, 'reg_alpha': 0.021659787356466967, 'reg_lambda': 1.2407119685256425}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:48,204] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 203, 'learning_rate': 0.15724970761930765, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8165648023830273, 'colsample_bytree': 0.833497009614064, 'gamma': 0.18178953634540085, 'reg_alpha': 0.7026282961577873, 'reg_lambda': 1.4332071833035922}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:48,638] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.13820182421045088, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8857396810125366, 'colsample_bytree': 0.760711852030256, 'gamma': 0.09627662537532308, 'reg_alpha': 0.09236559779241653, 'reg_lambda': 0.9907778930959658}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:48,871] Trial 171 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 185, 'learning_rate': 0.14209636236670592, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8861648296221933, 'colsample_bytree': 0.7642627577117945, 'gamma': 0.10591035063943015, 'reg_alpha': 0.09467867802113297, 'reg_lambda': 0.9295217574618023}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:49,190] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 182, 'learning_rate': 0.14210848305568535, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8843827223494689, 'colsample_bytree': 0.7713873298611919, 'gamma': 0.11613473425912424, 'reg_alpha': 0.09768400215467393, 'reg_lambda': 0.8064225128360614}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:49,447] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.1430671846871147, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8857455177142437, 'colsample_bytree': 0.7693865128854513, 'gamma': 0.2600482012896421, 'reg_alpha': 0.1022955595383019, 'reg_lambda': 0.6472980853285475}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:49,785] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.17468238962549087, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8691400064509437, 'colsample_bytree': 0.7614612720529136, 'gamma': 0.1165095087658548, 'reg_alpha': 0.07945890326498381, 'reg_lambda': 0.7654910110870293}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,004] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.151685382938364, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.875117879298436, 'colsample_bytree': 0.7554805905085246, 'gamma': 0.3895063821214691, 'reg_alpha': 0.06255800913869902, 'reg_lambda': 0.8718297173491522}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,306] Trial 176 finished with value: 0.738095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.16740586701434154, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8883085878083337, 'colsample_bytree': 0.6221331477959136, 'gamma': 0.2057532777100472, 'reg_alpha': 0.03865797481220761, 'reg_lambda': 0.8036286541607542}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,563] Trial 177 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 167, 'learning_rate': 0.010476222125816594, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8802559064827723, 'colsample_bytree': 0.7455420861269048, 'gamma': 0.5186663496998862, 'reg_alpha': 0.10862217497435409, 'reg_lambda': 0.9942826354280044}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:50,892] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.18592242165404427, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8619117590813468, 'colsample_bytree': 0.8247027176297834, 'gamma': 0.28309146465442114, 'reg_alpha': 0.09110578876306877, 'reg_lambda': 0.9018466962970126}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:51,170] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 185, 'learning_rate': 0.14037889600712217, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.841366179247868, 'colsample_bytree': 0.7764029548098402, 'gamma': 0.08678891174829598, 'reg_alpha': 0.13301873305437933, 'reg_lambda': 0.8302275638939528}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:51,504] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.15566145801223963, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8533226684478429, 'colsample_bytree': 0.8509716351824604, 'gamma': 0.0005069406521542308, 'reg_alpha': 0.06095234757703425, 'reg_lambda': 0.9138779207911365}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:51,759] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.12608114712560892, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.898080889132378, 'colsample_bytree': 0.7645742598457483, 'gamma': 0.15476976877076526, 'reg_alpha': 0.146524987123495, 'reg_lambda': 1.0542958777440392}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,095] Trial 182 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 194, 'learning_rate': 0.13928603422329536, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8949699826988541, 'colsample_bytree': 0.7584382589498556, 'gamma': 2.4949756291113463, 'reg_alpha': 0.11775718151983217, 'reg_lambda': 0.9596241051999501}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,385] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.1321502417913471, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8852489681192691, 'colsample_bytree': 0.7730931575636353, 'gamma': 0.09823743170687109, 'reg_alpha': 0.09419729119101572, 'reg_lambda': 1.0017319069670088}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,595] Trial 184 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 183, 'learning_rate': 0.14814567816648785, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8081392901605406, 'colsample_bytree': 0.7939092009868022, 'gamma': 1.3624724521243177, 'reg_alpha': 0.11971069687047232, 'reg_lambda': 0.9339783027513328}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:52,900] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.16251897286232683, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8228964944804797, 'colsample_bytree': 0.883026539694395, 'gamma': 0.19068247162968605, 'reg_alpha': 0.07406906829750297, 'reg_lambda': 2.7582514271570737}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,101] Trial 186 finished with value: 0.738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.20172549291500622, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8693735744051792, 'colsample_bytree': 0.7402949642866852, 'gamma': 0.2924798536257156, 'reg_alpha': 0.16149391437268235, 'reg_lambda': 1.3693591716308}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,317] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.2231457977479626, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9171921120961025, 'colsample_bytree': 0.7539261479465333, 'gamma': 1.1442935973474269, 'reg_alpha': 0.04316349586348988, 'reg_lambda': 1.1501504743067448}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,638] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 180, 'learning_rate': 0.12353129600953706, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7918267778222993, 'colsample_bytree': 0.8945771653686054, 'gamma': 0.09277513044674691, 'reg_alpha': 0.14305218080398588, 'reg_lambda': 1.4251486849545936}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:53,851] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.17852776427106543, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9016920758994676, 'colsample_bytree': 0.8101755942144792, 'gamma': 0.3621512281010323, 'reg_alpha': 0.09940200656686013, 'reg_lambda': 1.091200759089893}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:54,119] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 165, 'learning_rate': 0.13320398819228935, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8348662886474361, 'colsample_bytree': 0.866599442672024, 'gamma': 0.2049660984575934, 'reg_alpha': 0.08436210881517792, 'reg_lambda': 1.0180978173853747}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:54,370] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.11294099714505643, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9072786834784023, 'colsample_bytree': 0.7784611829770166, 'gamma': 0.002461734418269329, 'reg_alpha': 0.11356408117362381, 'reg_lambda': 1.1960325397239062}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:54,760] Trial 192 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 195, 'learning_rate': 0.12244929489389099, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8867802297586779, 'colsample_bytree': 0.765649996258776, 'gamma': 0.08202714607329435, 'reg_alpha': 0.16948827152279727, 'reg_lambda': 1.2922536883663807}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,026] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.10508950660015044, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8786563505168556, 'colsample_bytree': 0.7598081561980072, 'gamma': 0.10294287807710911, 'reg_alpha': 0.17830314909945022, 'reg_lambda': 1.3545682055788888}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,431] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.14295240204725523, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8915164981401669, 'colsample_bytree': 0.7678982165216148, 'gamma': 0.11991093398782511, 'reg_alpha': 0.1407522007038186, 'reg_lambda': 1.277958825644787}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,668] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.12364135358526464, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8852957025893174, 'colsample_bytree': 0.7487659432856694, 'gamma': 0.23090888849296815, 'reg_alpha': 0.065750190356776, 'reg_lambda': 1.3110332472927797}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:55,942] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.15922793906471971, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8766226520017358, 'colsample_bytree': 0.7725230389179046, 'gamma': 0.0850377120540301, 'reg_alpha': 0.1598312156317899, 'reg_lambda': 0.870342192556879}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,266] Trial 197 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 191, 'learning_rate': 0.18667234443128122, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8981703473192694, 'colsample_bytree': 0.8768023915175042, 'gamma': 1.7305365538820743, 'reg_alpha': 0.12715374723585784, 'reg_lambda': 1.476861730221234}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,468] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 186, 'learning_rate': 0.16804327075445016, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8624879025475259, 'colsample_bytree': 0.7953396560320436, 'gamma': 0.28287257816051936, 'reg_alpha': 0.09878063648939683, 'reg_lambda': 0.7252286544332212}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,666] Trial 199 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.17065289794709074, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8619066293785731, 'colsample_bytree': 0.8019651157208786, 'gamma': 0.3362825783816881, 'reg_alpha': 0.09192106733504128, 'reg_lambda': 0.5616035253350943}. Best is trial 152 with value: 0.8035714285714286.
[I 2025-11-03 19:57:56,669] A new study created in memory with name: no-name-02f514b8-a461-4ed0-9596-11759e85b715
[I 2025-11-03 19:57:56,930] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.07593563781085433, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.627240609333091, 'colsample_bytree': 0.9817622555293288, 'gamma': 3.2338465556540963, 'reg_alpha': 0.3780561296828878, 'reg_lambda': 1.6859032229941087}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:57:57,142] Trial 1 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 216, 'learning_rate': 0.06894439197496433, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9620067922157161, 'colsample_bytree': 0.6581067625764239, 'gamma': 1.576269806311671, 'reg_alpha': 0.65125608524178, 'reg_lambda': 1.7410156217117798}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:57,462] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.015167429210473484, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7270413383563264, 'colsample_bytree': 0.7134252445323841, 'gamma': 2.1398168340333106, 'reg_alpha': 0.5558596884766922, 'reg_lambda': 1.9896960233963774}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:57,745] Trial 3 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 245, 'learning_rate': 0.021994680988336558, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7228925587045995, 'colsample_bytree': 0.7785097275985654, 'gamma': 1.5575574809681714, 'reg_alpha': 0.2170919532701987, 'reg_lambda': 1.046239247725827}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:58,081] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 188, 'learning_rate': 0.11831792223298314, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9552361205849798, 'colsample_bytree': 0.9948740060023475, 'gamma': 4.902669430317968, 'reg_alpha': 0.09065075049261428, 'reg_lambda': 2.1275978443572816}. Best is trial 1 with value: 0.7053571428571429.
[I 2025-11-03 19:57:58,239] Trial 5 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 54, 'learning_rate': 0.042969871649170474, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6754607378972372, 'colsample_bytree': 0.7518953249139345, 'gamma': 3.330555571921943, 'reg_alpha': 0.23696391625766366, 'reg_lambda': 1.6314502386588328}. Best is trial 5 with value: 0.7083333333333334.
[I 2025-11-03 19:57:58,498] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.05302476340093746, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7106271706656302, 'colsample_bytree': 0.6193234495312692, 'gamma': 2.508225235614601, 'reg_alpha': 0.30232788273463096, 'reg_lambda': 0.5310092233248291}. Best is trial 5 with value: 0.7083333333333334.
[I 2025-11-03 19:57:58,682] Trial 7 finished with value: 0.761904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.21215335990113426, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9549063742937427, 'colsample_bytree': 0.8311585068120995, 'gamma': 1.3238415631168854, 'reg_alpha': 0.9619700698786817, 'reg_lambda': 1.7823061526471857}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:58,945] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.14680568506009312, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.7072822067825352, 'colsample_bytree': 0.7910164966024213, 'gamma': 3.5712235832871455, 'reg_alpha': 0.9353124938826628, 'reg_lambda': 1.2132142277100293}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,241] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.026868152440334685, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.6688431892764449, 'colsample_bytree': 0.6635357147822935, 'gamma': 2.6307116265265225, 'reg_alpha': 0.09982540821301156, 'reg_lambda': 2.8222175722960445}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,329] Trial 10 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 28, 'learning_rate': 0.2614854409565131, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8572651928976158, 'colsample_bytree': 0.8801574633040041, 'gamma': 0.5689455614664368, 'reg_alpha': 0.9787906829198235, 'reg_lambda': 2.6654541928134865}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,518] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.2918565419524231, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8756938534751125, 'colsample_bytree': 0.8849747117349364, 'gamma': 0.2979038348968616, 'reg_alpha': 0.9542006942831838, 'reg_lambda': 2.816058654543861}. Best is trial 7 with value: 0.761904761904762.
[I 2025-11-03 19:57:59,746] Trial 12 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.2993062952058712, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8410560984513231, 'colsample_bytree': 0.8760486401201959, 'gamma': 0.014356453093459454, 'reg_alpha': 0.7783651588758053, 'reg_lambda': 2.4528009881461936}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:57:59,988] Trial 13 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 153, 'learning_rate': 0.1736793107864902, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8058943584446601, 'colsample_bytree': 0.8667191712842668, 'gamma': 0.03229610166766318, 'reg_alpha': 0.7574265496802308, 'reg_lambda': 2.335019083231716}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:00,279] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 163, 'learning_rate': 0.13227371073330169, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7992590134514946, 'colsample_bytree': 0.904839333462673, 'gamma': 0.028609874578430006, 'reg_alpha': 0.7520307609404147, 'reg_lambda': 2.3167542989553613}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:00,546] Trial 15 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.18032296560288427, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8121474543146872, 'colsample_bytree': 0.9389452552811202, 'gamma': 0.6607862795033207, 'reg_alpha': 0.7677092925884687, 'reg_lambda': 2.4408916612417992}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:00,832] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.1103947233382529, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7911553425561, 'colsample_bytree': 0.8374312930069652, 'gamma': 0.8516126640590275, 'reg_alpha': 0.7835389457394807, 'reg_lambda': 2.5237063319391533}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,039] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 134, 'learning_rate': 0.2930243668676506, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8897083152061834, 'colsample_bytree': 0.8309123993424674, 'gamma': 1.0017006562254571, 'reg_alpha': 0.49799834856128194, 'reg_lambda': 2.178839892010713}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,301] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 184, 'learning_rate': 0.18499330167673456, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8420789373269325, 'colsample_bytree': 0.9508878382789425, 'gamma': 4.808308180153215, 'reg_alpha': 0.6252284156374734, 'reg_lambda': 1.3222735625280402}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,456] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.09226229086154578, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7619251168008427, 'colsample_bytree': 0.8604806711853639, 'gamma': 0.10435844421899598, 'reg_alpha': 0.82516195858451, 'reg_lambda': 2.9247937634441903}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,682] Trial 20 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.0392393964115174, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9067978762633255, 'colsample_bytree': 0.9240516565419193, 'gamma': 1.8452633474218536, 'reg_alpha': 0.44234827441718033, 'reg_lambda': 2.572944351960426}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:01,981] Trial 21 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 119, 'learning_rate': 0.20871100236119033, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9957735786110425, 'colsample_bytree': 0.8215812933172914, 'gamma': 1.3246590837302736, 'reg_alpha': 0.8645337623390448, 'reg_lambda': 1.9326880799984294}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,198] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 178, 'learning_rate': 0.20692610941164094, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9359492736992063, 'colsample_bytree': 0.7475931101643379, 'gamma': 0.4699665312931125, 'reg_alpha': 0.6881964454552945, 'reg_lambda': 2.316887617014594}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,453] Trial 23 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 151, 'learning_rate': 0.1729924238911617, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8248564238363907, 'colsample_bytree': 0.8572946595603688, 'gamma': 0.9322727637915077, 'reg_alpha': 0.861840995545162, 'reg_lambda': 1.9411892536220492}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,605] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.2375810903123579, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.7628792613197234, 'colsample_bytree': 0.8056022342336954, 'gamma': 1.152943010203561, 'reg_alpha': 0.8992777019470842, 'reg_lambda': 1.5253527179186146}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:02,813] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.14676491656185356, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9306391989573918, 'colsample_bytree': 0.9020556365322826, 'gamma': 0.05788939513043741, 'reg_alpha': 0.6846093034513627, 'reg_lambda': 2.1735688053577262}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,070] Trial 26 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.09130651635354077, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.998270840268677, 'colsample_bytree': 0.8548056121512173, 'gamma': 2.051953209583905, 'reg_alpha': 0.5734416619438719, 'reg_lambda': 0.7952542027493549}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,374] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.01034938049939656, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.760621901065592, 'colsample_bytree': 0.764015307185612, 'gamma': 0.5025824727998729, 'reg_alpha': 0.9969792755677298, 'reg_lambda': 1.4835744625374063}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,728] Trial 28 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 175, 'learning_rate': 0.24675176155401204, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8640635872031494, 'colsample_bytree': 0.7187210733073041, 'gamma': 1.4499171590322548, 'reg_alpha': 0.7346416382407019, 'reg_lambda': 2.6389816136692006}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:03,897] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.0988306273325588, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.603906071197695, 'colsample_bytree': 0.9706366428687916, 'gamma': 2.8377146616867175, 'reg_alpha': 0.8327669609178364, 'reg_lambda': 1.7969736329817314}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,197] Trial 30 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.07255915530778206, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9000778182101996, 'colsample_bytree': 0.8049162042895541, 'gamma': 3.7240647887301535, 'reg_alpha': 0.9199765433999632, 'reg_lambda': 2.360267849414392}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,403] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.15218238296258552, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9559605539411853, 'colsample_bytree': 0.8557668836007245, 'gamma': 2.0336287298398408, 'reg_alpha': 0.5943507446581714, 'reg_lambda': 0.8259678162266024}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,694] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.0811033731064866, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9862956674357387, 'colsample_bytree': 0.8796880646637065, 'gamma': 1.8201419834526311, 'reg_alpha': 0.5054829657724602, 'reg_lambda': 0.623398206158617}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:04,900] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.2248886746950163, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9780369659550618, 'colsample_bytree': 0.9114349235617878, 'gamma': 2.2400669652361387, 'reg_alpha': 0.5637875801627998, 'reg_lambda': 0.8911190505907213}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,065] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.06390448820035925, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9133133592231688, 'colsample_bytree': 0.8393071734244688, 'gamma': 3.03314835909031, 'reg_alpha': 0.680892702930184, 'reg_lambda': 1.723909757040874}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,378] Trial 35 finished with value: 0.6875 and parameters: {'n_estimators': 217, 'learning_rate': 0.16984815798436834, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9699156339242634, 'colsample_bytree': 0.8668780462935017, 'gamma': 1.6782705734537178, 'reg_alpha': 0.3831136931683814, 'reg_lambda': 1.1094351059459522}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,551] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.11966515433283426, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8395905559527577, 'colsample_bytree': 0.812491075477076, 'gamma': 2.238698862094292, 'reg_alpha': 0.8076757885922151, 'reg_lambda': 2.0476558636418867}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:05,747] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.05688021604202614, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9458297842269555, 'colsample_bytree': 0.7751152832766315, 'gamma': 1.2434751543603326, 'reg_alpha': 0.7288419664535187, 'reg_lambda': 1.440292430353148}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:06,000] Trial 38 finished with value: 0.738095238095238 and parameters: {'n_estimators': 242, 'learning_rate': 0.1005465974099052, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7787839360846858, 'colsample_bytree': 0.9495746778242977, 'gamma': 0.3462371393866269, 'reg_alpha': 0.5007126404062349, 'reg_lambda': 1.8412135406663208}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:06,386] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 145, 'learning_rate': 0.2971836759889525, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7338115047124576, 'colsample_bytree': 0.8946303084610439, 'gamma': 4.190265225873583, 'reg_alpha': 0.6332604930356067, 'reg_lambda': 1.667531989220589}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:06,690] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.042306176002134085, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9234298857704117, 'colsample_bytree': 0.926239802508859, 'gamma': 0.7485529766781011, 'reg_alpha': 0.40624710499231853, 'reg_lambda': 2.723454063856272}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,060] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.13781227750189984, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9514463218060449, 'colsample_bytree': 0.8460313884562163, 'gamma': 1.965533806900936, 'reg_alpha': 0.5825157570580184, 'reg_lambda': 0.8283413802054216}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,268] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.1485671637266382, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9588907985382428, 'colsample_bytree': 0.8540114840359332, 'gamma': 2.4608079384128523, 'reg_alpha': 0.6243593525940135, 'reg_lambda': 0.7497025139917695}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,533] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.1958004965886941, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9988983628274619, 'colsample_bytree': 0.7894130526532781, 'gamma': 1.6269549404320844, 'reg_alpha': 0.026048160998110248, 'reg_lambda': 0.9698154611399363}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:07,883] Trial 44 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.16368438198868585, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8870954138783725, 'colsample_bytree': 0.878478826438717, 'gamma': 2.031473396905133, 'reg_alpha': 0.3273158917970729, 'reg_lambda': 1.1476282375932758}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:08,085] Trial 45 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 133, 'learning_rate': 0.12175118961630484, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9634863730172206, 'colsample_bytree': 0.8202630835735286, 'gamma': 2.720071120364481, 'reg_alpha': 0.5452082978319288, 'reg_lambda': 0.6797966107082324}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:08,363] Trial 46 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 169, 'learning_rate': 0.2528310391608306, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8180849685715401, 'colsample_bytree': 0.8635111727307722, 'gamma': 0.26256935366646217, 'reg_alpha': 0.4596366826251988, 'reg_lambda': 0.5206879478156248}. Best is trial 12 with value: 0.7678571428571428.
[I 2025-11-03 19:58:08,566] Trial 47 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 107, 'learning_rate': 0.22046290892597378, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8618435775954048, 'colsample_bytree': 0.8318474379087155, 'gamma': 1.4967228350094326, 'reg_alpha': 0.5819303027605454, 'reg_lambda': 1.2606873045598284}. Best is trial 47 with value: 0.7738095238095237.
[I 2025-11-03 19:58:08,825] Trial 48 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.028861106787814114, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8488742389364348, 'colsample_bytree': 0.7299990845306021, 'gamma': 1.005973217674495, 'reg_alpha': 0.8939029698902714, 'reg_lambda': 1.290642690714933}. Best is trial 47 with value: 0.7738095238095237.
[I 2025-11-03 19:58:09,002] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.27039427111972697, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8759534698977618, 'colsample_bytree': 0.7907155331681589, 'gamma': 2.45639731192138, 'reg_alpha': 0.722787183861723, 'reg_lambda': 2.4270302449051377}. Best is trial 47 with value: 0.7738095238095237.
[I 2025-11-03 19:58:09,340] Trial 50 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.08315484639982884, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.825762248149004, 'colsample_bytree': 0.8276285641949278, 'gamma': 1.5604767661372798, 'reg_alpha': 0.9464199348431789, 'reg_lambda': 1.015746343341489}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:09,617] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.07899465601901484, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8326647886455338, 'colsample_bytree': 0.8324793438566586, 'gamma': 1.3209886400954631, 'reg_alpha': 0.9863463478587005, 'reg_lambda': 0.9418786374994037}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:09,802] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.050088657536471806, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8076753751490611, 'colsample_bytree': 0.8264615119437656, 'gamma': 1.4808372324951098, 'reg_alpha': 0.9474648674226389, 'reg_lambda': 1.009951675132946}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:09,985] Trial 53 finished with value: 0.738095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.21860388104005976, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.783693775502776, 'colsample_bytree': 0.6049530316859705, 'gamma': 1.1420989373638015, 'reg_alpha': 0.7808136048817929, 'reg_lambda': 1.2784497374028887}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,253] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.08410120612683723, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8630006952309143, 'colsample_bytree': 0.873908293671187, 'gamma': 0.6570166190186142, 'reg_alpha': 0.856081920832297, 'reg_lambda': 2.24552533558945}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,458] Trial 55 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 113, 'learning_rate': 0.1948290943383891, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8027199101778685, 'colsample_bytree': 0.6839430024900364, 'gamma': 1.7825429708732565, 'reg_alpha': 0.938110023795383, 'reg_lambda': 1.40269362328374}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,734] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.06536852236806362, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8285545286984352, 'colsample_bytree': 0.8916949880619496, 'gamma': 0.20799617414493365, 'reg_alpha': 0.19311484741264862, 'reg_lambda': 2.9951761630230824}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:10,973] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.10727728735113226, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6501764704932115, 'colsample_bytree': 0.8425220838301803, 'gamma': 0.8197705289254688, 'reg_alpha': 0.8942729095032617, 'reg_lambda': 1.5845404253321436}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,299] Trial 58 finished with value: 0.755952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.12623901008248506, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8805379288283968, 'colsample_bytree': 0.912997595424359, 'gamma': 0.4662002161009782, 'reg_alpha': 0.6608810793819402, 'reg_lambda': 1.1209509266515527}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,405] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 54, 'learning_rate': 0.2753865743355269, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8452586310761403, 'colsample_bytree': 0.7711618077035309, 'gamma': 1.5840362661348748, 'reg_alpha': 0.8181216119809089, 'reg_lambda': 2.046659150005783}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,711] Trial 60 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 181, 'learning_rate': 0.09211752098070872, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7340051459845276, 'colsample_bytree': 0.7975430905262969, 'gamma': 1.4153505363507535, 'reg_alpha': 0.7593387744307125, 'reg_lambda': 2.51391859083782}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:11,932] Trial 61 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.12921867085987676, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8734412656489365, 'colsample_bytree': 0.9165537307203273, 'gamma': 0.3961936909480779, 'reg_alpha': 0.6854931104488249, 'reg_lambda': 1.0777747774123734}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,176] Trial 62 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.23968349440950565, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8916938658480773, 'colsample_bytree': 0.896362179908849, 'gamma': 0.0016948482762927201, 'reg_alpha': 0.6512395179412855, 'reg_lambda': 1.1924508952005115}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,454] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 139, 'learning_rate': 0.22037752400198093, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8968551635064691, 'colsample_bytree': 0.8897865194227934, 'gamma': 0.10999582020661428, 'reg_alpha': 0.6045972084265168, 'reg_lambda': 1.2441564077092038}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,736] Trial 64 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.2510078014762935, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8532349244051186, 'colsample_bytree': 0.8167337715600387, 'gamma': 0.03808655120159979, 'reg_alpha': 0.5366732869698551, 'reg_lambda': 1.3523650172846935}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:12,923] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.2435337388477113, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.856437203247129, 'colsample_bytree': 0.8209960105332162, 'gamma': 0.03562148040760328, 'reg_alpha': 0.5427232928881365, 'reg_lambda': 1.599300764634449}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,155] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.29917341663008834, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8159595554888817, 'colsample_bytree': 0.8114097505761547, 'gamma': 0.2001343150971318, 'reg_alpha': 0.7100563360608996, 'reg_lambda': 1.1993780279713968}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,344] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.18234570505566147, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8600533094432395, 'colsample_bytree': 0.8481047048575405, 'gamma': 0.02680415152144377, 'reg_alpha': 0.6535064599167599, 'reg_lambda': 1.3742175905835594}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,522] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 91, 'learning_rate': 0.2567476418047263, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7942051301827148, 'colsample_bytree': 0.8718282644254012, 'gamma': 0.3583388141613743, 'reg_alpha': 0.5256677762218649, 'reg_lambda': 1.3346606914542498}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,774] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 71, 'learning_rate': 0.16208211708991888, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7743385058410924, 'colsample_bytree': 0.8334001689706871, 'gamma': 0.6813197465035141, 'reg_alpha': 0.4686204811366207, 'reg_lambda': 2.786915764187615}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:13,936] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.20837989293332002, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.829658870803484, 'colsample_bytree': 0.9407989837245461, 'gamma': 1.0586518493391663, 'reg_alpha': 0.9664913941090083, 'reg_lambda': 1.0300014875314045}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,240] Trial 71 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 130, 'learning_rate': 0.23473009867455683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9181024296290381, 'colsample_bytree': 0.8575389803399484, 'gamma': 0.626162515585102, 'reg_alpha': 0.5650548760764939, 'reg_lambda': 1.5301214031522357}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,494] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.22435645854426256, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9238840802443521, 'colsample_bytree': 0.8668519384229437, 'gamma': 0.5930338395700655, 'reg_alpha': 0.6045169482334766, 'reg_lambda': 1.5023736283561373}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,712] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.2435323891952572, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.93655644895799, 'colsample_bytree': 0.8992377334115293, 'gamma': 0.20061046635691612, 'reg_alpha': 0.7921053789823435, 'reg_lambda': 1.8436815293550883}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:14,958] Trial 74 finished with value: 0.755952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.1904157889722632, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.904332299386658, 'colsample_bytree': 0.8848172559592675, 'gamma': 0.9012315535693566, 'reg_alpha': 0.4344580093985503, 'reg_lambda': 1.1873777279004338}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:15,309] Trial 75 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.2669502676098017, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8893920629470957, 'colsample_bytree': 0.84208985840907, 'gamma': 0.5275160209088144, 'reg_alpha': 0.9194418860086696, 'reg_lambda': 1.4621170519526703}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:15,516] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.23400088912414013, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8502066412337362, 'colsample_bytree': 0.782637404614815, 'gamma': 0.2902758830649802, 'reg_alpha': 0.8411299724732859, 'reg_lambda': 2.600009029641046}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:15,758] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.03497626516657845, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9182457523753725, 'colsample_bytree': 0.8031201407660022, 'gamma': 0.020167854530459415, 'reg_alpha': 0.7510781561965695, 'reg_lambda': 1.5623554920687392}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,066] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.20380295590697595, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8686004885440248, 'colsample_bytree': 0.7579924671462698, 'gamma': 0.7405374273641703, 'reg_alpha': 0.6351059597481628, 'reg_lambda': 1.7127663409288196}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,305] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 209, 'learning_rate': 0.17748788844805685, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.839169804244984, 'colsample_bytree': 0.814139829447842, 'gamma': 0.539578857272984, 'reg_alpha': 0.5743996439258184, 'reg_lambda': 1.3554792558134459}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,648] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.020818937067433808, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8218578311477865, 'colsample_bytree': 0.8543084124296921, 'gamma': 0.1499157876480533, 'reg_alpha': 0.876304240187959, 'reg_lambda': 2.2561309883413028}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:16,842] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.283757463955009, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9843656321139413, 'colsample_bytree': 0.8280877779257124, 'gamma': 2.1819816865409587, 'reg_alpha': 0.5134970146863783, 'reg_lambda': 0.8247306227497144}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,103] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.1529117806603043, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9135328680372486, 'colsample_bytree': 0.8597010974400474, 'gamma': 1.8883295637714033, 'reg_alpha': 0.5579506696845911, 'reg_lambda': 0.9056518133424731}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,309] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 156, 'learning_rate': 0.13979913470518193, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9704108449760701, 'colsample_bytree': 0.8472140818130584, 'gamma': 1.211516351667506, 'reg_alpha': 0.6118635677992468, 'reg_lambda': 0.5907089102547594}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,659] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.2588692821858115, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8946107360896169, 'colsample_bytree': 0.8689011435242273, 'gamma': 0.34177936644552076, 'reg_alpha': 0.47314653368300713, 'reg_lambda': 0.7400538867870259}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:17,893] Trial 85 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 190, 'learning_rate': 0.21287771806193645, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8843371987059266, 'colsample_bytree': 0.881575008929579, 'gamma': 1.37293942553212, 'reg_alpha': 0.701066243319298, 'reg_lambda': 2.4131048289585584}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,080] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.23202258790658759, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9488833550063538, 'colsample_bytree': 0.9272666260736656, 'gamma': 1.7194731548064237, 'reg_alpha': 0.5821669662118607, 'reg_lambda': 1.6527917962202938}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,420] Trial 87 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.2999109225361988, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9912495798731568, 'colsample_bytree': 0.8345269033178371, 'gamma': 1.5692293505881412, 'reg_alpha': 0.5280106686813056, 'reg_lambda': 1.2451121008160022}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,622] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.1723327471715292, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9341494028586924, 'colsample_bytree': 0.9022579572740909, 'gamma': 2.344197134241521, 'reg_alpha': 0.6537511930631384, 'reg_lambda': 2.496921319753408}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:18,948] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05247883582994342, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8109686624123074, 'colsample_bytree': 0.8524032597773076, 'gamma': 2.0495215822326274, 'reg_alpha': 0.4910892120478699, 'reg_lambda': 1.40524565957661}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:19,168] Trial 90 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.11183550351395972, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9425608247838869, 'colsample_bytree': 0.8161062467366675, 'gamma': 0.8695461219688054, 'reg_alpha': 0.6699644308262112, 'reg_lambda': 0.9792351758365718}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:19,497] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.0930880660346853, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9423605696353279, 'colsample_bytree': 0.7971639193955017, 'gamma': 1.0940707964810337, 'reg_alpha': 0.6688913327342672, 'reg_lambda': 1.001308176400549}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:19,702] Trial 92 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 161, 'learning_rate': 0.07247294644786077, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9803266628003251, 'colsample_bytree': 0.8237495817201518, 'gamma': 0.9502827085440513, 'reg_alpha': 0.6310362727530987, 'reg_lambda': 1.0819555513693164}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,040] Trial 93 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.08578309697731365, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9684974238664261, 'colsample_bytree': 0.8121030619263068, 'gamma': 1.2684186914379503, 'reg_alpha': 0.5627261481395235, 'reg_lambda': 1.1548340584945485}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,258] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.19660402037261113, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.8553064360703333, 'colsample_bytree': 0.8385471645241583, 'gamma': 0.8222317262998468, 'reg_alpha': 0.7402515512785268, 'reg_lambda': 0.8721116939762203}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,449] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.10904307633761944, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8371123943345958, 'colsample_bytree': 0.7838080692450925, 'gamma': 1.4830612353595425, 'reg_alpha': 0.796709869118126, 'reg_lambda': 0.7446767297513952}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:20,788] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 117, 'learning_rate': 0.057991006201917134, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9069662313621323, 'colsample_bytree': 0.8627844388672955, 'gamma': 0.4301249956027613, 'reg_alpha': 0.7146471143792956, 'reg_lambda': 1.0538424617823796}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,000] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.16093685169853655, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9277751397456814, 'colsample_bytree': 0.8754633293685764, 'gamma': 0.14246786866763436, 'reg_alpha': 0.9983029442908455, 'reg_lambda': 1.2947089829578395}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,354] Trial 98 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 136, 'learning_rate': 0.010075091651259416, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8017232736316404, 'colsample_bytree': 0.8171516192546584, 'gamma': 0.27836638085134874, 'reg_alpha': 0.5402606210417166, 'reg_lambda': 0.9733848021932143}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,616] Trial 99 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.27842223420203516, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8674657304891428, 'colsample_bytree': 0.80692610912085, 'gamma': 0.6083768160720662, 'reg_alpha': 0.7696608982850204, 'reg_lambda': 1.525564094652528}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:21,805] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.10084633089823039, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8471324141120048, 'colsample_bytree': 0.8885507921728145, 'gamma': 0.011862778881263525, 'reg_alpha': 0.96353323475634, 'reg_lambda': 2.1266640022558008}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,099] Trial 101 finished with value: 0.744047619047619 and parameters: {'n_estimators': 123, 'learning_rate': 0.11750160185825562, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.874618318520579, 'colsample_bytree': 0.9217301251722172, 'gamma': 0.4492872056933353, 'reg_alpha': 0.6586285034808556, 'reg_lambda': 1.1581778960953921}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,323] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.130033884820981, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8841818436903365, 'colsample_bytree': 0.9642330969224454, 'gamma': 0.7248126482136239, 'reg_alpha': 0.5892081344575125, 'reg_lambda': 1.129188859505701}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,504] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 92, 'learning_rate': 0.11872476702362889, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8805895208409916, 'colsample_bytree': 0.9049668467889883, 'gamma': 0.4663389168077857, 'reg_alpha': 0.6882560063527898, 'reg_lambda': 0.9132802648286934}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,802] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.24596228491595712, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9569708596130261, 'colsample_bytree': 0.9135358837560656, 'gamma': 0.11482315999517294, 'reg_alpha': 0.9166535923275088, 'reg_lambda': 1.247568972939809}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:22,979] Trial 105 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 103, 'learning_rate': 0.2249017748888025, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8952699720666012, 'colsample_bytree': 0.831409499154348, 'gamma': 0.25421335551312213, 'reg_alpha': 0.6187917072047484, 'reg_lambda': 1.4189018668802453}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,154] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.1846634628620582, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9088058542036007, 'colsample_bytree': 0.8289296862980734, 'gamma': 0.2574650124578138, 'reg_alpha': 0.6163636258387037, 'reg_lambda': 1.7992277865784385}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,331] Trial 107 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 86, 'learning_rate': 0.21539705465020845, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8971247537723354, 'colsample_bytree': 0.9984724867334982, 'gamma': 4.469829854847399, 'reg_alpha': 0.6373413869450083, 'reg_lambda': 1.453734409943828}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,547] Trial 108 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.23152313626614832, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9402682417245624, 'colsample_bytree': 0.8490551677446434, 'gamma': 0.3550862139750493, 'reg_alpha': 0.5847199413111683, 'reg_lambda': 1.4027867525360689}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:23,721] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 117, 'learning_rate': 0.26200416241106267, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7917408076328287, 'colsample_bytree': 0.8411519899015578, 'gamma': 0.18859696905259718, 'reg_alpha': 0.5530448342712615, 'reg_lambda': 0.8410396098384021}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,095] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.20730528133688486, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9199923770521409, 'colsample_bytree': 0.8563365828790405, 'gamma': 1.66344156400522, 'reg_alpha': 0.6019175005142, 'reg_lambda': 2.716618492059814}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,315] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.19631660205703472, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.824615414640669, 'colsample_bytree': 0.8222500875894173, 'gamma': 0.10017620873300011, 'reg_alpha': 0.662863002394525, 'reg_lambda': 1.3255750605950132}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,714] Trial 112 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 114, 'learning_rate': 0.08806698377173688, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8675861520739142, 'colsample_bytree': 0.793541690665344, 'gamma': 0.566684270857353, 'reg_alpha': 0.696039656333607, 'reg_lambda': 1.1051724244476595}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:24,946] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.10328027609144111, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8572963470530557, 'colsample_bytree': 0.9342069336884987, 'gamma': 0.42323875991560955, 'reg_alpha': 0.6405686021372619, 'reg_lambda': 1.2061524536387125}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,227] Trial 114 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 121, 'learning_rate': 0.14263625971007418, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8413941315393421, 'colsample_bytree': 0.8944283947887233, 'gamma': 0.26180231329763687, 'reg_alpha': 0.6714932782376973, 'reg_lambda': 1.0389278124988521}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,426] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.26847340429227134, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8910844075995573, 'colsample_bytree': 0.8698111801675117, 'gamma': 0.8675998981651438, 'reg_alpha': 0.48689687411121224, 'reg_lambda': 1.9568379860636151}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,701] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.24449897351426123, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9008089290499203, 'colsample_bytree': 0.832421565866898, 'gamma': 1.1466914003627355, 'reg_alpha': 0.7289249710738761, 'reg_lambda': 0.9542888562975533}. Best is trial 50 with value: 0.7738095238095238.
[I 2025-11-03 19:58:25,954] Trial 117 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 178, 'learning_rate': 0.22608146408909252, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8779024699199041, 'colsample_bytree': 0.8619005643454246, 'gamma': 0.009798968829630819, 'reg_alpha': 0.5199514168429953, 'reg_lambda': 1.543340454007727}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:26,162] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.22304738238979227, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9142770758941815, 'colsample_bytree': 0.6406497578634633, 'gamma': 0.08493055849347737, 'reg_alpha': 0.5128848940911229, 'reg_lambda': 1.6151115416506778}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:26,481] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.17789518004040744, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8340360733564178, 'colsample_bytree': 0.8600164273141904, 'gamma': 1.9099598170095622, 'reg_alpha': 0.5743586795221491, 'reg_lambda': 1.496342681757299}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:26,701] Trial 120 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 177, 'learning_rate': 0.0779435312016194, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8524346972316945, 'colsample_bytree': 0.8451621489837009, 'gamma': 0.1794916382194476, 'reg_alpha': 0.43494717276013184, 'reg_lambda': 1.5626650201370007}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:27,122] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.06697512153767778, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8185298359560945, 'colsample_bytree': 0.8428829914197871, 'gamma': 0.19381571465297479, 'reg_alpha': 0.5220228884321447, 'reg_lambda': 1.5586307803845483}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:27,388] Trial 122 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.28063981131118, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.851012296087486, 'colsample_bytree': 0.8795967406124716, 'gamma': 0.005010797710449974, 'reg_alpha': 0.539146872394803, 'reg_lambda': 1.6861174678589792}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,128] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.07726217574402801, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8645475403347316, 'colsample_bytree': 0.8514443010541028, 'gamma': 1.7620286720901963, 'reg_alpha': 0.3562703404030114, 'reg_lambda': 1.763964329057168}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,382] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.06157983450716878, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8718091191644989, 'colsample_bytree': 0.8045713872410412, 'gamma': 0.11812089831821151, 'reg_alpha': 0.3917503038455385, 'reg_lambda': 1.455141523140059}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,637] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.07454019616443189, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9996954970701786, 'colsample_bytree': 0.8384395827786735, 'gamma': 0.3388859418191633, 'reg_alpha': 0.43214180119363316, 'reg_lambda': 1.4004496385184018}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:28,847] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.09279256667947061, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9280822368974675, 'colsample_bytree': 0.8643851262180632, 'gamma': 0.009821317203406149, 'reg_alpha': 0.8728184888426223, 'reg_lambda': 1.629688578059368}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,101] Trial 127 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 180, 'learning_rate': 0.23256772730263744, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8811222021170463, 'colsample_bytree': 0.8280468249144268, 'gamma': 0.21253592753220102, 'reg_alpha': 0.44432885735070915, 'reg_lambda': 1.5517953638760242}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,310] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.23305893525114846, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8808766746699466, 'colsample_bytree': 0.8184109223667698, 'gamma': 0.24359292372293628, 'reg_alpha': 0.4523783783791759, 'reg_lambda': 1.5494720034949239}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,536] Trial 129 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.2563709813325148, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8596230049283227, 'colsample_bytree': 0.8308274473534555, 'gamma': 0.6583364125611052, 'reg_alpha': 0.4416679679364192, 'reg_lambda': 1.8813601097579726}. Best is trial 117 with value: 0.7857142857142857.
[I 2025-11-03 19:58:29,857] Trial 130 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 182, 'learning_rate': 0.20442310443743344, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.891093138879614, 'colsample_bytree': 0.8240178869665885, 'gamma': 0.34899301352189016, 'reg_alpha': 0.41231537879048763, 'reg_lambda': 1.2988698772494678}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,087] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 191, 'learning_rate': 0.20348828968908916, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8880994592616004, 'colsample_bytree': 0.823653989521577, 'gamma': 0.31987398066506145, 'reg_alpha': 0.41526077762474023, 'reg_lambda': 1.3616961983412352}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,466] Trial 132 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.20799766956514662, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8927582403944713, 'colsample_bytree': 0.8116340045600104, 'gamma': 3.5525601393564483, 'reg_alpha': 0.3343610799088317, 'reg_lambda': 1.3484167730055174}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,682] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.1930823793024123, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9030289050408477, 'colsample_bytree': 0.8235836354276223, 'gamma': 0.3469090250422974, 'reg_alpha': 0.42103986218747586, 'reg_lambda': 1.2767275216918903}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:30,893] Trial 134 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.2309542387619263, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8818809091268069, 'colsample_bytree': 0.8280433494031052, 'gamma': 0.5236846010480664, 'reg_alpha': 0.36511046840721784, 'reg_lambda': 2.323880618972177}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,141] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.1545787395122686, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8754549917245644, 'colsample_bytree': 0.8060266712368501, 'gamma': 0.3011028042570536, 'reg_alpha': 0.47494633562995153, 'reg_lambda': 1.4369733783349061}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,448] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.16856340923646487, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8927279134371027, 'colsample_bytree': 0.8162849618915922, 'gamma': 0.10223863650463605, 'reg_alpha': 0.41207103906022924, 'reg_lambda': 1.3108606844169435}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,670] Trial 137 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.21798288986386102, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.910727377070394, 'colsample_bytree': 0.7998673257095614, 'gamma': 0.4190811578121667, 'reg_alpha': 0.2798108848756897, 'reg_lambda': 1.2333473065190934}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:31,944] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.25024472767877803, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.946233823468931, 'colsample_bytree': 0.8368354280052662, 'gamma': 0.744442097753939, 'reg_alpha': 0.3846185929462222, 'reg_lambda': 1.1877480144800514}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:32,156] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 101, 'learning_rate': 0.18727487537228696, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8083970528999557, 'colsample_bytree': 0.7869466969483488, 'gamma': 0.22318470110447036, 'reg_alpha': 0.5043472453975475, 'reg_lambda': 1.3769612583166895}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:32,519] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.2013644292714132, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9214805071874143, 'colsample_bytree': 0.8759863149840217, 'gamma': 0.5207164930420767, 'reg_alpha': 0.9449329987742213, 'reg_lambda': 1.4981277257121972}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:32,765] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.22209265534795325, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8498677454452827, 'colsample_bytree': 0.8509849419616689, 'gamma': 0.16557949410923378, 'reg_alpha': 0.395782239863365, 'reg_lambda': 2.4645748850738936}. Best is trial 130 with value: 0.7857142857142858.
[I 2025-11-03 19:58:33,072] Trial 142 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 196, 'learning_rate': 0.2415035878784821, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8654135769099438, 'colsample_bytree': 0.8488162383002392, 'gamma': 0.008473531125034961, 'reg_alpha': 0.39169621461563237, 'reg_lambda': 2.477385786022389}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:33,387] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 196, 'learning_rate': 0.2835293778035616, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.845784931308713, 'colsample_bytree': 0.849697601356009, 'gamma': 0.003709802998185605, 'reg_alpha': 0.32850229504321515, 'reg_lambda': 2.487428362489623}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:33,678] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.2852073719262059, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8415904378969113, 'colsample_bytree': 0.8521373875272727, 'gamma': 0.18365458339302776, 'reg_alpha': 0.3111634759668504, 'reg_lambda': 2.5211280521172497}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:33,961] Trial 145 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 194, 'learning_rate': 0.22289574173925006, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8649028225787176, 'colsample_bytree': 0.8609068832794243, 'gamma': 0.017529986148269748, 'reg_alpha': 0.4087208808973356, 'reg_lambda': 2.4609272512573384}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:34,287] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.2983815351498536, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8873046499698085, 'colsample_bytree': 0.8641949492925552, 'gamma': 0.07474515162727927, 'reg_alpha': 0.2676968715295253, 'reg_lambda': 2.5884309511057357}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:34,519] Trial 147 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 210, 'learning_rate': 0.2679049157746173, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8657702227363735, 'colsample_bytree': 0.8841201412436127, 'gamma': 0.007089778007767333, 'reg_alpha': 0.4820112605444062, 'reg_lambda': 2.3559021231708845}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:34,880] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.2690984741592267, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8307859800148237, 'colsample_bytree': 0.8872093610051531, 'gamma': 0.018337030489723197, 'reg_alpha': 0.36937433979493745, 'reg_lambda': 2.385568576187199}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:35,167] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.23982521503041385, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8672096622397855, 'colsample_bytree': 0.8701404997126272, 'gamma': 0.05755427832478246, 'reg_alpha': 0.34032971859443867, 'reg_lambda': 2.351105828686787}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:35,521] Trial 150 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 219, 'learning_rate': 0.26302142125329087, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8618380670541516, 'colsample_bytree': 0.8809007642830328, 'gamma': 0.005123488236905576, 'reg_alpha': 0.4856956365708338, 'reg_lambda': 2.280636877550978}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:35,901] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.2592304635995711, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8613625263241924, 'colsample_bytree': 0.8764233492809163, 'gamma': 0.008760188158245426, 'reg_alpha': 0.48596953403577087, 'reg_lambda': 2.4429619326875645}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:36,221] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.27720922723100483, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.87485338505224, 'colsample_bytree': 0.8585930335456323, 'gamma': 0.11716425615895745, 'reg_alpha': 0.46012917552085675, 'reg_lambda': 2.189275552865285}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:36,494] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.24084966786227005, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8634253549964032, 'colsample_bytree': 0.9065111793428842, 'gamma': 0.22818337315426523, 'reg_alpha': 0.466705496829264, 'reg_lambda': 2.2707154089653683}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:36,772] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 204, 'learning_rate': 0.21941346508816648, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8735625667690234, 'colsample_bytree': 0.8852340827998499, 'gamma': 0.0031583666161390427, 'reg_alpha': 0.4085037919733012, 'reg_lambda': 2.3896102701331294}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,086] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.25350095521323274, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8447059512182787, 'colsample_bytree': 0.8945211213495755, 'gamma': 0.15105695169497102, 'reg_alpha': 0.9828234473574575, 'reg_lambda': 2.4907639507641566}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,361] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.012518845777175089, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8998638701028686, 'colsample_bytree': 0.867896545742539, 'gamma': 0.2825403398446881, 'reg_alpha': 0.3559614904195647, 'reg_lambda': 2.545351354344175}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,657] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.2327494277596982, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8355571098171444, 'colsample_bytree': 0.8443395354299051, 'gamma': 0.3990981501758723, 'reg_alpha': 0.21949820889683563, 'reg_lambda': 2.3043152492752452}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:37,892] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.27160465277126794, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.879813319808132, 'colsample_bytree': 0.859138716599434, 'gamma': 0.13641899848207018, 'reg_alpha': 0.4970403506647466, 'reg_lambda': 2.5672743833880287}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:38,209] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 209, 'learning_rate': 0.216241001965275, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8237661524614723, 'colsample_bytree': 0.8798361497309464, 'gamma': 0.24872540691747388, 'reg_alpha': 0.44857185476455375, 'reg_lambda': 2.6497985385536085}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:38,491] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.2955849129412773, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8533667033896146, 'colsample_bytree': 0.8990444641115857, 'gamma': 0.09444511320489758, 'reg_alpha': 0.3007389790644673, 'reg_lambda': 2.405179365017647}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:38,708] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.20209394464200892, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8907428294361098, 'colsample_bytree': 0.8380122061804094, 'gamma': 2.931136123350141, 'reg_alpha': 0.4294121187548015, 'reg_lambda': 2.335362004268983}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,026] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.2383582119281381, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8683914142527503, 'colsample_bytree': 0.8269329474402459, 'gamma': 0.33722115624071675, 'reg_alpha': 0.4061527930289294, 'reg_lambda': 2.1161639904035834}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,254] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 199, 'learning_rate': 0.20661068681366462, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8852834708038195, 'colsample_bytree': 0.846754059741046, 'gamma': 0.3122748007427622, 'reg_alpha': 0.41544144726989557, 'reg_lambda': 2.407043209384409}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,489] Trial 164 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 228, 'learning_rate': 0.1854259761188711, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8812813650361436, 'colsample_bytree': 0.8468678816784929, 'gamma': 0.15105932574473618, 'reg_alpha': 0.8376190677753024, 'reg_lambda': 2.4516752661704317}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:39,899] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.1867406225797838, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8601496319887022, 'colsample_bytree': 0.8479095399769235, 'gamma': 0.008688452505190994, 'reg_alpha': 0.8117689788724026, 'reg_lambda': 2.6237393949379912}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:40,159] Trial 166 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 227, 'learning_rate': 0.18041856092394049, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8611976224914683, 'colsample_bytree': 0.8555216232382516, 'gamma': 0.012694242426381494, 'reg_alpha': 0.8390192920726018, 'reg_lambda': 2.693967066644887}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:40,458] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.1905009936962444, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8720210111888528, 'colsample_bytree': 0.8559274988769342, 'gamma': 0.17252934456799657, 'reg_alpha': 0.83292214447055, 'reg_lambda': 2.710821870108809}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:40,754] Trial 168 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 232, 'learning_rate': 0.17789123774825286, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8446357383751919, 'colsample_bytree': 0.8678776168787663, 'gamma': 0.12676399162239338, 'reg_alpha': 0.8104882093113057, 'reg_lambda': 2.7975065332114837}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,117] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.1619315045681201, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8596886299388591, 'colsample_bytree': 0.8471410071977149, 'gamma': 0.00222272280833278, 'reg_alpha': 0.7898075567586178, 'reg_lambda': 2.6596505920112397}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,356] Trial 170 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.17977643065551585, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8797050893041185, 'colsample_bytree': 0.8349461322615892, 'gamma': 0.22672991864926997, 'reg_alpha': 0.8617543974488007, 'reg_lambda': 2.4693303494077226}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,652] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.2544896536917999, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8572400389818909, 'colsample_bytree': 0.873116963720668, 'gamma': 0.0029775516519992013, 'reg_alpha': 0.7557622315665018, 'reg_lambda': 2.550326443207752}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:41,893] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.2273613500192093, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8540090546326685, 'colsample_bytree': 0.8610287690139629, 'gamma': 0.12250546036565388, 'reg_alpha': 0.7626741905072606, 'reg_lambda': 2.5979566249452857}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:42,200] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.01986420522775853, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8663385587755071, 'colsample_bytree': 0.8750794287008933, 'gamma': 0.0975834704468774, 'reg_alpha': 0.8157987764508686, 'reg_lambda': 2.54648224985534}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:42,648] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.2476154426236624, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8980594103893095, 'colsample_bytree': 0.8533697374183822, 'gamma': 0.2266953226674316, 'reg_alpha': 0.7733327447687968, 'reg_lambda': 2.868076693201426}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:42,998] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.1899523269599453, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8388661203892218, 'colsample_bytree': 0.8439622061354911, 'gamma': 0.39560076942110667, 'reg_alpha': 0.9037008339640172, 'reg_lambda': 2.489489168733999}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:43,321] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.21765474895481607, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8756774166115706, 'colsample_bytree': 0.8704133964173878, 'gamma': 0.0975437752241427, 'reg_alpha': 0.7489093035044025, 'reg_lambda': 2.4316065066829755}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:43,654] Trial 177 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 225, 'learning_rate': 0.27721222736336415, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8471587817800464, 'colsample_bytree': 0.8620087695607425, 'gamma': 0.016990556804259663, 'reg_alpha': 0.8291175283138774, 'reg_lambda': 2.6936502059468386}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:43,905] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.17173352689989244, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8589964862263487, 'colsample_bytree': 0.8372654240878056, 'gamma': 0.20614038224466985, 'reg_alpha': 0.8040140171610946, 'reg_lambda': 2.6223824833492158}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:44,146] Trial 179 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 245, 'learning_rate': 0.2319579134679569, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8333223280779997, 'colsample_bytree': 0.8534915465725574, 'gamma': 0.2888958487950319, 'reg_alpha': 0.7325939188180356, 'reg_lambda': 2.531393495963357}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:44,430] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.25358169340585096, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8371778422061323, 'colsample_bytree': 0.8868460067461389, 'gamma': 0.4732607953391085, 'reg_alpha': 0.78496825297514, 'reg_lambda': 2.5349567761466085}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:44,704] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.22962506080157, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8181219488565415, 'colsample_bytree': 0.8531976376509491, 'gamma': 0.002675803418523538, 'reg_alpha': 0.7351006227643608, 'reg_lambda': 2.626732253341962}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,044] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 244, 'learning_rate': 0.2066500654601217, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8116346001023759, 'colsample_bytree': 0.8556204036540798, 'gamma': 0.08950506811453339, 'reg_alpha': 0.8412913750865747, 'reg_lambda': 2.631737110860301}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,299] Trial 183 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 246, 'learning_rate': 0.236127652762556, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8158079652338494, 'colsample_bytree': 0.8543070229193587, 'gamma': 0.010957963491875873, 'reg_alpha': 0.8506654887714561, 'reg_lambda': 2.615886202029198}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,706] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.20731845880993421, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8151030659370518, 'colsample_bytree': 0.8540235923912906, 'gamma': 0.12454762627001713, 'reg_alpha': 0.8458592258789295, 'reg_lambda': 2.7486201208781824}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:45,968] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.22822082176613395, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8259241977515824, 'colsample_bytree': 0.8457552359448685, 'gamma': 0.008340823841667696, 'reg_alpha': 0.8764339500207744, 'reg_lambda': 2.6210984932230175}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:46,212] Trial 186 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 245, 'learning_rate': 0.24010331216201672, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8061095989260995, 'colsample_bytree': 0.860957786435121, 'gamma': 2.6284015859724827, 'reg_alpha': 0.8504716718342392, 'reg_lambda': 2.6430953285461096}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:46,565] Trial 187 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 246, 'learning_rate': 0.19643937150677263, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7995400416180324, 'colsample_bytree': 0.8513664261355283, 'gamma': 0.1683755529950786, 'reg_alpha': 0.731211872323177, 'reg_lambda': 2.839228237249756}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:46,808] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.19753828451104408, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.796264969241475, 'colsample_bytree': 0.8400412919721405, 'gamma': 0.2985863727976793, 'reg_alpha': 0.7094742285216119, 'reg_lambda': 2.9200998758990657}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:47,185] Trial 189 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 237, 'learning_rate': 0.2399199611459356, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7863356763189672, 'colsample_bytree': 0.8504218296802114, 'gamma': 0.0007744951381185809, 'reg_alpha': 0.8026384319531553, 'reg_lambda': 2.7625159970943787}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:47,428] Trial 190 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 246, 'learning_rate': 0.25585512320704035, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.783305692269265, 'colsample_bytree': 0.866842543495798, 'gamma': 0.18130233249716865, 'reg_alpha': 0.7433610088627198, 'reg_lambda': 2.7820671591414925}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:47,677] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.24268815033315538, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7925831037778993, 'colsample_bytree': 0.8659896716820655, 'gamma': 0.18958465678742556, 'reg_alpha': 0.7473275458925666, 'reg_lambda': 2.8308553328905472}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,042] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.25920125219984663, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7801520266477341, 'colsample_bytree': 0.8527565178376294, 'gamma': 0.16131996637264612, 'reg_alpha': 0.7398731692892141, 'reg_lambda': 2.7518325509793384}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,342] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 235, 'learning_rate': 0.22451630144062332, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7829041630848131, 'colsample_bytree': 0.8704967544623982, 'gamma': 0.35288532491958097, 'reg_alpha': 0.1631222166207541, 'reg_lambda': 2.858574138639109}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,693] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.21883977962065668, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7640656755441184, 'colsample_bytree': 0.8725879038560612, 'gamma': 0.3735555794845199, 'reg_alpha': 0.15141280884502673, 'reg_lambda': 2.861875675628677}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:48,945] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.23011678952991724, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8012496540931767, 'colsample_bytree': 0.835352592151875, 'gamma': 0.30972831755133556, 'reg_alpha': 0.7779062871073716, 'reg_lambda': 2.874324646981306}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:49,290] Trial 196 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.21395150961984696, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8174093449724933, 'colsample_bytree': 0.8605835432253481, 'gamma': 0.006472000460980093, 'reg_alpha': 0.1809850519590419, 'reg_lambda': 2.9166494183135576}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:49,524] Trial 197 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 232, 'learning_rate': 0.21435916617826467, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8210040815422198, 'colsample_bytree': 0.8611071149499406, 'gamma': 0.10336093090024169, 'reg_alpha': 0.1704776233198815, 'reg_lambda': 2.6974347589042837}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:49,900] Trial 198 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 234, 'learning_rate': 0.2040117771997497, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8187178817382473, 'colsample_bytree': 0.8813133738861972, 'gamma': 0.1084817927368151, 'reg_alpha': 0.1384262766752467, 'reg_lambda': 2.67878533436941}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:50,133] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 233, 'learning_rate': 0.21234503784736786, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8279427880401838, 'colsample_bytree': 0.8810126931644375, 'gamma': 0.10151455315324191, 'reg_alpha': 0.14454129763759277, 'reg_lambda': 2.9162292277133006}. Best is trial 142 with value: 0.7916666666666667.
[I 2025-11-03 19:58:50,136] A new study created in memory with name: no-name-cd1ebf9f-6ed5-46e2-94ea-404b463735c5
[I 2025-11-03 19:58:50,415] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.02216514538492194, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9240935400410941, 'colsample_bytree': 0.8229472601862928, 'gamma': 4.070946920478423, 'reg_alpha': 0.2059976087002009, 'reg_lambda': 1.4746229822679635}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:58:50,801] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.019056677584626203, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6918009255871498, 'colsample_bytree': 0.7494279461116771, 'gamma': 4.276655409042933, 'reg_alpha': 0.041896262182499644, 'reg_lambda': 2.4286074670831166}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:58:51,047] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 162, 'learning_rate': 0.028548438039405766, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8565689519801178, 'colsample_bytree': 0.689860508138862, 'gamma': 3.234210437527408, 'reg_alpha': 0.7058430288251032, 'reg_lambda': 2.2057259555832807}. Best is trial 2 with value: 0.7083333333333334.
[I 2025-11-03 19:58:51,275] Trial 3 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.023790992219654465, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9909313279196184, 'colsample_bytree': 0.8425235535573711, 'gamma': 3.5811845166383676, 'reg_alpha': 0.29369160446802534, 'reg_lambda': 2.723861575817301}. Best is trial 3 with value: 0.7261904761904762.
[I 2025-11-03 19:58:51,514] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.26273424005465146, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7440790412674005, 'colsample_bytree': 0.6650900875286486, 'gamma': 4.250319951839234, 'reg_alpha': 0.7661377623259887, 'reg_lambda': 1.6732267594921264}. Best is trial 3 with value: 0.7261904761904762.
[I 2025-11-03 19:58:51,797] Trial 5 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 235, 'learning_rate': 0.17857984682062614, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9903540698614621, 'colsample_bytree': 0.7501823557479439, 'gamma': 4.427671977183389, 'reg_alpha': 0.6177520044831943, 'reg_lambda': 1.7417609951906936}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,002] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.05695994362458881, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6562019022782019, 'colsample_bytree': 0.9876914907278802, 'gamma': 2.6286070587035484, 'reg_alpha': 0.9861803864651373, 'reg_lambda': 2.7027235945270003}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,189] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.013993827639387595, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9813096416410714, 'colsample_bytree': 0.7324594069112641, 'gamma': 3.536286820959079, 'reg_alpha': 0.17172087962357796, 'reg_lambda': 2.934825599894737}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,539] Trial 8 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.05868895372784743, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7965214826820689, 'colsample_bytree': 0.634989889206179, 'gamma': 0.9661289035084192, 'reg_alpha': 0.6775515806297411, 'reg_lambda': 0.6144364419732175}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,651] Trial 9 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 81, 'learning_rate': 0.05060567398265222, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9783554153185765, 'colsample_bytree': 0.8462468106195278, 'gamma': 3.3097056371700866, 'reg_alpha': 0.845655742412795, 'reg_lambda': 1.4571901081752043}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:52,745] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.2723661980360567, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6001055675197369, 'colsample_bytree': 0.936019104479142, 'gamma': 1.0470709679858878, 'reg_alpha': 0.4432000381058836, 'reg_lambda': 1.092892243035744}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,021] Trial 11 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.13888237125021077, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8922631076404365, 'colsample_bytree': 0.8796325217885453, 'gamma': 4.603590259193534, 'reg_alpha': 0.4465869381148108, 'reg_lambda': 2.138798574429762}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,248] Trial 12 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.12949004352505644, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9826173880879672, 'colsample_bytree': 0.7722221400627286, 'gamma': 2.1381365956924654, 'reg_alpha': 0.32185246715151217, 'reg_lambda': 2.006689823811108}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,571] Trial 13 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 202, 'learning_rate': 0.11419267033717687, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9162016995891951, 'colsample_bytree': 0.875385341108515, 'gamma': 4.890715913804863, 'reg_alpha': 0.5663818837841097, 'reg_lambda': 0.97706835514785}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:53,749] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.03683355045475828, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8391439486877389, 'colsample_bytree': 0.800862759495682, 'gamma': 0.09294385330177857, 'reg_alpha': 0.5538105848130448, 'reg_lambda': 2.473762277598258}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,086] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.010892974497465374, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9438891451954106, 'colsample_bytree': 0.7172269378004716, 'gamma': 2.470043843765323, 'reg_alpha': 0.3178204038141841, 'reg_lambda': 2.009812148958271}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,316] Trial 16 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.08404709373698417, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9978552180525033, 'colsample_bytree': 0.9130018051149944, 'gamma': 3.8341448429308613, 'reg_alpha': 0.33264699991032687, 'reg_lambda': 2.983945743083233}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,585] Trial 17 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 145, 'learning_rate': 0.1889238134126886, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8675135990059334, 'colsample_bytree': 0.7885658644280873, 'gamma': 2.90227811310306, 'reg_alpha': 0.00861118573965347, 'reg_lambda': 1.2451134217561797}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:54,755] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.032803269458211236, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7922485555926039, 'colsample_bytree': 0.6028214014485732, 'gamma': 1.9485793195439784, 'reg_alpha': 0.20404793127411647, 'reg_lambda': 1.7821476594603014}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,134] Trial 19 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 224, 'learning_rate': 0.08542742578218139, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9476499511461763, 'colsample_bytree': 0.8370243803792095, 'gamma': 4.68903025318011, 'reg_alpha': 0.5990536208787274, 'reg_lambda': 2.490276747316593}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,396] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.017336631473551325, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.8966635844095251, 'colsample_bytree': 0.9925470394254436, 'gamma': 3.698897467333359, 'reg_alpha': 0.881208035894107, 'reg_lambda': 1.8201510430757282}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,625] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.052225406958230275, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7879493944653744, 'colsample_bytree': 0.6076467146938729, 'gamma': 1.3070503721617048, 'reg_alpha': 0.7212825724208717, 'reg_lambda': 0.6022434462098711}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:55,795] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.07937790973766662, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7421731476586539, 'colsample_bytree': 0.6703892881279615, 'gamma': 0.013777745020518761, 'reg_alpha': 0.6401665303030554, 'reg_lambda': 0.6682141554863685}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,154] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 142, 'learning_rate': 0.0404129442480954, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8168802054226467, 'colsample_bytree': 0.642998699545418, 'gamma': 1.4482045145602631, 'reg_alpha': 0.4844802283709434, 'reg_lambda': 0.8513040802830962}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,417] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.18455402795682357, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7632959947744001, 'colsample_bytree': 0.7642196989787622, 'gamma': 0.7282812629661815, 'reg_alpha': 0.4053913892124199, 'reg_lambda': 1.3413759085649186}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,619] Trial 25 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 121, 'learning_rate': 0.02274029821974086, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6968990297104405, 'colsample_bytree': 0.7177927864307604, 'gamma': 0.5281356055059181, 'reg_alpha': 0.6581777721097631, 'reg_lambda': 2.6747898962906937}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:56,888] Trial 26 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 154, 'learning_rate': 0.06477835830686651, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8385821560529746, 'colsample_bytree': 0.8059631205166622, 'gamma': 1.8026157270322933, 'reg_alpha': 0.7986014962305242, 'reg_lambda': 1.6025332853074508}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:57,127] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.16865240367992346, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9481785122792206, 'colsample_bytree': 0.6388035420226329, 'gamma': 3.0538476461815867, 'reg_alpha': 0.5260472394626373, 'reg_lambda': 0.7748153972461082}. Best is trial 5 with value: 0.7291666666666667.
[I 2025-11-03 19:58:57,303] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.02720034416384164, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.88162443775557, 'colsample_bytree': 0.8653248426741799, 'gamma': 3.9794137609160822, 'reg_alpha': 0.920126468900348, 'reg_lambda': 1.1310674516961927}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:57,489] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.026016998693811706, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9161129165182456, 'colsample_bytree': 0.869241486335043, 'gamma': 4.0592646496340485, 'reg_alpha': 0.9899601982028001, 'reg_lambda': 1.1119565768053001}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:57,715] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.013298099554879747, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9657043459477288, 'colsample_bytree': 0.8263443156216197, 'gamma': 4.51974690856569, 'reg_alpha': 0.9360574222039014, 'reg_lambda': 1.512261705405062}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:57,976] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.019560641838723643, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8846318463675936, 'colsample_bytree': 0.9156807717439134, 'gamma': 4.029091769225709, 'reg_alpha': 0.12703243302131778, 'reg_lambda': 0.5217599852924342}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,157] Trial 32 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 56, 'learning_rate': 0.04320982087262288, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8148379671356465, 'colsample_bytree': 0.8558654571362162, 'gamma': 4.9611692100933675, 'reg_alpha': 0.866014319321785, 'reg_lambda': 0.9380221340073022}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,249] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 22, 'learning_rate': 0.028566719119050114, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9288905471160941, 'colsample_bytree': 0.9002748266510648, 'gamma': 3.570811302129458, 'reg_alpha': 0.7207051978621464, 'reg_lambda': 1.2425856308894692}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,558] Trial 34 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 185, 'learning_rate': 0.017186543005920932, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8582008655642449, 'colsample_bytree': 0.6903300190899498, 'gamma': 4.339549620635392, 'reg_alpha': 0.27410955268597936, 'reg_lambda': 2.3045433756324214}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,725] Trial 35 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.0245792298726951, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9940101211112797, 'colsample_bytree': 0.9429937584174477, 'gamma': 2.701877554464468, 'reg_alpha': 0.8146714851361164, 'reg_lambda': 1.9109319897060586}. Best is trial 28 with value: 0.7321428571428571.
[I 2025-11-03 19:58:58,922] Trial 36 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.03245479222680137, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9603694128525817, 'colsample_bytree': 0.8144562089730651, 'gamma': 3.2787385515365455, 'reg_alpha': 0.10372228950264151, 'reg_lambda': 0.7228378061276438}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:58:59,200] Trial 37 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.032287582346552504, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9627773124665933, 'colsample_bytree': 0.8139747402963879, 'gamma': 3.4314137701145593, 'reg_alpha': 0.07686453456737219, 'reg_lambda': 0.7590845150846092}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:58:59,420] Trial 38 finished with value: 0.726190476190476 and parameters: {'n_estimators': 102, 'learning_rate': 0.031958308927185756, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9627492973112184, 'colsample_bytree': 0.7503095384703882, 'gamma': 3.191164502509392, 'reg_alpha': 0.0981237160821434, 'reg_lambda': 0.7527238994922082}. Best is trial 36 with value: 0.7440476190476191.
[I 2025-11-03 19:58:59,680] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.046524388212519835, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9252645771025853, 'colsample_bytree': 0.8135623724489452, 'gamma': 3.3592542602479973, 'reg_alpha': 0.07408238773060104, 'reg_lambda': 1.0419197340198838}. Best is trial 39 with value: 0.75.
[I 2025-11-03 19:58:59,887] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.043743415550624436, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9272873714264, 'colsample_bytree': 0.7860976178927854, 'gamma': 3.913827106137594, 'reg_alpha': 0.1623785776081204, 'reg_lambda': 1.052952515137004}. Best is trial 39 with value: 0.75.
[I 2025-11-03 19:59:00,152] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.03408535719576815, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.966763163418172, 'colsample_bytree': 0.8148321838440792, 'gamma': 3.4200497633752143, 'reg_alpha': 0.06648654276092897, 'reg_lambda': 0.9115055233625216}. Best is trial 39 with value: 0.75.
[I 2025-11-03 19:59:00,407] Trial 42 finished with value: 0.761904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.03777425941470541, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9057507350382051, 'colsample_bytree': 0.8253215074455524, 'gamma': 2.923855053187954, 'reg_alpha': 0.002361539148881431, 'reg_lambda': 1.223428849322105}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:00,690] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.036027032630380505, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9044238938162614, 'colsample_bytree': 0.8267898560048352, 'gamma': 2.895164274427217, 'reg_alpha': 0.013258969474787365, 'reg_lambda': 1.234960655176203}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:00,930] Trial 44 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.04892308440337912, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9063428104786638, 'colsample_bytree': 0.820747821972852, 'gamma': 2.346384981131192, 'reg_alpha': 0.04254540899805238, 'reg_lambda': 0.9037326811717946}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,117] Trial 45 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.06051410827964503, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9094979521214099, 'colsample_bytree': 0.8400047595810632, 'gamma': 2.6164709104948094, 'reg_alpha': 0.001254983941346828, 'reg_lambda': 1.244035798563574}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,290] Trial 46 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.06980746372490201, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8929779987009607, 'colsample_bytree': 0.8361842343585295, 'gamma': 2.317762472669258, 'reg_alpha': 0.0023020804401268045, 'reg_lambda': 1.387527143633072}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,514] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.049005517934552406, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9071786955912036, 'colsample_bytree': 0.8881474276409401, 'gamma': 2.8059133168000785, 'reg_alpha': 0.039504423440267104, 'reg_lambda': 1.2449419481327793}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,684] Trial 48 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.10273200560396993, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8695623071625773, 'colsample_bytree': 0.7816567116243657, 'gamma': 2.3279307789751265, 'reg_alpha': 0.24484746320867246, 'reg_lambda': 1.5895249093812087}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:01,972] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.059583982346336425, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9279682093178103, 'colsample_bytree': 0.8502666027207882, 'gamma': 2.5505287264409513, 'reg_alpha': 0.16576047819886838, 'reg_lambda': 1.0166689841952254}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,148] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.04843477080341528, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8391067373011745, 'colsample_bytree': 0.7928647080585178, 'gamma': 2.0675845124076777, 'reg_alpha': 0.05011674366742948, 'reg_lambda': 1.1711915757545606}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,334] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.042066499644868055, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9388416560137027, 'colsample_bytree': 0.8271309211565225, 'gamma': 3.0080430198949935, 'reg_alpha': 0.11594432428970083, 'reg_lambda': 1.3588648529897966}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,648] Trial 52 finished with value: 0.744047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.03656084529771725, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8780281489701297, 'colsample_bytree': 0.7648084779708374, 'gamma': 3.174372040992508, 'reg_alpha': 9.174444981877895e-05, 'reg_lambda': 0.8394268110655971}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,821] Trial 53 finished with value: 0.761904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.06705473900416255, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.906421215788513, 'colsample_bytree': 0.8032322932046704, 'gamma': 2.778481616720238, 'reg_alpha': 0.12667440194400179, 'reg_lambda': 1.0096022613288291}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:02,985] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.07377376803703439, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9069160330271634, 'colsample_bytree': 0.8426654837400064, 'gamma': 2.7721800696026175, 'reg_alpha': 0.035193173130892104, 'reg_lambda': 1.4620647948396304}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,286] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.04967750186083215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9066195302100493, 'colsample_bytree': 0.8003287824979672, 'gamma': 2.321378308117316, 'reg_alpha': 0.2046862048567418, 'reg_lambda': 0.9918435173121387}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,486] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.05586948305141115, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8955490615131768, 'colsample_bytree': 0.8622262309168277, 'gamma': 2.545895046274706, 'reg_alpha': 0.13594553822546718, 'reg_lambda': 1.2169486961265128}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,712] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 65, 'learning_rate': 0.05772266212640311, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8666122395753326, 'colsample_bytree': 0.8592531667833776, 'gamma': 2.463072470376803, 'reg_alpha': 0.1428537545751692, 'reg_lambda': 0.8935954328692758}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:03,920] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 73, 'learning_rate': 0.07734083198727865, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8523942309110852, 'colsample_bytree': 0.8911568305387129, 'gamma': 1.7280488305366188, 'reg_alpha': 0.23765377516306502, 'reg_lambda': 1.1663123665686228}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,150] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 103, 'learning_rate': 0.09415283952871197, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9188309372150374, 'colsample_bytree': 0.7728628696926098, 'gamma': 2.1546093116890326, 'reg_alpha': 0.07571516508009446, 'reg_lambda': 1.0632664576289395}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,379] Trial 60 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.06132238501758999, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9441323701743409, 'colsample_bytree': 0.9535090966143622, 'gamma': 2.562424210449354, 'reg_alpha': 0.1829511298617196, 'reg_lambda': 1.3755390875322648}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,691] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.039162312392276286, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8977593145609489, 'colsample_bytree': 0.8287723297081471, 'gamma': 2.952757377736816, 'reg_alpha': 0.0440134879942219, 'reg_lambda': 1.2236637614451311}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:04,907] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.06783607614209783, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9327292302334882, 'colsample_bytree': 0.84553885341815, 'gamma': 2.842668003198172, 'reg_alpha': 0.09257702287539246, 'reg_lambda': 1.2719756792223804}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,219] Trial 63 finished with value: 0.755952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.05400246057255763, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9150129101993978, 'colsample_bytree': 0.8753177931107166, 'gamma': 2.6650090939874898, 'reg_alpha': 0.024067113010550686, 'reg_lambda': 1.2994019192526656}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,380] Trial 64 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.05436294272587699, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8864613373555614, 'colsample_bytree': 0.8788728495307394, 'gamma': 2.6268600804911655, 'reg_alpha': 0.1362718049881521, 'reg_lambda': 1.7048820390335782}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,677] Trial 65 finished with value: 0.744047619047619 and parameters: {'n_estimators': 51, 'learning_rate': 0.046967459604023806, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8486603824834758, 'colsample_bytree': 0.9142124984833475, 'gamma': 3.10208305778799, 'reg_alpha': 0.38066617156423577, 'reg_lambda': 1.081088421138806}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,773] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.08491108501552465, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.621012052363622, 'colsample_bytree': 0.7980123238993324, 'gamma': 1.880005514340139, 'reg_alpha': 0.03133387372744145, 'reg_lambda': 1.5394010230060469}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:05,985] Trial 67 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 23, 'learning_rate': 0.06410227330527704, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9161854500942188, 'colsample_bytree': 0.8667387407970383, 'gamma': 2.4171051886461763, 'reg_alpha': 0.07091364868870624, 'reg_lambda': 1.3152782387281146}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,145] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.05511954679411709, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9788209083077839, 'colsample_bytree': 0.7373136368194416, 'gamma': 2.1315457042592723, 'reg_alpha': 0.11114497562948344, 'reg_lambda': 0.842806872086704}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,379] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.09743049676696118, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9516498590951478, 'colsample_bytree': 0.8114536006041516, 'gamma': 3.719471275314714, 'reg_alpha': 0.1528856823688942, 'reg_lambda': 0.9790475798718365}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,531] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.04485343212738379, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8221943279925069, 'colsample_bytree': 0.8958577494281306, 'gamma': 1.59755637494187, 'reg_alpha': 0.18665929059317535, 'reg_lambda': 1.411936979278322}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,704] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.03830602711884348, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9047844908557917, 'colsample_bytree': 0.8320691819177677, 'gamma': 2.9176548016066417, 'reg_alpha': 0.014238643532753663, 'reg_lambda': 1.1644436952230255}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:06,892] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.052857231143986494, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8765172720576945, 'colsample_bytree': 0.8536679969932535, 'gamma': 2.687875702175627, 'reg_alpha': 0.06402249023097104, 'reg_lambda': 1.1282725945711902}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,161] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.039612231779450315, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8961334705548224, 'colsample_bytree': 0.835414733897543, 'gamma': 3.032237276494394, 'reg_alpha': 0.0227025713020257, 'reg_lambda': 1.1794144661609078}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,475] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.03026792916251275, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9334634396943349, 'colsample_bytree': 0.8729273961151527, 'gamma': 3.426546057759578, 'reg_alpha': 0.09180015319171222, 'reg_lambda': 0.9427700822762308}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,757] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.06510313537410599, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9218625866740149, 'colsample_bytree': 0.8197806823480263, 'gamma': 2.260485707160369, 'reg_alpha': 0.0492185603756375, 'reg_lambda': 1.299945574010571}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:07,847] Trial 76 finished with value: 0.761904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.07242045209985996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.912227862811752, 'colsample_bytree': 0.7768846143433975, 'gamma': 3.2812188909072106, 'reg_alpha': 0.1303159503583773, 'reg_lambda': 0.6398559054695354}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,072] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.071429407269324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9102277676680584, 'colsample_bytree': 0.7750230519768775, 'gamma': 2.663328887902392, 'reg_alpha': 0.2214437935741867, 'reg_lambda': 0.501303255434507}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,177] Trial 78 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.12321485196036154, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8869633330783955, 'colsample_bytree': 0.75354660342391, 'gamma': 3.2445326249640805, 'reg_alpha': 0.1214517693368576, 'reg_lambda': 0.6449287116054374}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,377] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.07892284829521276, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8697019990039541, 'colsample_bytree': 0.8033241204397692, 'gamma': 2.4448081948448417, 'reg_alpha': 0.014840569432963562, 'reg_lambda': 0.6728281109630174}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,498] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.06010972033294976, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7185665266279735, 'colsample_bytree': 0.9040586172325247, 'gamma': 2.764207773922961, 'reg_alpha': 0.2911935209105441, 'reg_lambda': 0.5761478584420128}. Best is trial 42 with value: 0.761904761904762.
[I 2025-11-03 19:59:08,726] Trial 81 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 68, 'learning_rate': 0.04622947968482127, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8962908131380234, 'colsample_bytree': 0.7881222057425554, 'gamma': 2.9145491977688645, 'reg_alpha': 0.08195260933210724, 'reg_lambda': 0.8000541961299075}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:08,877] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 67, 'learning_rate': 0.05315571215414853, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8992169554283254, 'colsample_bytree': 0.7818625728117248, 'gamma': 2.903277311893803, 'reg_alpha': 0.0957784169279266, 'reg_lambda': 0.8260391776832513}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,070] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.03828548920192781, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8611741913488156, 'colsample_bytree': 0.836366649252946, 'gamma': 2.0244891153386178, 'reg_alpha': 0.0008779928805903343, 'reg_lambda': 0.7129300010217146}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,329] Trial 84 finished with value: 0.726190476190476 and parameters: {'n_estimators': 87, 'learning_rate': 0.04288212679162056, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8891035687272567, 'colsample_bytree': 0.7924835441390491, 'gamma': 3.116440568330613, 'reg_alpha': 0.05515558086859995, 'reg_lambda': 0.8048133639137706}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,572] Trial 85 finished with value: 0.738095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.035809789519158405, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9549083000290216, 'colsample_bytree': 0.8591171411431863, 'gamma': 2.517919122528631, 'reg_alpha': 0.14396936079814532, 'reg_lambda': 0.8884331803104982}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:09,922] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.0565597002300376, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9155851379154002, 'colsample_bytree': 0.7322099388046659, 'gamma': 2.2228677996871244, 'reg_alpha': 0.0382897415837447, 'reg_lambda': 0.993750611445604}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,103] Trial 87 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 44, 'learning_rate': 0.24138698614669568, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9397347405743183, 'colsample_bytree': 0.821091794797637, 'gamma': 3.5739736791596273, 'reg_alpha': 0.08564026445360673, 'reg_lambda': 0.5746372208324837}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,467] Trial 88 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.09043018299916156, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8757887547511856, 'colsample_bytree': 0.7606711373716721, 'gamma': 2.9491859897678925, 'reg_alpha': 0.11853885361756523, 'reg_lambda': 1.099160135796138}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,647] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.10606233127200165, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9016730719494706, 'colsample_bytree': 0.8853578416313482, 'gamma': 3.3139420678619893, 'reg_alpha': 0.02239942073591882, 'reg_lambda': 1.1977712299254346}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:10,841] Trial 90 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 97, 'learning_rate': 0.05102265568113438, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8304014502457585, 'colsample_bytree': 0.8066103773380424, 'gamma': 2.7021779875749248, 'reg_alpha': 0.062163396371126875, 'reg_lambda': 1.4142644955952928}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,003] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.05180498515143929, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.899199850314598, 'colsample_bytree': 0.7824674345071778, 'gamma': 2.8623452865086105, 'reg_alpha': 0.09997303234643168, 'reg_lambda': 0.6981562155276908}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,165] Trial 92 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.04609877371271754, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7781566371160197, 'colsample_bytree': 0.781490314820358, 'gamma': 2.6039236003616777, 'reg_alpha': 0.17661311440671335, 'reg_lambda': 0.8089964423963446}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,402] Trial 93 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.07330579526169961, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8808827663886648, 'colsample_bytree': 0.8439715171010455, 'gamma': 2.9455835402640074, 'reg_alpha': 0.12518053394169376, 'reg_lambda': 0.9265115818843441}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,591] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.07454222700847188, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9140441052442364, 'colsample_bytree': 0.8492696050498606, 'gamma': 3.0397631148597215, 'reg_alpha': 0.12999203530190503, 'reg_lambda': 0.9298166329801382}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:11,855] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.06717479006438559, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8833846020281896, 'colsample_bytree': 0.8374901961306703, 'gamma': 2.3983070261947366, 'reg_alpha': 0.022495085152937286, 'reg_lambda': 1.055944893166682}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,107] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.08554984805029663, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9277390938826204, 'colsample_bytree': 0.8292281856495741, 'gamma': 3.12059709706161, 'reg_alpha': 0.1926390132481503, 'reg_lambda': 0.886996720941527}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,270] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.060141328201040616, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8485069031096386, 'colsample_bytree': 0.8647430154379694, 'gamma': 2.79228983399144, 'reg_alpha': 0.14942901531215128, 'reg_lambda': 1.3068021055520953}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,448] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.07077180208739098, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9356164749275847, 'colsample_bytree': 0.8463497093303948, 'gamma': 3.218120336335326, 'reg_alpha': 5.828390786017062e-05, 'reg_lambda': 0.768037733715358}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,588] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.041525903694449896, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8909492577727609, 'colsample_bytree': 0.7926472551914752, 'gamma': 3.689469993521909, 'reg_alpha': 0.05431763424068797, 'reg_lambda': 1.16521761786334}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,769] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 109, 'learning_rate': 0.0630664269226102, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9089984067187118, 'colsample_bytree': 0.8199119352813266, 'gamma': 2.9427350561928725, 'reg_alpha': 0.23347390780774824, 'reg_lambda': 1.1068688840823533}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:12,946] Trial 101 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 81, 'learning_rate': 0.05632759601775434, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9001626746839803, 'colsample_bytree': 0.7694970225577372, 'gamma': 2.850695248173365, 'reg_alpha': 0.08661207294719601, 'reg_lambda': 0.9537887412484907}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,202] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.056728049826342386, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9249010283829291, 'colsample_bytree': 0.7628939081331372, 'gamma': 2.5585833155973594, 'reg_alpha': 0.07446807467565544, 'reg_lambda': 1.0292240371637336}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,401] Trial 103 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 90, 'learning_rate': 0.04787449861638945, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8771032965530483, 'colsample_bytree': 0.8075661584928147, 'gamma': 2.7284459813087354, 'reg_alpha': 0.038975024190931525, 'reg_lambda': 0.9881821256503641}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,615] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.02983450149455436, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9114280146413719, 'colsample_bytree': 0.7967081766415017, 'gamma': 3.345897154917352, 'reg_alpha': 0.11131851192714971, 'reg_lambda': 1.1444499717861933}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:13,763] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.08044019205568274, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.864205779569846, 'colsample_bytree': 0.7395568703944806, 'gamma': 2.810783219681371, 'reg_alpha': 0.16304837642360379, 'reg_lambda': 0.9558283535722667}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,049] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 101, 'learning_rate': 0.06668426196880925, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8926066843845903, 'colsample_bytree': 0.857387569405121, 'gamma': 2.372515776154477, 'reg_alpha': 0.0868768039843712, 'reg_lambda': 0.8755531983075547}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,277] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.045432141564998196, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9043366219622105, 'colsample_bytree': 0.9253728019544288, 'gamma': 3.0050951453723425, 'reg_alpha': 0.019960793749260727, 'reg_lambda': 1.2594316764216074}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,438] Trial 108 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.0742270861893501, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9425333958399368, 'colsample_bytree': 0.873292399838078, 'gamma': 2.6299627658176714, 'reg_alpha': 0.34625340322926534, 'reg_lambda': 0.6389323561778739}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,642] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 38, 'learning_rate': 0.0489991797441913, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.920697588629796, 'colsample_bytree': 0.8813828607233329, 'gamma': 3.5030998970715848, 'reg_alpha': 0.13111872681869746, 'reg_lambda': 2.084291238788471}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,815] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.03442363821674283, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8811144447245245, 'colsample_bytree': 0.8293610530472447, 'gamma': 2.485250557154087, 'reg_alpha': 0.05826853326674089, 'reg_lambda': 0.7362009636008264}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:14,969] Trial 111 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 64, 'learning_rate': 0.05400504062717622, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8982494473518595, 'colsample_bytree': 0.7747015365775172, 'gamma': 2.9213790264138435, 'reg_alpha': 0.09895603792246802, 'reg_lambda': 0.7979417964415725}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:15,184] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 61, 'learning_rate': 0.058316359061731146, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8955446335044684, 'colsample_bytree': 0.756182723010745, 'gamma': 3.1879814853312403, 'reg_alpha': 0.07994381724196022, 'reg_lambda': 0.7823531792330742}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:15,349] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.05475445366308444, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9212496948869542, 'colsample_bytree': 0.771659172097852, 'gamma': 2.872128798901691, 'reg_alpha': 0.26026146015439233, 'reg_lambda': 1.0291653598217672}. Best is trial 81 with value: 0.7678571428571429.
[I 2025-11-03 19:59:15,501] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 75, 'learning_rate': 0.039873316283253885, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.903236862305794, 'colsample_bytree': 0.7699120891407806, 'gamma': 3.068022500099928, 'reg_alpha': 0.10715389866922308, 'reg_lambda': 0.916442033048948}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:15,610] Trial 115 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 49, 'learning_rate': 0.06159318747005816, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8709146139996311, 'colsample_bytree': 0.7424557900682377, 'gamma': 3.1064417951846597, 'reg_alpha': 0.10963054803654297, 'reg_lambda': 0.9554161529018809}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:15,811] Trial 116 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 76, 'learning_rate': 0.043729528243574324, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8867602804959077, 'colsample_bytree': 0.7690546204316557, 'gamma': 2.6643906379004503, 'reg_alpha': 0.13660761408402686, 'reg_lambda': 0.854647582706878}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,010] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.050805619486216765, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9126613928299453, 'colsample_bytree': 0.7776717910088192, 'gamma': 3.0163067260988, 'reg_alpha': 0.21653584009119894, 'reg_lambda': 0.6106172085000232}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,223] Trial 118 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.03982979831258729, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9303899170414095, 'colsample_bytree': 0.7860128100292795, 'gamma': 2.7745367076312615, 'reg_alpha': 0.16455875372008108, 'reg_lambda': 0.7279704447131776}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,450] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.06914538168001194, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8550845150763432, 'colsample_bytree': 0.7475975299912869, 'gamma': 2.211556060748029, 'reg_alpha': 0.19543015205695852, 'reg_lambda': 0.9069749761206176}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,610] Trial 120 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 87, 'learning_rate': 0.06316351885346452, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9709956202461422, 'colsample_bytree': 0.8020410210166272, 'gamma': 2.501265493608462, 'reg_alpha': 0.0371453328860377, 'reg_lambda': 1.5290741364728988}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:16,793] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.03774867152985977, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9027778051528671, 'colsample_bytree': 0.7236391956922823, 'gamma': 2.858612706233348, 'reg_alpha': 0.057775956963130606, 'reg_lambda': 1.0801016265017447}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:17,071] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.04166723936290405, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9011060191650619, 'colsample_bytree': 0.7284657733930057, 'gamma': 3.2568373725990303, 'reg_alpha': 0.09754845682278061, 'reg_lambda': 1.069528970117244}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:17,319] Trial 123 finished with value: 0.761904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.03721432603630375, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9030609053562242, 'colsample_bytree': 0.7059932810746654, 'gamma': 3.2333415168498654, 'reg_alpha': 0.09744801792763583, 'reg_lambda': 1.0790075502943115}. Best is trial 114 with value: 0.7797619047619048.
[I 2025-11-03 19:59:17,664] Trial 124 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 77, 'learning_rate': 0.041332772303767105, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9162686560952822, 'colsample_bytree': 0.6949361922235164, 'gamma': 3.2692803742990857, 'reg_alpha': 0.09938963558976466, 'reg_lambda': 0.8405408205173353}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:17,853] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.035233168820077765, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8914609427336432, 'colsample_bytree': 0.6865681788501792, 'gamma': 3.465647809621924, 'reg_alpha': 0.10034030934308498, 'reg_lambda': 0.8192757813268472}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,037] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.032254061570514525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8912300201378877, 'colsample_bytree': 0.6911894126160157, 'gamma': 3.4665070262837054, 'reg_alpha': 0.10763076200366324, 'reg_lambda': 0.7961555094047881}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,264] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.03390944675155968, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8819128771031115, 'colsample_bytree': 0.7030974006192475, 'gamma': 3.297806534493101, 'reg_alpha': 0.47910321861423444, 'reg_lambda': 0.5491677872786674}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,475] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.041824980501543395, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.920460067967775, 'colsample_bytree': 0.6803256766732816, 'gamma': 3.716417033136427, 'reg_alpha': 0.09014347455039715, 'reg_lambda': 0.6639273546716244}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,692] Trial 129 finished with value: 0.738095238095238 and parameters: {'n_estimators': 178, 'learning_rate': 0.037232134195347384, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9051643606336801, 'colsample_bytree': 0.6584971737483025, 'gamma': 3.4142054445911247, 'reg_alpha': 0.15399885221352866, 'reg_lambda': 0.9311975606242985}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:18,926] Trial 130 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.02727321882643771, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9492510857377358, 'colsample_bytree': 0.7068786365410106, 'gamma': 3.885347852853005, 'reg_alpha': 0.12180825119773803, 'reg_lambda': 0.8310226649635442}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,112] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.030164785728776004, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.898233108372984, 'colsample_bytree': 0.7034718637445053, 'gamma': 3.23895183010476, 'reg_alpha': 0.07316971639138396, 'reg_lambda': 0.9921272633834666}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,331] Trial 132 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 87, 'learning_rate': 0.04596965176112721, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9113361857611514, 'colsample_bytree': 0.7127748523452844, 'gamma': 3.131935762879667, 'reg_alpha': 0.09891321005582264, 'reg_lambda': 0.7561122594011361}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,510] Trial 133 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.03563788555499837, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9316595838238071, 'colsample_bytree': 0.693623118540855, 'gamma': 3.6663130021012202, 'reg_alpha': 0.07948957688148743, 'reg_lambda': 0.91875840687198}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,818] Trial 134 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 106, 'learning_rate': 0.04048133567292161, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8743297349122947, 'colsample_bytree': 0.7214690412753446, 'gamma': 3.5436109650719265, 'reg_alpha': 0.17691625464322358, 'reg_lambda': 0.8674325364621993}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:19,978] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.043788934547373204, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8885817561716646, 'colsample_bytree': 0.7294752835238314, 'gamma': 3.270326603019228, 'reg_alpha': 0.05128956366661777, 'reg_lambda': 1.0280145938614123}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,162] Trial 136 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 91, 'learning_rate': 0.010051192135099049, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9004159389396446, 'colsample_bytree': 0.685910884892574, 'gamma': 3.3926567714811577, 'reg_alpha': 0.12296325717659568, 'reg_lambda': 0.6906492351392695}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,419] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.04927061169117979, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.916847264341606, 'colsample_bytree': 0.663451746654887, 'gamma': 3.0205130875775805, 'reg_alpha': 0.09870631669505797, 'reg_lambda': 0.8275711465742741}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,582] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.02458042583355445, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.90769667669691, 'colsample_bytree': 0.6814510231315374, 'gamma': 4.208277407830636, 'reg_alpha': 0.039174097370436964, 'reg_lambda': 0.9594133747428054}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:20,756] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.04045678890564501, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9259880435442324, 'colsample_bytree': 0.7121440026830462, 'gamma': 3.1119206956116225, 'reg_alpha': 0.14238074171773868, 'reg_lambda': 1.0941525513821737}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,015] Trial 140 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 71, 'learning_rate': 0.03610271791497498, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8821128051219657, 'colsample_bytree': 0.6503440797114757, 'gamma': 2.9551923938455995, 'reg_alpha': 0.08044636833320422, 'reg_lambda': 0.8701100548389741}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,183] Trial 141 finished with value: 0.744047619047619 and parameters: {'n_estimators': 71, 'learning_rate': 0.03426008195984606, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8825961272885894, 'colsample_bytree': 0.6192388106760323, 'gamma': 3.213279701124586, 'reg_alpha': 0.07657006684558412, 'reg_lambda': 0.8819428273728968}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,419] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.037098415330337295, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.895153594407295, 'colsample_bytree': 0.6237673617705412, 'gamma': 2.9628589595391133, 'reg_alpha': 0.11633414406658439, 'reg_lambda': 0.7826544055028247}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,584] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 61, 'learning_rate': 0.04247095797960868, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8666324900538946, 'colsample_bytree': 0.6541361665594081, 'gamma': 3.3094282961588384, 'reg_alpha': 0.0639786028006746, 'reg_lambda': 1.0102443171962439}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:21,851] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.032148309577498965, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8609909120090816, 'colsample_bytree': 0.6491579826548034, 'gamma': 3.3645146015286946, 'reg_alpha': 0.06369290600262614, 'reg_lambda': 1.0320177485897768}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,060] Trial 145 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 66, 'learning_rate': 0.043062917549406235, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8712805379644932, 'colsample_bytree': 0.6730128214309787, 'gamma': 3.126410644665223, 'reg_alpha': 0.15188098560903682, 'reg_lambda': 1.8629520719310961}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,212] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.042780992950021524, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8909290033835249, 'colsample_bytree': 0.6726106728970325, 'gamma': 3.1853299112566154, 'reg_alpha': 0.09753982589853735, 'reg_lambda': 1.7882300871804566}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,362] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.045804048899892216, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8999696164650561, 'colsample_bytree': 0.6554336639522211, 'gamma': 0.2597534569633244, 'reg_alpha': 0.15217699890030123, 'reg_lambda': 1.9397614000556773}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,560] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.0389679587365243, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8671677303368284, 'colsample_bytree': 0.639964456533436, 'gamma': 3.0662067702209965, 'reg_alpha': 0.026843074536203576, 'reg_lambda': 1.967213937839648}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,746] Trial 149 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 49, 'learning_rate': 0.03548394775623222, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.872923370842454, 'colsample_bytree': 0.671270755053172, 'gamma': 3.5671095481505284, 'reg_alpha': 0.08769502771169019, 'reg_lambda': 1.722013441415234}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:22,901] Trial 150 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.030586927537286823, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8439971846359079, 'colsample_bytree': 0.6949972098346008, 'gamma': 3.2951765934451047, 'reg_alpha': 0.5756537194175343, 'reg_lambda': 1.8319460892351096}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,142] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.028258891544199114, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8343385796759663, 'colsample_bytree': 0.6798066756440652, 'gamma': 3.3251588009499056, 'reg_alpha': 0.5669115485343175, 'reg_lambda': 1.8038769963055328}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,303] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.031384269034742014, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8428391596260097, 'colsample_bytree': 0.6678736772093669, 'gamma': 3.2670504963611164, 'reg_alpha': 0.6182995106891854, 'reg_lambda': 2.8108686406881183}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,448] Trial 153 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 62, 'learning_rate': 0.02587446146255767, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8521515596476676, 'colsample_bytree': 0.6969061222694496, 'gamma': 3.4937465220370054, 'reg_alpha': 0.6554709416790483, 'reg_lambda': 1.8607711563303784}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,744] Trial 154 finished with value: 0.744047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.03993662378108996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.858666339156187, 'colsample_bytree': 0.6564896468177595, 'gamma': 3.8037507163534627, 'reg_alpha': 0.5374476059687836, 'reg_lambda': 2.0283497972067517}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:23,911] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.020876952216942676, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.80150325379514, 'colsample_bytree': 0.634422326573894, 'gamma': 3.1385029091840524, 'reg_alpha': 0.057883003474310996, 'reg_lambda': 1.1247143322393394}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,145] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03382132746410152, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8874481791907488, 'colsample_bytree': 0.6998774023383073, 'gamma': 2.8659060110375725, 'reg_alpha': 0.694694893986751, 'reg_lambda': 1.863222452686998}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,398] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.037125722128206876, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8759200741018314, 'colsample_bytree': 0.6490689028442109, 'gamma': 3.038843717415905, 'reg_alpha': 0.5774660440659071, 'reg_lambda': 1.6725289846568023}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,563] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.043127368915113484, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9100522590910389, 'colsample_bytree': 0.7657324045540312, 'gamma': 3.419355103166098, 'reg_alpha': 0.10898006962466546, 'reg_lambda': 1.8816479154116301}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,733] Trial 159 finished with value: 0.738095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.05123390951616799, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.918214656338424, 'colsample_bytree': 0.6877143917910201, 'gamma': 3.6313389220380965, 'reg_alpha': 0.5187364572976892, 'reg_lambda': 2.235999118505174}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:24,915] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.046585648928386424, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8944878632109154, 'colsample_bytree': 0.7893014878702185, 'gamma': 2.7762803677737202, 'reg_alpha': 0.14037244870450766, 'reg_lambda': 0.9976257017401092}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,112] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 62, 'learning_rate': 0.04242442061751436, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8852118008221379, 'colsample_bytree': 0.7105539437850513, 'gamma': 3.1702351813601277, 'reg_alpha': 0.09662467268242288, 'reg_lambda': 1.782307857495406}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,286] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 60, 'learning_rate': 0.041569012034557234, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8829381015512257, 'colsample_bytree': 0.6793991296150125, 'gamma': 3.2264264546756882, 'reg_alpha': 0.07616635828328595, 'reg_lambda': 1.759825049814174}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,454] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.03841688539691495, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8686184023490392, 'colsample_bytree': 0.7098660558226637, 'gamma': 2.937139087185001, 'reg_alpha': 0.12555985307783896, 'reg_lambda': 1.586349918287766}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,800] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.04809351660172616, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8454931594128352, 'colsample_bytree': 0.7124527137290143, 'gamma': 2.945890161240049, 'reg_alpha': 0.1312517569100833, 'reg_lambda': 1.8129979386556898}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:25,952] Trial 165 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 54, 'learning_rate': 0.02977645626698243, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8662921210450317, 'colsample_bytree': 0.6738108891776857, 'gamma': 3.107944147983797, 'reg_alpha': 0.16720166535389755, 'reg_lambda': 1.7368605639008625}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,102] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03067012220746725, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8631440960838699, 'colsample_bytree': 0.6668016108394489, 'gamma': 3.0610974106652784, 'reg_alpha': 0.17505676947656776, 'reg_lambda': 1.6998120207504286}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,425] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.02900494198550073, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8671000187582175, 'colsample_bytree': 0.6766963086065713, 'gamma': 2.741503549501881, 'reg_alpha': 0.21065184789621927, 'reg_lambda': 1.6060825023705576}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,567] Trial 168 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.034035017458404954, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8732771329177096, 'colsample_bytree': 0.6928581617545693, 'gamma': 2.8272717207691986, 'reg_alpha': 0.4477011703665261, 'reg_lambda': 1.5883799124519684}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,793] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.03338340991087408, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8767438263156087, 'colsample_bytree': 0.695781181292634, 'gamma': 2.8662944217886, 'reg_alpha': 0.45762415164848813, 'reg_lambda': 1.6538124847325635}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:26,934] Trial 170 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.027002499705107222, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8682209661181071, 'colsample_bytree': 0.6861948099405757, 'gamma': 2.8283575665840477, 'reg_alpha': 0.00045405427326259827, 'reg_lambda': 1.480290665061731}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,211] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.032071808169729425, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8833602084039559, 'colsample_bytree': 0.6628908493670608, 'gamma': 2.964359225494174, 'reg_alpha': 0.608416467127538, 'reg_lambda': 1.6415497825874459}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,359] Trial 172 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.03507133038947127, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8823901706845749, 'colsample_bytree': 0.6642113069207296, 'gamma': 3.007011652640494, 'reg_alpha': 0.6181803172783362, 'reg_lambda': 1.5965231995841114}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,612] Trial 173 finished with value: 0.744047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.0348908456713105, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8615428464378081, 'colsample_bytree': 0.6624400292624869, 'gamma': 2.9887715548705343, 'reg_alpha': 0.604695914114855, 'reg_lambda': 1.7494131045938037}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,761] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.03004493163417506, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8531773482247569, 'colsample_bytree': 0.645957079163556, 'gamma': 3.1158689203403642, 'reg_alpha': 0.5791635418673925, 'reg_lambda': 1.5989938238909045}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:27,910] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.032289135711654496, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8732176730812462, 'colsample_bytree': 0.6346158012403914, 'gamma': 2.9519883628064685, 'reg_alpha': 0.599793431429226, 'reg_lambda': 1.6349478160851014}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,208] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.038172016378876086, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8829900678803531, 'colsample_bytree': 0.6714501539085157, 'gamma': 3.053942797384801, 'reg_alpha': 0.7684950832874852, 'reg_lambda': 1.5926042372214082}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,417] Trial 177 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 27, 'learning_rate': 0.03541092780016749, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6526058962722376, 'colsample_bytree': 0.6524284529907965, 'gamma': 2.6850839331968577, 'reg_alpha': 0.6327712930346129, 'reg_lambda': 1.7355097337822365}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,693] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 58, 'learning_rate': 0.032342554332605244, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8289447188344159, 'colsample_bytree': 0.662035165287468, 'gamma': 2.9016362224888765, 'reg_alpha': 0.6737139036542706, 'reg_lambda': 1.5206409035027377}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,841] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.028039618090013624, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8859451335319636, 'colsample_bytree': 0.6748301413409699, 'gamma': 3.007350153654633, 'reg_alpha': 0.7319949177932592, 'reg_lambda': 1.8379484718153394}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:28,995] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.039316259184480576, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8557447431838947, 'colsample_bytree': 0.6911124628579739, 'gamma': 3.12462048150184, 'reg_alpha': 0.6250015003443448, 'reg_lambda': 1.6937892948185977}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,183] Trial 181 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 46, 'learning_rate': 0.039742919148925686, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8716947725560406, 'colsample_bytree': 0.6916976305142092, 'gamma': 3.1436462057742656, 'reg_alpha': 0.6287041362712971, 'reg_lambda': 1.6785900534713483}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,337] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 48, 'learning_rate': 0.03832622152172499, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8525108556738049, 'colsample_bytree': 0.6912961017715727, 'gamma': 3.1615399260943793, 'reg_alpha': 0.6322697023927107, 'reg_lambda': 1.6740554087459811}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,437] Trial 183 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.0440964267375062, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8681506437122053, 'colsample_bytree': 0.684896040591477, 'gamma': 3.3401839540974616, 'reg_alpha': 0.66227003148732, 'reg_lambda': 1.6460372760188255}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,591] Trial 184 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 41, 'learning_rate': 0.04052541838255252, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8585572533655825, 'colsample_bytree': 0.6845213515919437, 'gamma': 3.397349443375002, 'reg_alpha': 0.6266444863513275, 'reg_lambda': 1.5711177294340868}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,746] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.04443439460562871, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8710121447744088, 'colsample_bytree': 0.6963156906658603, 'gamma': 3.155898219676073, 'reg_alpha': 0.6879652288618143, 'reg_lambda': 1.692595700025367}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:29,922] Trial 186 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 36, 'learning_rate': 0.03598998309961218, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8641254951968204, 'colsample_bytree': 0.7072907093270145, 'gamma': 3.2897856063741866, 'reg_alpha': 0.6482262419215425, 'reg_lambda': 1.7836268098626644}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,069] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.042143544142591145, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.840224522911222, 'colsample_bytree': 0.6900502621464544, 'gamma': 3.1030199325739987, 'reg_alpha': 0.5947324165012291, 'reg_lambda': 1.6299359895297716}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,239] Trial 188 finished with value: 0.732142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.045158379557617374, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8785005488994558, 'colsample_bytree': 0.7163659683337961, 'gamma': 3.350362702581897, 'reg_alpha': 0.6635000104594365, 'reg_lambda': 1.9124046232777552}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,482] Trial 189 finished with value: 0.755952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.0393594620969907, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8684648212974422, 'colsample_bytree': 0.667526401754563, 'gamma': 3.1674074810375816, 'reg_alpha': 0.40124041317565806, 'reg_lambda': 1.5623282025584286}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,742] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 52, 'learning_rate': 0.03358815478775169, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.877191388883532, 'colsample_bytree': 0.7011837036448165, 'gamma': 3.4658115068503403, 'reg_alpha': 0.5440170327034387, 'reg_lambda': 1.4806453118883804}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:30,925] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 53, 'learning_rate': 0.03128609954476644, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8795637862075419, 'colsample_bytree': 0.6976386261712717, 'gamma': 3.4998141267076237, 'reg_alpha': 0.5438967597926624, 'reg_lambda': 1.4798986706177648}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,088] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.03531549897091139, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8746040594260648, 'colsample_bytree': 0.7060003182349324, 'gamma': 3.499724975409001, 'reg_alpha': 0.5491589819457395, 'reg_lambda': 1.4720411517446996}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,281] Trial 193 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 48, 'learning_rate': 0.03557764062154664, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.878278878078072, 'colsample_bytree': 0.6976128093957635, 'gamma': 3.441894944395889, 'reg_alpha': 0.5409527645372809, 'reg_lambda': 1.474782385774832}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,420] Trial 194 finished with value: 0.744047619047619 and parameters: {'n_estimators': 47, 'learning_rate': 0.03461121020655297, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8906644741067066, 'colsample_bytree': 0.7022421917268333, 'gamma': 3.5182935711805454, 'reg_alpha': 0.5441817371445836, 'reg_lambda': 1.4292690072696945}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,575] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.03568597415771559, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8741042606212942, 'colsample_bytree': 0.7198817941809207, 'gamma': 3.6017949534355624, 'reg_alpha': 0.5172320365925305, 'reg_lambda': 1.492569072827603}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,768] Trial 196 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 43, 'learning_rate': 0.03752554382675882, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8791579211752358, 'colsample_bytree': 0.6946995687144347, 'gamma': 3.7623099119045875, 'reg_alpha': 0.5043250157232635, 'reg_lambda': 1.539484086651975}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:31,944] Trial 197 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.03299299159085951, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8483786833667044, 'colsample_bytree': 0.6841203123807488, 'gamma': 3.4595724991386048, 'reg_alpha': 0.5478084541159101, 'reg_lambda': 1.4560353459531654}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:32,207] Trial 198 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 52, 'learning_rate': 0.039427796605614275, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8576565376439103, 'colsample_bytree': 0.7060577682051589, 'gamma': 3.47517173481831, 'reg_alpha': 0.5862155376947223, 'reg_lambda': 1.4045916100706368}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:32,318] Trial 199 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 31, 'learning_rate': 0.038748334301640375, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8591640232177532, 'colsample_bytree': 0.70822252507284, 'gamma': 3.516129315220584, 'reg_alpha': 0.5257107694951856, 'reg_lambda': 1.364718819925773}. Best is trial 124 with value: 0.7857142857142857.
[I 2025-11-03 19:59:32,321] A new study created in memory with name: no-name-0f0287a0-2299-4957-83ea-4c5c08ffcb83
[I 2025-11-03 19:59:32,732] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.06679628169034553, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6083168162824042, 'colsample_bytree': 0.9990350635394847, 'gamma': 2.9192519093826226, 'reg_alpha': 0.27283241830196014, 'reg_lambda': 2.0835651550572223}. Best is trial 0 with value: 0.5.
[I 2025-11-03 19:59:32,813] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.21268881582921584, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.789874223800658, 'colsample_bytree': 0.8056095302701097, 'gamma': 3.0181213821003516, 'reg_alpha': 0.9992807482081726, 'reg_lambda': 1.0902541342330712}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,072] Trial 2 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 148, 'learning_rate': 0.06065326597537989, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7297433164280909, 'colsample_bytree': 0.609283145405845, 'gamma': 4.956532654834264, 'reg_alpha': 0.9919522654772797, 'reg_lambda': 0.7027862975307746}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,222] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.17560306174027496, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9400956321604363, 'colsample_bytree': 0.9919425345802603, 'gamma': 4.3605676522993235, 'reg_alpha': 0.8929531325993318, 'reg_lambda': 1.4817080925162969}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,462] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.010135299523089515, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8908208981943592, 'colsample_bytree': 0.6483940086300978, 'gamma': 1.6493838938182515, 'reg_alpha': 0.5193516481011281, 'reg_lambda': 1.4608392177116216}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,647] Trial 5 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.22057647621500026, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.91341289320173, 'colsample_bytree': 0.7182390220227498, 'gamma': 4.625825699883071, 'reg_alpha': 0.13625017431623976, 'reg_lambda': 1.3055901087078132}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:33,906] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.03856402198678352, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6048528185075324, 'colsample_bytree': 0.8363311242626542, 'gamma': 2.6494905618149556, 'reg_alpha': 0.5334696036854139, 'reg_lambda': 0.7520969822213004}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,189] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.03465179653432212, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8379090180012428, 'colsample_bytree': 0.6234788249394302, 'gamma': 2.4235208750212496, 'reg_alpha': 0.35201988472474144, 'reg_lambda': 2.2575145369743814}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,453] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.010985208556500203, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9739381006707883, 'colsample_bytree': 0.7971686637487185, 'gamma': 4.199475863586958, 'reg_alpha': 0.6823600720738444, 'reg_lambda': 2.846916387177819}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,680] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.05670275300122008, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.73657849818328, 'colsample_bytree': 0.805351579552718, 'gamma': 3.583097481856547, 'reg_alpha': 0.6615047867185269, 'reg_lambda': 2.8231579729392187}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:34,852] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.11959302433332943, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7626380152776117, 'colsample_bytree': 0.9123422748020653, 'gamma': 0.3142055660385217, 'reg_alpha': 0.7983734018785902, 'reg_lambda': 1.0413652746579867}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:35,102] Trial 11 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 24, 'learning_rate': 0.11984756794445967, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7616654175739644, 'colsample_bytree': 0.9023859883338525, 'gamma': 0.006194565428761234, 'reg_alpha': 0.8102812712897047, 'reg_lambda': 1.0597402829965725}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 19:59:35,236] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 25, 'learning_rate': 0.1101205062895293, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8285771107452452, 'colsample_bytree': 0.8738195608591008, 'gamma': 0.7111567449973684, 'reg_alpha': 0.7999082005416791, 'reg_lambda': 0.5549068412919418}. Best is trial 12 with value: 0.7321428571428571.
[I 2025-11-03 19:59:35,457] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.2331093638965062, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8380295657622746, 'colsample_bytree': 0.7259778233229324, 'gamma': 1.189862993959418, 'reg_alpha': 0.9600895270949874, 'reg_lambda': 0.7095420559086597}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:35,622] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.2944190461850169, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8463054180104417, 'colsample_bytree': 0.7344560652569655, 'gamma': 0.9960930042667107, 'reg_alpha': 0.6932562690839189, 'reg_lambda': 0.579632125487851}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:35,968] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.1100663718255881, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6861742534237428, 'colsample_bytree': 0.7049958187789261, 'gamma': 1.395600168603238, 'reg_alpha': 0.8286468619855157, 'reg_lambda': 1.9125482208446525}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,037] Trial 16 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.09147122355951735, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8471330686754652, 'colsample_bytree': 0.8722684022895489, 'gamma': 0.7874162647121787, 'reg_alpha': 0.9067387534564567, 'reg_lambda': 0.5568778198669823}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,253] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 68, 'learning_rate': 0.01949350990594753, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8703294706419963, 'colsample_bytree': 0.7673817342351886, 'gamma': 1.9314905226810155, 'reg_alpha': 0.9190277186018055, 'reg_lambda': 0.8905045389530395}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,496] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.0800033987769526, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9776156024469739, 'colsample_bytree': 0.6655496147062342, 'gamma': 1.014547537744338, 'reg_alpha': 0.038866546783015266, 'reg_lambda': 2.4914916350200285}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,690] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 116, 'learning_rate': 0.03616342369403162, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8116642489279288, 'colsample_bytree': 0.9466693089564145, 'gamma': 2.0602305418599625, 'reg_alpha': 0.36823239050424916, 'reg_lambda': 1.3794442897000434}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:36,968] Trial 20 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 46, 'learning_rate': 0.18015742138562926, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6807615708962779, 'colsample_bytree': 0.8611961689803369, 'gamma': 0.5890652041319917, 'reg_alpha': 0.614127210989276, 'reg_lambda': 1.7072158891001743}. Best is trial 13 with value: 0.75.
[I 2025-11-03 19:59:37,158] Trial 21 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 23, 'learning_rate': 0.09337321546431566, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8169776054287313, 'colsample_bytree': 0.8682002095292042, 'gamma': 0.8799319636194012, 'reg_alpha': 0.8903803932082898, 'reg_lambda': 0.5209614714846701}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,343] Trial 22 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.08357675491572684, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8650749212148028, 'colsample_bytree': 0.8461452709023651, 'gamma': 1.2467085430222895, 'reg_alpha': 0.9029740606606136, 'reg_lambda': 0.5205932193402326}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,437] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 41, 'learning_rate': 0.15001967934506644, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7912787050722309, 'colsample_bytree': 0.7596621231337224, 'gamma': 0.43868484064488533, 'reg_alpha': 0.7234947920932326, 'reg_lambda': 0.8441696027807437}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,702] Trial 24 finished with value: 0.6875 and parameters: {'n_estimators': 63, 'learning_rate': 0.2908437952877485, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9216014195563567, 'colsample_bytree': 0.9372107265896829, 'gamma': 1.6794582784787926, 'reg_alpha': 0.9060642735192113, 'reg_lambda': 0.893197600711632}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:37,886] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.026475229671930712, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.881637509733314, 'colsample_bytree': 0.8820043162543303, 'gamma': 0.10317406259963935, 'reg_alpha': 0.9953370549869692, 'reg_lambda': 0.6993523170727146}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,061] Trial 26 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 41, 'learning_rate': 0.08557319717436909, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8086910100990332, 'colsample_bytree': 0.8216188097624921, 'gamma': 0.8280672388819434, 'reg_alpha': 0.7444231829824528, 'reg_lambda': 1.1084451921896008}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,247] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.0435561536607085, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8550518750998299, 'colsample_bytree': 0.6893572118312328, 'gamma': 1.2317774609359968, 'reg_alpha': 0.5949259045396762, 'reg_lambda': 0.5567297981373271}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,351] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.1527047018988885, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9003410067826118, 'colsample_bytree': 0.7615792208792875, 'gamma': 2.035879051237739, 'reg_alpha': 0.8485820936989241, 'reg_lambda': 1.2559516857181627}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,576] Trial 29 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 68, 'learning_rate': 0.07426733461638661, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.6675061906006375, 'colsample_bytree': 0.968204667711208, 'gamma': 1.6007930157557921, 'reg_alpha': 0.41063132533407354, 'reg_lambda': 1.6635863825595718}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:38,767] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.04910097966811466, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9456160940041032, 'colsample_bytree': 0.9040392337121995, 'gamma': 3.330807435099081, 'reg_alpha': 0.9234918739992537, 'reg_lambda': 0.8991934249895448}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,020] Trial 31 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 44, 'learning_rate': 0.15237633958123395, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7719654778455602, 'colsample_bytree': 0.7690866450973254, 'gamma': 0.4795666403476456, 'reg_alpha': 0.7464214809774989, 'reg_lambda': 0.8084496828970975}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,325] Trial 32 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 56, 'learning_rate': 0.23722949526245388, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7923460797463275, 'colsample_bytree': 0.7377810289672815, 'gamma': 0.31983653851475535, 'reg_alpha': 0.9528405012490485, 'reg_lambda': 0.6750275034988672}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,491] Trial 33 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.24504480720603672, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8219657703413225, 'colsample_bytree': 0.7419415047167064, 'gamma': 0.913393150724618, 'reg_alpha': 0.9569636842162847, 'reg_lambda': 0.6859538555088144}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,701] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.20017668457079588, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7294129998641596, 'colsample_bytree': 0.7899862208646585, 'gamma': 0.3260048434484146, 'reg_alpha': 0.9959191244379468, 'reg_lambda': 0.5032945398312612}. Best is trial 21 with value: 0.7589285714285715.
[I 2025-11-03 19:59:39,854] Trial 35 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.09819703870297691, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7930038696954572, 'colsample_bytree': 0.6910170339795391, 'gamma': 1.3997770830247345, 'reg_alpha': 0.8513054445865966, 'reg_lambda': 1.025678728163578}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,107] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.24775771472039612, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7881039534469886, 'colsample_bytree': 0.6565530257286326, 'gamma': 1.36093132347865, 'reg_alpha': 0.8415777609324986, 'reg_lambda': 1.1281634976741874}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,309] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.06056323041689407, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7156568972016142, 'colsample_bytree': 0.6885026636042091, 'gamma': 2.3803989705674926, 'reg_alpha': 0.8690124319863028, 'reg_lambda': 0.9721229232671793}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,707] Trial 38 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 77, 'learning_rate': 0.17499049437635125, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7886760759291471, 'colsample_bytree': 0.7056050511194062, 'gamma': 1.174267115078866, 'reg_alpha': 0.9605203334789862, 'reg_lambda': 1.227595280477885}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:40,881] Trial 39 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 75, 'learning_rate': 0.13953404572925632, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6447343522054793, 'colsample_bytree': 0.6384949323823145, 'gamma': 1.6220470269560245, 'reg_alpha': 0.7750500706529548, 'reg_lambda': 1.571283539830798}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,076] Trial 40 finished with value: 0.755952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.18364878771081491, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7497386137011782, 'colsample_bytree': 0.6093441886394431, 'gamma': 0.1941211610075202, 'reg_alpha': 0.4502671624443577, 'reg_lambda': 1.1668573728792}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,297] Trial 41 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 158, 'learning_rate': 0.19175032800139097, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7476944907912442, 'colsample_bytree': 0.678922752819784, 'gamma': 0.1709015620488259, 'reg_alpha': 0.47090812243933894, 'reg_lambda': 1.209670891666272}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,557] Trial 42 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 165, 'learning_rate': 0.18009755213744588, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7595150935359345, 'colsample_bytree': 0.6231222740911786, 'gamma': 0.1266085841552751, 'reg_alpha': 0.4306713296172826, 'reg_lambda': 1.2323674475910478}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:41,811] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 129, 'learning_rate': 0.09684727241737874, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.741907418418538, 'colsample_bytree': 0.603440690710855, 'gamma': 0.5760951339472808, 'reg_alpha': 0.2551861311914022, 'reg_lambda': 1.47251770319235}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:42,032] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 168, 'learning_rate': 0.13026381277907823, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7117012186029329, 'colsample_bytree': 0.6771288327706348, 'gamma': 1.0789540012941603, 'reg_alpha': 0.27212211721942164, 'reg_lambda': 1.1969657262421884}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:42,604] Trial 45 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.06950940706976606, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7530574712899664, 'colsample_bytree': 0.6370426055993704, 'gamma': 0.6811665109780825, 'reg_alpha': 0.48933575701941073, 'reg_lambda': 1.3625977876024529}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:42,850] Trial 46 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 146, 'learning_rate': 0.20120189642867914, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7853304796944748, 'colsample_bytree': 0.7075662333247206, 'gamma': 0.2238782161747632, 'reg_alpha': 0.4925837909856808, 'reg_lambda': 1.5119692637594142}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,057] Trial 47 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 180, 'learning_rate': 0.09856344661414304, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7764106144978979, 'colsample_bytree': 0.6199028777972493, 'gamma': 2.822703448764959, 'reg_alpha': 0.44314085036610984, 'reg_lambda': 1.9270340513902076}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,329] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 209, 'learning_rate': 0.1739960018707761, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7151646454140472, 'colsample_bytree': 0.6729777278461666, 'gamma': 3.9751743452544694, 'reg_alpha': 0.608811027029782, 'reg_lambda': 1.0146798163182857}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,582] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.11109091773343774, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8115758333482584, 'colsample_bytree': 0.6465627765623417, 'gamma': 0.004885278134169335, 'reg_alpha': 0.5543661324722357, 'reg_lambda': 1.3637294367509023}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:43,997] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 120, 'learning_rate': 0.1266695383025276, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7426377307955463, 'colsample_bytree': 0.6036168465827585, 'gamma': 1.4404055137023384, 'reg_alpha': 0.321749597241734, 'reg_lambda': 1.8100270717708646}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,146] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 32, 'learning_rate': 0.2566979898375161, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7991465249247671, 'colsample_bytree': 0.7141749170054394, 'gamma': 0.31570618772973524, 'reg_alpha': 0.956246804408112, 'reg_lambda': 0.6410351907083587}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,393] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.20720696859082027, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7750422869975259, 'colsample_bytree': 0.6935728488578765, 'gamma': 0.41816395082865343, 'reg_alpha': 0.8788539876937402, 'reg_lambda': 0.9705221360424874}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,651] Trial 53 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 91, 'learning_rate': 0.16367329760011018, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8308301152101236, 'colsample_bytree': 0.7415233838743186, 'gamma': 0.860892815942105, 'reg_alpha': 0.2129944994048859, 'reg_lambda': 1.1334510968278513}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:44,867] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 54, 'learning_rate': 0.21937707716134697, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8015431672350428, 'colsample_bytree': 0.7227467702900442, 'gamma': 0.6549645138470055, 'reg_alpha': 0.9558064528208462, 'reg_lambda': 0.7808730920012261}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,112] Trial 55 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 144, 'learning_rate': 0.2999953934526476, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.754142641322568, 'colsample_bytree': 0.6600228592243806, 'gamma': 1.0955230197617054, 'reg_alpha': 0.6506606642752766, 'reg_lambda': 2.9575701517408883}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,310] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.2966894909715014, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7492688509047329, 'colsample_bytree': 0.6540847813317878, 'gamma': 1.899109483428124, 'reg_alpha': 0.5422476471542178, 'reg_lambda': 2.9974744364985755}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,547] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.012967807690119406, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.6895385011390399, 'colsample_bytree': 0.6305794686342221, 'gamma': 1.1173188858803573, 'reg_alpha': 0.4673378036333563, 'reg_lambda': 2.215079456030349}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,748] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.19347001172655068, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7246348939312891, 'colsample_bytree': 0.6647740371024308, 'gamma': 1.4490423943951762, 'reg_alpha': 0.7891963514893363, 'reg_lambda': 1.601597993001942}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:45,934] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 107, 'learning_rate': 0.2675977292058376, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7650589246628153, 'colsample_bytree': 0.6798506761479064, 'gamma': 1.0008832228172606, 'reg_alpha': 0.6624009029149663, 'reg_lambda': 2.534635429358894}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,174] Trial 60 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 125, 'learning_rate': 0.10789944620857615, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8202016011323584, 'colsample_bytree': 0.6171881815535043, 'gamma': 4.974578843728875, 'reg_alpha': 0.38068485136071417, 'reg_lambda': 1.3058977475300095}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,411] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.2257870236284174, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7832881876554121, 'colsample_bytree': 0.7000297162466855, 'gamma': 0.23174371646117004, 'reg_alpha': 0.941746346205607, 'reg_lambda': 2.608986372626647}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,740] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 161, 'learning_rate': 0.13874237759667551, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7776526101306214, 'colsample_bytree': 0.6947311573002167, 'gamma': 0.5340309865430055, 'reg_alpha': 0.8251716842379752, 'reg_lambda': 2.762138934344783}. Best is trial 35 with value: 0.7738095238095238.
[I 2025-11-03 19:59:46,976] Trial 63 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.2184298249900735, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7546614757700193, 'colsample_bytree': 0.7072570897013195, 'gamma': 0.7504341841264988, 'reg_alpha': 0.5677614993914047, 'reg_lambda': 2.620605764908903}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,185] Trial 64 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 141, 'learning_rate': 0.27459496944262685, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8402128514620515, 'colsample_bytree': 0.702479696757198, 'gamma': 0.7765611761216992, 'reg_alpha': 0.5750501219009162, 'reg_lambda': 2.6340377814940803}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,451] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.22962006331098805, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7038969207939436, 'colsample_bytree': 0.7214905093888566, 'gamma': 1.2230948877246666, 'reg_alpha': 0.7116799976297146, 'reg_lambda': 2.3456215033429095}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,702] Trial 66 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 196, 'learning_rate': 0.1656189603567642, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7338552900852909, 'colsample_bytree': 0.7521017003398106, 'gamma': 0.9657543431031315, 'reg_alpha': 0.6496466366592126, 'reg_lambda': 2.9860463536933572}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:47,910] Trial 67 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.22085405802069275, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7650084762323637, 'colsample_bytree': 0.823442937912557, 'gamma': 1.7327791970482598, 'reg_alpha': 0.8749289436625985, 'reg_lambda': 2.741060301813249}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,159] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 138, 'learning_rate': 0.031494096110821816, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8580365729418473, 'colsample_bytree': 0.7931633168792073, 'gamma': 0.6365205173941448, 'reg_alpha': 0.9303616711271261, 'reg_lambda': 2.8714834268575746}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,452] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.05384884445871939, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8034592748431287, 'colsample_bytree': 0.6720999116437497, 'gamma': 2.1803192208266746, 'reg_alpha': 0.0010202613519014192, 'reg_lambda': 2.379219494025012}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,622] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.26194644296404407, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8173703546082447, 'colsample_bytree': 0.7298535392130605, 'gamma': 0.8351417464138187, 'reg_alpha': 0.510885470022743, 'reg_lambda': 2.0992973590558828}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:48,904] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.181509426194566, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7456404646985957, 'colsample_bytree': 0.7775177126233334, 'gamma': 0.18042671062332438, 'reg_alpha': 0.6406598961480825, 'reg_lambda': 2.6541430627006584}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,100] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.19439476875372086, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7588404489694817, 'colsample_bytree': 0.710355221437961, 'gamma': 0.41561115649848135, 'reg_alpha': 0.5250470986411269, 'reg_lambda': 2.5433506454462744}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,272] Trial 73 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.2191103256657636, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7859491197635404, 'colsample_bytree': 0.6471286131025806, 'gamma': 0.09266956777475671, 'reg_alpha': 0.3361115156064435, 'reg_lambda': 2.9203054601956326}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,362] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.14528766924700107, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7234018200292277, 'colsample_bytree': 0.6606984435866596, 'gamma': 0.5337722909673178, 'reg_alpha': 0.4099091246956055, 'reg_lambda': 1.1757010254041227}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,630] Trial 75 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.29713108053290344, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6961984406432262, 'colsample_bytree': 0.6797571496370294, 'gamma': 1.335153516179012, 'reg_alpha': 0.46595578049232855, 'reg_lambda': 1.052600745498282}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:49,907] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 153, 'learning_rate': 0.1638083081812577, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7959590117808902, 'colsample_bytree': 0.6966142881559679, 'gamma': 0.3000996033104214, 'reg_alpha': 0.9829738958868455, 'reg_lambda': 1.2845757869130425}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,002] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.2370135157977784, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.7695409080998636, 'colsample_bytree': 0.8486206074803325, 'gamma': 1.522095015453417, 'reg_alpha': 0.7643663274070605, 'reg_lambda': 1.4064701362284453}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,384] Trial 78 finished with value: 0.738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.07649378319984053, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7519961571228998, 'colsample_bytree': 0.9261116565992692, 'gamma': 0.7104453794606913, 'reg_alpha': 0.9295541886292409, 'reg_lambda': 0.942025466910571}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,526] Trial 79 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 38, 'learning_rate': 0.18201999164056315, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6660394201160813, 'colsample_bytree': 0.7512097503772659, 'gamma': 1.7818004035090937, 'reg_alpha': 0.8552529090552763, 'reg_lambda': 1.8244437072242894}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,726] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 77, 'learning_rate': 0.12874463484745524, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7810537750118777, 'colsample_bytree': 0.8890669485495967, 'gamma': 1.1379867253268554, 'reg_alpha': 0.8180734697668068, 'reg_lambda': 2.7676870724760247}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:50,940] Trial 81 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 61, 'learning_rate': 0.2431534111012404, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.789544087081148, 'colsample_bytree': 0.6881725873471789, 'gamma': 0.2547052850021364, 'reg_alpha': 0.9821143611142725, 'reg_lambda': 0.6351578788910066}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,037] Trial 82 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 26, 'learning_rate': 0.26636119894740257, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8274372091318316, 'colsample_bytree': 0.7349242550935959, 'gamma': 0.3984774937186518, 'reg_alpha': 0.9019410664315188, 'reg_lambda': 0.8419419648169967}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,169] Trial 83 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.20921258292251302, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.735593182429078, 'colsample_bytree': 0.7141433076152998, 'gamma': 0.04184144722570554, 'reg_alpha': 0.9438248690073247, 'reg_lambda': 0.7395074799427831}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,375] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 73, 'learning_rate': 0.16168916066693428, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7938429787502588, 'colsample_bytree': 0.685724215963566, 'gamma': 0.5013334549906062, 'reg_alpha': 0.5690628176937881, 'reg_lambda': 2.6529366677405832}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,542] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.19359525756539364, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7534829563707536, 'colsample_bytree': 0.9900098561854774, 'gamma': 0.20755252645519057, 'reg_alpha': 0.9010417931671342, 'reg_lambda': 0.6180652173998503}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:51,806] Trial 86 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 144, 'learning_rate': 0.23990969931209932, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8100496678288068, 'colsample_bytree': 0.7058106680439922, 'gamma': 0.9292904581958966, 'reg_alpha': 0.9994563168683568, 'reg_lambda': 2.3955579212129603}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,014] Trial 87 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 61, 'learning_rate': 0.06510238041725376, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7708681829289016, 'colsample_bytree': 0.6683562930093713, 'gamma': 0.755013854718038, 'reg_alpha': 0.9731115206481443, 'reg_lambda': 1.0861684529133309}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,228] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 184, 'learning_rate': 0.0878239211194432, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.779802613051233, 'colsample_bytree': 0.7007130806522704, 'gamma': 0.3157418524804509, 'reg_alpha': 0.8548628841522272, 'reg_lambda': 2.0423136476194395}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,472] Trial 89 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 131, 'learning_rate': 0.2137483739076151, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7417512567848259, 'colsample_bytree': 0.6347480739381008, 'gamma': 3.2005854472751003, 'reg_alpha': 0.8905893791425061, 'reg_lambda': 1.1845907114420593}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,647] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.27561164612062833, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7590899876312835, 'colsample_bytree': 0.6519230278476189, 'gamma': 1.2905927181208214, 'reg_alpha': 0.4591983150812896, 'reg_lambda': 0.8967285082398885}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:52,975] Trial 91 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 235, 'learning_rate': 0.10050010380952722, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8100868620971063, 'colsample_bytree': 0.6437863291323088, 'gamma': 0.04737523573098079, 'reg_alpha': 0.5630251934032375, 'reg_lambda': 1.3069149406030953}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:53,226] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.11561541269480058, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.834208433109113, 'colsample_bytree': 0.6622390512268906, 'gamma': 0.025529970729224732, 'reg_alpha': 0.6148273971727668, 'reg_lambda': 1.3682304135371115}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:53,589] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.12129391270721036, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8182370023393584, 'colsample_bytree': 0.6095789889407233, 'gamma': 0.20296218067257743, 'reg_alpha': 0.5479563317697933, 'reg_lambda': 1.2304164330358447}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:53,831] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.1394667872466219, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8478785192483245, 'colsample_bytree': 0.6278009221579653, 'gamma': 0.5592727761164461, 'reg_alpha': 0.49387845120732493, 'reg_lambda': 1.4528263265272565}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,116] Trial 95 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.15501431493310966, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8027084263008055, 'colsample_bytree': 0.6814279287800583, 'gamma': 1.0559604359187909, 'reg_alpha': 0.4160769061518535, 'reg_lambda': 1.0058869836625515}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,405] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 121, 'learning_rate': 0.10982560518743265, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.793253482630643, 'colsample_bytree': 0.6451057360688999, 'gamma': 0.4142905488899675, 'reg_alpha': 0.6769170386045389, 'reg_lambda': 0.50068336956446}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,683] Trial 97 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 158, 'learning_rate': 0.17555782876473067, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8766931300939663, 'colsample_bytree': 0.7193825637550083, 'gamma': 0.16258740712626732, 'reg_alpha': 0.939282395443489, 'reg_lambda': 1.142578514644062}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:54,913] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 52, 'learning_rate': 0.09381314945207095, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7256150742089433, 'colsample_bytree': 0.6728374127065505, 'gamma': 4.487181106255796, 'reg_alpha': 0.5883807602494283, 'reg_lambda': 1.5389538435980956}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,004] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.081727916578844, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.7681470750419006, 'colsample_bytree': 0.740084705986981, 'gamma': 0.6456392437103996, 'reg_alpha': 0.3780473882241411, 'reg_lambda': 1.6320634306210926}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,223] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.22512484121394702, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.783684534260883, 'colsample_bytree': 0.7827812242783581, 'gamma': 0.9110747648869559, 'reg_alpha': 0.6253674073372144, 'reg_lambda': 1.4189444412511814}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,398] Trial 101 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 106, 'learning_rate': 0.24749183992994442, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7626826784326769, 'colsample_bytree': 0.6813458949982174, 'gamma': 1.001138275379566, 'reg_alpha': 0.7148086039010617, 'reg_lambda': 2.2729257373543494}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,647] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 111, 'learning_rate': 0.2854083321716517, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8056177640689803, 'colsample_bytree': 0.6932686584485955, 'gamma': 0.7573844972147392, 'reg_alpha': 0.6634562642147536, 'reg_lambda': 2.7103222447715303}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:55,856] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.2551051913767473, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7727737225409861, 'colsample_bytree': 0.8128139852915351, 'gamma': 0.36120614585855193, 'reg_alpha': 0.5312325946888332, 'reg_lambda': 1.330098876026832}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,095] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 94, 'learning_rate': 0.19324024493850084, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7555606588747192, 'colsample_bytree': 0.6582915031251344, 'gamma': 1.1836736233999114, 'reg_alpha': 0.5073896530167585, 'reg_lambda': 2.483469883540415}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,403] Trial 105 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.2757089858075121, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8262097338204458, 'colsample_bytree': 0.7272863058498282, 'gamma': 0.01093500282920662, 'reg_alpha': 0.9186553934057735, 'reg_lambda': 2.5828849926756816}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,601] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 125, 'learning_rate': 0.2070227995795271, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7418009297247541, 'colsample_bytree': 0.6749599046860715, 'gamma': 1.5417940377293509, 'reg_alpha': 0.693833410296117, 'reg_lambda': 2.8351972218808847}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:56,718] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.23116796131668063, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7978211337584341, 'colsample_bytree': 0.6131747256444982, 'gamma': 0.8354926740319191, 'reg_alpha': 0.7417905762306661, 'reg_lambda': 2.5177510965315326}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:57,034] Trial 108 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.299896539531836, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.815825369269096, 'colsample_bytree': 0.7012217713441239, 'gamma': 0.14313086125815097, 'reg_alpha': 0.44897010106046553, 'reg_lambda': 2.4327683501996638}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:57,367] Trial 109 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 241, 'learning_rate': 0.18392139624632198, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.817299139468418, 'colsample_bytree': 0.7072559477502812, 'gamma': 0.12731181231080385, 'reg_alpha': 0.4379903168143225, 'reg_lambda': 2.4415744877859193}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:57,765] Trial 110 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 248, 'learning_rate': 0.2568738582029212, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8427805224555006, 'colsample_bytree': 0.7010508505025025, 'gamma': 0.2690592323078507, 'reg_alpha': 0.39090672258528936, 'reg_lambda': 1.2499158012382976}. Best is trial 63 with value: 0.7767857142857143.
[I 2025-11-03 19:59:58,011] Trial 111 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2973079541856533, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.774893954505713, 'colsample_bytree': 0.6855274141466664, 'gamma': 0.5822873421394559, 'reg_alpha': 0.95865800291748, 'reg_lambda': 0.6827736923315004}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:58,253] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.29305387198432903, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7877838340004659, 'colsample_bytree': 0.7134657786939065, 'gamma': 0.5314223203688885, 'reg_alpha': 0.9527749877109689, 'reg_lambda': 0.6722684700848958}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:58,615] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.2924766475917597, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7882287354164581, 'colsample_bytree': 0.7149547844539843, 'gamma': 0.47307124133236544, 'reg_alpha': 0.9717515621391486, 'reg_lambda': 0.6006859600701353}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:58,876] Trial 114 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 249, 'learning_rate': 0.28794838031142905, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7729344594791073, 'colsample_bytree': 0.7155881759479433, 'gamma': 0.4602750934601828, 'reg_alpha': 0.9564574689854924, 'reg_lambda': 0.5649551439942504}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,162] Trial 115 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 234, 'learning_rate': 0.29311990720320047, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7827759363111878, 'colsample_bytree': 0.7173313969692025, 'gamma': 0.47715424364478776, 'reg_alpha': 0.9688455800115143, 'reg_lambda': 0.5840955039253232}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,416] Trial 116 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.2939590171957094, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7741319177903725, 'colsample_bytree': 0.7529047340108125, 'gamma': 0.6049110510169282, 'reg_alpha': 0.9220614309719115, 'reg_lambda': 0.702651553684142}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,756] Trial 117 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 229, 'learning_rate': 0.27348784146944455, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7905854433290704, 'colsample_bytree': 0.7314658704954542, 'gamma': 0.7400751668324457, 'reg_alpha': 0.8779648177298043, 'reg_lambda': 0.6013806154414864}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 19:59:59,992] Trial 118 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 247, 'learning_rate': 0.04466972303659864, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.766906972767617, 'colsample_bytree': 0.689232863292903, 'gamma': 0.6153077422497066, 'reg_alpha': 0.9519529836579071, 'reg_lambda': 0.7845531349523327}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:00,342] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.2545177221820716, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7996054601147231, 'colsample_bytree': 0.7120418594467237, 'gamma': 0.47344993835719085, 'reg_alpha': 0.9706186154252588, 'reg_lambda': 0.6745690637899708}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:00,677] Trial 120 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.29890964547757964, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7850199939801216, 'colsample_bytree': 0.724785335513647, 'gamma': 2.596759746584201, 'reg_alpha': 0.9119450279975728, 'reg_lambda': 0.5320772314376552}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:00,925] Trial 121 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 239, 'learning_rate': 0.23011434001503484, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7519852042360285, 'colsample_bytree': 0.6992369071362665, 'gamma': 0.36156908697834467, 'reg_alpha': 0.4785397735884775, 'reg_lambda': 0.8329628324605963}. Best is trial 111 with value: 0.7797619047619048.
[I 2025-11-03 20:00:01,210] Trial 122 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 228, 'learning_rate': 0.2586911827478355, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7450123393688841, 'colsample_bytree': 0.7087651802449688, 'gamma': 0.8751710161119952, 'reg_alpha': 0.9389406760962855, 'reg_lambda': 0.5520343857100561}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:01,434] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 230, 'learning_rate': 0.27136290479359976, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6155156495128604, 'colsample_bytree': 0.7073121478352906, 'gamma': 0.8892400001927198, 'reg_alpha': 0.9956783303332826, 'reg_lambda': 0.7343505762969254}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:01,730] Trial 124 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 223, 'learning_rate': 0.270372127415332, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6548622377319837, 'colsample_bytree': 0.6943417896249985, 'gamma': 1.091915669282431, 'reg_alpha': 0.9982358077452592, 'reg_lambda': 0.7351200067578085}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:01,957] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.2496662152074316, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6005154912216605, 'colsample_bytree': 0.7076186948213369, 'gamma': 0.8321483614738701, 'reg_alpha': 0.9423896941676773, 'reg_lambda': 0.6485492921640192}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:02,292] Trial 126 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.2733206002659769, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7347373115148056, 'colsample_bytree': 0.7163161277888256, 'gamma': 0.67264518228482, 'reg_alpha': 0.9680963511222368, 'reg_lambda': 0.5689551554717526}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:02,608] Trial 127 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.23629295110812135, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6213555756427455, 'colsample_bytree': 0.6880193171281005, 'gamma': 0.5497784819073579, 'reg_alpha': 0.9843601059584834, 'reg_lambda': 0.7424563299210181}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,077] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.2814812620323109, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7091050635301636, 'colsample_bytree': 0.7449158692112967, 'gamma': 0.9215250572566513, 'reg_alpha': 0.9343641402551078, 'reg_lambda': 0.556588728810512}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,330] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.21447343046092782, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7765705746671512, 'colsample_bytree': 0.7226697371496642, 'gamma': 1.2439164098256739, 'reg_alpha': 0.9585528746486798, 'reg_lambda': 2.901690414075497}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,559] Trial 130 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.2593558484419113, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6278479109916223, 'colsample_bytree': 0.7017464328989026, 'gamma': 0.4655324378792639, 'reg_alpha': 0.8363807673925274, 'reg_lambda': 0.6843253990132179}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:03,900] Trial 131 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 228, 'learning_rate': 0.2976755709942619, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9645504722676791, 'colsample_bytree': 0.6830763709711353, 'gamma': 0.9766099314489182, 'reg_alpha': 0.8862545202856857, 'reg_lambda': 0.602332168018615}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,147] Trial 132 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.2610380129199308, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8134859550346462, 'colsample_bytree': 0.6672839817015928, 'gamma': 1.3874868301317518, 'reg_alpha': 0.907412014479525, 'reg_lambda': 0.5041046141776364}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,414] Trial 133 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 245, 'learning_rate': 0.24794956604453783, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8107487430515653, 'colsample_bytree': 0.6635391285861464, 'gamma': 1.4693747131811068, 'reg_alpha': 0.9071228802519085, 'reg_lambda': 0.6444474913696009}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,722] Trial 134 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.24650485774183478, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8067128553699985, 'colsample_bytree': 0.6674253694388326, 'gamma': 1.4138443757211652, 'reg_alpha': 0.8679526415159584, 'reg_lambda': 0.6425977029078234}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:04,994] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.24784895170778742, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8044333646493892, 'colsample_bytree': 0.665272008757709, 'gamma': 1.3961157080400612, 'reg_alpha': 0.9052466420735985, 'reg_lambda': 0.6378653640157368}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:05,288] Trial 136 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 218, 'learning_rate': 0.20613309843899524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.792150416427984, 'colsample_bytree': 0.6557146454400723, 'gamma': 1.6520444739196276, 'reg_alpha': 0.8595232788215414, 'reg_lambda': 0.7906766300965946}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:05,538] Trial 137 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.2116364205684227, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7937929193514, 'colsample_bytree': 0.6684212108471982, 'gamma': 1.5055917587735372, 'reg_alpha': 0.7973401067483445, 'reg_lambda': 0.7810667918161137}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:05,915] Trial 138 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 230, 'learning_rate': 0.19744633499167766, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8104881069783308, 'colsample_bytree': 0.6509616151153436, 'gamma': 1.788929266896133, 'reg_alpha': 0.8488733921357859, 'reg_lambda': 0.8724403996133037}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:06,163] Trial 139 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 239, 'learning_rate': 0.23247294829869472, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9981797066542065, 'colsample_bytree': 0.657396668498237, 'gamma': 1.6059891561654225, 'reg_alpha': 0.8774637795267723, 'reg_lambda': 0.9492728383347901}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:06,552] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 208, 'learning_rate': 0.26333800791093576, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8315499776594001, 'colsample_bytree': 0.6762675578863742, 'gamma': 1.301405896802964, 'reg_alpha': 0.8589844941460008, 'reg_lambda': 0.8107576987073869}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:06,770] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.27880469463277147, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7622664836108891, 'colsample_bytree': 0.6408852978914534, 'gamma': 1.4139994624243633, 'reg_alpha': 0.9051708445328172, 'reg_lambda': 0.5047152581493731}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,112] Trial 142 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 242, 'learning_rate': 0.238824271990877, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7881030174746402, 'colsample_bytree': 0.6696774905365886, 'gamma': 1.1455464614651767, 'reg_alpha': 0.9199215586231321, 'reg_lambda': 0.7163211897567898}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,346] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.21893733984052702, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7877780374246552, 'colsample_bytree': 0.6667250340395926, 'gamma': 1.2117864322481025, 'reg_alpha': 0.9259981622521858, 'reg_lambda': 0.7134867452124184}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,711] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.23870723090986307, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9020756139648414, 'colsample_bytree': 0.6765862714853161, 'gamma': 1.6882548198959229, 'reg_alpha': 0.8098485051046826, 'reg_lambda': 0.6490488141035445}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:07,976] Trial 145 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 232, 'learning_rate': 0.2015592895933088, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7977474217428924, 'colsample_bytree': 0.6604280586143365, 'gamma': 1.1046868744298401, 'reg_alpha': 0.8661598649273163, 'reg_lambda': 0.7626050219191468}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:08,298] Trial 146 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 244, 'learning_rate': 0.2068537938614718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7988554369932205, 'colsample_bytree': 0.655025021736352, 'gamma': 1.145577060062732, 'reg_alpha': 0.8625960970964365, 'reg_lambda': 0.6821651018816491}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:08,585] Trial 147 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.015967506535624114, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7995760910462419, 'colsample_bytree': 0.6543950344601651, 'gamma': 1.100292053999602, 'reg_alpha': 0.8329267412794655, 'reg_lambda': 0.6847386035413838}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:08,820] Trial 148 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 219, 'learning_rate': 0.20377536280501793, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.808147364714816, 'colsample_bytree': 0.6620329641773197, 'gamma': 1.3728872079605567, 'reg_alpha': 0.7707671663264797, 'reg_lambda': 0.78998065052522}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,152] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 234, 'learning_rate': 0.19150285507299858, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8206546764645808, 'colsample_bytree': 0.6330486888973093, 'gamma': 1.9173267744171731, 'reg_alpha': 0.8880711719091036, 'reg_lambda': 0.621764068735051}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,393] Trial 150 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.22092403705751218, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7792608322724555, 'colsample_bytree': 0.6443990687249239, 'gamma': 1.4928693592615623, 'reg_alpha': 0.8642583775032094, 'reg_lambda': 0.8708025859194871}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,629] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.1705484123634937, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7911455528335317, 'colsample_bytree': 0.6690436729540363, 'gamma': 1.3015395692197436, 'reg_alpha': 0.9196895272584721, 'reg_lambda': 0.543001582461359}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:09,989] Trial 152 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.24825054540450128, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8010930847364108, 'colsample_bytree': 0.6860174826606745, 'gamma': 1.14259348635332, 'reg_alpha': 0.871376389352288, 'reg_lambda': 0.7428976484912657}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:10,304] Trial 153 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 225, 'learning_rate': 0.2534873471473309, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8002392004952186, 'colsample_bytree': 0.6534379729308764, 'gamma': 1.139811957944466, 'reg_alpha': 0.8339137694378538, 'reg_lambda': 0.7421066996608308}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:10,533] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.24590297107891446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8039889014761863, 'colsample_bytree': 0.6518927991516893, 'gamma': 1.1773989975591448, 'reg_alpha': 0.8244398961150892, 'reg_lambda': 0.7557973115560724}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:10,789] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 224, 'learning_rate': 0.20468555545275877, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8232905852167464, 'colsample_bytree': 0.6583227742586569, 'gamma': 1.0596855770597546, 'reg_alpha': 0.8501235059074594, 'reg_lambda': 0.8428731589107819}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:11,088] Trial 156 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.23085187367504453, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8132921633135234, 'colsample_bytree': 0.6831584256161227, 'gamma': 1.3204796580490805, 'reg_alpha': 0.8735460871816608, 'reg_lambda': 0.6032829458215045}. Best is trial 122 with value: 0.7976190476190476.
[I 2025-11-03 20:00:11,329] Trial 157 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.25590150558605207, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7977501127425681, 'colsample_bytree': 0.638513295352288, 'gamma': 1.1445147264391413, 'reg_alpha': 0.8308474767749937, 'reg_lambda': 0.708566727014722}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:11,714] Trial 158 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.20948988422819487, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7998672178900232, 'colsample_bytree': 0.6288618831409399, 'gamma': 1.1762836789072768, 'reg_alpha': 0.7936951204750746, 'reg_lambda': 0.912899302565794}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:11,950] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.24802258574906644, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7958712031424323, 'colsample_bytree': 0.6377360469690411, 'gamma': 1.4743175577539112, 'reg_alpha': 0.837457602900855, 'reg_lambda': 0.7125129637012981}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:12,241] Trial 160 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.2226441198152266, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8107075563771893, 'colsample_bytree': 0.6208573812898383, 'gamma': 1.2383179924676302, 'reg_alpha': 0.1358933154289345, 'reg_lambda': 0.7680589568042856}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:12,580] Trial 161 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 245, 'learning_rate': 0.2599643523654252, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7473527661123535, 'colsample_bytree': 0.6690848985480538, 'gamma': 1.0103622415250055, 'reg_alpha': 0.8144922445632534, 'reg_lambda': 0.6553945849466309}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:12,822] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 246, 'learning_rate': 0.2569252284943436, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7475899912513259, 'colsample_bytree': 0.6705846132124365, 'gamma': 1.0161866176929377, 'reg_alpha': 0.8160235611011273, 'reg_lambda': 0.5842551121678605}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:13,105] Trial 163 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.2409483777733134, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8042797808238783, 'colsample_bytree': 0.6501963218073687, 'gamma': 1.5978093797250188, 'reg_alpha': 0.89222622609765, 'reg_lambda': 0.6578014527359051}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:13,486] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.23088553025170852, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.825809295694537, 'colsample_bytree': 0.6746295487440851, 'gamma': 1.6017176521783318, 'reg_alpha': 0.8930050441947089, 'reg_lambda': 0.6529510635496512}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:13,861] Trial 165 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.1985746109696311, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7794926664196028, 'colsample_bytree': 0.6470394847318429, 'gamma': 1.427539361155219, 'reg_alpha': 0.8613069814924711, 'reg_lambda': 0.8189914399578804}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,104] Trial 166 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 237, 'learning_rate': 0.18758065113780417, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.767446859690239, 'colsample_bytree': 0.6851093524199289, 'gamma': 2.0920016330348363, 'reg_alpha': 0.8921535948920453, 'reg_lambda': 0.6823804147737143}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,501] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.18402789363115865, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7609440708391242, 'colsample_bytree': 0.6922243391157112, 'gamma': 1.7869597037086398, 'reg_alpha': 0.8966100059222045, 'reg_lambda': 0.5445656045939723}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,739] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.23904082528802315, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7215564702378069, 'colsample_bytree': 0.6858378399462323, 'gamma': 2.1791206750365113, 'reg_alpha': 0.9102993740163274, 'reg_lambda': 0.6855714700953975}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:14,969] Trial 169 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 241, 'learning_rate': 0.26580408752678514, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7431984939245556, 'colsample_bytree': 0.6793493082733563, 'gamma': 2.3006902051036633, 'reg_alpha': 0.8739516109311447, 'reg_lambda': 0.5044479935856853}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:15,247] Trial 170 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.220130645130075, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7721036361399332, 'colsample_bytree': 0.665683110670693, 'gamma': 1.0041963223505923, 'reg_alpha': 0.9344490060021319, 'reg_lambda': 0.6130231495317117}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:15,487] Trial 171 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 244, 'learning_rate': 0.19166593916339647, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7906144236287601, 'colsample_bytree': 0.6610038280353864, 'gamma': 1.9907631823344614, 'reg_alpha': 0.8654003996611093, 'reg_lambda': 0.7031346790053673}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:15,738] Trial 172 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 246, 'learning_rate': 0.02670950217098326, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7831655000807487, 'colsample_bytree': 0.6620878434100131, 'gamma': 3.777173088571555, 'reg_alpha': 0.8893114761051718, 'reg_lambda': 0.6536897287666857}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,079] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 250, 'learning_rate': 0.1866065566924736, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7665894420496964, 'colsample_bytree': 0.6728259143094081, 'gamma': 2.086267665896538, 'reg_alpha': 0.9180664084910143, 'reg_lambda': 0.71815997985715}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,331] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.1572297948016666, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7307671996190717, 'colsample_bytree': 0.6947143398045462, 'gamma': 2.0171951625548554, 'reg_alpha': 0.8105690277027348, 'reg_lambda': 0.5684983307594775}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,655] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.26352656300857275, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8077361480705497, 'colsample_bytree': 0.6837353935741675, 'gamma': 1.8656240129104047, 'reg_alpha': 0.8467906376287868, 'reg_lambda': 0.6298772102916564}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:16,997] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.2301932567227735, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8170422734038618, 'colsample_bytree': 0.6406712725361924, 'gamma': 1.336807881316487, 'reg_alpha': 0.8867818809317222, 'reg_lambda': 0.6785397017094896}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:17,247] Trial 177 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 243, 'learning_rate': 0.24376590337481607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.797152887972928, 'colsample_bytree': 0.6648631315777773, 'gamma': 2.524707925523429, 'reg_alpha': 0.866042066170035, 'reg_lambda': 0.5836613016568653}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:17,470] Trial 178 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 229, 'learning_rate': 0.2746930199611275, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7551181080568473, 'colsample_bytree': 0.6897564444973213, 'gamma': 1.569549989796942, 'reg_alpha': 0.9032845463917888, 'reg_lambda': 0.7125876289476575}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:17,777] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.1701117711628651, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7571512228970579, 'colsample_bytree': 0.6845450901010772, 'gamma': 0.8156548578496945, 'reg_alpha': 0.9106970472416055, 'reg_lambda': 0.7394399655758765}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:18,114] Trial 180 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.27799984845655235, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7483438883059192, 'colsample_bytree': 0.6915353023620562, 'gamma': 1.5875059931364959, 'reg_alpha': 0.9319310998099304, 'reg_lambda': 0.8019420069804208}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:18,483] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 239, 'learning_rate': 0.2614118004694589, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7412666315841799, 'colsample_bytree': 0.673738788961102, 'gamma': 1.5031967788328024, 'reg_alpha': 0.8715194191904025, 'reg_lambda': 0.684572251838228}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:18,718] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 243, 'learning_rate': 0.21527866352555725, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7869719599065538, 'colsample_bytree': 0.6788063756617932, 'gamma': 1.705539090556602, 'reg_alpha': 0.9084760202773242, 'reg_lambda': 0.6279943111903554}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,079] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 247, 'learning_rate': 0.213659309212497, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.777299014636332, 'colsample_bytree': 0.6807908243355378, 'gamma': 1.671082544096091, 'reg_alpha': 0.9393689457029367, 'reg_lambda': 0.6148407540330758}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,305] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.19627294391889177, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7656440707541815, 'colsample_bytree': 0.690351504067581, 'gamma': 1.832468600735501, 'reg_alpha': 0.8908393763310762, 'reg_lambda': 0.7307877577713596}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,609] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.2793783722368667, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7865260704814594, 'colsample_bytree': 0.6490300711820753, 'gamma': 0.9285458457631782, 'reg_alpha': 0.9024660634407158, 'reg_lambda': 0.536649053510051}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:19,930] Trial 186 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 250, 'learning_rate': 0.21950161906298057, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7540194560394453, 'colsample_bytree': 0.676953064800009, 'gamma': 2.0146618443692854, 'reg_alpha': 0.9239900983140814, 'reg_lambda': 0.701374524934439}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:20,266] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.23080476347466453, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7710754744416496, 'colsample_bytree': 0.6606304473958258, 'gamma': 1.6958114713270676, 'reg_alpha': 0.97209031173106, 'reg_lambda': 0.5902565228756239}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:20,498] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.26197961688487176, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7884740980386471, 'colsample_bytree': 0.6968943074857876, 'gamma': 2.873822305188487, 'reg_alpha': 0.8421446595676584, 'reg_lambda': 0.7677757221470257}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:20,789] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.17806877921509937, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7944045667104918, 'colsample_bytree': 0.6716294560771736, 'gamma': 2.3146829315350317, 'reg_alpha': 0.948454464989485, 'reg_lambda': 0.8541417955347504}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,034] Trial 190 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 250, 'learning_rate': 0.24289597951675782, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7362508355041523, 'colsample_bytree': 0.6852936485757629, 'gamma': 1.2893503801944015, 'reg_alpha': 0.9103810990458764, 'reg_lambda': 0.6548750689435372}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,335] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 245, 'learning_rate': 0.24578664405684636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8047452613115597, 'colsample_bytree': 0.6636480433702497, 'gamma': 1.4008263006391064, 'reg_alpha': 0.8774725619242446, 'reg_lambda': 0.6417071887311391}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,569] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.2775958161872547, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8115221101787372, 'colsample_bytree': 0.6677460188186171, 'gamma': 1.5552054170264993, 'reg_alpha': 0.8607173451075556, 'reg_lambda': 0.5001342529648174}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:21,951] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.19609972353211638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.779292592264092, 'colsample_bytree': 0.6538586025671335, 'gamma': 1.139823800578188, 'reg_alpha': 0.8234147246597779, 'reg_lambda': 0.7062296396243124}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:22,180] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.21560243815028685, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8033099682498405, 'colsample_bytree': 0.6793250734873499, 'gamma': 1.4001520328227204, 'reg_alpha': 0.7802114460265397, 'reg_lambda': 0.6199964915730418}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:22,464] Trial 195 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.24740325952553194, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7592937147327179, 'colsample_bytree': 0.6463790903599077, 'gamma': 1.2359489671531945, 'reg_alpha': 0.895365271987567, 'reg_lambda': 0.5611951960610349}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:22,706] Trial 196 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 231, 'learning_rate': 0.2322979863631457, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7949150379390373, 'colsample_bytree': 0.6582290551300423, 'gamma': 1.0348739521655093, 'reg_alpha': 0.8457107241071623, 'reg_lambda': 0.7659273506756972}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,027] Trial 197 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 231, 'learning_rate': 0.22695866928109135, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7938464258367468, 'colsample_bytree': 0.6358055847035127, 'gamma': 1.112989215677424, 'reg_alpha': 0.843820334656695, 'reg_lambda': 0.7670588285388849}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,309] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.20080347299286094, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.783558794881364, 'colsample_bytree': 0.653657805810379, 'gamma': 1.041358829420781, 'reg_alpha': 0.7978150207476818, 'reg_lambda': 0.8171666830108486}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,539] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.2759968717874365, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7721596130399198, 'colsample_bytree': 0.7005110260492606, 'gamma': 0.8916753200341131, 'reg_alpha': 0.9255412041717439, 'reg_lambda': 1.0042263148835497}. Best is trial 157 with value: 0.8095238095238095.
[I 2025-11-03 20:00:23,542] A new study created in memory with name: no-name-de55cd44-1fb0-4cd3-9761-5fb2a638fb42
[I 2025-11-03 20:00:23,712] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 102, 'learning_rate': 0.08627279084866257, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6038139427243376, 'colsample_bytree': 0.8543858663414252, 'gamma': 2.4640626614444794, 'reg_alpha': 0.4218166032638291, 'reg_lambda': 0.5479178184338538}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:00:23,994] Trial 1 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 129, 'learning_rate': 0.07320854437864628, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6826692117930383, 'colsample_bytree': 0.8650028811581275, 'gamma': 3.881687380879699, 'reg_alpha': 0.09839729339464665, 'reg_lambda': 1.7391066253683392}. Best is trial 1 with value: 0.6785714285714285.
[I 2025-11-03 20:00:24,134] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.029942777981969457, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7287910573772834, 'colsample_bytree': 0.7115522625605517, 'gamma': 2.988023660531025, 'reg_alpha': 0.9668477061429389, 'reg_lambda': 1.1303165139051843}. Best is trial 1 with value: 0.6785714285714285.
[I 2025-11-03 20:00:24,404] Trial 3 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 30, 'learning_rate': 0.018202343849902748, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9267131559589973, 'colsample_bytree': 0.6816776470286247, 'gamma': 0.11284591195662275, 'reg_alpha': 0.250984713521641, 'reg_lambda': 0.6709382315912724}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:24,555] Trial 4 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 57, 'learning_rate': 0.072964482118719, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.826873017035824, 'colsample_bytree': 0.683804698232157, 'gamma': 3.770650283654195, 'reg_alpha': 0.504356384493114, 'reg_lambda': 1.7275344259817256}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:24,815] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.13159798095536346, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7058945884371923, 'colsample_bytree': 0.903304750667495, 'gamma': 0.39939969113995555, 'reg_alpha': 0.6880691878632714, 'reg_lambda': 2.936523761689147}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,025] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.05522989481768736, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6824082632244756, 'colsample_bytree': 0.9900448003178944, 'gamma': 4.20169142331029, 'reg_alpha': 0.8655033364493616, 'reg_lambda': 0.7655438947477995}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,091] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.12646342580162992, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6825891867169447, 'colsample_bytree': 0.8722004036830784, 'gamma': 0.8127778620199738, 'reg_alpha': 0.7870754609972387, 'reg_lambda': 1.7079430144618477}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,438] Trial 8 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 36, 'learning_rate': 0.16157367117390478, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8879034864180664, 'colsample_bytree': 0.6255070949141779, 'gamma': 2.5935343244678064, 'reg_alpha': 0.5821349349838654, 'reg_lambda': 0.5701010702862598}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,686] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.016500720630957796, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9004884390697122, 'colsample_bytree': 0.8059806769421046, 'gamma': 3.948661100441775, 'reg_alpha': 0.21290763883664754, 'reg_lambda': 0.6155105569353337}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,907] Trial 10 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.010183585925267207, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9535718204571328, 'colsample_bytree': 0.7264353648677809, 'gamma': 1.4159104574751482, 'reg_alpha': 0.3025521610932532, 'reg_lambda': 2.3619582946774984}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:25,979] Trial 11 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.29603548205447816, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9868421737326203, 'colsample_bytree': 0.6196610327879088, 'gamma': 2.0232488811462286, 'reg_alpha': 0.5622724525288652, 'reg_lambda': 1.171187803250827}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:26,193] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.029079493797071906, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8630799756818665, 'colsample_bytree': 0.6008353137521167, 'gamma': 1.590424559635602, 'reg_alpha': 0.31204475451403096, 'reg_lambda': 1.0813608669484331}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:26,361] Trial 13 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 126, 'learning_rate': 0.279516840254223, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9206264208354525, 'colsample_bytree': 0.6615181161365632, 'gamma': 4.970772353302548, 'reg_alpha': 0.06061526522087146, 'reg_lambda': 0.8676391813884181}. Best is trial 3 with value: 0.7053571428571428.
[I 2025-11-03 20:00:26,508] Trial 14 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 53, 'learning_rate': 0.03134024706604336, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7833256422819331, 'colsample_bytree': 0.75271543358375, 'gamma': 2.9273389646083867, 'reg_alpha': 0.6063056351769192, 'reg_lambda': 1.446876246667608}. Best is trial 14 with value: 0.7202380952380951.
[I 2025-11-03 20:00:26,730] Trial 15 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 67, 'learning_rate': 0.02961341449425109, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7732820428601326, 'colsample_bytree': 0.7602055802819054, 'gamma': 3.158208853324014, 'reg_alpha': 0.3940759806932775, 'reg_lambda': 2.1690270583397804}. Best is trial 15 with value: 0.7321428571428571.
[I 2025-11-03 20:00:26,929] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.037439602154778644, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7726925056842352, 'colsample_bytree': 0.773409369322424, 'gamma': 3.151274238940662, 'reg_alpha': 0.4219259875548944, 'reg_lambda': 2.2291037807884075}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,204] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.04666466757101401, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.767997278110296, 'colsample_bytree': 0.7924059060089081, 'gamma': 3.202455765174493, 'reg_alpha': 0.4452744822389071, 'reg_lambda': 2.2870584083558216}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,462] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.01985000947572518, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8289385655077975, 'colsample_bytree': 0.7968932351720448, 'gamma': 4.71853097088775, 'reg_alpha': 0.3734928342570627, 'reg_lambda': 2.241902027068276}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,703] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.04256171132763623, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7459393766637353, 'colsample_bytree': 0.7655658499317017, 'gamma': 3.3719769776842945, 'reg_alpha': 0.16276654142650587, 'reg_lambda': 2.660477182352238}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:27,865] Trial 20 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.01125889495768435, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6320546956341959, 'colsample_bytree': 0.9409541283839157, 'gamma': 2.1470014039791723, 'reg_alpha': 0.7088647126432244, 'reg_lambda': 2.0612444247392054}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,060] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 79, 'learning_rate': 0.0417476900460245, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7490983540377848, 'colsample_bytree': 0.7531403937134648, 'gamma': 3.386982933344183, 'reg_alpha': 0.1946383922196141, 'reg_lambda': 2.6936206223475687}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,251] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 117, 'learning_rate': 0.037020881999930005, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7833409392873731, 'colsample_bytree': 0.8193498904297737, 'gamma': 4.4288428471901256, 'reg_alpha': 0.10147383168660577, 'reg_lambda': 2.598941854407437}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,568] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 148, 'learning_rate': 0.021528810892627523, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8140259604971736, 'colsample_bytree': 0.7604266005875856, 'gamma': 3.3933461338584734, 'reg_alpha': 0.16018079889173537, 'reg_lambda': 2.0182343668196676}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,725] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 67, 'learning_rate': 0.05618949542827115, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7342857023757539, 'colsample_bytree': 0.7673806205382433, 'gamma': 3.5722863308429247, 'reg_alpha': 0.3478921266610249, 'reg_lambda': 2.5598912398327673}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:28,970] Trial 25 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 91, 'learning_rate': 0.023739495500539148, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8484591074565577, 'colsample_bytree': 0.7244635520976678, 'gamma': 2.7125046755925433, 'reg_alpha': 0.47897764167971957, 'reg_lambda': 2.853985177685061}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:29,221] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 109, 'learning_rate': 0.03663085206041001, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8006148723793285, 'colsample_bytree': 0.8228899858004842, 'gamma': 2.068659590477961, 'reg_alpha': 0.022756809325715138, 'reg_lambda': 1.9574873896758516}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:29,973] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.014436628896664607, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8054200668450867, 'colsample_bytree': 0.8291286036416569, 'gamma': 1.8629121867106915, 'reg_alpha': 0.002479850292059202, 'reg_lambda': 1.9358360113977175}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,294] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.026486185859841156, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7722323876466377, 'colsample_bytree': 0.8289533539719872, 'gamma': 2.3191412182304596, 'reg_alpha': 0.40474381185854874, 'reg_lambda': 1.3891644432195063}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,478] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.06301315068952336, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6221524559530348, 'colsample_bytree': 0.9056060874553116, 'gamma': 1.2470291124034933, 'reg_alpha': 0.27179642207737437, 'reg_lambda': 2.1674302773566523}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,708] Trial 30 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 45, 'learning_rate': 0.09978093950693803, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7098805422691619, 'colsample_bytree': 0.7874355591239836, 'gamma': 2.6502595367612756, 'reg_alpha': 0.5167553660044354, 'reg_lambda': 2.406876714825012}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:30,920] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 143, 'learning_rate': 0.024935053259320904, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7753429366690184, 'colsample_bytree': 0.844011300132525, 'gamma': 2.164932257346215, 'reg_alpha': 0.41025640200733143, 'reg_lambda': 1.4783229224583871}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,234] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.0331909238142774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7931587407727407, 'colsample_bytree': 0.875826253433563, 'gamma': 2.377292374512764, 'reg_alpha': 0.40849737091870775, 'reg_lambda': 1.873753515736989}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,436] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.027083017319140753, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7583247036296342, 'colsample_bytree': 0.8506954984197475, 'gamma': 2.9514798922540555, 'reg_alpha': 0.34519707689550144, 'reg_lambda': 1.5284893916493631}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,712] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.013930508416591285, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.855036935145999, 'colsample_bytree': 0.824789542117427, 'gamma': 1.7447298577283692, 'reg_alpha': 0.6553608475920496, 'reg_lambda': 1.266285452549986}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:31,962] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 204, 'learning_rate': 0.03736894631684176, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7160964266715207, 'colsample_bytree': 0.7006315362075325, 'gamma': 2.4061110896029954, 'reg_alpha': 0.9817085868241201, 'reg_lambda': 1.8595699489558872}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,250] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.04949848567712409, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8324851726284735, 'colsample_bytree': 0.7326775391625964, 'gamma': 3.078811216800056, 'reg_alpha': 0.5364042086689698, 'reg_lambda': 1.6535921156745095}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,349] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.06874946538195265, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8157448386413243, 'colsample_bytree': 0.8877925435489892, 'gamma': 3.777352273818251, 'reg_alpha': 0.45246966186426096, 'reg_lambda': 2.1379064908424956}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,628] Trial 38 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 139, 'learning_rate': 0.09102970716076658, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7978602968126617, 'colsample_bytree': 0.8531358549284653, 'gamma': 1.023587424031732, 'reg_alpha': 0.7737079387130288, 'reg_lambda': 2.494544642010596}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:32,817] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 120, 'learning_rate': 0.03491051236452908, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7317533372925077, 'colsample_bytree': 0.9400533346179663, 'gamma': 2.2569374917453864, 'reg_alpha': 0.2584710129297557, 'reg_lambda': 1.6010995573588092}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,064] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 100, 'learning_rate': 0.01795828273772194, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.6920960927626316, 'colsample_bytree': 0.7866768242758531, 'gamma': 2.7650621323586035, 'reg_alpha': 0.613163113364587, 'reg_lambda': 1.3238928761663553}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,233] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.04321163916183705, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.750833909799398, 'colsample_bytree': 0.7717677660359672, 'gamma': 4.09935630489058, 'reg_alpha': 0.10257142045419973, 'reg_lambda': 2.7556044771230845}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,469] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.026751464531704783, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6613941784271384, 'colsample_bytree': 0.8133812316089819, 'gamma': 3.542836064379763, 'reg_alpha': 0.014807895867992443, 'reg_lambda': 1.8084891003889674}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,622] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 58, 'learning_rate': 0.03891066252047357, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7444189296281448, 'colsample_bytree': 0.7472429980075294, 'gamma': 3.2722747263335545, 'reg_alpha': 0.15508439321343953, 'reg_lambda': 2.9991747710337893}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:33,899] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.05068466011730869, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7609520444927207, 'colsample_bytree': 0.6969056872144553, 'gamma': 2.536446784753223, 'reg_alpha': 0.2201983924795045, 'reg_lambda': 1.9932018835379388}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,001] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.022329183459282472, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.873363239658297, 'colsample_bytree': 0.7774612376329971, 'gamma': 2.9227079610961977, 'reg_alpha': 0.06594397949412534, 'reg_lambda': 2.360866530714131}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,298] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.032391984276642166, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7185712362564071, 'colsample_bytree': 0.7397552950794475, 'gamma': 1.9224081110825135, 'reg_alpha': 0.14415548737867556, 'reg_lambda': 0.9732740501412308}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,634] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.058103370327388375, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7745136193884591, 'colsample_bytree': 0.8040774560432041, 'gamma': 3.6770623153899327, 'reg_alpha': 0.3017671851883714, 'reg_lambda': 2.4661021693206076}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,842] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 73, 'learning_rate': 0.029016248015909848, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.6614660587169757, 'colsample_bytree': 0.6678442380144592, 'gamma': 3.9412785861687465, 'reg_alpha': 0.04282125279505623, 'reg_lambda': 1.7479602886374688}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:34,993] Trial 49 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 58, 'learning_rate': 0.04524071535777411, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8325067655427411, 'colsample_bytree': 0.8350460844127493, 'gamma': 0.011906108962794537, 'reg_alpha': 0.3797593037711056, 'reg_lambda': 2.119674665134909}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,299] Trial 50 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 104, 'learning_rate': 0.07991679720647296, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7859495875486422, 'colsample_bytree': 0.7227216709609354, 'gamma': 0.3444587097791181, 'reg_alpha': 0.9005935202323379, 'reg_lambda': 2.2574743323113675}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,476] Trial 51 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.04076702961203945, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7366099920037876, 'colsample_bytree': 0.7562003374807144, 'gamma': 3.364888844534523, 'reg_alpha': 0.184524553322292, 'reg_lambda': 2.7098850137796484}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,653] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.04237594296315902, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7545371757650894, 'colsample_bytree': 0.7757761548736007, 'gamma': 3.1243222474265107, 'reg_alpha': 0.2317675677282086, 'reg_lambda': 2.647665676920316}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,844] Trial 53 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 94, 'learning_rate': 0.031089495118966328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6953855726442881, 'colsample_bytree': 0.8024814146163912, 'gamma': 3.409175200398632, 'reg_alpha': 0.4672637567819682, 'reg_lambda': 2.7763067517433333}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:35,999] Trial 54 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 52, 'learning_rate': 0.020071461851449108, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7695775158359148, 'colsample_bytree': 0.7466574766314935, 'gamma': 4.282549556361383, 'reg_alpha': 0.13250684773041532, 'reg_lambda': 2.9062711862862276}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:36,266] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.051438911337588475, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8004148093584318, 'colsample_bytree': 0.716791603515611, 'gamma': 2.886442210545281, 'reg_alpha': 0.1942509788732597, 'reg_lambda': 2.3440891534999344}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:36,433] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 64, 'learning_rate': 0.06281814827602382, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.814734721038461, 'colsample_bytree': 0.6491951714323579, 'gamma': 1.5749664760827007, 'reg_alpha': 0.34636433222023694, 'reg_lambda': 2.284584955542946}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:36,658] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.05503392927510434, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8028649333893506, 'colsample_bytree': 0.696441593960562, 'gamma': 2.936703627573024, 'reg_alpha': 0.28364812556056423, 'reg_lambda': 2.1972670617051255}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,008] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.053496200889460194, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8443108070625145, 'colsample_bytree': 0.7037712960049304, 'gamma': 2.7494971587912196, 'reg_alpha': 0.3151306200086502, 'reg_lambda': 2.195349910885222}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,314] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.11192220317697688, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.896740536040453, 'colsample_bytree': 0.7104642897823146, 'gamma': 2.5498264224346947, 'reg_alpha': 0.29631892418788225, 'reg_lambda': 2.2099942392590943}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,589] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.0730914362287709, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8426932860975306, 'colsample_bytree': 0.6827846274444452, 'gamma': 2.8274731309222028, 'reg_alpha': 0.2770508846949151, 'reg_lambda': 2.354735701288424}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:37,811] Trial 61 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 168, 'learning_rate': 0.05238594825804815, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8046346723118807, 'colsample_bytree': 0.6515705692696112, 'gamma': 2.302298202310256, 'reg_alpha': 0.4008946757913239, 'reg_lambda': 2.069261792466908}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,018] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.0637444645970814, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8796431751203532, 'colsample_bytree': 0.6957501270198584, 'gamma': 3.118942073487126, 'reg_alpha': 0.3274587134272863, 'reg_lambda': 1.9466444238311917}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,285] Trial 63 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.22893021283869638, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8198915291216796, 'colsample_bytree': 0.7215518211713705, 'gamma': 2.03210450637581, 'reg_alpha': 0.4335161430336354, 'reg_lambda': 2.0678606027617894}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,485] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.03551045701040239, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8642241417823227, 'colsample_bytree': 0.716173108074553, 'gamma': 2.750320159587553, 'reg_alpha': 0.3768395786437014, 'reg_lambda': 2.4905072440374916}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,584] Trial 65 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.04815529951115636, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7898448867266755, 'colsample_bytree': 0.6706349399532809, 'gamma': 2.4546932234182743, 'reg_alpha': 0.23910300807140414, 'reg_lambda': 2.195958807379773}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:38,793] Trial 66 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 153, 'learning_rate': 0.026010546033704632, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8007266724781095, 'colsample_bytree': 0.6314274381891019, 'gamma': 2.9094659417084086, 'reg_alpha': 0.4983041801460283, 'reg_lambda': 2.3080139981334207}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,092] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.05545198977158608, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8412560825362734, 'colsample_bytree': 0.7360805943392459, 'gamma': 2.6590077141657624, 'reg_alpha': 0.3815490050464632, 'reg_lambda': 1.9241006644067786}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,352] Trial 68 finished with value: 0.744047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.030752913630499014, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9140008892397158, 'colsample_bytree': 0.8659022206285645, 'gamma': 3.066377281449021, 'reg_alpha': 0.3325360687265701, 'reg_lambda': 2.420688222367768}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,721] Trial 69 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.081947244242161, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.987504604248755, 'colsample_bytree': 0.9128169652743678, 'gamma': 3.0310707518163382, 'reg_alpha': 0.28021336697430754, 'reg_lambda': 2.5691852789163634}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:39,967] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.0464060709694697, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9471588461365767, 'colsample_bytree': 0.8773422801755226, 'gamma': 3.5696534799469317, 'reg_alpha': 0.1877091198642026, 'reg_lambda': 2.421502616821117}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:40,272] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.02970517926337829, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7785267581614915, 'colsample_bytree': 0.8374148734052586, 'gamma': 3.2606162553370512, 'reg_alpha': 0.3234308579764113, 'reg_lambda': 2.126529178248925}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:40,571] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.024067102935952, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9134171895780436, 'colsample_bytree': 0.8156240769489034, 'gamma': 2.8248372819698857, 'reg_alpha': 0.4400371900051632, 'reg_lambda': 2.0309167435828273}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:40,842] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.03679708020626887, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9548559953527912, 'colsample_bytree': 0.8548887620024379, 'gamma': 2.5246395958505996, 'reg_alpha': 0.35683727757854256, 'reg_lambda': 2.2106723308649787}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,054] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 163, 'learning_rate': 0.0326681572534978, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8047322198393532, 'colsample_bytree': 0.7079460360356974, 'gamma': 2.1867857498523566, 'reg_alpha': 0.41298203379368076, 'reg_lambda': 2.319102757507501}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,213] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.027254847158354405, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8253384671258874, 'colsample_bytree': 0.8613737890602895, 'gamma': 3.182367429871514, 'reg_alpha': 0.5426954101875235, 'reg_lambda': 0.7355911201032828}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,582] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.022161721604384337, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7630065908119548, 'colsample_bytree': 0.791622369774797, 'gamma': 2.3621389773613424, 'reg_alpha': 0.256708016652586, 'reg_lambda': 1.849598922904205}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:41,810] Trial 77 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 172, 'learning_rate': 0.03907952919870559, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9365056314020052, 'colsample_bytree': 0.8939565685730428, 'gamma': 2.028818918669871, 'reg_alpha': 0.4716522187788137, 'reg_lambda': 2.4335214063657027}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,208] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.06003805743932052, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7926107525463476, 'colsample_bytree': 0.6855646824304876, 'gamma': 2.997612723993697, 'reg_alpha': 0.3244397991924944, 'reg_lambda': 1.3735381794809005}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,543] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.034465038582835034, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8533753094793172, 'colsample_bytree': 0.8272569940444963, 'gamma': 1.6991095999932972, 'reg_alpha': 0.5105715250248819, 'reg_lambda': 1.9677173972468291}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,790] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.05309519060149379, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9711863754536054, 'colsample_bytree': 0.7804137919633362, 'gamma': 1.2265175821530383, 'reg_alpha': 0.5045833239653486, 'reg_lambda': 2.108665510561418}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:42,981] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.034422386339522264, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8584974778276678, 'colsample_bytree': 0.8277075874638152, 'gamma': 1.7509059875557287, 'reg_alpha': 0.6031757914972978, 'reg_lambda': 1.6859398968831731}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,227] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 87, 'learning_rate': 0.034631725772653756, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8593824800270264, 'colsample_bytree': 0.8444732187865914, 'gamma': 1.8000550273620863, 'reg_alpha': 0.5844188360692234, 'reg_lambda': 1.6859567920870315}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,429] Trial 83 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.028924421992095217, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8461519766844223, 'colsample_bytree': 0.8090475331322726, 'gamma': 1.6034660235560476, 'reg_alpha': 0.7040383732174902, 'reg_lambda': 1.7955311674492869}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,736] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.044716009752067985, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8907635503642685, 'colsample_bytree': 0.8226274900719315, 'gamma': 1.5796134032583502, 'reg_alpha': 0.6766310277772516, 'reg_lambda': 1.5974208835625958}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:43,922] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.04545633498470152, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.893067446543441, 'colsample_bytree': 0.8151543802775795, 'gamma': 1.5904867653861365, 'reg_alpha': 0.7335522790679602, 'reg_lambda': 1.7978276323581337}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,124] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.03928270724555172, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9067170315185825, 'colsample_bytree': 0.8673462211650023, 'gamma': 1.485433943836008, 'reg_alpha': 0.6591107925401013, 'reg_lambda': 1.5835662156750467}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,300] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 63, 'learning_rate': 0.029458813792923585, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8845364193984433, 'colsample_bytree': 0.8260989911482275, 'gamma': 1.3212477722199887, 'reg_alpha': 0.6417191609268494, 'reg_lambda': 1.6163590300808655}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,463] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.033674333184716694, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.874128487380067, 'colsample_bytree': 0.8398920961041266, 'gamma': 1.6745284374452023, 'reg_alpha': 0.7068633968266291, 'reg_lambda': 1.721716567404826}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,695] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 89, 'learning_rate': 0.03730882726663752, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8507245319354677, 'colsample_bytree': 0.8231372598065304, 'gamma': 1.0824680336898818, 'reg_alpha': 0.80129080080133, 'reg_lambda': 1.9800912414950125}. Best is trial 16 with value: 0.75.
[I 2025-11-03 20:00:44,871] Trial 90 finished with value: 0.755952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.04124938675719164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9223121945794395, 'colsample_bytree': 0.799738756383717, 'gamma': 1.9192137815205337, 'reg_alpha': 0.7577270768153707, 'reg_lambda': 1.5190810750292443}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,132] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.040883741300576065, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9099963614314663, 'colsample_bytree': 0.8044883710228936, 'gamma': 1.9597343799319429, 'reg_alpha': 0.7520871746835711, 'reg_lambda': 1.5283077723362628}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,343] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.04320687609762149, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9259963574775032, 'colsample_bytree': 0.7966114611144766, 'gamma': 1.8040867593722174, 'reg_alpha': 0.7428573582389091, 'reg_lambda': 1.4632265329729013}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,495] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 57, 'learning_rate': 0.04332226204311324, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9357714955104881, 'colsample_bytree': 0.7839168711385972, 'gamma': 1.9257608399592954, 'reg_alpha': 0.8194418760559429, 'reg_lambda': 1.2319566206551913}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,644] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 60, 'learning_rate': 0.0428121845917196, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9256301896289818, 'colsample_bytree': 0.7906456238768258, 'gamma': 1.927121534385989, 'reg_alpha': 0.8165167977810124, 'reg_lambda': 1.4917861168587605}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:45,865] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 79, 'learning_rate': 0.04896087355073135, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9146812660234609, 'colsample_bytree': 0.8007806428520172, 'gamma': 1.887371459619109, 'reg_alpha': 0.8539965418136258, 'reg_lambda': 1.1958741801363333}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,014] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.044182883221388226, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9355890545345202, 'colsample_bytree': 0.7985753326846833, 'gamma': 1.4140784656734113, 'reg_alpha': 0.7521252062578146, 'reg_lambda': 1.0678083186672451}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,180] Trial 97 finished with value: 0.744047619047619 and parameters: {'n_estimators': 81, 'learning_rate': 0.06786413538129164, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9066216701455136, 'colsample_bytree': 0.7666774412383811, 'gamma': 2.117083525962238, 'reg_alpha': 0.907105495110663, 'reg_lambda': 1.557848989479137}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,346] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 81, 'learning_rate': 0.06739596084579962, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.905098779483259, 'colsample_bytree': 0.7651375443233023, 'gamma': 2.1971869481119506, 'reg_alpha': 0.9407600223561479, 'reg_lambda': 1.4252766203173262}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,611] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.04814350229643237, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9642978025629366, 'colsample_bytree': 0.7799868338177051, 'gamma': 1.7763810307733972, 'reg_alpha': 0.8404447263806899, 'reg_lambda': 1.3254185613521707}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:46,839] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.03959526870495661, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.934113082282312, 'colsample_bytree': 0.988550077498726, 'gamma': 1.9686459653432882, 'reg_alpha': 0.8832338082658832, 'reg_lambda': 1.2272338026665595}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,102] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.04083155200499497, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9346491589983067, 'colsample_bytree': 0.7685619796654949, 'gamma': 2.0888624593810503, 'reg_alpha': 0.8969703614207287, 'reg_lambda': 1.5620891564305006}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,317] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.040953521387640475, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9327194831875009, 'colsample_bytree': 0.9873652208794528, 'gamma': 2.1252440996039623, 'reg_alpha': 0.910798587830144, 'reg_lambda': 1.5471193503521785}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,483] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.04059876390012129, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9337028668520427, 'colsample_bytree': 0.996151496264861, 'gamma': 1.919477857674764, 'reg_alpha': 0.8778249863644116, 'reg_lambda': 1.2578813916611764}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:47,765] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 75, 'learning_rate': 0.040540514157001106, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.945346044338722, 'colsample_bytree': 0.9777729123044027, 'gamma': 1.993483993007581, 'reg_alpha': 0.9473279465355247, 'reg_lambda': 1.1003017018934258}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,028] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.03761798752714215, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9226463612823703, 'colsample_bytree': 0.968085208802064, 'gamma': 1.4954176335351166, 'reg_alpha': 0.7562986306094046, 'reg_lambda': 1.4823955258259174}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,253] Trial 106 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.03202296813529366, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9724178266694802, 'colsample_bytree': 0.9636190204943704, 'gamma': 1.8201572692457402, 'reg_alpha': 0.8311687034971917, 'reg_lambda': 1.6722686103784967}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,419] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.044363257408198395, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.915563343429923, 'colsample_bytree': 0.9390950053060563, 'gamma': 2.259653666411992, 'reg_alpha': 0.7744220402903592, 'reg_lambda': 1.530784571743965}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,569] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.041777150765745764, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9497117891390735, 'colsample_bytree': 0.9836366761540609, 'gamma': 2.1102356729996243, 'reg_alpha': 0.6788101000653757, 'reg_lambda': 1.6297638852178573}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:48,856] Trial 109 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 68, 'learning_rate': 0.0412051003502206, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9573567686212, 'colsample_bytree': 0.9825046649639021, 'gamma': 2.104272917801226, 'reg_alpha': 0.8926019863358041, 'reg_lambda': 1.3817996828645227}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,022] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.04676088048659902, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.996002782919612, 'colsample_bytree': 0.9641176801502845, 'gamma': 1.668246633809508, 'reg_alpha': 0.6699827253082812, 'reg_lambda': 1.6233875890497154}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,185] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.04695930272542676, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9985180654386127, 'colsample_bytree': 0.9519680714433483, 'gamma': 1.6758454971984167, 'reg_alpha': 0.675819849573375, 'reg_lambda': 1.6291725712374143}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,375] Trial 112 finished with value: 0.738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.03543935392597532, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9407319575496882, 'colsample_bytree': 0.949720843301976, 'gamma': 1.984140555283946, 'reg_alpha': 0.6200696733928589, 'reg_lambda': 1.4439344481893437}. Best is trial 90 with value: 0.755952380952381.
[I 2025-11-03 20:00:49,653] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 76, 'learning_rate': 0.04263773493720858, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.892159870631294, 'colsample_bytree': 0.9890303509585492, 'gamma': 1.849295402773881, 'reg_alpha': 0.7284127687461325, 'reg_lambda': 1.5370103631570775}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:49,810] Trial 114 finished with value: 0.738095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.05000128494013334, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9278565225991786, 'colsample_bytree': 0.9279370776339614, 'gamma': 1.836660769198261, 'reg_alpha': 0.729815741273328, 'reg_lambda': 1.5352626526046078}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:49,977] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.03773920129134968, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8927708654743459, 'colsample_bytree': 0.9994279550114498, 'gamma': 1.3734272201231181, 'reg_alpha': 0.99633616695135, 'reg_lambda': 1.3010327902095031}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,222] Trial 116 finished with value: 0.755952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.05904490915200288, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8850153793122412, 'colsample_bytree': 0.9729813483231288, 'gamma': 1.5157104578307483, 'reg_alpha': 0.9248247582072153, 'reg_lambda': 1.2220657454198087}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,321] Trial 117 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 37, 'learning_rate': 0.05692794538640453, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.868218465013822, 'colsample_bytree': 0.9730951599300415, 'gamma': 1.528353379800722, 'reg_alpha': 0.9304840886520097, 'reg_lambda': 1.0005013666273643}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,457] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.058284925478555, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8859594898537819, 'colsample_bytree': 0.9481384595477634, 'gamma': 0.7768037092382021, 'reg_alpha': 0.7307521494202404, 'reg_lambda': 1.7489060861047785}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,546] Trial 119 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 30, 'learning_rate': 0.04488151373745382, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9000510833742101, 'colsample_bytree': 0.7864612498859442, 'gamma': 1.1407755290400217, 'reg_alpha': 0.7950193715680735, 'reg_lambda': 1.4184537795864953}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,758] Trial 120 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.049746477747941976, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9807723848714401, 'colsample_bytree': 0.8091503916728008, 'gamma': 1.6899584405682568, 'reg_alpha': 0.6380013997119143, 'reg_lambda': 1.495193757212667}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:50,939] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.04002029353806926, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.929450196510382, 'colsample_bytree': 0.9906394713314133, 'gamma': 1.7862153401621026, 'reg_alpha': 0.8740098710093518, 'reg_lambda': 1.1762024896604215}. Best is trial 113 with value: 0.7619047619047619.
[I 2025-11-03 20:00:51,094] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.042976763736899876, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8789225891538673, 'colsample_bytree': 0.9536727268167088, 'gamma': 2.0056029485583546, 'reg_alpha': 0.9167191411694388, 'reg_lambda': 1.2465471284404601}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,330] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.05305022967179533, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8899406917164435, 'colsample_bytree': 0.7458072595763272, 'gamma': 1.6079754797462613, 'reg_alpha': 0.9744879450612554, 'reg_lambda': 1.3429197026219353}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,561] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.046834340315261354, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8819390121044199, 'colsample_bytree': 0.9553947367504936, 'gamma': 2.2175476792715783, 'reg_alpha': 0.9258653958122596, 'reg_lambda': 1.5732145744854413}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,705] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 60, 'learning_rate': 0.0614415268015825, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8730967928441248, 'colsample_bytree': 0.9546519566443429, 'gamma': 2.219710633259835, 'reg_alpha': 0.9582720539734414, 'reg_lambda': 1.2780011031924239}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:51,916] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.047986718382164874, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9031413766980372, 'colsample_bytree': 0.9251519871398145, 'gamma': 2.3288699949523943, 'reg_alpha': 0.9164447008439518, 'reg_lambda': 1.5749876079835652}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,143] Trial 127 finished with value: 0.738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.04350620789685751, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9210584347335888, 'colsample_bytree': 0.9693702157656866, 'gamma': 2.0723574675419294, 'reg_alpha': 0.9248967170895055, 'reg_lambda': 1.4786161441051333}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,266] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.04687711224268756, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8826383872964957, 'colsample_bytree': 0.9610828376187056, 'gamma': 2.4314815772387313, 'reg_alpha': 0.8591852560928706, 'reg_lambda': 1.3811197917531564}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,456] Trial 129 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.05367135969330602, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8972511886565192, 'colsample_bytree': 0.9564552485829968, 'gamma': 1.8582799762015947, 'reg_alpha': 0.6962015951322863, 'reg_lambda': 1.5691440581158689}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,756] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.04339363718911403, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9098229031158468, 'colsample_bytree': 0.9305957983588885, 'gamma': 1.4486580337839707, 'reg_alpha': 0.8126076355051527, 'reg_lambda': 1.436590331468602}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:52,926] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.035557230669379145, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8725695724512039, 'colsample_bytree': 0.7561799734206737, 'gamma': 1.9193454991277734, 'reg_alpha': 0.7581901293831841, 'reg_lambda': 1.666761180449765}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,105] Trial 132 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.038628415210809335, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8781671238392212, 'colsample_bytree': 0.9750914116163028, 'gamma': 1.908080422109492, 'reg_alpha': 0.7767842330492728, 'reg_lambda': 1.6405728661784083}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,333] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.038335878077639544, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9617199085768695, 'colsample_bytree': 0.9748805573581908, 'gamma': 2.0079693917902306, 'reg_alpha': 0.8278169078117296, 'reg_lambda': 1.5247637667223575}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,490] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.05090924534645808, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8773294979248337, 'colsample_bytree': 0.988065913079288, 'gamma': 2.1751508193160873, 'reg_alpha': 0.7216642877656859, 'reg_lambda': 1.6100848187607135}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,709] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.050829279586509665, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8803514145871186, 'colsample_bytree': 0.7709347150724241, 'gamma': 1.7342881223277662, 'reg_alpha': 0.7386805263704955, 'reg_lambda': 1.7278379429041701}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:53,938] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.045680662019697386, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8952621146780868, 'colsample_bytree': 0.9146962342858088, 'gamma': 1.289166619421842, 'reg_alpha': 0.7763408961133583, 'reg_lambda': 1.6107427565847592}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,115] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.056167545579171634, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8659234510267598, 'colsample_bytree': 0.9432822831916173, 'gamma': 2.210907072585728, 'reg_alpha': 0.716509331694624, 'reg_lambda': 1.6537330543140862}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,376] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 65, 'learning_rate': 0.05143175882434727, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8902413781507003, 'colsample_bytree': 0.9780493534448907, 'gamma': 1.6551293432901517, 'reg_alpha': 0.7923701983668365, 'reg_lambda': 1.1482949235580358}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,531] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.043378417114519965, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.879894438246697, 'colsample_bytree': 0.782799996925809, 'gamma': 1.8654452880720502, 'reg_alpha': 0.6867929721727948, 'reg_lambda': 1.0398705178623768}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,718] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.03277430355040021, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9173884499035504, 'colsample_bytree': 0.7938331230282111, 'gamma': 2.3279618776626076, 'reg_alpha': 0.8441893857455406, 'reg_lambda': 1.3494142853429176}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:54,959] Trial 141 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.040460537202174886, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.944463922664734, 'colsample_bytree': 0.9896313096650873, 'gamma': 2.0874436656019904, 'reg_alpha': 0.7569241458428881, 'reg_lambda': 1.5241312177360977}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,142] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 83, 'learning_rate': 0.03768082655646313, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8999461595411437, 'colsample_bytree': 0.9827527452765396, 'gamma': 2.1640560059965046, 'reg_alpha': 0.7154331457151495, 'reg_lambda': 1.5817724700929492}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,310] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.04706863212178569, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9214278396781728, 'colsample_bytree': 0.9992244427988292, 'gamma': 2.0083822787748815, 'reg_alpha': 0.900594778319957, 'reg_lambda': 0.9377523687288278}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,506] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.041883440471182046, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9101148436715928, 'colsample_bytree': 0.9596020073400185, 'gamma': 2.4418487906136455, 'reg_alpha': 0.7769169114373864, 'reg_lambda': 1.2196243721905886}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,682] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.06469146896616404, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8775557404075269, 'colsample_bytree': 0.9710625080764554, 'gamma': 1.7837843839433687, 'reg_alpha': 0.9470399171970103, 'reg_lambda': 1.7667468167965108}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:55,907] Trial 146 finished with value: 0.744047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.07918214674830189, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8761387257348842, 'colsample_bytree': 0.9682208404600465, 'gamma': 1.7693300265395524, 'reg_alpha': 0.9592825737152763, 'reg_lambda': 1.7918578459947536}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,080] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 52, 'learning_rate': 0.062238908654609675, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.862560354475266, 'colsample_bytree': 0.93473384434089, 'gamma': 1.6061021278954044, 'reg_alpha': 0.9994523257501134, 'reg_lambda': 1.7053261585013557}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,279] Trial 148 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.06648050865238953, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8872491043266488, 'colsample_bytree': 0.9516007117151339, 'gamma': 1.9568205517351116, 'reg_alpha': 0.932487324442965, 'reg_lambda': 1.468582049353469}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,428] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.07251501878969345, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9033734868932582, 'colsample_bytree': 0.8041693126340235, 'gamma': 1.8720663852883792, 'reg_alpha': 0.8060301090360786, 'reg_lambda': 1.8882562991304004}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,638] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.05710328292099305, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8651518576478537, 'colsample_bytree': 0.7717502911619967, 'gamma': 1.5305030021470225, 'reg_alpha': 0.746790252089366, 'reg_lambda': 1.4112152275878964}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,814] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.04534455318835186, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9296203606926966, 'colsample_bytree': 0.9914422672507158, 'gamma': 2.1324365920955777, 'reg_alpha': 0.8978772927453397, 'reg_lambda': 1.625390486709822}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:56,979] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.04959229243902427, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9396781810292376, 'colsample_bytree': 0.9789503609788537, 'gamma': 2.2653916108109593, 'reg_alpha': 0.8663834131089779, 'reg_lambda': 1.5485706061430349}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,258] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.03596813626502519, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9990319884003233, 'colsample_bytree': 0.9718469510735919, 'gamma': 1.7310344752274607, 'reg_alpha': 0.9151351601220226, 'reg_lambda': 1.5932987582778275}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,429] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.04194568684001937, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8885135673633673, 'colsample_bytree': 0.9858198568852862, 'gamma': 2.047068750257913, 'reg_alpha': 0.9530230780541165, 'reg_lambda': 1.4940213257497599}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,568] Trial 155 finished with value: 0.738095238095238 and parameters: {'n_estimators': 48, 'learning_rate': 0.18526670098954132, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9101542216552353, 'colsample_bytree': 0.7962412309583881, 'gamma': 1.9057035777690292, 'reg_alpha': 0.9754422300514388, 'reg_lambda': 1.655538831381261}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:57,815] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.03896723163303906, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9526391208559746, 'colsample_bytree': 0.9736109276495747, 'gamma': 1.8323827888362554, 'reg_alpha': 0.719141802348976, 'reg_lambda': 1.2915481950169043}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,044] Trial 157 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 75, 'learning_rate': 0.04794358179550441, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8819358892832724, 'colsample_bytree': 0.7620463934088667, 'gamma': 2.615949181300006, 'reg_alpha': 0.6887263657482524, 'reg_lambda': 1.1157942626503685}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,207] Trial 158 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.0519857544732874, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8544950892633218, 'colsample_bytree': 0.9597300578607265, 'gamma': 1.372094570917593, 'reg_alpha': 0.7688942610154439, 'reg_lambda': 1.4561854029779173}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,521] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.05521574816762752, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8699885372434636, 'colsample_bytree': 0.9444486977693606, 'gamma': 1.3816894002009756, 'reg_alpha': 0.7699408332775447, 'reg_lambda': 1.4576965836878046}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,690] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.052222247351918674, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8575865632377623, 'colsample_bytree': 0.9656172771488643, 'gamma': 1.480264078421537, 'reg_alpha': 0.7900232140546272, 'reg_lambda': 1.3898619659272697}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:58,865] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.044032053546464646, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8967484295363392, 'colsample_bytree': 0.9583890782707654, 'gamma': 1.18961522096046, 'reg_alpha': 0.7408372619553605, 'reg_lambda': 1.5247913852394255}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,061] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 68, 'learning_rate': 0.059059484454093446, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.876927552628535, 'colsample_bytree': 0.9576789340327609, 'gamma': 1.5770062190710463, 'reg_alpha': 0.6586370613874252, 'reg_lambda': 1.5027187442024257}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,210] Trial 163 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 55, 'learning_rate': 0.04473131607046576, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8955052978077291, 'colsample_bytree': 0.9556529951041215, 'gamma': 1.6482578957074485, 'reg_alpha': 0.7379512957464014, 'reg_lambda': 1.7004584494908879}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,406] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.04777767570522948, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8905335946769565, 'colsample_bytree': 0.7776010370770838, 'gamma': 1.0293697661312915, 'reg_alpha': 0.7582070092860382, 'reg_lambda': 0.5076824156635467}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,569] Trial 165 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.043144736412713706, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9007236385817965, 'colsample_bytree': 0.7899974355733463, 'gamma': 0.8804754582022942, 'reg_alpha': 0.7051165412553096, 'reg_lambda': 1.247176520270548}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,791] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.037103496639933446, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9184703004105765, 'colsample_bytree': 0.947499781614094, 'gamma': 1.1964399119697673, 'reg_alpha': 0.8194421448833802, 'reg_lambda': 1.7570196688272084}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:00:59,953] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.051127177203978545, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.883069966032435, 'colsample_bytree': 0.9658859471180781, 'gamma': 1.3494213135245925, 'reg_alpha': 0.7318647201367822, 'reg_lambda': 1.6138437699413657}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,271] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 50, 'learning_rate': 0.06458430955467227, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.905215556160809, 'colsample_bytree': 0.9783189094055488, 'gamma': 0.91931360349696, 'reg_alpha': 0.6749155922122524, 'reg_lambda': 1.4385841096924379}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,414] Trial 169 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.03973463782927498, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8372354039675615, 'colsample_bytree': 0.9219641457841035, 'gamma': 1.737695511668185, 'reg_alpha': 0.7826146994274334, 'reg_lambda': 1.5600839776353435}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,564] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.03376405891816752, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.853393311923544, 'colsample_bytree': 0.816240414549409, 'gamma': 1.7388231577928803, 'reg_alpha': 0.7743688652753895, 'reg_lambda': 1.5198475221341725}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,755] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.040019346058504005, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8684838288408159, 'colsample_bytree': 0.9352483167723636, 'gamma': 1.9609774664770858, 'reg_alpha': 0.7925682972187577, 'reg_lambda': 1.5794926982419282}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:00,910] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 56, 'learning_rate': 0.045544212308613094, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8286646458735675, 'colsample_bytree': 0.9528413685123243, 'gamma': 1.534978585138241, 'reg_alpha': 0.7509122183019965, 'reg_lambda': 1.6368313831721233}. Best is trial 122 with value: 0.761904761904762.
[I 2025-11-03 20:01:01,074] Trial 173 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 63, 'learning_rate': 0.03841050088795631, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8396721020407336, 'colsample_bytree': 0.9193519265855499, 'gamma': 1.827239254627883, 'reg_alpha': 0.7248475761159494, 'reg_lambda': 1.3369970389185264}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,226] Trial 174 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.03675178807429635, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8438261661256348, 'colsample_bytree': 0.9207500777239589, 'gamma': 1.7928667112248968, 'reg_alpha': 0.7389430241672529, 'reg_lambda': 1.3467765226221358}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,477] Trial 175 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 63, 'learning_rate': 0.03579175424517644, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8365096222268316, 'colsample_bytree': 0.8977008535072831, 'gamma': 4.655827387838007, 'reg_alpha': 0.7114784721109615, 'reg_lambda': 1.3882958925501672}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,651] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 73, 'learning_rate': 0.030648991549694894, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.843262803271787, 'colsample_bytree': 0.9143240858958106, 'gamma': 1.799374956504618, 'reg_alpha': 0.7246127744740078, 'reg_lambda': 1.339325386319054}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:01,858] Trial 177 finished with value: 0.761904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.030348430165292727, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8472778090863968, 'colsample_bytree': 0.910728758418262, 'gamma': 1.2512102867495254, 'reg_alpha': 0.7026041068218015, 'reg_lambda': 1.3619938631124324}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,008] Trial 178 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 46, 'learning_rate': 0.03059711506197734, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8409132864603235, 'colsample_bytree': 0.9167029763840008, 'gamma': 1.1233429283894758, 'reg_alpha': 0.6399055667863671, 'reg_lambda': 1.3430057492205265}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,343] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 28, 'learning_rate': 0.030932396817884577, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8401365724609804, 'colsample_bytree': 0.9206273003811025, 'gamma': 1.1651667639591143, 'reg_alpha': 0.6366998632116684, 'reg_lambda': 1.3327622182879062}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,464] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.028204599027633743, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8195891934360326, 'colsample_bytree': 0.9040032856062377, 'gamma': 1.0463837694789586, 'reg_alpha': 0.5655058716093347, 'reg_lambda': 1.3065377678749215}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,616] Trial 181 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 48, 'learning_rate': 0.025186387909078647, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8458264410316694, 'colsample_bytree': 0.9168113818999205, 'gamma': 1.2476177154147148, 'reg_alpha': 0.6836885375655547, 'reg_lambda': 1.3518817999257609}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:02,857] Trial 182 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.03159283609423385, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8518188845938339, 'colsample_bytree': 0.8878995422464396, 'gamma': 1.3736273908450505, 'reg_alpha': 0.6952037515943469, 'reg_lambda': 1.2977799885309744}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,033] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.030069287990204797, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8367857170119792, 'colsample_bytree': 0.9106400469924951, 'gamma': 1.2763258331460727, 'reg_alpha': 0.7237094388054145, 'reg_lambda': 1.1811026814492576}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,273] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.027264098437205474, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8339701124913448, 'colsample_bytree': 0.9250452204960865, 'gamma': 0.9332061031260546, 'reg_alpha': 0.6472643231653159, 'reg_lambda': 1.4150814513768282}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,451] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.03413040836586748, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8252553242319971, 'colsample_bytree': 0.9100460269526538, 'gamma': 1.4246497404246115, 'reg_alpha': 0.6724730348428111, 'reg_lambda': 1.2703039163497625}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,613] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 69, 'learning_rate': 0.03228357661944355, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8483509102883717, 'colsample_bytree': 0.9372138327486753, 'gamma': 1.6584309594402855, 'reg_alpha': 0.6184985995525258, 'reg_lambda': 1.350773722107799}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,769] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.03231869304145997, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8479993685332815, 'colsample_bytree': 0.9298604486155457, 'gamma': 1.6911314119147103, 'reg_alpha': 0.6048655393853153, 'reg_lambda': 1.3564658876832436}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:03,956] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.03166629879914595, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8467374097448028, 'colsample_bytree': 0.9324822113116548, 'gamma': 1.6889306690733767, 'reg_alpha': 0.5835767958570756, 'reg_lambda': 1.3513701107511018}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,099] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.03190775735517723, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8573462503318064, 'colsample_bytree': 0.9405105010655229, 'gamma': 1.6757215902052687, 'reg_alpha': 0.5536643667604763, 'reg_lambda': 1.2264995919163244}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,428] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 62, 'learning_rate': 0.02899009633042444, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8471745539968741, 'colsample_bytree': 0.9317273015419498, 'gamma': 0.7878536720884144, 'reg_alpha': 0.6011378425465762, 'reg_lambda': 1.3701508796398025}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,579] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 66, 'learning_rate': 0.0327882222083299, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8446821567391589, 'colsample_bytree': 0.919186076148297, 'gamma': 1.7882766787926747, 'reg_alpha': 0.611399349625125, 'reg_lambda': 1.2791268519155063}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,733] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03299494507142872, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8120440502752067, 'colsample_bytree': 0.9220962023868224, 'gamma': 1.669291978588035, 'reg_alpha': 0.5843983644300772, 'reg_lambda': 1.2922590986770364}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:04,873] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 52, 'learning_rate': 0.03553233331674885, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8592148578862382, 'colsample_bytree': 0.9395194011377325, 'gamma': 1.7704916429199569, 'reg_alpha': 0.6263081962214188, 'reg_lambda': 1.431023023340169}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,073] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.028136437969949187, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8282958259985954, 'colsample_bytree': 0.9285693788612104, 'gamma': 1.5008328677199398, 'reg_alpha': 0.608281895017327, 'reg_lambda': 1.3451540548217344}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,229] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.03336957987376931, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8497710187155991, 'colsample_bytree': 0.9000697941019259, 'gamma': 1.589812394681, 'reg_alpha': 0.5928073990493424, 'reg_lambda': 1.1896569876644858}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,468] Trial 196 finished with value: 0.738095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.03823677551972984, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8637012471892836, 'colsample_bytree': 0.9355461907222806, 'gamma': 1.8467592624254918, 'reg_alpha': 0.6262660105749719, 'reg_lambda': 1.252737271642601}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,631] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.03544727326667551, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8384019396127343, 'colsample_bytree': 0.9206840575171176, 'gamma': 1.1498606842811543, 'reg_alpha': 0.5300574328767972, 'reg_lambda': 1.3990014215390303}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:05,861] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.030653977963577814, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8380170449808663, 'colsample_bytree': 0.9268634454292731, 'gamma': 1.7076084789022277, 'reg_alpha': 0.5700232646729166, 'reg_lambda': 1.398177844765751}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:06,013] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.03594302770337743, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8511811866713156, 'colsample_bytree': 0.9185308002954067, 'gamma': 1.4674732461379838, 'reg_alpha': 0.5487848041224938, 'reg_lambda': 1.450642428207435}. Best is trial 173 with value: 0.7857142857142858.
[I 2025-11-03 20:01:06,017] A new study created in memory with name: no-name-4c00093b-b614-411d-b03f-1ab972b52036
[I 2025-11-03 20:01:06,367] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.09911800607078032, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9807657580967586, 'colsample_bytree': 0.8628254262208669, 'gamma': 4.373019455683785, 'reg_alpha': 0.34441759590869914, 'reg_lambda': 2.984353715375046}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:01:06,560] Trial 1 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 148, 'learning_rate': 0.07527743805858435, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8753052330217739, 'colsample_bytree': 0.7283372949579665, 'gamma': 1.3479284272441439, 'reg_alpha': 0.3198419065562367, 'reg_lambda': 1.0980204681100565}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:01:06,847] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.012061515272591816, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.7079301962742088, 'colsample_bytree': 0.6051721489301959, 'gamma': 2.5866295758246327, 'reg_alpha': 0.39224464423358796, 'reg_lambda': 2.9992073933020866}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:01:07,107] Trial 3 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 201, 'learning_rate': 0.19045126347756264, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.652807348110872, 'colsample_bytree': 0.9763962762386392, 'gamma': 2.647083801595904, 'reg_alpha': 0.8937604524277297, 'reg_lambda': 0.6667007522578448}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:01:07,276] Trial 4 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 64, 'learning_rate': 0.017149294383374227, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6046482449825514, 'colsample_bytree': 0.8085155873506926, 'gamma': 0.6908668309276617, 'reg_alpha': 0.23672725902500746, 'reg_lambda': 0.8307708415106714}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:07,630] Trial 5 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 149, 'learning_rate': 0.27814840688204023, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8988171995954647, 'colsample_bytree': 0.6247166313954773, 'gamma': 4.335512663220776, 'reg_alpha': 0.9623192780677347, 'reg_lambda': 1.5035261092963186}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:07,860] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.12182349422381288, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6984826175203547, 'colsample_bytree': 0.9697831357895024, 'gamma': 1.7633593626768218, 'reg_alpha': 0.22805802349079018, 'reg_lambda': 2.9370196255093917}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,059] Trial 7 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 150, 'learning_rate': 0.015499340355035007, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.802858710220099, 'colsample_bytree': 0.9699248257270883, 'gamma': 4.784659325277491, 'reg_alpha': 0.7627670034034123, 'reg_lambda': 1.9502178698817934}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,309] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.0881341380608838, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.9106095587743268, 'colsample_bytree': 0.9368816503730117, 'gamma': 3.8347178134919595, 'reg_alpha': 0.7950895692816362, 'reg_lambda': 1.810762686799535}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,507] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.020628115445007363, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8168455374214247, 'colsample_bytree': 0.8462400829277179, 'gamma': 3.23450110664355, 'reg_alpha': 0.8468251488538943, 'reg_lambda': 0.5056455516295933}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,601] Trial 10 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.03369024674469281, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6017610249549058, 'colsample_bytree': 0.7467580795276731, 'gamma': 0.08055448348189787, 'reg_alpha': 0.004256458374693767, 'reg_lambda': 1.1299840782743025}. Best is trial 4 with value: 0.7202380952380952.
[I 2025-11-03 20:01:08,863] Trial 11 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.04592834729661463, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8683635442659785, 'colsample_bytree': 0.7397502801902269, 'gamma': 1.0762487313442934, 'reg_alpha': 0.10803637342347477, 'reg_lambda': 1.0937300373976233}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,118] Trial 12 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.03480396458622455, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7430775895331144, 'colsample_bytree': 0.743891748596058, 'gamma': 0.2772068696598611, 'reg_alpha': 0.05930788242471979, 'reg_lambda': 1.035844954046583}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,303] Trial 13 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.034660966380171326, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9859574554122944, 'colsample_bytree': 0.672465661939157, 'gamma': 1.1637930871471545, 'reg_alpha': 0.599397983892604, 'reg_lambda': 1.3881052473143323}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,551] Trial 14 finished with value: 0.738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.02225055190770523, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8356372270617222, 'colsample_bytree': 0.8076165463247977, 'gamma': 0.7291372165716423, 'reg_alpha': 0.18629935254060037, 'reg_lambda': 2.2221522747950493}. Best is trial 11 with value: 0.75.
[I 2025-11-03 20:01:09,733] Trial 15 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.050397616107329325, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.846659930215264, 'colsample_bytree': 0.877034310124466, 'gamma': 1.8704570923126171, 'reg_alpha': 0.13626994475313098, 'reg_lambda': 2.3117206829346055}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:09,944] Trial 16 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.052220372538127925, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9388091991493795, 'colsample_bytree': 0.8967294467893168, 'gamma': 1.9054967965757568, 'reg_alpha': 0.5255138621971536, 'reg_lambda': 2.501160813197401}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,092] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 23, 'learning_rate': 0.05487992965315689, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8471961237891603, 'colsample_bytree': 0.6969930986257634, 'gamma': 2.0334614296839555, 'reg_alpha': 0.1319183111365061, 'reg_lambda': 2.4829809026866663}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,308] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.05520163032320634, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7915477714170305, 'colsample_bytree': 0.8972289501622471, 'gamma': 2.9890227519294044, 'reg_alpha': 0.09873622504522751, 'reg_lambda': 1.5251917233442076}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,494] Trial 19 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 93, 'learning_rate': 0.14830625216682666, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7488103817740335, 'colsample_bytree': 0.8442285085421634, 'gamma': 1.3419646413506774, 'reg_alpha': 0.6339125548208503, 'reg_lambda': 2.031158310713538}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,793] Trial 20 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 45, 'learning_rate': 0.0444752643782977, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9444669004657075, 'colsample_bytree': 0.7763288158387844, 'gamma': 0.8521516850035689, 'reg_alpha': 0.45819472770503905, 'reg_lambda': 2.5086517478266646}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:10,977] Trial 21 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.07194487196986891, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9359416514818227, 'colsample_bytree': 0.9114401166566679, 'gamma': 2.0104738613758975, 'reg_alpha': 0.5608972194840608, 'reg_lambda': 2.570436614573767}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:11,387] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 88, 'learning_rate': 0.028350295366070213, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8769439552714414, 'colsample_bytree': 0.9115376493440774, 'gamma': 2.1855630411841753, 'reg_alpha': 0.6657070302090411, 'reg_lambda': 2.203211393843259}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:11,659] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.06873229978125103, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9337489613619921, 'colsample_bytree': 0.8725960319406808, 'gamma': 1.581536089617239, 'reg_alpha': 0.5061464973917993, 'reg_lambda': 2.7679714478568695}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:11,830] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.042925447910568765, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.8611229748379754, 'colsample_bytree': 0.9260508653695866, 'gamma': 2.310453375444945, 'reg_alpha': 0.2891986361853633, 'reg_lambda': 2.257382606955206}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,046] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.06816081479406413, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9026570506859191, 'colsample_bytree': 0.7775334643584095, 'gamma': 3.2023215128441915, 'reg_alpha': 0.43829246058842797, 'reg_lambda': 2.684964649938446}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,222] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.11130648182516069, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9596584524033076, 'colsample_bytree': 0.8318190981884193, 'gamma': 1.0946713280013984, 'reg_alpha': 0.17040722027198008, 'reg_lambda': 2.350932354226248}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,517] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 82, 'learning_rate': 0.024947923873867035, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7648345109013176, 'colsample_bytree': 0.6691066094298997, 'gamma': 0.41715037775172503, 'reg_alpha': 0.022673270071820337, 'reg_lambda': 1.6227591140493336}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:12,778] Trial 28 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 108, 'learning_rate': 0.15727888808791385, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9997040738741115, 'colsample_bytree': 0.7786474275068916, 'gamma': 1.5383312734686523, 'reg_alpha': 0.5703707515040902, 'reg_lambda': 1.290227466669461}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,120] Trial 29 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 165, 'learning_rate': 0.08633638628165187, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8233616124945652, 'colsample_bytree': 0.8683807470486291, 'gamma': 2.76604827758613, 'reg_alpha': 0.3723197002101194, 'reg_lambda': 1.9981359699898333}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,322] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.04637414354572913, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9607806686924965, 'colsample_bytree': 0.9420951582734477, 'gamma': 2.311911167069419, 'reg_alpha': 0.6979300876096585, 'reg_lambda': 1.7481611778763613}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,565] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.05841825760421839, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9215271592614239, 'colsample_bytree': 0.8922626701916441, 'gamma': 1.7077655551466824, 'reg_alpha': 0.4677741081022812, 'reg_lambda': 2.6380655793913115}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:13,740] Trial 32 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 73, 'learning_rate': 0.06220022281638622, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8774255809061282, 'colsample_bytree': 0.8791222399135807, 'gamma': 1.7053327555833455, 'reg_alpha': 0.28581184206519883, 'reg_lambda': 2.710997580764852}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,025] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.08524222633743335, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9164474332336738, 'colsample_bytree': 0.9926147056794192, 'gamma': 1.0455443986117672, 'reg_alpha': 0.4198157678363769, 'reg_lambda': 2.833088911627558}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,220] Trial 34 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.03891205645344394, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8841418343571147, 'colsample_bytree': 0.8308691490942245, 'gamma': 1.4318116935498146, 'reg_alpha': 0.08707089884271074, 'reg_lambda': 2.5965132585803516}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,367] Trial 35 finished with value: 0.738095238095238 and parameters: {'n_estimators': 33, 'learning_rate': 0.10630558243981451, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8508666515264723, 'colsample_bytree': 0.9502817478198402, 'gamma': 2.5091962502132166, 'reg_alpha': 0.339226219202122, 'reg_lambda': 2.3891309922877975}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,682] Trial 36 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.07292800110463468, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9197169737941874, 'colsample_bytree': 0.709711004693166, 'gamma': 1.9986979844061834, 'reg_alpha': 0.23478197328305447, 'reg_lambda': 0.8814771521378384}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:14,863] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 73, 'learning_rate': 0.02802670721456221, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9629517513272577, 'colsample_bytree': 0.9068274550259352, 'gamma': 0.5171791268521986, 'reg_alpha': 0.55144553076834, 'reg_lambda': 2.8904305558721672}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,058] Trial 38 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 141, 'learning_rate': 0.010960713781897304, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.894143652516302, 'colsample_bytree': 0.8834017564097115, 'gamma': 1.316592458258984, 'reg_alpha': 0.7041842625733974, 'reg_lambda': 2.5836920800243446}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,322] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.13315553162585572, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7871337170601029, 'colsample_bytree': 0.8512002751988583, 'gamma': 0.8799479241708019, 'reg_alpha': 0.47314823097575764, 'reg_lambda': 2.9864548380657396}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,483] Trial 40 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 61, 'learning_rate': 0.20373736490447678, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.852091006347454, 'colsample_bytree': 0.9253892920921379, 'gamma': 2.7598205760285954, 'reg_alpha': 0.18303872063310356, 'reg_lambda': 2.0663958029037466}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,665] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.04994847296024374, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9388453541971372, 'colsample_bytree': 0.8938977643457273, 'gamma': 1.7753931262331188, 'reg_alpha': 0.5161471055575377, 'reg_lambda': 2.3896033169745037}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:15,851] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 99, 'learning_rate': 0.06443956892750412, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9321654982546846, 'colsample_bytree': 0.9112792111678906, 'gamma': 1.945878686327873, 'reg_alpha': 0.9854080472328649, 'reg_lambda': 2.618883163454624}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,052] Trial 43 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 136, 'learning_rate': 0.05506947048532422, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9774763558899414, 'colsample_bytree': 0.961034425227469, 'gamma': 1.8868667521181712, 'reg_alpha': 0.376158054839041, 'reg_lambda': 1.8682909729157124}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,340] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.0807556501165821, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8659166044938698, 'colsample_bytree': 0.8279092275668883, 'gamma': 2.191132523286526, 'reg_alpha': 0.7741706584650816, 'reg_lambda': 2.1322672805130902}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,530] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.03874912745783935, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8964274331697195, 'colsample_bytree': 0.7929755298593054, 'gamma': 1.6317397960829179, 'reg_alpha': 0.6090384579265381, 'reg_lambda': 2.5073864947969784}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:16,845] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.05808211015949359, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9158002222125887, 'colsample_bytree': 0.9921492801879933, 'gamma': 1.1766135992388336, 'reg_alpha': 0.5350082081112031, 'reg_lambda': 0.6747687778032871}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,008] Trial 47 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 77, 'learning_rate': 0.09636154410954943, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8295002714292854, 'colsample_bytree': 0.85883528411529, 'gamma': 2.3252393744558475, 'reg_alpha': 0.9051060559331674, 'reg_lambda': 2.838548077010943}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,272] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.015801792422779275, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8125946604954767, 'colsample_bytree': 0.8564068243486713, 'gamma': 3.6971937105522645, 'reg_alpha': 0.28341326375064746, 'reg_lambda': 2.8005348861338}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,431] Trial 49 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 55, 'learning_rate': 0.0941124744469006, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8403211042730028, 'colsample_bytree': 0.8153835545307141, 'gamma': 2.4038819802511266, 'reg_alpha': 0.9012246970369752, 'reg_lambda': 2.9127382205825216}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:17,600] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.07405813334448555, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.713294581768306, 'colsample_bytree': 0.7262928864022133, 'gamma': 2.6735498593776885, 'reg_alpha': 0.8563545589131278, 'reg_lambda': 2.3032655871016336}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,005] Trial 51 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 100, 'learning_rate': 0.04971558429248978, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.629268967666321, 'colsample_bytree': 0.8872835571081371, 'gamma': 2.102141850495878, 'reg_alpha': 0.7290942174129578, 'reg_lambda': 2.6953494418826103}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,194] Trial 52 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 87, 'learning_rate': 0.0423487230651052, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8278718077516949, 'colsample_bytree': 0.9265649166571936, 'gamma': 1.8144488084170396, 'reg_alpha': 0.15353821109069118, 'reg_lambda': 2.4468141843801434}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,417] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.03453019230360161, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7797213907227195, 'colsample_bytree': 0.8600390160914817, 'gamma': 1.3904818699119614, 'reg_alpha': 0.9395588294682962, 'reg_lambda': 2.532229850162694}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,628] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.10376079995563658, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.805151199622526, 'colsample_bytree': 0.9041113358249804, 'gamma': 2.4735160045557536, 'reg_alpha': 0.12055240139211842, 'reg_lambda': 2.7529552565327906}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:18,922] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.04985377368501708, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9492251690356747, 'colsample_bytree': 0.7491347910464278, 'gamma': 2.893050398424533, 'reg_alpha': 0.0470338498251154, 'reg_lambda': 2.14389693326036}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,068] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.06141955189982554, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8880618926128985, 'colsample_bytree': 0.6454721594336856, 'gamma': 2.052153815562289, 'reg_alpha': 0.6433671789381983, 'reg_lambda': 2.655656911615393}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,352] Trial 57 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 84, 'learning_rate': 0.0306760431406456, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9265573141028022, 'colsample_bytree': 0.8680444774627856, 'gamma': 4.73445914819381, 'reg_alpha': 0.5868593358414421, 'reg_lambda': 1.105495646993464}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,539] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.12392231174972178, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9064352561058886, 'colsample_bytree': 0.9209168244046861, 'gamma': 1.5730050427854878, 'reg_alpha': 0.20978538245289577, 'reg_lambda': 2.8721442437663076}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,807] Trial 59 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.07996202938370102, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8673396156222538, 'colsample_bytree': 0.7949984378891574, 'gamma': 1.2404320062341787, 'reg_alpha': 0.4136546190973156, 'reg_lambda': 1.2392674870408025}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:19,986] Trial 60 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.03755922733641373, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9776593400158793, 'colsample_bytree': 0.8414943552989843, 'gamma': 2.2912371541784595, 'reg_alpha': 0.8350501572214679, 'reg_lambda': 2.4250903980171654}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,202] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 87, 'learning_rate': 0.05203363480221931, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9522914547067529, 'colsample_bytree': 0.8916797141630837, 'gamma': 1.7516250143459973, 'reg_alpha': 0.49627980699031465, 'reg_lambda': 2.36429741935806}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,499] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.04870567239661002, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.937137880241884, 'colsample_bytree': 0.8924413827821721, 'gamma': 1.8639576852526787, 'reg_alpha': 0.5372989236197795, 'reg_lambda': 2.2490112091354013}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,680] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 103, 'learning_rate': 0.04331706255599637, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9945166524758725, 'colsample_bytree': 0.9387708080725691, 'gamma': 2.1915615031972244, 'reg_alpha': 0.4483832491258577, 'reg_lambda': 2.5406160773177526}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:20,857] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 94, 'learning_rate': 0.06655387739663188, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8306039031374461, 'colsample_bytree': 0.8785851512056165, 'gamma': 1.4709286768199998, 'reg_alpha': 0.3096713294233208, 'reg_lambda': 1.6663585001483507}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,035] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.09197172882570415, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8338488228018344, 'colsample_bytree': 0.8792409269228878, 'gamma': 0.9975001617728996, 'reg_alpha': 0.2614387805478305, 'reg_lambda': 1.477315394545966}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,376] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.07010450389341433, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8570827024590769, 'colsample_bytree': 0.9538236168300324, 'gamma': 1.5549545701028802, 'reg_alpha': 0.3556049262749301, 'reg_lambda': 0.9298216351062675}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,624] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.06615163124832156, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8151384724414279, 'colsample_bytree': 0.8698844167740185, 'gamma': 0.6873270926727748, 'reg_alpha': 0.32271361772030593, 'reg_lambda': 1.6839512128226843}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:21,801] Trial 68 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.05736292997800526, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8430106197678268, 'colsample_bytree': 0.8116050681695438, 'gamma': 1.4682566160440322, 'reg_alpha': 0.08185372416810091, 'reg_lambda': 1.8946707268189686}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:22,081] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 95, 'learning_rate': 0.076835993784692, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7977659425850149, 'colsample_bytree': 0.6049116478563962, 'gamma': 0.026668344881114026, 'reg_alpha': 0.2089357349966392, 'reg_lambda': 0.6218507852048751}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:22,252] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.11129981442197517, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8749295975843401, 'colsample_bytree': 0.7653733835824219, 'gamma': 1.3144990187790577, 'reg_alpha': 0.0053048838049324365, 'reg_lambda': 1.2420553156629806}. Best is trial 15 with value: 0.7619047619047619.
[I 2025-11-03 20:01:22,418] Trial 71 finished with value: 0.761904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.059935250643281986, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9687026434833855, 'colsample_bytree': 0.9020439175658268, 'gamma': 1.72956307898458, 'reg_alpha': 0.49647142990319365, 'reg_lambda': 2.7561229858087315}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:22,742] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.058391004916179705, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9647757398303457, 'colsample_bytree': 0.9161970059423129, 'gamma': 1.7095862415356735, 'reg_alpha': 0.1433013656831746, 'reg_lambda': 2.7836988320103706}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:22,982] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 105, 'learning_rate': 0.059696761028809046, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9755173998239468, 'colsample_bytree': 0.9187819197929576, 'gamma': 1.745849595302509, 'reg_alpha': 0.11950666677246025, 'reg_lambda': 2.7807642776169303}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,164] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.09767218512292632, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.968798992155516, 'colsample_bytree': 0.9057639957667571, 'gamma': 1.9774832100505633, 'reg_alpha': 0.14763878520459753, 'reg_lambda': 2.961462982603051}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,429] Trial 75 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.0852990514130743, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9845635151418666, 'colsample_bytree': 0.9322549554441373, 'gamma': 1.6422526563101885, 'reg_alpha': 0.07204512202671014, 'reg_lambda': 2.831336829275048}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,642] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.06632359025752235, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9549363116148709, 'colsample_bytree': 0.8393910599336964, 'gamma': 0.9545140074540983, 'reg_alpha': 0.4018184712119429, 'reg_lambda': 2.726348712337497}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:23,862] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.045294259456601815, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9231737908788087, 'colsample_bytree': 0.8775706609704785, 'gamma': 1.1584308781271337, 'reg_alpha': 0.4813278975508461, 'reg_lambda': 2.631867249422943}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,208] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 79, 'learning_rate': 0.29163628314944534, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7769567334637346, 'colsample_bytree': 0.9719570449458012, 'gamma': 0.7392552111921695, 'reg_alpha': 0.2641436301118109, 'reg_lambda': 2.5717077414341416}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,415] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 109, 'learning_rate': 0.05438381246846753, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9046304372800562, 'colsample_bytree': 0.9015423675115743, 'gamma': 2.158284733014646, 'reg_alpha': 0.037197383254982855, 'reg_lambda': 1.4144891389810557}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,638] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.04112884089932078, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8201371271249169, 'colsample_bytree': 0.945218033763619, 'gamma': 1.460143751227493, 'reg_alpha': 0.10631035959928803, 'reg_lambda': 0.9846025546693056}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:24,931] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.07312673468738763, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9629385264187204, 'colsample_bytree': 0.9148823361887037, 'gamma': 1.8998016631199266, 'reg_alpha': 0.565971606971992, 'reg_lambda': 2.6642753509258377}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,178] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.06148387900307175, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9424233128615556, 'colsample_bytree': 0.8606069154686197, 'gamma': 1.6771082109055324, 'reg_alpha': 0.510532035441345, 'reg_lambda': 2.8621028509267052}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,345] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 84, 'learning_rate': 0.05377794260359637, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9299472845379265, 'colsample_bytree': 0.8957873513971624, 'gamma': 2.35725770456991, 'reg_alpha': 0.6212960533946029, 'reg_lambda': 2.4612703188463594}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,547] Trial 84 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 70, 'learning_rate': 0.045834950576515286, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8338043334698865, 'colsample_bytree': 0.8813474055987883, 'gamma': 2.5448249412734207, 'reg_alpha': 0.4332014728204166, 'reg_lambda': 1.6246594375378056}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:25,737] Trial 85 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.08034045777309504, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9880819685160731, 'colsample_bytree': 0.9336162486097525, 'gamma': 2.0171321827307453, 'reg_alpha': 0.1568287271569101, 'reg_lambda': 2.3182020595872137}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,007] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 91, 'learning_rate': 0.06554296237150505, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8903451968680199, 'colsample_bytree': 0.8510771748747923, 'gamma': 1.2471628547237565, 'reg_alpha': 0.6722732564032441, 'reg_lambda': 2.7712823163759874}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,211] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.0668755178641429, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8909300909315488, 'colsample_bytree': 0.8546294261088767, 'gamma': 1.2488931250453343, 'reg_alpha': 0.6844469832050266, 'reg_lambda': 2.998679933183402}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,454] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 75, 'learning_rate': 0.05927562082732064, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8761989481509503, 'colsample_bytree': 0.8208583505209751, 'gamma': 1.107284684608699, 'reg_alpha': 0.7283829876137952, 'reg_lambda': 2.7452614194341947}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,742] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 91, 'learning_rate': 0.07209458330914277, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9121008492654571, 'colsample_bytree': 0.6897002831285941, 'gamma': 0.5646626655360519, 'reg_alpha': 0.6527913687311753, 'reg_lambda': 2.9308055246682576}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:26,937] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.0845340497458786, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8622508574806791, 'colsample_bytree': 0.8474256087510678, 'gamma': 1.4633801071317263, 'reg_alpha': 0.822822453275251, 'reg_lambda': 2.8074367214544744}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,113] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 80, 'learning_rate': 0.04714717483893178, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.849579624893477, 'colsample_bytree': 0.8658371139827291, 'gamma': 1.8377828576242927, 'reg_alpha': 0.5925313737873799, 'reg_lambda': 2.5826700683147608}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,393] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.037172790196744056, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8834939116346742, 'colsample_bytree': 0.8877290485920665, 'gamma': 2.237883146519055, 'reg_alpha': 0.46658979264262473, 'reg_lambda': 2.6985901412853073}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,576] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.052144248015893124, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9500646061310449, 'colsample_bytree': 0.9115424296909344, 'gamma': 1.3428279964401222, 'reg_alpha': 0.5206319017573848, 'reg_lambda': 2.6436009441919905}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,755] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.05653493025471879, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9690465364856543, 'colsample_bytree': 0.9022124813861139, 'gamma': 1.6433216238544617, 'reg_alpha': 0.5667964614966591, 'reg_lambda': 0.7847790255425304}. Best is trial 71 with value: 0.761904761904762.
[I 2025-11-03 20:01:27,932] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.06227554977150832, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9695574378210334, 'colsample_bytree': 0.8764809394038011, 'gamma': 1.644479987716379, 'reg_alpha': 0.5677894496445894, 'reg_lambda': 0.5601310116123693}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:28,225] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.06348045889750376, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9645421798707857, 'colsample_bytree': 0.8975789469971943, 'gamma': 1.6228906345454384, 'reg_alpha': 0.5765480903439764, 'reg_lambda': 0.5653033670957986}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:28,475] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.07493918885920885, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9729158340747468, 'colsample_bytree': 0.8686753943720431, 'gamma': 1.739976733843642, 'reg_alpha': 0.557408993020383, 'reg_lambda': 0.5224928527918463}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:28,727] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.05614073368966134, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9983314104886898, 'colsample_bytree': 0.8751079449966843, 'gamma': 2.04512897914041, 'reg_alpha': 0.6168645603867539, 'reg_lambda': 0.7607785322449991}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,021] Trial 99 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.09168275274973597, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9450969537630873, 'colsample_bytree': 0.8857188680922258, 'gamma': 1.5186923985244316, 'reg_alpha': 0.49583799403091355, 'reg_lambda': 0.6474698004020059}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,246] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.1217289063622485, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9455129174231498, 'colsample_bytree': 0.8858884699927537, 'gamma': 1.5072813432425924, 'reg_alpha': 0.4942667440481226, 'reg_lambda': 0.7658403956555481}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,498] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.09171147881885094, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9352050027582643, 'colsample_bytree': 0.9030029476278267, 'gamma': 1.9104920558903742, 'reg_alpha': 0.5431282640674991, 'reg_lambda': 0.6651236753556702}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,691] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 116, 'learning_rate': 0.10465515332509284, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9228181658567419, 'colsample_bytree': 0.8521619740140838, 'gamma': 1.926699761889365, 'reg_alpha': 0.5437075099654446, 'reg_lambda': 0.6345832967722089}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:29,897] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 107, 'learning_rate': 0.09370866643344825, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9577913553713765, 'colsample_bytree': 0.9062122934851249, 'gamma': 1.8259983279048198, 'reg_alpha': 0.4819841551499173, 'reg_lambda': 0.6920344190461463}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,220] Trial 104 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 91, 'learning_rate': 0.14391890022644235, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9392795332647227, 'colsample_bytree': 0.9260520695180944, 'gamma': 2.1078585613985164, 'reg_alpha': 0.44515350699686096, 'reg_lambda': 0.8248629790664164}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,405] Trial 105 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 124, 'learning_rate': 0.07855084308987167, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9326723619138535, 'colsample_bytree': 0.8614908368465293, 'gamma': 1.5671102761265394, 'reg_alpha': 0.3881287750145147, 'reg_lambda': 0.7531029005532718}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,604] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 111, 'learning_rate': 0.08951026042815385, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9887058583730585, 'colsample_bytree': 0.8401356299415552, 'gamma': 2.4314867914902827, 'reg_alpha': 0.5793050298519885, 'reg_lambda': 0.5943449416735231}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:30,817] Trial 107 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 87, 'learning_rate': 0.06866007211371392, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6739511111542474, 'colsample_bytree': 0.8756121702513364, 'gamma': 1.3290828159229333, 'reg_alpha': 0.6719347147945278, 'reg_lambda': 0.7039962531207169}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,012] Trial 108 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 103, 'learning_rate': 0.12088716764204012, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9083591174732594, 'colsample_bytree': 0.886016971735486, 'gamma': 1.2475105536221267, 'reg_alpha': 0.5295563392154601, 'reg_lambda': 0.9047515752529202}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,244] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.09903544163606699, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8253915253400232, 'colsample_bytree': 0.8993983238817819, 'gamma': 1.4303280632836919, 'reg_alpha': 0.6291034255120538, 'reg_lambda': 0.5246033945392072}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,542] Trial 110 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 131, 'learning_rate': 0.08097861650071396, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.971678697730374, 'colsample_bytree': 0.8938670546448642, 'gamma': 1.6377889906049856, 'reg_alpha': 0.6037579961988753, 'reg_lambda': 0.7327983135705938}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,727] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.061653074461860656, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8062262853526712, 'colsample_bytree': 0.9198558853918881, 'gamma': 1.7230392024105365, 'reg_alpha': 0.9261463881795331, 'reg_lambda': 2.886280538899692}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:31,893] Trial 112 finished with value: 0.755952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.0657314676335917, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9805273030048895, 'colsample_bytree': 0.9122040117699931, 'gamma': 1.9280750432421876, 'reg_alpha': 0.5547699918764333, 'reg_lambda': 0.8220680940021887}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,059] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.06879627959636098, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9501799208856158, 'colsample_bytree': 0.8822481094282008, 'gamma': 1.94086211637983, 'reg_alpha': 0.5105496819776625, 'reg_lambda': 0.8265927369972134}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,311] Trial 114 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.0879924708917266, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9163318992003974, 'colsample_bytree': 0.9105872345254048, 'gamma': 2.1223318534081317, 'reg_alpha': 0.5445103771281495, 'reg_lambda': 1.0277770335475491}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,504] Trial 115 finished with value: 0.761904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.06459548863869832, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9818186168418185, 'colsample_bytree': 0.8707301850195672, 'gamma': 1.8198521493278723, 'reg_alpha': 0.45965154022907007, 'reg_lambda': 0.5721491039134416}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,703] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.07381849091485557, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9816319485978321, 'colsample_bytree': 0.8337057762549588, 'gamma': 1.8458702496184283, 'reg_alpha': 0.4624456924568009, 'reg_lambda': 0.6467391344550961}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:32,922] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.05009162275785541, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.989169011086058, 'colsample_bytree': 0.9001571563084839, 'gamma': 2.0093547069101465, 'reg_alpha': 0.8721198377208671, 'reg_lambda': 0.5548649642089807}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,194] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.06420920389297201, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9590261629911112, 'colsample_bytree': 0.9309771942000873, 'gamma': 2.248470082117609, 'reg_alpha': 0.42806420337231027, 'reg_lambda': 0.800414947290591}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,354] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 86, 'learning_rate': 0.23788692481046478, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9792820651182601, 'colsample_bytree': 0.8697230845042595, 'gamma': 1.7675010833522502, 'reg_alpha': 0.48901362372528395, 'reg_lambda': 0.5757970269094016}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,549] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.05673427395845179, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8995696055255685, 'colsample_bytree': 0.891432481472807, 'gamma': 1.5705723838995513, 'reg_alpha': 0.7893183667166813, 'reg_lambda': 0.6725080397674305}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:33,801] Trial 121 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 93, 'learning_rate': 0.06393556503595453, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9386845438669855, 'colsample_bytree': 0.8753276493999794, 'gamma': 1.3957228113055258, 'reg_alpha': 0.5643786462121438, 'reg_lambda': 0.6383277092212826}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,032] Trial 122 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 97, 'learning_rate': 0.05340148123052085, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9426272737595427, 'colsample_bytree': 0.9067791813370828, 'gamma': 1.9338943825530683, 'reg_alpha': 0.5719969270133777, 'reg_lambda': 0.6323284770659457}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,287] Trial 123 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 90, 'learning_rate': 0.054442295841021, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9386846806108192, 'colsample_bytree': 0.910558275191893, 'gamma': 1.383504566186219, 'reg_alpha': 0.5586233648643437, 'reg_lambda': 0.8687491777739552}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,463] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.06241424315929407, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9344799574980149, 'colsample_bytree': 0.9066061143182581, 'gamma': 1.382485497348077, 'reg_alpha': 0.5628896386777809, 'reg_lambda': 0.859877965893436}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,751] Trial 125 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 89, 'learning_rate': 0.055981341382119146, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9446823896593212, 'colsample_bytree': 0.9447595608287505, 'gamma': 0.9108499188898771, 'reg_alpha': 0.5996523920614781, 'reg_lambda': 0.5012557723540014}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:34,920] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.05067503601905504, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9460970272913994, 'colsample_bytree': 0.9523727549442907, 'gamma': 0.8734099963608414, 'reg_alpha': 0.6006859894930424, 'reg_lambda': 0.5105070495984793}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,094] Trial 127 finished with value: 0.761904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.053219824561997406, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9690274543693438, 'colsample_bytree': 0.9366167235524709, 'gamma': 0.9700686046243331, 'reg_alpha': 0.6444666348967811, 'reg_lambda': 0.6289123611232758}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,355] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.05349850504303964, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9688135823037085, 'colsample_bytree': 0.9789541344822738, 'gamma': 1.0145746387978187, 'reg_alpha': 0.711099201190291, 'reg_lambda': 0.6093838612658705}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,541] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.0478945989361677, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9567716782012845, 'colsample_bytree': 0.9442435313281918, 'gamma': 1.1729873434094804, 'reg_alpha': 0.6323359016243861, 'reg_lambda': 0.5024115691385196}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:35,802] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.04501802417010328, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9251702573363347, 'colsample_bytree': 0.9657141811143768, 'gamma': 0.754626382773661, 'reg_alpha': 0.6523202594404561, 'reg_lambda': 0.7272856255289557}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,014] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.04218808345690858, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9404747355939709, 'colsample_bytree': 0.9258880226409935, 'gamma': 1.0973928130598827, 'reg_alpha': 0.5772520458857151, 'reg_lambda': 0.6316336832264356}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,270] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 112, 'learning_rate': 0.04176380091712395, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9433854260157463, 'colsample_bytree': 0.9381820128789162, 'gamma': 0.9659004928486146, 'reg_alpha': 0.5912323829343046, 'reg_lambda': 0.5820727337484831}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,521] Trial 133 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.055999084746630255, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9552182788393995, 'colsample_bytree': 0.9209893634085984, 'gamma': 1.1064580203741161, 'reg_alpha': 0.6106241108176523, 'reg_lambda': 0.6301787307325818}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,697] Trial 134 finished with value: 0.761904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.0409296745602564, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9678551932218867, 'colsample_bytree': 0.9578999930116905, 'gamma': 0.2767399158802114, 'reg_alpha': 0.6730949565084672, 'reg_lambda': 0.6934964564060258}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:36,879] Trial 135 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 86, 'learning_rate': 0.03856916574069145, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9625239123244722, 'colsample_bytree': 0.9544307236562516, 'gamma': 1.2371178522973745, 'reg_alpha': 0.6731462479178482, 'reg_lambda': 0.9543526487701031}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,148] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 79, 'learning_rate': 0.04079041876286626, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9725544951724682, 'colsample_bytree': 0.9621505815226729, 'gamma': 0.5664051239708877, 'reg_alpha': 0.7365036722179308, 'reg_lambda': 0.6997648598090721}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,322] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 73, 'learning_rate': 0.03273756666063049, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9932459587884293, 'colsample_bytree': 0.9298254078487933, 'gamma': 0.833731651230614, 'reg_alpha': 0.6485705409649793, 'reg_lambda': 0.5473272499359986}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,540] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.05254703720592657, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9674155321887666, 'colsample_bytree': 0.9412420687555942, 'gamma': 0.3748133966293404, 'reg_alpha': 0.6947914230796386, 'reg_lambda': 0.7772414372585942}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,721] Trial 139 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 92, 'learning_rate': 0.04708680458101461, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9532454954553004, 'colsample_bytree': 0.9804830517671702, 'gamma': 0.29412552164365124, 'reg_alpha': 0.7080771926424345, 'reg_lambda': 0.6043615962603026}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:37,962] Trial 140 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.03583241720440414, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.982377492873165, 'colsample_bytree': 0.9409157153280745, 'gamma': 0.4128713508897368, 'reg_alpha': 0.75064673858351, 'reg_lambda': 0.7288149556965341}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,188] Trial 141 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 96, 'learning_rate': 0.058398282936723715, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9673995156256093, 'colsample_bytree': 0.9607751197407748, 'gamma': 0.8071109609227776, 'reg_alpha': 0.5895801438407368, 'reg_lambda': 0.7855638888526649}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,472] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.05047779746038281, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9627579029293282, 'colsample_bytree': 0.9847752519558473, 'gamma': 0.1515433135270062, 'reg_alpha': 0.677507902486435, 'reg_lambda': 0.6919597977741524}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,778] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.052001918496807194, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9644749240976187, 'colsample_bytree': 0.9709964608487008, 'gamma': 0.26953702626576703, 'reg_alpha': 0.6299443803960963, 'reg_lambda': 0.8852850080395348}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:38,957] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.04411259861528786, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9659443473532326, 'colsample_bytree': 0.9908080489527689, 'gamma': 0.3228109099177787, 'reg_alpha': 0.6870580991781138, 'reg_lambda': 0.8557122727588212}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,163] Trial 145 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 95, 'learning_rate': 0.05286078629931348, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.977042924702729, 'colsample_bytree': 0.9585779125646832, 'gamma': 0.08945019958787816, 'reg_alpha': 0.6355648901753136, 'reg_lambda': 0.6745008636106783}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,361] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.05016711214842178, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9625291765482291, 'colsample_bytree': 0.9717646358294979, 'gamma': 0.15103072347685972, 'reg_alpha': 0.5833388565573038, 'reg_lambda': 0.7743496091100286}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,626] Trial 147 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 88, 'learning_rate': 0.048802796647286165, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9992909853974593, 'colsample_bytree': 0.9869641392613862, 'gamma': 0.17125064082269964, 'reg_alpha': 0.5828224091040347, 'reg_lambda': 0.8714412844507007}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:39,796] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.05893863366983273, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9606567145269882, 'colsample_bytree': 0.9740164942777081, 'gamma': 0.20010977676832165, 'reg_alpha': 0.6103825759509416, 'reg_lambda': 0.7722504745416502}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,097] Trial 149 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 105, 'learning_rate': 0.05200413725094125, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.970590870402889, 'colsample_bytree': 0.9664153453011716, 'gamma': 0.6105395748660928, 'reg_alpha': 0.6252735939922343, 'reg_lambda': 0.9175568884653917}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,327] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.05461363829236344, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9875774172034849, 'colsample_bytree': 0.9504939667170066, 'gamma': 0.441625243818045, 'reg_alpha': 0.6618635175574336, 'reg_lambda': 1.0484624896779056}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,617] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.05004275286283012, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9717095602920597, 'colsample_bytree': 0.98415496443186, 'gamma': 0.0035418704229258913, 'reg_alpha': 0.6216383040492491, 'reg_lambda': 0.9200548486163342}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:40,805] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.040136422698545254, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9743449777694027, 'colsample_bytree': 0.998511223984659, 'gamma': 0.6928188328659994, 'reg_alpha': 0.6316380902453825, 'reg_lambda': 0.9746549134738113}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,069] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.043202055197131446, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9524945993669892, 'colsample_bytree': 0.9839850417687407, 'gamma': 0.0066230516762606495, 'reg_alpha': 0.6881819364875249, 'reg_lambda': 0.9032667630364233}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,375] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.05205407160323897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9679163190169313, 'colsample_bytree': 0.9632344280803476, 'gamma': 0.36551087549117034, 'reg_alpha': 0.6520431538418503, 'reg_lambda': 0.7149453634073665}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,692] Trial 155 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.059324104415692795, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9419534849404684, 'colsample_bytree': 0.9448204218316195, 'gamma': 0.24259900531133716, 'reg_alpha': 0.6147794283961688, 'reg_lambda': 0.5646719294382928}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:41,892] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.059598980015000365, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9443396093642127, 'colsample_bytree': 0.946263842620382, 'gamma': 0.5909174374580437, 'reg_alpha': 0.6044929926793114, 'reg_lambda': 0.5774480178423596}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:42,092] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.013321166158058494, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9388675377773139, 'colsample_bytree': 0.936049728224551, 'gamma': 0.46454181393004, 'reg_alpha': 0.522577713486606, 'reg_lambda': 0.609887634022482}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:42,585] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 111, 'learning_rate': 0.04635949496926832, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9518460713186256, 'colsample_bytree': 0.9559760290754106, 'gamma': 0.2006881340054098, 'reg_alpha': 0.5711788126102255, 'reg_lambda': 0.5530789248556607}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:42,786] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.0458985148493826, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.926853006518098, 'colsample_bytree': 0.956175454581251, 'gamma': 0.8080414182571154, 'reg_alpha': 0.5738299466140622, 'reg_lambda': 1.1779300716491186}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,075] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.06080478556657887, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9525171505379784, 'colsample_bytree': 0.9465398157654995, 'gamma': 0.623094335476153, 'reg_alpha': 0.5573211438732701, 'reg_lambda': 0.568747712983475}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,268] Trial 161 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 108, 'learning_rate': 0.04812005681612589, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9751489057498716, 'colsample_bytree': 0.9768646386681803, 'gamma': 0.20537711369136688, 'reg_alpha': 0.593689654203039, 'reg_lambda': 0.6493792930061328}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,452] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 92, 'learning_rate': 0.055981826205947695, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9490262305161857, 'colsample_bytree': 0.9979744746964809, 'gamma': 0.07523010358049645, 'reg_alpha': 0.6198414635648505, 'reg_lambda': 0.6809859242074866}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,618] Trial 163 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 91, 'learning_rate': 0.056520216225963864, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.724273749502544, 'colsample_bytree': 0.96199141761017, 'gamma': 0.011834610351312147, 'reg_alpha': 0.6159794058720105, 'reg_lambda': 0.5410587033839585}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:43,841] Trial 164 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.06271841179985695, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9480801626155713, 'colsample_bytree': 0.9371848090724134, 'gamma': 0.27129235774942556, 'reg_alpha': 0.533240844780216, 'reg_lambda': 0.6321006264378105}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,124] Trial 165 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.05565146095871882, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9831351747389028, 'colsample_bytree': 0.9216072204298539, 'gamma': 0.472337726692877, 'reg_alpha': 0.5719271976924258, 'reg_lambda': 0.5463245149131515}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,308] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.05962573860588048, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9313700250900707, 'colsample_bytree': 0.9989114746042261, 'gamma': 0.9361698668990189, 'reg_alpha': 0.6200167671550099, 'reg_lambda': 0.5013437196938868}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,468] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.04426272717748743, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9399655389239283, 'colsample_bytree': 0.9667187842904478, 'gamma': 0.38770580753322337, 'reg_alpha': 0.6479327413638615, 'reg_lambda': 0.8073930822799344}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,711] Trial 168 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 77, 'learning_rate': 0.06995363645192357, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9540077118580177, 'colsample_bytree': 0.9500547612474353, 'gamma': 0.11481198109985873, 'reg_alpha': 0.5902077927191659, 'reg_lambda': 0.7339842937574057}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:44,915] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.0535962938284616, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9719796710731383, 'colsample_bytree': 0.9271269085890183, 'gamma': 0.23053803019922503, 'reg_alpha': 0.546466292536924, 'reg_lambda': 0.6046127904413078}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,224] Trial 170 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 107, 'learning_rate': 0.04755648592073151, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9571813550848179, 'colsample_bytree': 0.9575911090576825, 'gamma': 0.6875024555579146, 'reg_alpha': 0.5184615768796443, 'reg_lambda': 0.6675380785837387}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,439] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 106, 'learning_rate': 0.04708038346757901, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9584543539883987, 'colsample_bytree': 0.9587248478898195, 'gamma': 0.6694837231533792, 'reg_alpha': 0.5259732497308736, 'reg_lambda': 0.6583926794812135}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,732] Trial 172 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.04684952040358386, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9456392679922248, 'colsample_bytree': 0.9585499667036642, 'gamma': 0.6479223464604329, 'reg_alpha': 0.528825769891499, 'reg_lambda': 0.6800132164933127}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:45,926] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.0417487095101816, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9571351070292285, 'colsample_bytree': 0.9667181732871807, 'gamma': 0.787760608734221, 'reg_alpha': 0.5060576664783081, 'reg_lambda': 0.5002484326989264}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,138] Trial 174 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.03908363386986323, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9331156923102863, 'colsample_bytree': 0.9504672028069334, 'gamma': 1.0504994472166334, 'reg_alpha': 0.5596606605932467, 'reg_lambda': 0.6235020733943804}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,323] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.04712271208822976, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9507565789340431, 'colsample_bytree': 0.9796730830944663, 'gamma': 0.8781940431039207, 'reg_alpha': 0.5223220441760751, 'reg_lambda': 0.6633781217604835}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,572] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.06360789914137914, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9798844527082071, 'colsample_bytree': 0.9904616963132448, 'gamma': 0.7072993689481202, 'reg_alpha': 0.5961574217289471, 'reg_lambda': 0.5941471602620931}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:46,778] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 115, 'learning_rate': 0.0588286883572236, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9918223402649013, 'colsample_bytree': 0.9706754083858254, 'gamma': 0.5407376079891131, 'reg_alpha': 0.5676706374547491, 'reg_lambda': 0.56003520399963}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,057] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.04406568779397973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9402760368524284, 'colsample_bytree': 0.9563293230223479, 'gamma': 0.08655599834862275, 'reg_alpha': 0.4740662355944637, 'reg_lambda': 0.7121275532065792}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,238] Trial 179 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 99, 'learning_rate': 0.03636957865711406, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9186722741006734, 'colsample_bytree': 0.9337375321929585, 'gamma': 0.9312081885333325, 'reg_alpha': 0.5059471107613002, 'reg_lambda': 0.629161075146159}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,416] Trial 180 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.05035395183995696, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9581485200711433, 'colsample_bytree': 0.9431257453774999, 'gamma': 1.0517012032858515, 'reg_alpha': 0.5459013757814477, 'reg_lambda': 0.6702203564206725}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,701] Trial 181 finished with value: 0.761904761904762 and parameters: {'n_estimators': 93, 'learning_rate': 0.05398152832395949, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9707871218838271, 'colsample_bytree': 0.9394705889811249, 'gamma': 0.4907916475097098, 'reg_alpha': 0.6167082747772791, 'reg_lambda': 0.7504752013569062}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:01:47,913] Trial 182 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 93, 'learning_rate': 0.055445457146102446, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9678644933425111, 'colsample_bytree': 0.9274707112588688, 'gamma': 0.3482013379101554, 'reg_alpha': 0.6364387506045551, 'reg_lambda': 0.8077897199287164}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,184] Trial 183 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.05665988163415767, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.960453339358319, 'colsample_bytree': 0.9175547076932131, 'gamma': 0.3329784127957718, 'reg_alpha': 0.6426946472562406, 'reg_lambda': 0.8292236477779577}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,382] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.06540326111649433, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9497468517997087, 'colsample_bytree': 0.928267629897784, 'gamma': 0.6338028762979404, 'reg_alpha': 0.589779995593049, 'reg_lambda': 0.5486907704857039}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,555] Trial 185 finished with value: 0.755952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.04788462904639461, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9829844030655922, 'colsample_bytree': 0.958793127796642, 'gamma': 0.7158800073102056, 'reg_alpha': 0.611122608133057, 'reg_lambda': 0.7130702867148757}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:48,914] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.060283600250288366, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.97376353034153, 'colsample_bytree': 0.9747077074976979, 'gamma': 0.2477622626416586, 'reg_alpha': 0.5766153771221104, 'reg_lambda': 0.5959207865458406}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,172] Trial 187 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 93, 'learning_rate': 0.02047414314383884, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9672875597480115, 'colsample_bytree': 0.9499222197314695, 'gamma': 4.310724565138374, 'reg_alpha': 0.6601786420242416, 'reg_lambda': 0.93761557757394}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,523] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.0500508115539241, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9398962048648172, 'colsample_bytree': 0.9247046725866529, 'gamma': 0.008557501806262191, 'reg_alpha': 0.6223123782746416, 'reg_lambda': 0.6542787485461661}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,696] Trial 189 finished with value: 0.5 and parameters: {'n_estimators': 121, 'learning_rate': 0.03286920356703611, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9553561955802179, 'colsample_bytree': 0.9643724355696525, 'gamma': 0.8289479123914851, 'reg_alpha': 0.5471461559300406, 'reg_lambda': 0.7903044572476731}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:49,907] Trial 190 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.07018750178933103, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9312216082140108, 'colsample_bytree': 0.9143511952297443, 'gamma': 0.13167868472578942, 'reg_alpha': 0.5982823255960793, 'reg_lambda': 1.7717045001184122}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:50,125] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 92, 'learning_rate': 0.054250019109023946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9657730895083537, 'colsample_bytree': 0.9428148244351047, 'gamma': 0.3689260311418021, 'reg_alpha': 0.7099759834011029, 'reg_lambda': 0.7570868918512628}. Best is trial 182 with value: 0.7797619047619049.
[I 2025-11-03 20:01:50,355] Trial 192 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 102, 'learning_rate': 0.0556989537979987, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9651709822281387, 'colsample_bytree': 0.9350524788356288, 'gamma': 0.5074634946131873, 'reg_alpha': 0.6425009665070324, 'reg_lambda': 0.7364822746873054}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:50,612] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 102, 'learning_rate': 0.05582817879925987, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9611265492416943, 'colsample_bytree': 0.9331275763577748, 'gamma': 0.5017352975128355, 'reg_alpha': 0.5699050991106017, 'reg_lambda': 0.8547630917748441}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:50,837] Trial 194 finished with value: 0.773809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.055468053560039705, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9597372461465005, 'colsample_bytree': 0.9355571903600649, 'gamma': 0.5497320040370455, 'reg_alpha': 0.6341465901920599, 'reg_lambda': 0.8473055657308588}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,026] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 99, 'learning_rate': 0.056504422240238786, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9600100147914601, 'colsample_bytree': 0.9455608257992297, 'gamma': 0.5645623353496595, 'reg_alpha': 0.5603016072460546, 'reg_lambda': 0.8982410142524793}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,335] Trial 196 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.05697189087408132, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.958851721692595, 'colsample_bytree': 0.9437669513640704, 'gamma': 0.524385664344828, 'reg_alpha': 0.5607409058462188, 'reg_lambda': 0.9215279641428973}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,542] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.05685406081676769, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9484836976529518, 'colsample_bytree': 0.9322677953620997, 'gamma': 0.5719577686270959, 'reg_alpha': 0.5230113814570051, 'reg_lambda': 0.8549927634081709}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:51,773] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.053850588640392105, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6164711651030256, 'colsample_bytree': 0.9432805517767607, 'gamma': 0.42988155532394395, 'reg_alpha': 0.6287093548844154, 'reg_lambda': 0.9638072713976076}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:52,030] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.062432668601166474, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9610590599480199, 'colsample_bytree': 0.9530392277082299, 'gamma': 0.4889382063413622, 'reg_alpha': 0.6044772131984021, 'reg_lambda': 1.0302874577307972}. Best is trial 192 with value: 0.7916666666666667.
[I 2025-11-03 20:01:52,034] A new study created in memory with name: no-name-7b80395a-8834-43f4-a49a-9a2183ac2be9
[I 2025-11-03 20:01:52,091] Trial 0 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 32, 'learning_rate': 0.06562612496718175, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.689439963655829, 'colsample_bytree': 0.7899964260556757, 'gamma': 0.9374960115670677, 'reg_alpha': 0.7803278948558778, 'reg_lambda': 1.071165587490875}. Best is trial 0 with value: 0.6071428571428572.
[I 2025-11-03 20:01:52,377] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.12643070798808367, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7571103407475159, 'colsample_bytree': 0.6662064505632955, 'gamma': 2.9809032083668057, 'reg_alpha': 0.033655230637942735, 'reg_lambda': 0.7688271122633976}. Best is trial 0 with value: 0.6071428571428572.
[I 2025-11-03 20:01:52,559] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.021167646777688353, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7954796783883976, 'colsample_bytree': 0.792764533164954, 'gamma': 4.1357924388609515, 'reg_alpha': 0.05061030632747521, 'reg_lambda': 1.9818638639178632}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:52,878] Trial 3 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 191, 'learning_rate': 0.012450003916466603, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7869988698715262, 'colsample_bytree': 0.6136958424830085, 'gamma': 1.8578694369651543, 'reg_alpha': 0.014040405108941001, 'reg_lambda': 2.7472015663735374}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:53,093] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.03523113106931786, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.827541771349618, 'colsample_bytree': 0.7052733207057476, 'gamma': 4.387013556520261, 'reg_alpha': 0.20334859039797737, 'reg_lambda': 1.3715716877730357}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:53,417] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.0422872468947789, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.7393854257306494, 'colsample_bytree': 0.7568009047060676, 'gamma': 2.157220300510298, 'reg_alpha': 0.0035097621383783917, 'reg_lambda': 2.2786982133283153}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:01:53,603] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.11452902961376797, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7456245412981586, 'colsample_bytree': 0.6224122957143088, 'gamma': 0.06714080961035707, 'reg_alpha': 0.16485530236371404, 'reg_lambda': 0.6636178726810535}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:53,973] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.024826015605797655, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6303127028646985, 'colsample_bytree': 0.8665475220999266, 'gamma': 4.628039237891831, 'reg_alpha': 0.27509020567647213, 'reg_lambda': 1.6615631733152454}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:54,269] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.12985002141528465, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9144558261801354, 'colsample_bytree': 0.927719012774257, 'gamma': 2.6225409049401724, 'reg_alpha': 0.06054501812362678, 'reg_lambda': 2.218077158738207}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:54,459] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.04473605911946298, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6053758085258694, 'colsample_bytree': 0.6036580050323975, 'gamma': 2.483965160123886, 'reg_alpha': 0.834008099630282, 'reg_lambda': 2.852569306517228}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:01:54,704] Trial 10 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.28740971242970603, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.976172089277129, 'colsample_bytree': 0.9621795656788354, 'gamma': 0.006629515335121031, 'reg_alpha': 0.5146386751923873, 'reg_lambda': 0.5061524105144635}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:54,895] Trial 11 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.29433629651105325, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9798191189187107, 'colsample_bytree': 0.9939011165499859, 'gamma': 0.03751854763016879, 'reg_alpha': 0.5569825040368392, 'reg_lambda': 0.6916427067743693}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,261] Trial 12 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 75, 'learning_rate': 0.2970506412676134, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9268381243047731, 'colsample_bytree': 0.870181660025335, 'gamma': 0.18438734544926577, 'reg_alpha': 0.49004167500785223, 'reg_lambda': 0.6827766595419908}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,467] Trial 13 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.14631097076086683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8545105199628167, 'colsample_bytree': 0.9931314149244003, 'gamma': 1.2247459056987073, 'reg_alpha': 0.46280659974044186, 'reg_lambda': 0.5258343703928567}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,654] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.20911106949094913, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9020688832270789, 'colsample_bytree': 0.9901373801321863, 'gamma': 1.177176340688819, 'reg_alpha': 0.4749909086795158, 'reg_lambda': 1.1467898431827561}. Best is trial 10 with value: 0.75.
[I 2025-11-03 20:01:55,911] Trial 15 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 137, 'learning_rate': 0.21736360370371022, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9940103582676001, 'colsample_bytree': 0.9169277838219889, 'gamma': 0.9802419452833937, 'reg_alpha': 0.6163527211422122, 'reg_lambda': 1.0661299298571694}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,165] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.07451663625081154, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9840214233057251, 'colsample_bytree': 0.9116107821850403, 'gamma': 0.742310226225205, 'reg_alpha': 0.6706458820062929, 'reg_lambda': 1.1204379304599168}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,452] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.1966485612892391, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9424471297344912, 'colsample_bytree': 0.9276788360467121, 'gamma': 3.422313211976918, 'reg_alpha': 0.9999649609647241, 'reg_lambda': 1.326743635702099}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,619] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.08058296748233362, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.868958686872907, 'colsample_bytree': 0.8651695860486783, 'gamma': 1.5328484578802144, 'reg_alpha': 0.3218748894512712, 'reg_lambda': 1.6201721204237267}. Best is trial 15 with value: 0.7559523809523809.
[I 2025-11-03 20:01:56,981] Trial 19 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 147, 'learning_rate': 0.198417069797473, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9938593691956629, 'colsample_bytree': 0.944377931979653, 'gamma': 0.5830508931679071, 'reg_alpha': 0.6466559966641172, 'reg_lambda': 0.8740409740725169}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,196] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.09651291141370115, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9969997402568636, 'colsample_bytree': 0.833571799700919, 'gamma': 0.5908543144852585, 'reg_alpha': 0.6708533540048994, 'reg_lambda': 0.9384779903586611}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,429] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 123, 'learning_rate': 0.19235498469790388, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9540549576151577, 'colsample_bytree': 0.9457448726639566, 'gamma': 0.5150405435982964, 'reg_alpha': 0.5955950714702934, 'reg_lambda': 0.8842970814686447}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,653] Trial 22 finished with value: 0.6875 and parameters: {'n_estimators': 75, 'learning_rate': 0.2278993070101298, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9561488651254646, 'colsample_bytree': 0.9519591893003212, 'gamma': 0.5111736244375678, 'reg_alpha': 0.790869792007127, 'reg_lambda': 0.5347501762585753}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:57,918] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.15629566510142284, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8927991897170194, 'colsample_bytree': 0.8944332941000723, 'gamma': 1.432501182442902, 'reg_alpha': 0.3754839124628323, 'reg_lambda': 1.4068245587705173}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,241] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 164, 'learning_rate': 0.28525504683569985, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9931224941391465, 'colsample_bytree': 0.9587116256872288, 'gamma': 0.9193476520319626, 'reg_alpha': 0.6805308193580958, 'reg_lambda': 0.9168016959133701}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,417] Trial 25 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 90, 'learning_rate': 0.16867853509105504, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9584453773780524, 'colsample_bytree': 0.8376758297700433, 'gamma': 1.6702745768142284, 'reg_alpha': 0.5809796476366388, 'reg_lambda': 1.231478138469481}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,607] Trial 26 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.23551207946740085, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8763249176387754, 'colsample_bytree': 0.8956112124751315, 'gamma': 0.25652978773976787, 'reg_alpha': 0.42760682815346845, 'reg_lambda': 1.510402050487312}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:58,927] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 214, 'learning_rate': 0.10267279842131129, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9305873022833879, 'colsample_bytree': 0.9649133373842259, 'gamma': 1.9620512947251059, 'reg_alpha': 0.9292460198823103, 'reg_lambda': 1.9181926682489612}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,063] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 53, 'learning_rate': 0.2416601155487854, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8396696137216637, 'colsample_bytree': 0.8300218128725305, 'gamma': 1.1069838127773535, 'reg_alpha': 0.7248787733496999, 'reg_lambda': 0.9432885599193457}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,165] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 20, 'learning_rate': 0.17007754385813376, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6793190785511574, 'colsample_bytree': 0.7525451384972978, 'gamma': 0.7157124274968514, 'reg_alpha': 0.558465738120282, 'reg_lambda': 1.0363811647906696}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,461] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.057292700549591506, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9738676684359625, 'colsample_bytree': 0.9731700786845225, 'gamma': 0.40970612272280543, 'reg_alpha': 0.7682529811978798, 'reg_lambda': 0.5077054858924885}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,664] Trial 31 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.23405869372433594, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8977644567543757, 'colsample_bytree': 0.9023052866578117, 'gamma': 0.29217095755656597, 'reg_alpha': 0.4300751878192465, 'reg_lambda': 1.470846397441218}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:01:59,956] Trial 32 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 138, 'learning_rate': 0.2338514497550831, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8809955299493085, 'colsample_bytree': 0.9331503701154202, 'gamma': 0.895415431198251, 'reg_alpha': 0.3951285823096336, 'reg_lambda': 0.8075215800923414}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,147] Trial 33 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.13419791949384238, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9970702443293409, 'colsample_bytree': 0.8913315846927493, 'gamma': 0.3071674226864908, 'reg_alpha': 0.6063378271602888, 'reg_lambda': 1.545809770834094}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,368] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.1825175721574535, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9631739841407079, 'colsample_bytree': 0.9151098264721444, 'gamma': 0.0180956013922918, 'reg_alpha': 0.5309778965365828, 'reg_lambda': 1.8730064937250428}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,597] Trial 35 finished with value: 0.738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.2597859929586254, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8198706413712284, 'colsample_bytree': 0.8748977494709216, 'gamma': 0.8839662613066913, 'reg_alpha': 0.3542216810564489, 'reg_lambda': 1.2034737765746537}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,807] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 161, 'learning_rate': 0.02030225410973652, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7781613833960102, 'colsample_bytree': 0.8173951844281722, 'gamma': 3.6851862124218853, 'reg_alpha': 0.6472633359049573, 'reg_lambda': 1.0286456717811263}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:00,960] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.11317924267764756, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.928617605644739, 'colsample_bytree': 0.9750268379348939, 'gamma': 1.3234677768013445, 'reg_alpha': 0.8400942225461776, 'reg_lambda': 0.7420665105903164}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:01,301] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.08631398770497384, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7070834493399025, 'colsample_bytree': 0.7792541468450532, 'gamma': 0.35429626107089973, 'reg_alpha': 0.2761590290726773, 'reg_lambda': 2.1763929187970423}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:01,495] Trial 39 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.21250926531284492, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.811199605731512, 'colsample_bytree': 0.6787097132744979, 'gamma': 1.7460190632594248, 'reg_alpha': 0.4254157756569448, 'reg_lambda': 2.5421716538230763}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:01,835] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.012929589649192413, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9472097202210487, 'colsample_bytree': 0.9455818379826136, 'gamma': 4.989928245119755, 'reg_alpha': 0.5185575916133722, 'reg_lambda': 1.2958611048912312}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,079] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.09221854973606519, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7107142636477015, 'colsample_bytree': 0.7717053894586104, 'gamma': 0.2873501287933578, 'reg_alpha': 0.2410343538574029, 'reg_lambda': 2.3988438966764685}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,333] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.15065596866583664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6616848740892239, 'colsample_bytree': 0.7125793264653955, 'gamma': 0.6589987008992515, 'reg_alpha': 0.1719318723761986, 'reg_lambda': 2.0793518804160285}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,680] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 198, 'learning_rate': 0.03276185286859295, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7219462540040223, 'colsample_bytree': 0.789444657583333, 'gamma': 0.09723252157535917, 'reg_alpha': 0.10430527301019843, 'reg_lambda': 1.7068043891481164}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:02,942] Trial 44 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 233, 'learning_rate': 0.12330254348240709, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9750142747770215, 'colsample_bytree': 0.7430654149546976, 'gamma': 1.0334596988047644, 'reg_alpha': 0.30180502645786583, 'reg_lambda': 2.1017345268161964}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,237] Trial 45 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.2699681597092491, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9757798344430484, 'colsample_bytree': 0.7135333102124541, 'gamma': 2.3259523945150464, 'reg_alpha': 0.3271049226894542, 'reg_lambda': 1.8596064794644276}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,444] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.12131786549991916, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9696510078215862, 'colsample_bytree': 0.7274509229320978, 'gamma': 2.886846019515644, 'reg_alpha': 0.4376774793318001, 'reg_lambda': 0.6535586774431634}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,826] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.19199124820147717, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9235591384151771, 'colsample_bytree': 0.7480007849766103, 'gamma': 2.0000636923878394, 'reg_alpha': 0.6345873374543728, 'reg_lambda': 2.063716390093338}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:03,979] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.14118542364314227, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9079528331962743, 'colsample_bytree': 0.6676617307762012, 'gamma': 1.0663506648660206, 'reg_alpha': 0.734571213240399, 'reg_lambda': 2.4009569303540617}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:04,234] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.293397003070075, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9425629471823898, 'colsample_bytree': 0.8494203748703568, 'gamma': 0.7640766563429994, 'reg_alpha': 0.4726191793843069, 'reg_lambda': 0.6403607439844394}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:04,407] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.2032928770759245, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.8619164946099194, 'colsample_bytree': 0.9275056642533298, 'gamma': 1.3199664518073597, 'reg_alpha': 0.5358293401100419, 'reg_lambda': 1.7653964969677591}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:04,720] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.06953727667586612, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7668428353615766, 'colsample_bytree': 0.7897378152238591, 'gamma': 0.00030806664865591464, 'reg_alpha': 0.26535634391017027, 'reg_lambda': 2.1853002357717366}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,067] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 203, 'learning_rate': 0.08845442496382618, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9827644238900852, 'colsample_bytree': 0.7678855857457145, 'gamma': 0.43104572749070946, 'reg_alpha': 0.3033772916087804, 'reg_lambda': 2.534373117645493}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,374] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.058739360520620024, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6332337852064911, 'colsample_bytree': 0.8052849612517451, 'gamma': 0.21243426390316897, 'reg_alpha': 0.20589286733684695, 'reg_lambda': 0.8218014644446191}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,695] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.05220231624300332, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9957149740119906, 'colsample_bytree': 0.8767280946035061, 'gamma': 0.5631603253280146, 'reg_alpha': 0.22615671051266087, 'reg_lambda': 0.7869682422384318}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:05,959] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 246, 'learning_rate': 0.050659074124590524, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6225017022551478, 'colsample_bytree': 0.80586792398993, 'gamma': 0.58093503115699, 'reg_alpha': 0.1430742717935578, 'reg_lambda': 0.8152680443123818}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:06,307] Trial 56 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.035287864458260244, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9998954664890521, 'colsample_bytree': 0.9121703748726885, 'gamma': 1.0336711835482444, 'reg_alpha': 0.16942242857380396, 'reg_lambda': 0.633541354347356}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:06,610] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 226, 'learning_rate': 0.034463132059072976, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9888297468014441, 'colsample_bytree': 0.6381384648824595, 'gamma': 0.9866127477871938, 'reg_alpha': 0.21556994009787048, 'reg_lambda': 0.6133453469777399}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:07,117] Trial 58 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.04143638848027031, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9655772574757165, 'colsample_bytree': 0.8816568317678456, 'gamma': 1.5443266136378748, 'reg_alpha': 0.07339922849251812, 'reg_lambda': 0.850373973823792}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:07,405] Trial 59 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.02791998197472164, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9983935761994991, 'colsample_bytree': 0.8623058000900196, 'gamma': 0.8481111833405115, 'reg_alpha': 0.11967047806363941, 'reg_lambda': 0.7472242080434236}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:07,772] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.06168925441859336, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999909860120791, 'colsample_bytree': 0.9161650259762801, 'gamma': 1.2046115244429179, 'reg_alpha': 0.1925153151310623, 'reg_lambda': 0.9896338895181942}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:08,058] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.046773269748065734, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9796335262193712, 'colsample_bytree': 0.9820183956157693, 'gamma': 0.5565432039008587, 'reg_alpha': 0.2195892512205682, 'reg_lambda': 0.5992853746957846}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:08,496] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.02055381827738965, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9423902171519648, 'colsample_bytree': 0.937196979777632, 'gamma': 0.18101471157300286, 'reg_alpha': 0.02197751988295993, 'reg_lambda': 1.1023478147407708}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:08,760] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.03993278857546241, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9811084684832138, 'colsample_bytree': 0.9570611350094954, 'gamma': 0.482068952361034, 'reg_alpha': 0.08525688702418233, 'reg_lambda': 2.984685133035444}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,133] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.052981938130728594, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9538253275448374, 'colsample_bytree': 0.9187807227610476, 'gamma': 0.7282182459294309, 'reg_alpha': 0.14639587542403343, 'reg_lambda': 0.7477428479529339}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,426] Trial 65 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.028807560604141278, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9724060601937875, 'colsample_bytree': 0.9987456322626614, 'gamma': 1.0107968087676604, 'reg_alpha': 0.6113594965396942, 'reg_lambda': 0.5409349146334538}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,781] Trial 66 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.06657088958739867, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9863288987576776, 'colsample_bytree': 0.9006407528411391, 'gamma': 0.19082650925572386, 'reg_alpha': 0.7027212751760625, 'reg_lambda': 0.8954739303316792}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:09,962] Trial 67 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 86, 'learning_rate': 0.0757383027503628, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7428290927612496, 'colsample_bytree': 0.852664457418123, 'gamma': 1.3933762138668786, 'reg_alpha': 0.1798785277372164, 'reg_lambda': 0.7032699759446461}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,202] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.07664370211522438, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7415175741142073, 'colsample_bytree': 0.8519357775832065, 'gamma': 1.480857839563095, 'reg_alpha': 0.1829660969365463, 'reg_lambda': 0.7097200087215598}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,407] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.05802870785994714, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6548664474524711, 'colsample_bytree': 0.8237105529777169, 'gamma': 1.353358322574639, 'reg_alpha': 0.24746082051746063, 'reg_lambda': 0.8308643213435584}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,637] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 213, 'learning_rate': 0.11023393988794138, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.6072733107355294, 'colsample_bytree': 0.8849716746057606, 'gamma': 1.1570383264889788, 'reg_alpha': 0.28973533481508595, 'reg_lambda': 0.9719878735950955}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:10,985] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 211, 'learning_rate': 0.1054483988188521, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.604351525619231, 'colsample_bytree': 0.880828200781906, 'gamma': 1.144510903081848, 'reg_alpha': 0.30810838471437113, 'reg_lambda': 1.1559228020390913}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:11,232] Trial 72 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.048644581918477474, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.624266922817779, 'colsample_bytree': 0.8490740037682569, 'gamma': 1.5919323965066954, 'reg_alpha': 0.1403239415260027, 'reg_lambda': 1.0125602763837886}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:11,644] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.16743580017152382, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.632838859682138, 'colsample_bytree': 0.8866722631652331, 'gamma': 0.841994247220883, 'reg_alpha': 0.22744171796142276, 'reg_lambda': 0.929852462809696}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:11,863] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.17293370159812962, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.788841703381317, 'colsample_bytree': 0.9058432898823584, 'gamma': 1.8437043552090708, 'reg_alpha': 0.36144745288467617, 'reg_lambda': 0.9845278923508882}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,243] Trial 75 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.12529978843903716, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6541146567358519, 'colsample_bytree': 0.8827423953953886, 'gamma': 1.2456527430779876, 'reg_alpha': 0.28361449744256556, 'reg_lambda': 1.0787836068585397}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,458] Trial 76 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 169, 'learning_rate': 0.16234490586756983, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6155616590189055, 'colsample_bytree': 0.8633476326433487, 'gamma': 0.8960738356753641, 'reg_alpha': 0.04968978250420858, 'reg_lambda': 0.9337539852288941}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,785] Trial 77 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 108, 'learning_rate': 0.1075713819082121, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6423774323946982, 'colsample_bytree': 0.8938028701319252, 'gamma': 0.8119368019398492, 'reg_alpha': 0.3321768613023048, 'reg_lambda': 1.2670080061855504}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:12,990] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.14042303041831425, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8405585563054107, 'colsample_bytree': 0.938932286787988, 'gamma': 1.046290242887168, 'reg_alpha': 0.2340048911381829, 'reg_lambda': 0.5725156558987509}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:13,274] Trial 79 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.09844528259744381, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.6852109475349403, 'colsample_bytree': 0.8712321033755281, 'gamma': 0.6228761912056674, 'reg_alpha': 0.167178717841894, 'reg_lambda': 0.6958664293279551}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:13,486] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.11785949608377251, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6693202707400573, 'colsample_bytree': 0.9247664319031256, 'gamma': 1.6680983838300447, 'reg_alpha': 0.3971759385496865, 'reg_lambda': 1.4123756034936208}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:13,823] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.07235446323201622, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6406184290084477, 'colsample_bytree': 0.8155799650800826, 'gamma': 0.9629056958956219, 'reg_alpha': 0.259445873341969, 'reg_lambda': 0.7858498412713943}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:14,058] Trial 82 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.0623418704679396, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6101582436036411, 'colsample_bytree': 0.908584889358183, 'gamma': 0.6863224422953749, 'reg_alpha': 0.19708014720309938, 'reg_lambda': 0.8901390521590471}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:14,427] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.08198930554110996, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6341879368024697, 'colsample_bytree': 0.8346126608422679, 'gamma': 1.3718792923703207, 'reg_alpha': 0.2184778496705652, 'reg_lambda': 1.1962932606034795}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:14,770] Trial 84 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.17622818003267904, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6009069396126291, 'colsample_bytree': 0.8883622161431939, 'gamma': 1.1334464166799219, 'reg_alpha': 0.10052478184026976, 'reg_lambda': 0.7922887802655137}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,060] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.037484874828715126, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9902925774835751, 'colsample_bytree': 0.8567209831034824, 'gamma': 0.3852908221220537, 'reg_alpha': 0.15724747000737907, 'reg_lambda': 0.8602170307064149}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,365] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.1573437389967086, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7575586513168219, 'colsample_bytree': 0.7320598861915065, 'gamma': 3.5794445310597296, 'reg_alpha': 0.29022374629173053, 'reg_lambda': 0.674904739806262}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,591] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.044430931302089735, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9655332053679678, 'colsample_bytree': 0.8014169009974123, 'gamma': 0.7557927181678372, 'reg_alpha': 0.12176512881217692, 'reg_lambda': 0.9618753219579196}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:15,831] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.25056650428796035, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7211828618964459, 'colsample_bytree': 0.9444535001334206, 'gamma': 0.542970862409967, 'reg_alpha': 0.5770990116717383, 'reg_lambda': 1.0505550338916938}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,125] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.1341641838657215, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6315011610974433, 'colsample_bytree': 0.8415038586085619, 'gamma': 2.126873940146375, 'reg_alpha': 0.6500584646859476, 'reg_lambda': 0.7461816278509106}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,318] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.21582279128069506, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.7998329755927331, 'colsample_bytree': 0.9017218669198455, 'gamma': 1.2347299021801676, 'reg_alpha': 0.23470288706274142, 'reg_lambda': 0.6067872028663902}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,584] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.07748300606838006, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6343437420465561, 'colsample_bytree': 0.8120364989080522, 'gamma': 1.4050836382862508, 'reg_alpha': 0.20936907457477372, 'reg_lambda': 1.1890949901370376}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:16,892] Trial 92 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 145, 'learning_rate': 0.08281744306231295, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6136167252874412, 'colsample_bytree': 0.8283447631536838, 'gamma': 0.8473536324980412, 'reg_alpha': 0.19025868654187622, 'reg_lambda': 1.1300223022834002}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:17,205] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 225, 'learning_rate': 0.09169019996815231, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6970832125905846, 'colsample_bytree': 0.8418089977569557, 'gamma': 1.0280082050187944, 'reg_alpha': 0.34024341748112186, 'reg_lambda': 0.885677894201888}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:17,539] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.05873797398409683, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9907763784551618, 'colsample_bytree': 0.8751993422034758, 'gamma': 4.02983248615885, 'reg_alpha': 0.22423852634870167, 'reg_lambda': 0.945110185578608}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:17,849] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.19313704899673023, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6470439968242736, 'colsample_bytree': 0.8359201506692061, 'gamma': 2.6013779274030595, 'reg_alpha': 0.25328514405248714, 'reg_lambda': 0.8253687513587155}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,084] Trial 96 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 79, 'learning_rate': 0.01667364939861195, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.6656240174969141, 'colsample_bytree': 0.6925967262037427, 'gamma': 1.3193403045001368, 'reg_alpha': 0.27618209997277166, 'reg_lambda': 1.0691681698431807}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,236] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.05379565710245865, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6221166631973223, 'colsample_bytree': 0.8688286904600551, 'gamma': 0.11740562647488523, 'reg_alpha': 0.1754915600925705, 'reg_lambda': 0.6593688301636558}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,563] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.06721904128092973, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9767024943350202, 'colsample_bytree': 0.923800711983947, 'gamma': 0.6503747553284501, 'reg_alpha': 0.20595412185073436, 'reg_lambda': 1.242153464081856}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,736] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.08307701917299626, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6784325310489796, 'colsample_bytree': 0.8576648624184039, 'gamma': 0.323540713216895, 'reg_alpha': 0.3044438754733939, 'reg_lambda': 1.6107820971433418}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:18,922] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.22333267107786728, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9531653263724604, 'colsample_bytree': 0.9100813742811565, 'gamma': 0.4704425064880423, 'reg_alpha': 0.12967607785702667, 'reg_lambda': 1.9870250568992471}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,163] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 95, 'learning_rate': 0.2777973634381115, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9633764990615652, 'colsample_bytree': 0.9657466545582396, 'gamma': 0.19323914877078163, 'reg_alpha': 0.49355348618573514, 'reg_lambda': 0.5071171524567037}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,398] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.2666945785409382, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9982518253784236, 'colsample_bytree': 0.9555042119878427, 'gamma': 0.9410137592040779, 'reg_alpha': 0.45661846822228935, 'reg_lambda': 0.5816018041674842}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,690] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 245, 'learning_rate': 0.11294726348887127, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9861769308782533, 'colsample_bytree': 0.7826157790757692, 'gamma': 1.1367564615906067, 'reg_alpha': 0.6266151916317778, 'reg_lambda': 1.3345006860657926}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:19,881] Trial 104 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.18828783538087518, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9731146590681667, 'colsample_bytree': 0.8871137255227952, 'gamma': 0.3860671923642211, 'reg_alpha': 0.38552468695936576, 'reg_lambda': 0.7802827165874262}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,107] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 83, 'learning_rate': 0.09775057698089855, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9464027583877607, 'colsample_bytree': 0.9362913549282567, 'gamma': 0.250295515223381, 'reg_alpha': 0.6838786773913068, 'reg_lambda': 0.7118863428118569}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,403] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.15023763416686092, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8117683850183509, 'colsample_bytree': 0.9859904192877994, 'gamma': 0.7739430837238296, 'reg_alpha': 0.5712502740064842, 'reg_lambda': 0.9051634945517051}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,791] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.030258774167893285, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9369958234499738, 'colsample_bytree': 0.7967866254199201, 'gamma': 1.4370614900598169, 'reg_alpha': 0.5273927402634473, 'reg_lambda': 1.0235358703927453}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:20,955] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.024152091011512923, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6520893829891606, 'colsample_bytree': 0.972495808406335, 'gamma': 1.243238250085116, 'reg_alpha': 0.5114208753577949, 'reg_lambda': 1.7868861882711577}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,244] Trial 109 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.0729471676278663, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6382034338693545, 'colsample_bytree': 0.8971957806820241, 'gamma': 0.12514572971872562, 'reg_alpha': 0.15725872646338487, 'reg_lambda': 0.6422284461227966}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,467] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.23479438255302063, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9835476005773846, 'colsample_bytree': 0.8473919929787758, 'gamma': 0.4647597826978262, 'reg_alpha': 0.5552008172595643, 'reg_lambda': 0.8545438926405925}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,758] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.20428022135167528, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8897223196712792, 'colsample_bytree': 0.9152368074591603, 'gamma': 0.08212762958189446, 'reg_alpha': 0.7560206425294524, 'reg_lambda': 1.1776710218525854}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:21,978] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.2200279198848703, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9935537487029378, 'colsample_bytree': 0.8947839493931706, 'gamma': 0.29246190757544627, 'reg_alpha': 0.2603560277669822, 'reg_lambda': 2.28798243805434}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:22,270] Trial 113 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.2634802074227921, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8700484068446805, 'colsample_bytree': 0.822053937238153, 'gamma': 0.5993262307089618, 'reg_alpha': 0.42419413094417474, 'reg_lambda': 1.5351995387943103}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:22,469] Trial 114 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 132, 'learning_rate': 0.1282027490616379, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.918112854122708, 'colsample_bytree': 0.9497016763899842, 'gamma': 2.876848570814019, 'reg_alpha': 0.5971477162069888, 'reg_lambda': 0.9662152876908591}. Best is trial 19 with value: 0.7678571428571428.
[I 2025-11-03 20:02:22,747] Trial 115 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.24435852014677711, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9990501239898352, 'colsample_bytree': 0.87652587595035, 'gamma': 0.033987724416603554, 'reg_alpha': 0.22931057739252544, 'reg_lambda': 0.7145042379062305}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:22,963] Trial 116 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 166, 'learning_rate': 0.06292132591611026, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9604141907683923, 'colsample_bytree': 0.8718947973033773, 'gamma': 0.05315872164066457, 'reg_alpha': 0.8112967557291616, 'reg_lambda': 0.551613344048443}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:23,255] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.29287519648147253, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9987570727989624, 'colsample_bytree': 0.8804173145254168, 'gamma': 0.904585058925419, 'reg_alpha': 0.23302938320306388, 'reg_lambda': 0.7154050886500809}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:23,500] Trial 118 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.18102679723477597, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9703140360215109, 'colsample_bytree': 0.9312102031508851, 'gamma': 0.01791645361493124, 'reg_alpha': 0.1855117101170738, 'reg_lambda': 0.7692030962981312}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:23,717] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.16581383346511086, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.968598478023682, 'colsample_bytree': 0.8620141491779776, 'gamma': 1.0751104142978123, 'reg_alpha': 0.1805990157642573, 'reg_lambda': 0.817471614729957}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,019] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.18246989454101192, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6259146169376293, 'colsample_bytree': 0.9274010091713191, 'gamma': 1.618585877126565, 'reg_alpha': 0.2006403001477245, 'reg_lambda': 0.7946669309273988}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,287] Trial 121 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 154, 'learning_rate': 0.25004861674849127, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9815034308721425, 'colsample_bytree': 0.9198120204447173, 'gamma': 0.013904054033924973, 'reg_alpha': 0.21744788655625497, 'reg_lambda': 0.6241750689978953}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,514] Trial 122 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 177, 'learning_rate': 0.20481937020708807, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9792780499297941, 'colsample_bytree': 0.9086669698200329, 'gamma': 0.015623067973104754, 'reg_alpha': 0.24609050315476433, 'reg_lambda': 0.755094472943531}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:24,784] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.20241005356327169, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.982508133663445, 'colsample_bytree': 0.9053331551302743, 'gamma': 0.19720891965565976, 'reg_alpha': 0.2947896319428779, 'reg_lambda': 0.6847996529062238}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,021] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 152, 'learning_rate': 0.2441885368734359, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9900022582206731, 'colsample_bytree': 0.9182881635825306, 'gamma': 1.7943737315850172, 'reg_alpha': 0.24482404310884015, 'reg_lambda': 0.6209549316935782}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,140] Trial 125 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 24, 'learning_rate': 0.22731846234666953, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.980961661067238, 'colsample_bytree': 0.886672479436434, 'gamma': 0.35723545658991573, 'reg_alpha': 0.21919765822292941, 'reg_lambda': 0.9188168055040922}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,385] Trial 126 finished with value: 0.761904761904762 and parameters: {'n_estimators': 165, 'learning_rate': 0.2566498181662336, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9905105834680294, 'colsample_bytree': 0.8787238230534448, 'gamma': 0.48404709387422906, 'reg_alpha': 0.2623465485041612, 'reg_lambda': 0.7378770701088597}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:25,607] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.25654100733979934, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9917672858819274, 'colsample_bytree': 0.8796201179034783, 'gamma': 0.6969054506438938, 'reg_alpha': 0.32109394607360636, 'reg_lambda': 0.8472409947404924}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,018] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.20742877914865393, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9768127780809767, 'colsample_bytree': 0.7395516567492519, 'gamma': 0.4879018531801611, 'reg_alpha': 0.27260789473886393, 'reg_lambda': 0.7194728458499831}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,224] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.2499166445914263, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.95452385070691, 'colsample_bytree': 0.8990058291007588, 'gamma': 0.24285973000485261, 'reg_alpha': 0.3574244030677395, 'reg_lambda': 0.7572239257900483}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,442] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.22280786706275804, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.72935680628188, 'colsample_bytree': 0.7681835571920699, 'gamma': 0.8152919473270397, 'reg_alpha': 0.2574229759488846, 'reg_lambda': 0.6597079798847565}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:26,774] Trial 131 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 250, 'learning_rate': 0.03793709352344412, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9989772090531606, 'colsample_bytree': 0.9118172599372565, 'gamma': 0.16355255556961473, 'reg_alpha': 0.22460189942613434, 'reg_lambda': 0.983091799171479}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,016] Trial 132 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.14381906420993062, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9863602616908878, 'colsample_bytree': 0.8907990789021774, 'gamma': 0.6125062365984184, 'reg_alpha': 0.20504281320931242, 'reg_lambda': 0.5645249163477455}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,295] Trial 133 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.19583381331070332, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9744297660850055, 'colsample_bytree': 0.8676503833364346, 'gamma': 0.518909389110007, 'reg_alpha': 0.16708291351427743, 'reg_lambda': 0.8720478339973301}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,534] Trial 134 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 187, 'learning_rate': 0.1989827348047367, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9754021591194512, 'colsample_bytree': 0.8666056836416423, 'gamma': 0.40586898505196706, 'reg_alpha': 0.10605221619080125, 'reg_lambda': 0.879797482643728}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:27,867] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.1688007894561482, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9744846870448926, 'colsample_bytree': 0.875300029408414, 'gamma': 0.42622776706468096, 'reg_alpha': 0.16026309178024062, 'reg_lambda': 0.877856021709336}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,098] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 189, 'learning_rate': 0.16040107323995687, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9580480296984324, 'colsample_bytree': 0.8676536103420751, 'gamma': 0.42611517474934024, 'reg_alpha': 0.10109579139299613, 'reg_lambda': 0.861885523393867}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,383] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.15347380380570147, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9617881387346247, 'colsample_bytree': 0.8570755356723921, 'gamma': 0.5406562658299465, 'reg_alpha': 0.10338641732913868, 'reg_lambda': 0.7427252641419}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,614] Trial 138 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.159226905086917, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9621984495695858, 'colsample_bytree': 0.8558649606764501, 'gamma': 0.5932766006220217, 'reg_alpha': 0.04938552630245531, 'reg_lambda': 0.6218070145818478}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:28,929] Trial 139 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.15716071460460884, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.956265175411634, 'colsample_bytree': 0.8665094304118681, 'gamma': 0.5247448699527443, 'reg_alpha': 0.06911108960448259, 'reg_lambda': 0.7481808530236264}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,159] Trial 140 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.19272326107451063, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9366554476247734, 'colsample_bytree': 0.8532188476683265, 'gamma': 0.5866724043339885, 'reg_alpha': 0.05045180980576634, 'reg_lambda': 0.6894045417138644}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,476] Trial 141 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 181, 'learning_rate': 0.19019872838940144, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9622515540095368, 'colsample_bytree': 0.8525412234160162, 'gamma': 0.3534219584082807, 'reg_alpha': 0.04481990167626352, 'reg_lambda': 2.677026896186938}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,710] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.19565447828853538, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9479553697640758, 'colsample_bytree': 0.8574187853166477, 'gamma': 0.3533057868902653, 'reg_alpha': 0.0044076002690809635, 'reg_lambda': 2.843219510279315}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:29,988] Trial 143 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.19582045839724727, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9379272003099768, 'colsample_bytree': 0.8552008106406882, 'gamma': 0.3601839508658916, 'reg_alpha': 0.005517896306182741, 'reg_lambda': 2.702634048475067}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:30,250] Trial 144 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 181, 'learning_rate': 0.17786043367262447, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9381147459267558, 'colsample_bytree': 0.8451458612116736, 'gamma': 0.003206866854442731, 'reg_alpha': 0.0504611808281795, 'reg_lambda': 2.6117723970495947}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,078] Trial 145 finished with value: 0.755952380952381 and parameters: {'n_estimators': 192, 'learning_rate': 0.1781246678216339, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9250666223536029, 'colsample_bytree': 0.847649878504224, 'gamma': 0.0048865814661004595, 'reg_alpha': 0.04780994142720581, 'reg_lambda': 2.615406388994892}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,328] Trial 146 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 182, 'learning_rate': 0.18949262431793668, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9333595515600859, 'colsample_bytree': 0.8536664685250884, 'gamma': 0.3212233658942782, 'reg_alpha': 0.03635328856610193, 'reg_lambda': 2.729927915794343}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,570] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 183, 'learning_rate': 0.1916851421266671, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9296293773971999, 'colsample_bytree': 0.8427407990700947, 'gamma': 0.24388665934876458, 'reg_alpha': 0.019682762584035448, 'reg_lambda': 2.692142965491339}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:31,888] Trial 148 finished with value: 0.755952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.20604366346404587, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9132440840375491, 'colsample_bytree': 0.8515098728403716, 'gamma': 0.1267363182100082, 'reg_alpha': 0.08910241790477648, 'reg_lambda': 2.788029145506241}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:32,188] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 190, 'learning_rate': 0.15502550333239118, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9357138624430729, 'colsample_bytree': 0.828241169334193, 'gamma': 0.3189450545360418, 'reg_alpha': 0.03503933201080793, 'reg_lambda': 2.7232498189943617}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:32,552] Trial 150 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 175, 'learning_rate': 0.18169625860851576, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9418981485802438, 'colsample_bytree': 0.8576564435642106, 'gamma': 0.11213001741329877, 'reg_alpha': 0.057715413453529825, 'reg_lambda': 2.9659549860531427}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:32,805] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.18083256436022818, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9373809006828695, 'colsample_bytree': 0.8584561545062587, 'gamma': 0.09068098149657644, 'reg_alpha': 0.05289749986773561, 'reg_lambda': 2.909212940324625}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,114] Trial 152 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.2133611627069273, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.949055590054732, 'colsample_bytree': 0.8372398422782154, 'gamma': 0.3949785539052706, 'reg_alpha': 0.1108386511524482, 'reg_lambda': 2.5779834345175567}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,353] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.1916314561723637, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9610486079209475, 'colsample_bytree': 0.8614740890374818, 'gamma': 0.2547663081188956, 'reg_alpha': 0.0797660778338217, 'reg_lambda': 2.658566483259291}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,711] Trial 154 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 169, 'learning_rate': 0.16891026073905843, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9425135021700177, 'colsample_bytree': 0.867724025541686, 'gamma': 0.15024244991418464, 'reg_alpha': 0.02670328812941395, 'reg_lambda': 2.8835948385180603}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:33,941] Trial 155 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 186, 'learning_rate': 0.143391905423692, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9587949132637991, 'colsample_bytree': 0.8530903178477552, 'gamma': 0.002373920440567834, 'reg_alpha': 0.005169665492175768, 'reg_lambda': 2.9620660722282026}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:34,276] Trial 156 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.13667670509403917, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9643934701761414, 'colsample_bytree': 0.8457264760920916, 'gamma': 0.0023245835240807058, 'reg_alpha': 0.06287867106202338, 'reg_lambda': 2.9813540371674354}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:34,517] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 187, 'learning_rate': 0.16082741205657433, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.957082967807598, 'colsample_bytree': 0.8326271022748267, 'gamma': 0.12274416817875046, 'reg_alpha': 0.0037925141825662784, 'reg_lambda': 2.957987690132281}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:34,749] Trial 158 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.14633856245355217, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9600281461558445, 'colsample_bytree': 0.8668337801532165, 'gamma': 0.1637677387424187, 'reg_alpha': 0.006117183776869789, 'reg_lambda': 2.9327237438984586}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,075] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.14649817931992543, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.949373437312691, 'colsample_bytree': 0.8683938236899911, 'gamma': 0.16253315201217552, 'reg_alpha': 0.0027140180281476148, 'reg_lambda': 2.9418798906215398}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,308] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.1472890462829244, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9677848656365869, 'colsample_bytree': 0.8327494601117321, 'gamma': 0.10887628998860227, 'reg_alpha': 0.08236476158022053, 'reg_lambda': 2.9346125839748303}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,622] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.16176679712363828, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9576223209156594, 'colsample_bytree': 0.8531991058215165, 'gamma': 0.4310264852043044, 'reg_alpha': 0.01682582429347038, 'reg_lambda': 2.837221626630075}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:35,855] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.23812342337823825, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9627175424213373, 'colsample_bytree': 0.8631541881282592, 'gamma': 0.2739362532500295, 'reg_alpha': 0.10162798158522185, 'reg_lambda': 2.7811185219726764}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,185] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.13217208130170222, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.970844175416788, 'colsample_bytree': 0.8714862163767345, 'gamma': 0.6122782981745583, 'reg_alpha': 0.028125928168307654, 'reg_lambda': 2.9916392333404676}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,393] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 168, 'learning_rate': 0.15749029796721237, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9551228721528143, 'colsample_bytree': 0.8560289780347231, 'gamma': 0.5394148629528395, 'reg_alpha': 0.12813528040763872, 'reg_lambda': 2.808715568849817}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,667] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 185, 'learning_rate': 0.2014944997057052, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.97704958653749, 'colsample_bytree': 0.8635902064183661, 'gamma': 0.23573633933867474, 'reg_alpha': 0.0024616530757630706, 'reg_lambda': 2.938384172335179}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:36,889] Trial 166 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 191, 'learning_rate': 0.20995148818383655, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9791703107105316, 'colsample_bytree': 0.8395739269656228, 'gamma': 0.2050431123027694, 'reg_alpha': 0.000986105944556676, 'reg_lambda': 2.935946603010237}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:37,240] Trial 167 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 185, 'learning_rate': 0.20908370034763, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9768620143864122, 'colsample_bytree': 0.8399616117044907, 'gamma': 0.2150763915905844, 'reg_alpha': 0.0014403836280318463, 'reg_lambda': 2.9008283137095656}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:37,519] Trial 168 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 185, 'learning_rate': 0.22268751847615406, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9786291656608868, 'colsample_bytree': 0.8251568337574282, 'gamma': 0.20113736274539462, 'reg_alpha': 0.0037410758025503677, 'reg_lambda': 2.863955289768402}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:37,828] Trial 169 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 174, 'learning_rate': 0.2095700736019901, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9736406732526379, 'colsample_bytree': 0.8379825436758739, 'gamma': 0.10955441546983863, 'reg_alpha': 0.017969543496394333, 'reg_lambda': 2.938280291605696}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:38,070] Trial 170 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 172, 'learning_rate': 0.2136971665296196, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9837085804695903, 'colsample_bytree': 0.8175850982006956, 'gamma': 0.09290362983873152, 'reg_alpha': 0.00504588662199226, 'reg_lambda': 2.9414471412298906}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:38,366] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 171, 'learning_rate': 0.21138987018170663, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9846650401066791, 'colsample_bytree': 0.8148102972671104, 'gamma': 0.09582471221057101, 'reg_alpha': 0.004419865371337943, 'reg_lambda': 2.944849985394867}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:38,730] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 176, 'learning_rate': 0.23597225967495503, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9704429332079241, 'colsample_bytree': 0.8387033424925993, 'gamma': 0.10068977619049133, 'reg_alpha': 0.027485544834031463, 'reg_lambda': 2.891328547032511}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,053] Trial 173 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 176, 'learning_rate': 0.23835866006343912, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9700688853555257, 'colsample_bytree': 0.8388162332674601, 'gamma': 0.19620889774250844, 'reg_alpha': 0.027371925266714787, 'reg_lambda': 2.8955743658622897}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,274] Trial 174 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.23894728263139173, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9702157105921936, 'colsample_bytree': 0.8375133511148787, 'gamma': 0.18616866733708684, 'reg_alpha': 0.029497149041352616, 'reg_lambda': 2.8842192469621577}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,491] Trial 175 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 174, 'learning_rate': 0.23020009117978477, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.969270214029343, 'colsample_bytree': 0.8075258919342685, 'gamma': 0.24487399905361107, 'reg_alpha': 0.06210025681699487, 'reg_lambda': 2.9912668690378523}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:39,826] Trial 176 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 175, 'learning_rate': 0.27953185351318927, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9457036104034112, 'colsample_bytree': 0.8222966562940112, 'gamma': 0.10118537926935328, 'reg_alpha': 0.00046608994608777956, 'reg_lambda': 2.987761396381163}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,053] Trial 177 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 173, 'learning_rate': 0.2749187189530148, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9429750184788548, 'colsample_bytree': 0.808777856239302, 'gamma': 0.2626862546703392, 'reg_alpha': 0.06790607708046002, 'reg_lambda': 2.9952671378432614}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,369] Trial 178 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.2809316246781019, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9481656275046018, 'colsample_bytree': 0.8060606786434151, 'gamma': 0.2884691275256358, 'reg_alpha': 0.06496860707666165, 'reg_lambda': 2.994972100568961}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,587] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.2624876288417527, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9428255205791037, 'colsample_bytree': 0.8105860203529868, 'gamma': 0.062022143980492106, 'reg_alpha': 0.053566016336556777, 'reg_lambda': 2.9105321599025102}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:40,933] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.2924141233843463, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9288999702383094, 'colsample_bytree': 0.8207899482486999, 'gamma': 0.25368213197196154, 'reg_alpha': 0.0005173736411958809, 'reg_lambda': 2.844091266958282}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:41,177] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 175, 'learning_rate': 0.23569627564103485, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9191758689905609, 'colsample_bytree': 0.8199715804815991, 'gamma': 0.1883832198018707, 'reg_alpha': 0.027564193468375145, 'reg_lambda': 2.903398602774365}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:41,511] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.27584039787473186, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9200570601787286, 'colsample_bytree': 0.7982501913707178, 'gamma': 0.12292203953335129, 'reg_alpha': 0.03693760532039279, 'reg_lambda': 2.9355536796938186}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:41,816] Trial 183 finished with value: 0.744047619047619 and parameters: {'n_estimators': 159, 'learning_rate': 0.22516011797772098, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9439282571314631, 'colsample_bytree': 0.8165664448346731, 'gamma': 0.2516020685282271, 'reg_alpha': 0.07071291087461203, 'reg_lambda': 2.991263272540946}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:42,237] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.2427847876015225, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9516155192597336, 'colsample_bytree': 0.8264860254091821, 'gamma': 0.09578560318298196, 'reg_alpha': 0.020820988274760685, 'reg_lambda': 2.7932518556142902}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:42,625] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 171, 'learning_rate': 0.21930965872068428, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9816253284765036, 'colsample_bytree': 0.8076392603151692, 'gamma': 0.0005114467756768548, 'reg_alpha': 0.04498342316420943, 'reg_lambda': 2.889016035429556}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:42,861] Trial 186 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 178, 'learning_rate': 0.25692875713371033, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.909638062801247, 'colsample_bytree': 0.7917282407581626, 'gamma': 0.3243107454665404, 'reg_alpha': 0.017425001911381112, 'reg_lambda': 2.945706837190739}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:43,217] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.2492908265555385, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.901860690245866, 'colsample_bytree': 0.8190584006301598, 'gamma': 0.19018929901367634, 'reg_alpha': 0.024346433124615322, 'reg_lambda': 2.941788721415837}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:43,435] Trial 188 finished with value: 0.755952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.26625334009679136, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9694801649857797, 'colsample_bytree': 0.7901729424240465, 'gamma': 0.28000728436580086, 'reg_alpha': 0.06201414262005989, 'reg_lambda': 2.9984830959790036}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:43,836] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.23091095747329327, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9130551953580185, 'colsample_bytree': 0.7843611665934103, 'gamma': 0.10347336732304394, 'reg_alpha': 0.0396810404666668, 'reg_lambda': 2.8501614826261514}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,069] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.2704843537764634, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9775150083290958, 'colsample_bytree': 0.7991793390345825, 'gamma': 0.2410554024541101, 'reg_alpha': 0.07919402218501563, 'reg_lambda': 2.91128068787218}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,291] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.2988893149695844, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9290822840746098, 'colsample_bytree': 0.8406715808390295, 'gamma': 0.3536342269436041, 'reg_alpha': 0.00041000986889833026, 'reg_lambda': 2.944920664333554}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,652] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.2126204941822888, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9216804264888664, 'colsample_bytree': 0.8252515923747672, 'gamma': 0.3384266900004175, 'reg_alpha': 0.02028896114450682, 'reg_lambda': 2.830320735472219}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:44,850] Trial 193 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.24915981127410283, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9377616063517371, 'colsample_bytree': 0.8348188423907577, 'gamma': 3.202575459991619, 'reg_alpha': 0.01971116217771223, 'reg_lambda': 2.912127717586482}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,137] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.22900499653694406, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9878611495712445, 'colsample_bytree': 0.845808138928397, 'gamma': 0.17483229358283667, 'reg_alpha': 0.0474724077307458, 'reg_lambda': 2.998713390871598}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,437] Trial 195 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 176, 'learning_rate': 0.20235751794202347, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9675976747429332, 'colsample_bytree': 0.7773729126752813, 'gamma': 0.09084396538723469, 'reg_alpha': 0.018445660418074987, 'reg_lambda': 2.7613128552510604}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,691] Trial 196 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 167, 'learning_rate': 0.20899500596744877, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9658250307887143, 'colsample_bytree': 0.7923238778684445, 'gamma': 0.006325705338442844, 'reg_alpha': 0.05689324209403276, 'reg_lambda': 2.765633938423445}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:45,916] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.2132697646933257, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9672725951296854, 'colsample_bytree': 0.7594134950056136, 'gamma': 0.0032990243836712105, 'reg_alpha': 0.032979301898304475, 'reg_lambda': 2.8668433397054858}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:46,239] Trial 198 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 156, 'learning_rate': 0.2547935607538775, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.975195108214465, 'colsample_bytree': 0.7796170844265948, 'gamma': 0.1035982784785315, 'reg_alpha': 0.06500763181493487, 'reg_lambda': 2.7810903850970394}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:46,448] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.2588671948858535, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9803210652308008, 'colsample_bytree': 0.7850326810418027, 'gamma': 0.10445104169682229, 'reg_alpha': 0.06904781773546775, 'reg_lambda': 2.9461959807445406}. Best is trial 115 with value: 0.8035714285714286.
[I 2025-11-03 20:02:46,451] A new study created in memory with name: no-name-ee9df323-8cf4-4375-9ab0-576d317de3b8
[I 2025-11-03 20:02:46,767] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.03540704001279043, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8363966108976576, 'colsample_bytree': 0.653940442943468, 'gamma': 4.536105758374957, 'reg_alpha': 0.7030757332835457, 'reg_lambda': 1.568354872761736}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:02:46,988] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 33, 'learning_rate': 0.019895544884651496, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6603166413195213, 'colsample_bytree': 0.936342313822687, 'gamma': 2.4369109200789536, 'reg_alpha': 0.4376003652653754, 'reg_lambda': 0.7506590620756599}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:02:47,217] Trial 2 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.03440586296840015, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7759854435426127, 'colsample_bytree': 0.7734277133318933, 'gamma': 1.5677044645501463, 'reg_alpha': 0.7919150578340157, 'reg_lambda': 1.4716425883721036}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:47,275] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.10131483874826484, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.6839974102332298, 'colsample_bytree': 0.7936561617226923, 'gamma': 3.5940429609065965, 'reg_alpha': 0.17978940197672433, 'reg_lambda': 0.5602791345942272}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:47,710] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 57, 'learning_rate': 0.10378367829183954, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7722067432941649, 'colsample_bytree': 0.8639178409746628, 'gamma': 0.632684845329709, 'reg_alpha': 0.024880149057306733, 'reg_lambda': 0.6347193983705952}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:47,918] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.023787796703303558, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.6259961774664263, 'colsample_bytree': 0.8156941947275943, 'gamma': 4.880931941556377, 'reg_alpha': 0.600133726908741, 'reg_lambda': 2.178002461804609}. Best is trial 2 with value: 0.7261904761904762.
[I 2025-11-03 20:02:48,304] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.02321934917847714, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7635258376585159, 'colsample_bytree': 0.9899459736925891, 'gamma': 1.804669808900139, 'reg_alpha': 0.4267985864899403, 'reg_lambda': 1.5671949192363661}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:48,382] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.1667514720375881, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.6818395824391674, 'colsample_bytree': 0.7175081234882518, 'gamma': 4.133256130058163, 'reg_alpha': 0.9777535478982742, 'reg_lambda': 1.4257717915522725}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:48,811] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 213, 'learning_rate': 0.15326090292909414, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9036495724519906, 'colsample_bytree': 0.6050078961689825, 'gamma': 2.4147194633667373, 'reg_alpha': 0.4728989873042806, 'reg_lambda': 1.2334251330733625}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,041] Trial 9 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.03594266374465959, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6890227489044225, 'colsample_bytree': 0.7421668370819895, 'gamma': 2.9389088365358713, 'reg_alpha': 0.3189933417629336, 'reg_lambda': 2.4565653277846966}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,338] Trial 10 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 155, 'learning_rate': 0.01078515146385319, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9996399834283244, 'colsample_bytree': 0.9747076477351382, 'gamma': 0.354640447315409, 'reg_alpha': 0.2685485511200013, 'reg_lambda': 2.931839732300448}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,599] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.01270382898445655, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7771737525194228, 'colsample_bytree': 0.8970498602501791, 'gamma': 1.4424425603336775, 'reg_alpha': 0.8603862060002583, 'reg_lambda': 1.9807734671392625}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:49,787] Trial 12 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 110, 'learning_rate': 0.053846560347591804, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8402935844752308, 'colsample_bytree': 0.8279272245475848, 'gamma': 1.4096410450008419, 'reg_alpha': 0.7318262659083303, 'reg_lambda': 1.1346624240845986}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:50,020] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.022039378553211662, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7659430170271887, 'colsample_bytree': 0.9866536942451616, 'gamma': 1.55721992180053, 'reg_alpha': 0.5994946120810858, 'reg_lambda': 1.9219242881716858}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:02:50,282] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.05891535794144053, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8907795845903819, 'colsample_bytree': 0.746308202934893, 'gamma': 1.9064426301174378, 'reg_alpha': 0.8318397989771666, 'reg_lambda': 1.0539394443458945}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:50,557] Trial 15 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 84, 'learning_rate': 0.2992313570538538, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.928635700326495, 'colsample_bytree': 0.7009816360224175, 'gamma': 2.862869392117551, 'reg_alpha': 0.9034074392944806, 'reg_lambda': 1.075045151586726}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:50,853] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.07947975069744057, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8959431643604902, 'colsample_bytree': 0.8802866945376758, 'gamma': 2.039968940364716, 'reg_alpha': 0.5629082773825008, 'reg_lambda': 1.0069640142461485}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:51,031] Trial 17 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.056556390854122104, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8413602489713611, 'colsample_bytree': 0.6764509209207676, 'gamma': 0.9696263045337778, 'reg_alpha': 0.37868280600904347, 'reg_lambda': 1.8049619578576377}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:51,391] Trial 18 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 198, 'learning_rate': 0.01515955157724893, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7252156418355474, 'colsample_bytree': 0.9303797847535844, 'gamma': 3.3905038743252156, 'reg_alpha': 0.21548429489317938, 'reg_lambda': 0.8412327777955113}. Best is trial 14 with value: 0.75.
[I 2025-11-03 20:02:51,654] Trial 19 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.05096871536467017, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9742762258568741, 'colsample_bytree': 0.765217989367468, 'gamma': 2.076398492716307, 'reg_alpha': 0.07254057758157956, 'reg_lambda': 2.3999152744381242}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:51,854] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.0533402035498405, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9891008389702386, 'colsample_bytree': 0.759290904792924, 'gamma': 0.920221413314372, 'reg_alpha': 0.08476226644937845, 'reg_lambda': 2.553412856409295}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:52,163] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.04353375198164274, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9479036951513933, 'colsample_bytree': 0.8344140391021433, 'gamma': 2.029262364927966, 'reg_alpha': 0.11720774056122564, 'reg_lambda': 2.228177543121096}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:52,435] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.07766547483870871, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8839423521364607, 'colsample_bytree': 0.7327084966412579, 'gamma': 0.029427854428488942, 'reg_alpha': 0.679641465370712, 'reg_lambda': 1.6870235985562998}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:52,768] Trial 23 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.025201327515699846, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.957676192684264, 'colsample_bytree': 0.786245480516055, 'gamma': 2.0146522052435656, 'reg_alpha': 0.3669605304432577, 'reg_lambda': 2.8581683353811296}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,031] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 231, 'learning_rate': 0.06439274691165928, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8666295796212049, 'colsample_bytree': 0.6290553447007479, 'gamma': 2.930522508474989, 'reg_alpha': 0.5287329564171748, 'reg_lambda': 1.284520605105318}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,384] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 155, 'learning_rate': 0.016565840309141548, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8127677265890351, 'colsample_bytree': 0.6942918183575975, 'gamma': 1.0683969095371462, 'reg_alpha': 0.006487981345298627, 'reg_lambda': 2.7099847531333467}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,763] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.02762857665969905, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7304293456845419, 'colsample_bytree': 0.8530433574152019, 'gamma': 1.8226140842940493, 'reg_alpha': 0.984498042817004, 'reg_lambda': 2.173922543013433}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:53,927] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 56, 'learning_rate': 0.042091938933188085, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9683966139636642, 'colsample_bytree': 0.7608005291845268, 'gamma': 2.515529422923351, 'reg_alpha': 0.2122731215671903, 'reg_lambda': 0.8741274824906983}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:54,253] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.13412490326097715, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9317814435775671, 'colsample_bytree': 0.9256112688715639, 'gamma': 2.357530870388735, 'reg_alpha': 0.809096255757547, 'reg_lambda': 1.6291922776798542}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:54,496] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.03389115457194356, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8068075967450056, 'colsample_bytree': 0.6653363376812471, 'gamma': 3.4276375807991992, 'reg_alpha': 0.647512584631105, 'reg_lambda': 1.3416846417025343}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:54,712] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.08073466700417345, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9188887300692636, 'colsample_bytree': 0.8138344955320936, 'gamma': 1.7776484547886588, 'reg_alpha': 0.43283987479761327, 'reg_lambda': 2.382743084691464}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:55,038] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.07073033465067143, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8666985260128245, 'colsample_bytree': 0.7304075440675175, 'gamma': 0.2712492668257944, 'reg_alpha': 0.6913630348752493, 'reg_lambda': 1.6572783233033563}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:55,360] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.10775141338539371, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8618078111845304, 'colsample_bytree': 0.734162382160131, 'gamma': 1.1976732849680005, 'reg_alpha': 0.7433775048618915, 'reg_lambda': 1.8496497130637555}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:55,707] Trial 33 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.04220462658428471, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8246031724980302, 'colsample_bytree': 0.7046641077488034, 'gamma': 0.6601621217757718, 'reg_alpha': 0.8991301462371011, 'reg_lambda': 1.5379919569167613}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:56,489] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.032163206235440084, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8608764404109612, 'colsample_bytree': 0.7708640122266309, 'gamma': 0.018891791101299127, 'reg_alpha': 0.7453117347392479, 'reg_lambda': 2.0131987815953885}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:56,782] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.06503009989207978, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7409349438670929, 'colsample_bytree': 0.6470516372512152, 'gamma': 2.2162013432987986, 'reg_alpha': 0.8077242610421961, 'reg_lambda': 1.485258941574739}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,039] Trial 36 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 250, 'learning_rate': 0.0905830813165648, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7862855913590154, 'colsample_bytree': 0.964616006705543, 'gamma': 2.7618672151628623, 'reg_alpha': 0.6501101695793821, 'reg_lambda': 1.7307774905161686}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,271] Trial 37 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.11589610040819555, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9748772413162056, 'colsample_bytree': 0.7945834994949363, 'gamma': 0.4529359516713686, 'reg_alpha': 0.11916951694680092, 'reg_lambda': 0.6703735993343067}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,598] Trial 38 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.06582128968106031, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8783852929943605, 'colsample_bytree': 0.7479227081889291, 'gamma': 4.0339968815241, 'reg_alpha': 0.4860479854230988, 'reg_lambda': 0.9752899685747192}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:57,833] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 218, 'learning_rate': 0.20406189220721513, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9159915646677712, 'colsample_bytree': 0.7254411403691543, 'gamma': 1.7220411786810839, 'reg_alpha': 0.8636669339633993, 'reg_lambda': 1.202784814046062}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:58,077] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 62, 'learning_rate': 0.04805577736191728, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6537631787893241, 'colsample_bytree': 0.7881440395299063, 'gamma': 2.6360766358037715, 'reg_alpha': 0.2994796777784059, 'reg_lambda': 2.0970288165966613}. Best is trial 19 with value: 0.7559523809523809.
[I 2025-11-03 20:02:58,335] Trial 41 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.07224754249122069, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8920562771184211, 'colsample_bytree': 0.6832056516612341, 'gamma': 0.12014036470127588, 'reg_alpha': 0.6528362703670878, 'reg_lambda': 1.6098317932718937}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:58,706] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.0925607915624973, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.936919811492881, 'colsample_bytree': 0.7143394635925724, 'gamma': 0.24722759887806517, 'reg_alpha': 0.6941886154106629, 'reg_lambda': 1.3774472404337024}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:59,038] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.06905907557537157, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9030320715773343, 'colsample_bytree': 0.690977240550376, 'gamma': 0.7129776086308153, 'reg_alpha': 0.6095770498026412, 'reg_lambda': 1.5847214699018828}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:59,405] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.12416552093207814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7545474838011667, 'colsample_bytree': 0.6502670063450452, 'gamma': 1.2867034405853297, 'reg_alpha': 0.7592926516708174, 'reg_lambda': 1.4629953589128393}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:02:59,686] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 211, 'learning_rate': 0.019049361521735315, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8452843202694189, 'colsample_bytree': 0.7513047395632472, 'gamma': 0.46611366629968043, 'reg_alpha': 0.5360086916735857, 'reg_lambda': 1.8536238049594422}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,007] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 207, 'learning_rate': 0.010566183190304874, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8522855230812181, 'colsample_bytree': 0.7520490382641902, 'gamma': 0.271328715222961, 'reg_alpha': 0.5405873959271401, 'reg_lambda': 2.32672215033978}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,315] Trial 47 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.018062819009450004, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.883973967328884, 'colsample_bytree': 0.675073357134194, 'gamma': 0.5122234123039011, 'reg_alpha': 0.6067065911031985, 'reg_lambda': 0.5499077513524513}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,628] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.018655749566129424, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8261708523070007, 'colsample_bytree': 0.6023614951058838, 'gamma': 0.54009950205795, 'reg_alpha': 0.5881624503171727, 'reg_lambda': 0.5259131446691633}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:00,915] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.01461953774325409, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8855684116188726, 'colsample_bytree': 0.6280581351136109, 'gamma': 0.8198025543477685, 'reg_alpha': 0.4886714342920883, 'reg_lambda': 0.7486221555877532}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:01,281] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.01982503295882577, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.794362575825921, 'colsample_bytree': 0.6764515493032109, 'gamma': 4.8165571751390415, 'reg_alpha': 0.6352220021077541, 'reg_lambda': 2.6160461762890033}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:01,621] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.012693392497168709, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9112474628842119, 'colsample_bytree': 0.716235787983218, 'gamma': 0.187882871869117, 'reg_alpha': 0.7045733789856525, 'reg_lambda': 1.8499220102245966}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:01,968] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.027364268291288785, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8441384606313147, 'colsample_bytree': 0.7790730157447968, 'gamma': 0.3835984194087628, 'reg_alpha': 0.562779948018513, 'reg_lambda': 0.6227603695068692}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:02,234] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 216, 'learning_rate': 0.054287682725192576, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8939804079413989, 'colsample_bytree': 0.6714992258104919, 'gamma': 0.5638644476104797, 'reg_alpha': 0.7842726734779754, 'reg_lambda': 1.1303418709384423}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:02,611] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.04743243683491677, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8694365545520969, 'colsample_bytree': 0.8119777234336771, 'gamma': 3.1543288537403336, 'reg_alpha': 0.5236895583412944, 'reg_lambda': 0.8896445011201795}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:02,901] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.03805916004390093, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8287691777743876, 'colsample_bytree': 0.7677740950203371, 'gamma': 1.0653407749527566, 'reg_alpha': 0.8455609609988523, 'reg_lambda': 1.931898459143199}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:03,307] Trial 56 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.07383366475430599, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9425676827723358, 'colsample_bytree': 0.7361835370380606, 'gamma': 0.1074687735723423, 'reg_alpha': 0.4022579959251731, 'reg_lambda': 2.048883488562612}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:03,558] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.17687642558356884, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.879145739703485, 'colsample_bytree': 0.6929316342551455, 'gamma': 0.8188188204488402, 'reg_alpha': 0.9507598181273451, 'reg_lambda': 1.705642210910817}. Best is trial 41 with value: 0.755952380952381.
[I 2025-11-03 20:03:03,837] Trial 58 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.2518925094519158, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8924662475642174, 'colsample_bytree': 0.6361762521358992, 'gamma': 0.8517440311527609, 'reg_alpha': 0.9483825746196797, 'reg_lambda': 1.7756861629548133}. Best is trial 58 with value: 0.7738095238095238.
[I 2025-11-03 20:03:04,247] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 198, 'learning_rate': 0.22187812087864073, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9570200906964035, 'colsample_bytree': 0.6192026838207839, 'gamma': 0.802082904668753, 'reg_alpha': 0.944983008667832, 'reg_lambda': 1.7871886777164858}. Best is trial 58 with value: 0.7738095238095238.
[I 2025-11-03 20:03:04,476] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.24341157630866703, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9920783245840421, 'colsample_bytree': 0.6591004269678311, 'gamma': 1.1817130054085325, 'reg_alpha': 0.9182051554902119, 'reg_lambda': 2.2651278114950806}. Best is trial 58 with value: 0.7738095238095238.
[I 2025-11-03 20:03:04,844] Trial 61 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 223, 'learning_rate': 0.29928196850600314, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.890001317151251, 'colsample_bytree': 0.6871065223754022, 'gamma': 0.8871067561031141, 'reg_alpha': 0.9396039044040791, 'reg_lambda': 1.9019450911969582}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:05,100] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.29769746726920254, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8795812549683847, 'colsample_bytree': 0.6840146526370239, 'gamma': 1.4915663652162863, 'reg_alpha': 0.9550751414961336, 'reg_lambda': 1.944238174784071}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:05,386] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.19468728149574896, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9229262428680667, 'colsample_bytree': 0.6453373755233653, 'gamma': 0.9069487437087368, 'reg_alpha': 0.9997091611476625, 'reg_lambda': 1.7231147727598732}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:05,650] Trial 64 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 243, 'learning_rate': 0.2628416924267781, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9017898013969765, 'colsample_bytree': 0.6350233774684096, 'gamma': 0.48288228707055286, 'reg_alpha': 0.8886963035954049, 'reg_lambda': 2.473290754507063}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,011] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.1655513586225986, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8497037161433101, 'colsample_bytree': 0.706836841493918, 'gamma': 0.6900859760974654, 'reg_alpha': 0.9419813945369265, 'reg_lambda': 2.122398435126612}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,274] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.1794793772097547, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9100197709786831, 'colsample_bytree': 0.6143311543471592, 'gamma': 1.3377210799426504, 'reg_alpha': 0.8709186286013534, 'reg_lambda': 1.8921951081017383}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,614] Trial 67 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 229, 'learning_rate': 0.2636987063090356, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8133129149504147, 'colsample_bytree': 0.6877582696478087, 'gamma': 0.9467425024961817, 'reg_alpha': 0.44501770586899925, 'reg_lambda': 2.9194926243428503}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:06,872] Trial 68 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.24048394882800117, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8531664250944752, 'colsample_bytree': 0.6618484671582496, 'gamma': 0.41031682951707815, 'reg_alpha': 0.469183733811281, 'reg_lambda': 2.8354530311914514}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:07,169] Trial 69 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 166, 'learning_rate': 0.13962691445963604, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.816323924535304, 'colsample_bytree': 0.6820443061990072, 'gamma': 1.0532816818681845, 'reg_alpha': 0.3232265897321332, 'reg_lambda': 2.9904769851081983}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:07,448] Trial 70 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.14011500898100723, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8075285118014588, 'colsample_bytree': 0.6354759462246379, 'gamma': 1.6211572325084904, 'reg_alpha': 0.34408865571840824, 'reg_lambda': 2.9755034576178976}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:07,667] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.1395757678078642, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8068829978703798, 'colsample_bytree': 0.6367415787732039, 'gamma': 1.6012902716247568, 'reg_alpha': 0.3640522752290659, 'reg_lambda': 2.92564690033083}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,007] Trial 72 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 183, 'learning_rate': 0.14920589992389804, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8158689444894293, 'colsample_bytree': 0.686930452168911, 'gamma': 2.224066571470251, 'reg_alpha': 0.3255100189134515, 'reg_lambda': 2.982334465333358}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,213] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.2619528348482776, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7933754003306196, 'colsample_bytree': 0.7040336266068961, 'gamma': 1.0981672652373562, 'reg_alpha': 0.17161544109097182, 'reg_lambda': 2.7445014839316952}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,474] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.26607812764765926, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7788790268651213, 'colsample_bytree': 0.6565148327204015, 'gamma': 1.1352368885238941, 'reg_alpha': 0.05445731133264041, 'reg_lambda': 2.7207432227458677}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:08,695] Trial 75 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.29135995581312263, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7915899359819456, 'colsample_bytree': 0.6970422707184705, 'gamma': 0.9978235020255677, 'reg_alpha': 0.17860838576398363, 'reg_lambda': 2.785875825764472}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,055] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.21854390678124114, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7704314767454001, 'colsample_bytree': 0.6126493496699139, 'gamma': 1.621912748101436, 'reg_alpha': 0.24707649760250622, 'reg_lambda': 2.61892615917463}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,274] Trial 77 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.27493108969274194, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7572883536111349, 'colsample_bytree': 0.7231910140180953, 'gamma': 1.3942444574305624, 'reg_alpha': 0.13709508450136504, 'reg_lambda': 2.897386834964325}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,531] Trial 78 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 161, 'learning_rate': 0.242874497500508, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7992318221948882, 'colsample_bytree': 0.707322815700171, 'gamma': 1.9111743564067631, 'reg_alpha': 0.046818057982787015, 'reg_lambda': 2.993521805390452}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,768] Trial 79 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 197, 'learning_rate': 0.19199014735179398, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6979964303936903, 'colsample_bytree': 0.668500628768836, 'gamma': 0.9838570187558506, 'reg_alpha': 0.45406386700978363, 'reg_lambda': 2.7762761272341505}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:09,979] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.22387330167751238, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8369434211502701, 'colsample_bytree': 0.6260366040226221, 'gamma': 1.2941979648954123, 'reg_alpha': 0.2941669325411894, 'reg_lambda': 2.6928204710590316}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:10,323] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.161218789829677, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7833454885975824, 'colsample_bytree': 0.6818843283115275, 'gamma': 0.7051059861829725, 'reg_alpha': 0.3482623138466331, 'reg_lambda': 2.842619125598545}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:10,552] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.09648158975874954, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8088281331224579, 'colsample_bytree': 0.6409170943523638, 'gamma': 1.1289970088439307, 'reg_alpha': 0.4001926875262074, 'reg_lambda': 2.433610147437902}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:10,770] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.209008783080222, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8224103479884765, 'colsample_bytree': 0.7143987413461259, 'gamma': 0.9261662831882531, 'reg_alpha': 0.16360089644127207, 'reg_lambda': 2.529306941977203}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:11,069] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.08369263820004978, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8168893138557369, 'colsample_bytree': 0.7538762644735297, 'gamma': 0.842869493227302, 'reg_alpha': 0.23821163109881693, 'reg_lambda': 2.903030493398844}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:11,304] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.11877086721085055, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8333521391062536, 'colsample_bytree': 0.6566935408196602, 'gamma': 0.6203991810724638, 'reg_alpha': 0.09532824238334144, 'reg_lambda': 2.9992714356945744}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:11,676] Trial 86 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.10831728481722476, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8037082140557646, 'colsample_bytree': 0.740342738194295, 'gamma': 1.26407153658345, 'reg_alpha': 0.4103865073462827, 'reg_lambda': 1.6063380758682217}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:12,006] Trial 87 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.2546583235830631, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.859317549108819, 'colsample_bytree': 0.7033044581976309, 'gamma': 2.13152015094074, 'reg_alpha': 0.5117290981034671, 'reg_lambda': 2.6377818679480867}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:12,379] Trial 88 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.28532439755494754, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8416543556732029, 'colsample_bytree': 0.7227724196998434, 'gamma': 1.706446927236178, 'reg_alpha': 0.4358173286716631, 'reg_lambda': 2.765409377794303}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:12,658] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.02238212488304807, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7465610188926894, 'colsample_bytree': 0.6688928588606688, 'gamma': 1.5075156663431906, 'reg_alpha': 0.20706073839287067, 'reg_lambda': 1.5469025404550323}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:13,112] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.15019185715419536, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9769945636136198, 'colsample_bytree': 0.649795639123908, 'gamma': 0.36796843678644064, 'reg_alpha': 0.33706753508937004, 'reg_lambda': 1.8040000479505698}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:13,400] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.01734859735457368, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.89168028151915, 'colsample_bytree': 0.6791202098316209, 'gamma': 0.536446563848147, 'reg_alpha': 0.5589595482721644, 'reg_lambda': 2.93556362034079}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:13,810] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.025164770109408784, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8742939148311365, 'colsample_bytree': 0.6902991465053117, 'gamma': 0.11838855955811134, 'reg_alpha': 0.2860317486307847, 'reg_lambda': 2.202466946886594}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:14,151] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 216, 'learning_rate': 0.013016472561066464, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7896388373594297, 'colsample_bytree': 0.6711493321862894, 'gamma': 0.28060074206135965, 'reg_alpha': 0.5843738689922368, 'reg_lambda': 2.8447655526433278}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:14,526] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.058917452551749266, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9279652118845344, 'colsample_bytree': 0.7612166062906653, 'gamma': 1.05266323445974, 'reg_alpha': 0.6245889302656831, 'reg_lambda': 2.294057849848225}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:14,725] Trial 95 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 133, 'learning_rate': 0.23049204943682738, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8864382202074297, 'colsample_bytree': 0.6978818409876516, 'gamma': 0.7556784289375243, 'reg_alpha': 0.6609167444229306, 'reg_lambda': 2.5340083081064164}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,033] Trial 96 finished with value: 0.744047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.1825529725219329, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8238753062621126, 'colsample_bytree': 0.744365479296927, 'gamma': 0.6431991969490469, 'reg_alpha': 0.37942621984902447, 'reg_lambda': 2.5430676714920084}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,233] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.1351149028446395, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6002652583309012, 'colsample_bytree': 0.7782721059381144, 'gamma': 0.739631058106403, 'reg_alpha': 0.674129870404555, 'reg_lambda': 1.6606749263138654}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,492] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.23902177665417398, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8674586996192942, 'colsample_bytree': 0.8026279260535877, 'gamma': 1.2157121031848166, 'reg_alpha': 0.0257048921850051, 'reg_lambda': 2.7088705042563856}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:15,790] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.22777185477675005, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9021553824814101, 'colsample_bytree': 0.7295468149945727, 'gamma': 1.9395009986378358, 'reg_alpha': 0.7174669917417571, 'reg_lambda': 2.3802315929849787}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,025] Trial 100 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 209, 'learning_rate': 0.2074529049284927, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8474114582240011, 'colsample_bytree': 0.8374514668692419, 'gamma': 1.4258601097762897, 'reg_alpha': 0.7745956507906363, 'reg_lambda': 1.4940723368611186}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,319] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.020595371137037438, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8841860215068822, 'colsample_bytree': 0.6771815409557512, 'gamma': 0.48416698635050553, 'reg_alpha': 0.544578474554466, 'reg_lambda': 2.809491868333795}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,658] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.2794063238988791, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8568158099810472, 'colsample_bytree': 0.6979137880016011, 'gamma': 0.8466243623741686, 'reg_alpha': 0.5019163861516063, 'reg_lambda': 2.0493104030884464}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:16,940] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 145, 'learning_rate': 0.03138438678118606, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8914050492109188, 'colsample_bytree': 0.7108680095319603, 'gamma': 0.5851301313865016, 'reg_alpha': 0.6680648072627827, 'reg_lambda': 2.885108914380146}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:17,179] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.25822869886431465, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9146653688372358, 'colsample_bytree': 0.6861959510041602, 'gamma': 0.3201813642754294, 'reg_alpha': 0.5852510669491313, 'reg_lambda': 1.9899041553683134}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:17,507] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 130, 'learning_rate': 0.015797981469281585, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7969599700429486, 'colsample_bytree': 0.6986509138795277, 'gamma': 0.09780744653197179, 'reg_alpha': 0.6065443144392973, 'reg_lambda': 2.6616847855777412}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:17,717] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.29947671981168195, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9532699066888701, 'colsample_bytree': 0.6611967740106833, 'gamma': 0.9389177403679138, 'reg_alpha': 0.27063711455190703, 'reg_lambda': 2.575077364452508}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:18,000] Trial 107 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.013736393934129478, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8332695517689375, 'colsample_bytree': 0.6502685163289926, 'gamma': 0.750852047829907, 'reg_alpha': 0.6524645344922192, 'reg_lambda': 2.9457958989562236}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:18,254] Trial 108 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 240, 'learning_rate': 0.19386475921577673, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8984379015520838, 'colsample_bytree': 0.6765016309710904, 'gamma': 0.17536954641210645, 'reg_alpha': 0.46235422029502155, 'reg_lambda': 1.8919596870502489}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:18,592] Trial 109 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 183, 'learning_rate': 0.19284124149009918, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9412868120937916, 'colsample_bytree': 0.6346620846122111, 'gamma': 0.16168464058106893, 'reg_alpha': 0.47719583952602884, 'reg_lambda': 2.746956384095377}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,038] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.19438267884912763, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.968059012329125, 'colsample_bytree': 0.6359043156023272, 'gamma': 0.005841825099451872, 'reg_alpha': 0.4595877861366896, 'reg_lambda': 2.758376137944931}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,256] Trial 111 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 179, 'learning_rate': 0.1685327501246076, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9342048781075776, 'colsample_bytree': 0.6228157896097427, 'gamma': 0.21503528652358483, 'reg_alpha': 0.4187565330998078, 'reg_lambda': 1.7610182556680947}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,554] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.04934421998785177, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9293500627597503, 'colsample_bytree': 0.6195510383757803, 'gamma': 0.19096154785944192, 'reg_alpha': 0.41902843408229745, 'reg_lambda': 1.7420004051286169}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:19,787] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.1701914574411653, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9413749679042455, 'colsample_bytree': 0.6095256846474116, 'gamma': 0.3763465385935059, 'reg_alpha': 0.3902812828439833, 'reg_lambda': 1.883940455328711}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,134] Trial 114 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 179, 'learning_rate': 0.12736907694764674, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9660708421464184, 'colsample_bytree': 0.6262945358830461, 'gamma': 0.16560997139718633, 'reg_alpha': 0.4508039027749915, 'reg_lambda': 1.7859972199296767}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,353] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.15567059584823112, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.947984149716629, 'colsample_bytree': 0.6428575992194608, 'gamma': 0.2788576064752474, 'reg_alpha': 0.4944442773544586, 'reg_lambda': 2.49426266560193}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,564] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.15715792042385449, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9441771371924939, 'colsample_bytree': 0.640691910531415, 'gamma': 0.20962146694405093, 'reg_alpha': 0.4799159413556794, 'reg_lambda': 2.491480292034279}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:20,913] Trial 117 finished with value: 0.738095238095238 and parameters: {'n_estimators': 187, 'learning_rate': 0.18372586068332528, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9222668864855947, 'colsample_bytree': 0.6204632427026845, 'gamma': 0.021346298414047116, 'reg_alpha': 0.42395177374953164, 'reg_lambda': 2.8720594589657322}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:21,139] Trial 118 finished with value: 0.761904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.20841500733521925, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9094411838955745, 'colsample_bytree': 0.6010305492159428, 'gamma': 0.2651205858619778, 'reg_alpha': 0.3538144057099183, 'reg_lambda': 1.429394514411651}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:21,495] Trial 119 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.1427726504481027, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9330804894880754, 'colsample_bytree': 0.633039010433085, 'gamma': 0.34959472317166645, 'reg_alpha': 0.34616826780503734, 'reg_lambda': 1.3129367027031966}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:21,768] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.21192307948722588, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9050990615851059, 'colsample_bytree': 0.6039034539499729, 'gamma': 1.0918597895252216, 'reg_alpha': 0.30742149602782576, 'reg_lambda': 2.816419104028648}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,159] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.2299985028048428, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8974098323412111, 'colsample_bytree': 0.6449579050910018, 'gamma': 0.26145287558234065, 'reg_alpha': 0.44258271014573614, 'reg_lambda': 1.4447577831156433}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,367] Trial 122 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 157, 'learning_rate': 0.23504052209425666, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9519765274347399, 'colsample_bytree': 0.6446343600409538, 'gamma': 0.2916959936784925, 'reg_alpha': 0.367539535794477, 'reg_lambda': 1.3931230127497027}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,656] Trial 123 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 160, 'learning_rate': 0.22779771839594998, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.91342349643659, 'colsample_bytree': 0.6114860957607033, 'gamma': 3.916740697180398, 'reg_alpha': 0.3663051852204852, 'reg_lambda': 1.2098190456657276}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:22,905] Trial 124 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.19745620798928049, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8981437630043547, 'colsample_bytree': 0.627967650065231, 'gamma': 0.44436286227128813, 'reg_alpha': 0.3232550092699615, 'reg_lambda': 1.3462743667261712}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:23,221] Trial 125 finished with value: 0.755952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.24517177522903252, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.92331264865052, 'colsample_bytree': 0.6534511253165144, 'gamma': 0.5860046428894857, 'reg_alpha': 0.44120085303814843, 'reg_lambda': 1.3770516980775882}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:23,441] Trial 126 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.2702976384066039, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9615639711201608, 'colsample_bytree': 0.6649577211556095, 'gamma': 0.08608540659352915, 'reg_alpha': 0.38112388043244483, 'reg_lambda': 1.2496577983910093}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:23,776] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.231145115016142, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.93462458880698, 'colsample_bytree': 0.645113814470782, 'gamma': 0.690296824789881, 'reg_alpha': 0.35900693256037863, 'reg_lambda': 1.433307730252651}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,011] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.2571610542440008, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9088809889728151, 'colsample_bytree': 0.620406878723295, 'gamma': 0.23606368255589655, 'reg_alpha': 0.470097412529481, 'reg_lambda': 2.9492882977869943}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,232] Trial 129 finished with value: 0.755952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.16857926989465813, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8761713661539469, 'colsample_bytree': 0.6308508077727403, 'gamma': 0.8149676060680472, 'reg_alpha': 0.9175633298898469, 'reg_lambda': 1.5107106555732295}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,508] Trial 130 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 183, 'learning_rate': 0.21073524982100644, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9505840190921092, 'colsample_bytree': 0.6003045519623164, 'gamma': 0.9118135006884216, 'reg_alpha': 0.40682774144279066, 'reg_lambda': 1.5777578122365195}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:24,841] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.187919208757765, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.938855903407183, 'colsample_bytree': 0.6471206662480682, 'gamma': 0.29718687761767204, 'reg_alpha': 0.4899932986151433, 'reg_lambda': 1.4293162342747598}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,070] Trial 132 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.20245407139374372, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9491748888268128, 'colsample_bytree': 0.6371397871573489, 'gamma': 0.41436432977516785, 'reg_alpha': 0.5111146700289002, 'reg_lambda': 1.6526701612722239}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,402] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.2033359354506873, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9864781616638708, 'colsample_bytree': 0.8858756590156008, 'gamma': 0.43987292897111835, 'reg_alpha': 0.5150333248379341, 'reg_lambda': 1.6708041483520775}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,611] Trial 134 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.24949164133119636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9187663066130742, 'colsample_bytree': 0.6581260247113213, 'gamma': 0.5666583555994715, 'reg_alpha': 0.394430397382258, 'reg_lambda': 1.8452326197520494}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:25,926] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.2250762909706588, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8967810928151988, 'colsample_bytree': 0.6144813756525416, 'gamma': 1.0350753644922936, 'reg_alpha': 0.42790603207835526, 'reg_lambda': 1.952733719498049}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,150] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.27596180321110914, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9807015262331107, 'colsample_bytree': 0.6393023791557682, 'gamma': 0.18208433287900033, 'reg_alpha': 0.8194348892137299, 'reg_lambda': 1.6395463812836852}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,435] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.17625507128228918, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7774618989838009, 'colsample_bytree': 0.6716777016625347, 'gamma': 0.3897463304066442, 'reg_alpha': 0.33160634495931807, 'reg_lambda': 1.3783768994570187}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,655] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.21255400545917558, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8141002653257478, 'colsample_bytree': 0.6225564930717955, 'gamma': 0.6460299901055345, 'reg_alpha': 0.9800484355926706, 'reg_lambda': 1.2636303644330802}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:26,995] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.23657828642858683, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9584422509814822, 'colsample_bytree': 0.6088210362572197, 'gamma': 0.53210238461133, 'reg_alpha': 0.4424398767182692, 'reg_lambda': 1.1301223244218424}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,174] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.26272808355625665, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9266690475835021, 'colsample_bytree': 0.6620431910845057, 'gamma': 1.150930313303443, 'reg_alpha': 0.4647900198240149, 'reg_lambda': 1.6967399964265695}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,489] Trial 141 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.15353129096082035, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9442768607733508, 'colsample_bytree': 0.6430529142383654, 'gamma': 0.2809932610769961, 'reg_alpha': 0.4877548892590638, 'reg_lambda': 1.761140844749545}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,797] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 172, 'learning_rate': 0.16279221161867719, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.947507067066569, 'colsample_bytree': 0.6309492964287146, 'gamma': 0.10775684754780779, 'reg_alpha': 0.5193377338447513, 'reg_lambda': 1.4753816292922468}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:27,946] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.19635505198752148, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8869903260892978, 'colsample_bytree': 0.6554596129109831, 'gamma': 0.25993704385011623, 'reg_alpha': 0.41387963106128134, 'reg_lambda': 2.1304532803158467}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:28,189] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 173, 'learning_rate': 0.17481404742949885, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.904975973914554, 'colsample_bytree': 0.6358225151242332, 'gamma': 0.47344231433267436, 'reg_alpha': 0.3799061390872528, 'reg_lambda': 1.5496373331621607}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:28,410] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.22071080927263206, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7093769179278749, 'colsample_bytree': 0.691722835289191, 'gamma': 0.34714054847159687, 'reg_alpha': 0.5008443978813375, 'reg_lambda': 2.999054649125741}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:28,694] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.14177804283539439, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7681223860973222, 'colsample_bytree': 0.6831025910672369, 'gamma': 0.8704776617467054, 'reg_alpha': 0.24869649214137685, 'reg_lambda': 1.8260596215981373}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:29,001] Trial 147 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 202, 'learning_rate': 0.2820986499079826, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9547524046077343, 'colsample_bytree': 0.6507083377428128, 'gamma': 0.02788320081021131, 'reg_alpha': 0.35438759300621303, 'reg_lambda': 2.73329636199105}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:29,389] Trial 148 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 202, 'learning_rate': 0.28059046468953025, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9582930733911207, 'colsample_bytree': 0.676279800819733, 'gamma': 0.02317004385335475, 'reg_alpha': 0.35239012224241945, 'reg_lambda': 2.719199096896368}. Best is trial 61 with value: 0.7976190476190476.
[I 2025-11-03 20:03:29,632] Trial 149 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 206, 'learning_rate': 0.28268985117999673, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.959437392666197, 'colsample_bytree': 0.6728392461240918, 'gamma': 0.03317469987781885, 'reg_alpha': 0.2878679210466023, 'reg_lambda': 2.752538165542628}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,004] Trial 150 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 207, 'learning_rate': 0.2705329473445981, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9735708045573988, 'colsample_bytree': 0.6763375179397201, 'gamma': 0.009369706881607643, 'reg_alpha': 0.2661800451979321, 'reg_lambda': 2.6555588983345433}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,263] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.2847638473351394, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9996582022294429, 'colsample_bytree': 0.6781215306737233, 'gamma': 0.011602274454914997, 'reg_alpha': 0.3037856050136129, 'reg_lambda': 2.602861653067863}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,504] Trial 152 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 206, 'learning_rate': 0.2989839061946232, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9685479195460032, 'colsample_bytree': 0.6698017771024845, 'gamma': 0.1487693073625002, 'reg_alpha': 0.2760354308713392, 'reg_lambda': 2.7554091169538664}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:30,890] Trial 153 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 200, 'learning_rate': 0.29340722630160065, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9658799688382085, 'colsample_bytree': 0.6643637714025026, 'gamma': 0.1314835592358465, 'reg_alpha': 0.3149522967152604, 'reg_lambda': 2.6951580665030583}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:31,128] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 195, 'learning_rate': 0.24577937583622797, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9831359827964826, 'colsample_bytree': 0.6525355927090094, 'gamma': 0.14856672265304202, 'reg_alpha': 0.2835770753052378, 'reg_lambda': 2.8062414206356747}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:31,440] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 215, 'learning_rate': 0.2788689490541811, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9602428946852286, 'colsample_bytree': 0.668380374154718, 'gamma': 0.06454811460995422, 'reg_alpha': 0.33661885980784134, 'reg_lambda': 2.872519543633538}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:31,678] Trial 156 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 212, 'learning_rate': 0.2500624462828094, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.955268919207383, 'colsample_bytree': 0.6895421196978241, 'gamma': 0.18044942836725653, 'reg_alpha': 0.3741299626166442, 'reg_lambda': 2.7578184884537764}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,049] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.25648737863722704, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9714447941429106, 'colsample_bytree': 0.6859593875181177, 'gamma': 0.1616588342690978, 'reg_alpha': 0.34641932096646905, 'reg_lambda': 2.730219099319175}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,302] Trial 158 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 212, 'learning_rate': 0.28869803495366636, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9577131385727493, 'colsample_bytree': 0.691309365755571, 'gamma': 0.013803895652256511, 'reg_alpha': 0.3697453890743841, 'reg_lambda': 2.773410783359185}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,653] Trial 159 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 217, 'learning_rate': 0.29429477016579475, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9567571330705751, 'colsample_bytree': 0.6917480419102325, 'gamma': 0.035484395139814946, 'reg_alpha': 0.3684342602099645, 'reg_lambda': 2.9122220162238768}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:32,909] Trial 160 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 218, 'learning_rate': 0.2964177667240753, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9560581004900803, 'colsample_bytree': 0.6889754301884311, 'gamma': 0.042505976169623066, 'reg_alpha': 0.369437237513658, 'reg_lambda': 2.922739510529492}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:33,298] Trial 161 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 211, 'learning_rate': 0.2959726351825101, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.961000916012958, 'colsample_bytree': 0.6926586795042639, 'gamma': 0.03322622814975684, 'reg_alpha': 0.36984166262814644, 'reg_lambda': 2.925326876231234}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:33,550] Trial 162 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 219, 'learning_rate': 0.2999398136878357, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9570574582022803, 'colsample_bytree': 0.6860882885818804, 'gamma': 0.004359139945280342, 'reg_alpha': 0.3772068691356196, 'reg_lambda': 2.885213572985713}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:33,936] Trial 163 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 212, 'learning_rate': 0.2949232508142784, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9565032449568347, 'colsample_bytree': 0.6920893155018347, 'gamma': 0.002102233094406398, 'reg_alpha': 0.36882134870803157, 'reg_lambda': 2.846687177662686}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:34,267] Trial 164 finished with value: 0.744047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.29760576648371584, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9657426449834232, 'colsample_bytree': 0.7050336527834569, 'gamma': 0.08531511259788882, 'reg_alpha': 0.39015008964962006, 'reg_lambda': 2.8960095078508954}. Best is trial 149 with value: 0.8035714285714286.
[I 2025-11-03 20:03:34,667] Trial 165 finished with value: 0.8273809523809523 and parameters: {'n_estimators': 207, 'learning_rate': 0.2953780132071141, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.955142614984019, 'colsample_bytree': 0.6738609074659577, 'gamma': 0.004680201826989326, 'reg_alpha': 0.32707779403489734, 'reg_lambda': 2.836491942527204}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:34,916] Trial 166 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 207, 'learning_rate': 0.29751652350073643, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9905897342012051, 'colsample_bytree': 0.6778208552489462, 'gamma': 0.023622686716317225, 'reg_alpha': 0.32122543135644127, 'reg_lambda': 2.828207583346384}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:35,285] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 208, 'learning_rate': 0.29617131825237997, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9769300096167228, 'colsample_bytree': 0.6805647636575685, 'gamma': 0.010392768466317093, 'reg_alpha': 0.3183350466598693, 'reg_lambda': 2.845150357707965}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:35,560] Trial 168 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 214, 'learning_rate': 0.2814561248843134, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9534172528991208, 'colsample_bytree': 0.6946958435765356, 'gamma': 0.16856354139673127, 'reg_alpha': 0.2918417191968589, 'reg_lambda': 2.817404342469504}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:35,807] Trial 169 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 217, 'learning_rate': 0.2749131735414961, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9919813171014111, 'colsample_bytree': 0.6955825626720215, 'gamma': 0.10912608808275741, 'reg_alpha': 0.292603829937431, 'reg_lambda': 2.9395628080307237}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,116] Trial 170 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.27689739293375376, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9527598224795246, 'colsample_bytree': 0.6731476328651812, 'gamma': 0.08313941495767452, 'reg_alpha': 0.26670164076825564, 'reg_lambda': 2.842625625054515}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,366] Trial 171 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 212, 'learning_rate': 0.2978125605557883, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9559927112761488, 'colsample_bytree': 0.7157355851308259, 'gamma': 0.18090730441254485, 'reg_alpha': 0.3621141571157229, 'reg_lambda': 2.8066949690105134}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,717] Trial 172 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 205, 'learning_rate': 0.296698458487173, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9702134986555513, 'colsample_bytree': 0.713546998560147, 'gamma': 0.16652497571157207, 'reg_alpha': 0.23164328318005534, 'reg_lambda': 2.8978409071021516}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:36,952] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.27027882538718084, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9714462656179037, 'colsample_bytree': 0.7196331359830277, 'gamma': 0.220824128969977, 'reg_alpha': 0.24681262759942835, 'reg_lambda': 2.7961957917351197}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:37,265] Trial 174 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 210, 'learning_rate': 0.29221774197746353, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9863671391676003, 'colsample_bytree': 0.7119335781138385, 'gamma': 0.19682343587523216, 'reg_alpha': 0.32174886598892827, 'reg_lambda': 2.869648779398256}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:37,631] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.29186620569050786, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9882533276332655, 'colsample_bytree': 0.7149494931037619, 'gamma': 0.00045167443866701157, 'reg_alpha': 0.20471575251154656, 'reg_lambda': 2.860836470669847}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:37,982] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.29850574915636063, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9806306631651088, 'colsample_bytree': 0.7081009902123112, 'gamma': 0.1461533447737865, 'reg_alpha': 0.22673627169964208, 'reg_lambda': 2.9533702482797413}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,214] Trial 177 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 204, 'learning_rate': 0.26363015645846993, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9656982608203901, 'colsample_bytree': 0.7026068414403356, 'gamma': 0.3221711483909087, 'reg_alpha': 0.31416434371409974, 'reg_lambda': 2.6927836534907277}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,507] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 213, 'learning_rate': 0.29839526738274474, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9941098003521007, 'colsample_bytree': 0.678582679823902, 'gamma': 0.12557231057522353, 'reg_alpha': 0.2896418260916202, 'reg_lambda': 2.8156714360498727}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,747] Trial 179 finished with value: 0.755952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.27467687742756475, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9764766836300777, 'colsample_bytree': 0.6979342121865096, 'gamma': 0.2188867808345056, 'reg_alpha': 0.32621980382190596, 'reg_lambda': 2.8917025304392254}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:38,980] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.2542668715499652, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9632620563605234, 'colsample_bytree': 0.6848318113440803, 'gamma': 0.34983349377167783, 'reg_alpha': 0.2747259120288126, 'reg_lambda': 2.8266135599301268}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:39,290] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 209, 'learning_rate': 0.2766671513281592, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9376891293460184, 'colsample_bytree': 0.6685604218680173, 'gamma': 0.0010750777380012719, 'reg_alpha': 0.35358039092546034, 'reg_lambda': 2.886612301587285}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:39,530] Trial 182 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 209, 'learning_rate': 0.27761217233053787, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.952268948911599, 'colsample_bytree': 0.6707946887326871, 'gamma': 0.014761502327663021, 'reg_alpha': 0.35403387161579003, 'reg_lambda': 2.9105690331639127}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:39,781] Trial 183 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 209, 'learning_rate': 0.2744611844814037, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9514797360878987, 'colsample_bytree': 0.6650757247247603, 'gamma': 0.0034302431715979853, 'reg_alpha': 0.3447176426992323, 'reg_lambda': 2.895403591685358}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,152] Trial 184 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 203, 'learning_rate': 0.29992521962085283, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9495665963046671, 'colsample_bytree': 0.6733498974972786, 'gamma': 0.10763974420487529, 'reg_alpha': 0.3395227868918694, 'reg_lambda': 2.782311171281058}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,377] Trial 185 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 202, 'learning_rate': 0.29891295946693985, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9679056020814344, 'colsample_bytree': 0.6730454704952029, 'gamma': 0.11464634632528478, 'reg_alpha': 0.304291297706985, 'reg_lambda': 2.7889365244541473}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,696] Trial 186 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 203, 'learning_rate': 0.2627989598730304, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9717424415438938, 'colsample_bytree': 0.6714702216454159, 'gamma': 0.10951649174308681, 'reg_alpha': 0.30317855509402636, 'reg_lambda': 2.7813375731141083}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:40,965] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.26067835150970503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9842864971476813, 'colsample_bytree': 0.6742142142081434, 'gamma': 0.14120216423890838, 'reg_alpha': 0.3140145742808059, 'reg_lambda': 2.673176791791451}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:41,304] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.2986495858650435, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9709382983461874, 'colsample_bytree': 0.6763196986446933, 'gamma': 0.19524069381528497, 'reg_alpha': 0.29299983656730966, 'reg_lambda': 2.7269047426484625}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:41,551] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.2519868443435861, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9740450811918482, 'colsample_bytree': 0.6631849171912458, 'gamma': 0.09104775830520093, 'reg_alpha': 0.2663825292470062, 'reg_lambda': 2.781163685459108}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:41,780] Trial 190 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 219, 'learning_rate': 0.27181534592698375, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9939025460463845, 'colsample_bytree': 0.6821004151996739, 'gamma': 0.22319530003553995, 'reg_alpha': 0.3339108094098444, 'reg_lambda': 2.7884477285269074}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:42,087] Trial 191 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 202, 'learning_rate': 0.28170362497168594, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9618770911737256, 'colsample_bytree': 0.6697751830296538, 'gamma': 0.0979432237884135, 'reg_alpha': 0.33873195651076765, 'reg_lambda': 2.9246162809993517}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:42,445] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.27559923500530503, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9472613312933917, 'colsample_bytree': 0.6612684371691238, 'gamma': 0.09600022137530528, 'reg_alpha': 0.2992083435015129, 'reg_lambda': 2.7592142854575923}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:42,867] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.29945136720520094, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.966141703679537, 'colsample_bytree': 0.6687389158123017, 'gamma': 0.0024722418345223263, 'reg_alpha': 0.3511775321185814, 'reg_lambda': 2.8690883119228685}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:43,098] Trial 194 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 198, 'learning_rate': 0.2603791715603061, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9817859673000797, 'colsample_bytree': 0.6850232442058186, 'gamma': 0.21671668807432928, 'reg_alpha': 0.25605989066290236, 'reg_lambda': 2.815704338216801}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:43,429] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 209, 'learning_rate': 0.2419186350782257, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9511250775431144, 'colsample_bytree': 0.7116567573945185, 'gamma': 0.3461701124406962, 'reg_alpha': 0.22791873864942513, 'reg_lambda': 2.733308386214055}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:43,729] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.2805252589280445, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9432957772499523, 'colsample_bytree': 0.699622540363927, 'gamma': 0.11979055343972721, 'reg_alpha': 0.30753478403276974, 'reg_lambda': 2.9564439395850264}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,007] Trial 197 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 191, 'learning_rate': 0.2666028200271404, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9709415454070491, 'colsample_bytree': 0.6740451966103658, 'gamma': 0.21528556675743857, 'reg_alpha': 0.3374302769017233, 'reg_lambda': 2.9028040237019757}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,347] Trial 198 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 215, 'learning_rate': 0.29927625652416673, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9608230045426324, 'colsample_bytree': 0.661542542889437, 'gamma': 0.00263593894705183, 'reg_alpha': 0.2770728742670584, 'reg_lambda': 2.663154347895625}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,571] Trial 199 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 204, 'learning_rate': 0.24867459917807813, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9808152201284841, 'colsample_bytree': 0.9439070482366239, 'gamma': 0.2782652612682539, 'reg_alpha': 0.30833853388705473, 'reg_lambda': 2.8211478932865033}. Best is trial 165 with value: 0.8273809523809523.
[I 2025-11-03 20:03:44,576] A new study created in memory with name: no-name-5031f188-560c-4ad4-b297-00af690fe92a
[I 2025-11-03 20:03:44,846] Trial 0 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 132, 'learning_rate': 0.016619696072742645, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8163533950466954, 'colsample_bytree': 0.8262179295059702, 'gamma': 0.7032841742777385, 'reg_alpha': 0.8860577679842464, 'reg_lambda': 2.6069182789885614}. Best is trial 0 with value: 0.6845238095238096.
[I 2025-11-03 20:03:45,071] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.21383389411709502, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.960808036050782, 'colsample_bytree': 0.9273687269001187, 'gamma': 2.2054267364724995, 'reg_alpha': 0.14050997092014905, 'reg_lambda': 2.3097425872726363}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:03:45,348] Trial 2 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 243, 'learning_rate': 0.016872249600267484, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9666675951839223, 'colsample_bytree': 0.6879276558059351, 'gamma': 0.6863408913294217, 'reg_alpha': 0.7059729737968138, 'reg_lambda': 2.511192216255638}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:03:45,602] Trial 3 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 157, 'learning_rate': 0.08836922382389725, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9165288997634433, 'colsample_bytree': 0.7785257090317912, 'gamma': 4.132030950235121, 'reg_alpha': 0.4986650042252774, 'reg_lambda': 2.791015028690115}. Best is trial 3 with value: 0.6994047619047619.
[I 2025-11-03 20:03:45,828] Trial 4 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 184, 'learning_rate': 0.023259527626379662, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.749553905406231, 'colsample_bytree': 0.6219498768135086, 'gamma': 3.4377066639909994, 'reg_alpha': 0.1850803786451135, 'reg_lambda': 0.7205778157544489}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,110] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.10052620785209505, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6302951243328596, 'colsample_bytree': 0.6539418716401442, 'gamma': 4.9499260595982, 'reg_alpha': 0.1915761786133392, 'reg_lambda': 1.5438542783652394}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,367] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.08959971801901438, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7423883696613192, 'colsample_bytree': 0.9104540184789597, 'gamma': 0.39818104661996256, 'reg_alpha': 0.09866049276980937, 'reg_lambda': 2.9479017218326855}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,735] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.06374882369585741, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7390978370893686, 'colsample_bytree': 0.9697437616939133, 'gamma': 3.819445312873419, 'reg_alpha': 0.2938443605231006, 'reg_lambda': 0.870512046603742}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:46,960] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.24633540328566522, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.8916593718861556, 'colsample_bytree': 0.9938794676500143, 'gamma': 1.2683294390925663, 'reg_alpha': 0.9687466539443781, 'reg_lambda': 2.313923596095498}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:47,208] Trial 9 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 248, 'learning_rate': 0.11487745139834883, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8074724205849737, 'colsample_bytree': 0.9637887869030755, 'gamma': 4.883157166634224, 'reg_alpha': 0.21637982799940092, 'reg_lambda': 2.2158660232138647}. Best is trial 4 with value: 0.7142857142857142.
[I 2025-11-03 20:03:47,318] Trial 10 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.029398059540301707, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6010504929230338, 'colsample_bytree': 0.606690360417767, 'gamma': 2.833583607081951, 'reg_alpha': 0.43033434923353664, 'reg_lambda': 0.6224152548522708}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:47,557] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 42, 'learning_rate': 0.030739355306146292, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6021210744781911, 'colsample_bytree': 0.6143402832758121, 'gamma': 2.7799349371431075, 'reg_alpha': 0.4677597868753375, 'reg_lambda': 0.5196495847868541}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:47,695] Trial 12 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 46, 'learning_rate': 0.032319317645458714, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6851425202407999, 'colsample_bytree': 0.7230848662648068, 'gamma': 2.8705300627877532, 'reg_alpha': 0.3461136535770688, 'reg_lambda': 1.189309340447721}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:47,846] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.037644614240687754, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6656523650869716, 'colsample_bytree': 0.7350445189778189, 'gamma': 2.178962467974909, 'reg_alpha': 0.35531094249122397, 'reg_lambda': 1.2261004989240498}. Best is trial 10 with value: 0.7261904761904762.
[I 2025-11-03 20:03:48,102] Trial 14 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.012364558949342502, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6762520679308668, 'colsample_bytree': 0.7137200464188513, 'gamma': 2.92672282114224, 'reg_alpha': 0.6671443422423733, 'reg_lambda': 1.2000815690402278}. Best is trial 14 with value: 0.7321428571428571.
[I 2025-11-03 20:03:48,322] Trial 15 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 85, 'learning_rate': 0.011690841369703392, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6739458304331071, 'colsample_bytree': 0.8300897973764194, 'gamma': 1.5534337737369717, 'reg_alpha': 0.7098818070148369, 'reg_lambda': 1.8174056763829585}. Best is trial 14 with value: 0.7321428571428571.
[I 2025-11-03 20:03:48,491] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.010078202292865362, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6020559123187689, 'colsample_bytree': 0.676250055259485, 'gamma': 3.3608321151094844, 'reg_alpha': 0.6604443506784112, 'reg_lambda': 1.0593135307515065}. Best is trial 14 with value: 0.7321428571428571.
[I 2025-11-03 20:03:48,733] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 74, 'learning_rate': 0.018351581492046683, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6972681915681895, 'colsample_bytree': 0.7581070343097466, 'gamma': 1.9170697494565616, 'reg_alpha': 0.006235157716281581, 'reg_lambda': 1.6064484458389428}. Best is trial 17 with value: 0.7321428571428572.
[I 2025-11-03 20:03:48,965] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.016162660174463148, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.7103488737388661, 'colsample_bytree': 0.7638905100782976, 'gamma': 1.5909917919712608, 'reg_alpha': 0.006883625056569354, 'reg_lambda': 1.612985508648983}. Best is trial 17 with value: 0.7321428571428572.
[I 2025-11-03 20:03:49,264] Trial 19 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 108, 'learning_rate': 0.05187307785966039, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7777586725059403, 'colsample_bytree': 0.8568918963844823, 'gamma': 2.160769751467428, 'reg_alpha': 0.5951365087987961, 'reg_lambda': 2.006549464871876}. Best is trial 17 with value: 0.7321428571428572.
[I 2025-11-03 20:03:49,429] Trial 20 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 64, 'learning_rate': 0.0213718625777534, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8461278440869099, 'colsample_bytree': 0.71447932115358, 'gamma': 1.1385024979053355, 'reg_alpha': 0.8797492196260764, 'reg_lambda': 1.3422585629402195}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:49,647] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 73, 'learning_rate': 0.022585241959135364, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8503961378932255, 'colsample_bytree': 0.7205672677823861, 'gamma': 1.1722151396393619, 'reg_alpha': 0.8238081927923211, 'reg_lambda': 1.390349652356802}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:49,866] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.023025063889027676, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8559702691053289, 'colsample_bytree': 0.761668443954966, 'gamma': 1.2564500918124233, 'reg_alpha': 0.8324389595345584, 'reg_lambda': 1.40714570460169}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:49,945] Trial 23 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.045825838492885664, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8498121366014485, 'colsample_bytree': 0.8050338233542509, 'gamma': 0.07737349965390461, 'reg_alpha': 0.8476545636938607, 'reg_lambda': 1.3914254164782835}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,281] Trial 24 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.022789561242942596, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8619227365008394, 'colsample_bytree': 0.6797950946817068, 'gamma': 1.046769126876365, 'reg_alpha': 0.8107944261054312, 'reg_lambda': 0.91181513350236}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,426] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.022619661398567477, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9210996802726437, 'colsample_bytree': 0.7398731374385689, 'gamma': 1.066529544376029, 'reg_alpha': 0.9646957625639806, 'reg_lambda': 1.8759715140925222}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,740] Trial 26 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.04158752075046643, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8391627022189327, 'colsample_bytree': 0.6493554646577604, 'gamma': 1.5061494092235042, 'reg_alpha': 0.780714868356009, 'reg_lambda': 1.3918670611883468}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:50,945] Trial 27 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 57, 'learning_rate': 0.026290797221088312, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9996477695571452, 'colsample_bytree': 0.7070946010419517, 'gamma': 0.017863950443632426, 'reg_alpha': 0.9054190828549857, 'reg_lambda': 1.3962046469146798}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,052] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 39, 'learning_rate': 0.014061031273796392, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8715984128417615, 'colsample_bytree': 0.7813093140534267, 'gamma': 0.5128958593354405, 'reg_alpha': 0.5776168154666144, 'reg_lambda': 2.0309856122333305}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,491] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.06607710557118099, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8203947208022317, 'colsample_bytree': 0.8440059000930096, 'gamma': 0.9910971279683682, 'reg_alpha': 0.913459376912978, 'reg_lambda': 0.98776452236564}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,686] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 93, 'learning_rate': 0.017765016007862032, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.7738389146760943, 'colsample_bytree': 0.7961307415504036, 'gamma': 1.8508686898966555, 'reg_alpha': 0.810754708290868, 'reg_lambda': 1.7434546878550485}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,762] Trial 31 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 21, 'learning_rate': 0.03826142651652866, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8424781069536946, 'colsample_bytree': 0.8156260986664997, 'gamma': 0.23033873084504525, 'reg_alpha': 0.8508065329391133, 'reg_lambda': 1.4134454249580544}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:51,987] Trial 32 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 30, 'learning_rate': 0.04934782984997347, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8951305506609691, 'colsample_bytree': 0.8633927912705667, 'gamma': 0.7449281622168462, 'reg_alpha': 0.9988030237768953, 'reg_lambda': 1.3102210595859454}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,159] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.1352327378890544, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8977463585359464, 'colsample_bytree': 0.8770169880118917, 'gamma': 0.7225796066981971, 'reg_alpha': 0.7684657808066112, 'reg_lambda': 1.171432428530561}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,253] Trial 34 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.28948908740208296, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9170143494258164, 'colsample_bytree': 0.8724128344582867, 'gamma': 0.7531746603737584, 'reg_alpha': 0.9892415322052638, 'reg_lambda': 1.0919466636402178}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,471] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.14514951117768735, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8913938982379445, 'colsample_bytree': 0.8992039885828689, 'gamma': 0.711003900467224, 'reg_alpha': 0.7498971596226661, 'reg_lambda': 0.8034849916578903}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,674] Trial 36 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 76, 'learning_rate': 0.1810761964760944, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9712245111098924, 'colsample_bytree': 0.8909884792052901, 'gamma': 0.4941400465088238, 'reg_alpha': 0.9110634199218897, 'reg_lambda': 1.3040288211123496}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:52,870] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.06975409051026298, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9391850089011078, 'colsample_bytree': 0.8720892478813258, 'gamma': 0.8086120978667449, 'reg_alpha': 0.7325097687750237, 'reg_lambda': 1.5473470208269546}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,197] Trial 38 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 167, 'learning_rate': 0.13941706757707567, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8854336817605624, 'colsample_bytree': 0.9345435903423311, 'gamma': 1.3655404155301176, 'reg_alpha': 0.9990245419522547, 'reg_lambda': 1.6923493824655287}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,363] Trial 39 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 33, 'learning_rate': 0.0870356873172021, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8232909399028729, 'colsample_bytree': 0.9379133400632375, 'gamma': 1.794390070388714, 'reg_alpha': 0.8790731686016646, 'reg_lambda': 1.076282394640283}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,580] Trial 40 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.07982217513755772, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8204245103346094, 'colsample_bytree': 0.9277752346057849, 'gamma': 1.8116936411053393, 'reg_alpha': 0.9336558803119313, 'reg_lambda': 0.7849498516680026}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,682] Trial 41 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 34, 'learning_rate': 0.07650547198454756, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.792592788187824, 'colsample_bytree': 0.9266892189636824, 'gamma': 2.481106111057872, 'reg_alpha': 0.9358650232609502, 'reg_lambda': 0.7827635667922886}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,835] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.10680033403831042, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8257987880064263, 'colsample_bytree': 0.9497448367740425, 'gamma': 1.739354578729447, 'reg_alpha': 0.8805036758776101, 'reg_lambda': 0.6583464283217866}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:53,910] Trial 43 finished with value: 0.693452380952381 and parameters: {'n_estimators': 31, 'learning_rate': 0.08358051082500276, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8756080947753138, 'colsample_bytree': 0.9982981434496603, 'gamma': 2.0060242092949836, 'reg_alpha': 0.9489334349636125, 'reg_lambda': 1.021214133493911}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,165] Trial 44 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 44, 'learning_rate': 0.12752851403073795, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9026966604986375, 'colsample_bytree': 0.9158287900966924, 'gamma': 2.447665126857566, 'reg_alpha': 0.8691845681337667, 'reg_lambda': 0.9221051573155028}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,245] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.058345412509780877, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7976938374856762, 'colsample_bytree': 0.9680544661861713, 'gamma': 0.3713917890078042, 'reg_alpha': 0.7838672554833722, 'reg_lambda': 1.115363315206194}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,490] Trial 46 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 47, 'learning_rate': 0.19757672164866377, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9426534054638487, 'colsample_bytree': 0.8855245857500551, 'gamma': 0.884762710872858, 'reg_alpha': 0.8942310496483643, 'reg_lambda': 0.5243287178309757}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,596] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.09280983815929193, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7601636478743385, 'colsample_bytree': 0.9454196349223805, 'gamma': 1.4303633973045708, 'reg_alpha': 0.9486186670952174, 'reg_lambda': 1.2735627717335745}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:54,903] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.17436822991427356, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8176542339759176, 'colsample_bytree': 0.9094831635637876, 'gamma': 0.6175407546179714, 'reg_alpha': 0.6328676159662425, 'reg_lambda': 0.7789633798759995}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,034] Trial 49 finished with value: 0.6875 and parameters: {'n_estimators': 39, 'learning_rate': 0.05249285525222764, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8309964038404042, 'colsample_bytree': 0.9817354016607155, 'gamma': 1.7022221800415749, 'reg_alpha': 0.9990463363980108, 'reg_lambda': 1.1612562263540431}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,366] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.11940452858531067, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9000859474682394, 'colsample_bytree': 0.8411681011975104, 'gamma': 1.277937249728581, 'reg_alpha': 0.7184580916384602, 'reg_lambda': 0.9527713805921837}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,665] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.09557090636885694, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8654439965161037, 'colsample_bytree': 0.6978705475850067, 'gamma': 1.1450486326956468, 'reg_alpha': 0.7770249785496107, 'reg_lambda': 1.3073585444277043}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,781] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 51, 'learning_rate': 0.07809498332527989, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8117600610387073, 'colsample_bytree': 0.8688134540921175, 'gamma': 4.653382230820354, 'reg_alpha': 0.8744975916800923, 'reg_lambda': 1.541082644217035}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:55,880] Trial 53 finished with value: 0.6875 and parameters: {'n_estimators': 28, 'learning_rate': 0.0203773350123707, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8782956181383338, 'colsample_bytree': 0.6569960463660781, 'gamma': 2.0407499365031785, 'reg_alpha': 0.8250329311836855, 'reg_lambda': 2.5751224401794524}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,122] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.028536479397003774, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8487076560863133, 'colsample_bytree': 0.945961536648274, 'gamma': 0.9510080952499984, 'reg_alpha': 0.5328869484766054, 'reg_lambda': 1.1985105383768222}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,250] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.1059253639345747, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7820540050699268, 'colsample_bytree': 0.632017366286644, 'gamma': 2.257687429816473, 'reg_alpha': 0.9317847755943626, 'reg_lambda': 1.0473739424274553}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,342] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.033076891010234984, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9370371457942079, 'colsample_bytree': 0.7382726006173912, 'gamma': 1.1703387335090922, 'reg_alpha': 0.7613613208190098, 'reg_lambda': 0.8390014087770472}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,566] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.04868824827636868, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.7220715209274206, 'colsample_bytree': 0.905602404422674, 'gamma': 1.6385646723796716, 'reg_alpha': 0.6860603125891594, 'reg_lambda': 1.4870649888919287}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,733] Trial 58 finished with value: 0.693452380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.14039591646089192, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9043418987838167, 'colsample_bytree': 0.9197031236449996, 'gamma': 0.29091533230518607, 'reg_alpha': 0.8060622409320175, 'reg_lambda': 2.768994592766148}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:56,885] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 47, 'learning_rate': 0.015424143093846106, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8382670840778839, 'colsample_bytree': 0.8505444500236832, 'gamma': 1.3855760663945986, 'reg_alpha': 0.8519300593627127, 'reg_lambda': 0.6721835546087893}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,216] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.05930715869059014, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8598924826119632, 'colsample_bytree': 0.7242412053120322, 'gamma': 3.1551549383487494, 'reg_alpha': 0.9690106649780585, 'reg_lambda': 1.2806137482006188}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,391] Trial 61 finished with value: 0.744047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.02579153038087156, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8539755366168259, 'colsample_bytree': 0.753606201654378, 'gamma': 1.8200284098393642, 'reg_alpha': 0.836029821495133, 'reg_lambda': 1.4477817876849863}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,791] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.01947075413841682, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8081439327696224, 'colsample_bytree': 0.7930100676880237, 'gamma': 1.2563429198735792, 'reg_alpha': 0.9017713468810784, 'reg_lambda': 1.3497316157678538}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:57,999] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.021389449751139326, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8313523767273399, 'colsample_bytree': 0.7639445894078388, 'gamma': 0.5771406928208436, 'reg_alpha': 0.9255153373849139, 'reg_lambda': 1.1439057284248235}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,089] Trial 64 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.04368974161719783, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.881753856319436, 'colsample_bytree': 0.7807706632582871, 'gamma': 0.8642981603237458, 'reg_alpha': 0.4067462585048933, 'reg_lambda': 1.6339436207232239}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,248] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 40, 'learning_rate': 0.03642494951027605, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8652812454823732, 'colsample_bytree': 0.8273465234605091, 'gamma': 1.0906659416074689, 'reg_alpha': 0.8011685760848204, 'reg_lambda': 1.2247359560933266}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,432] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.0364024255719915, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.9269022778856417, 'colsample_bytree': 0.8312024396253487, 'gamma': 1.4878132712212793, 'reg_alpha': 0.7953078280050412, 'reg_lambda': 1.005802017538239}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,582] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.0703929691227321, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8684266363886926, 'colsample_bytree': 0.8149008808299215, 'gamma': 1.0396874546310113, 'reg_alpha': 0.8702200313426218, 'reg_lambda': 1.2375458029607431}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:58,747] Trial 68 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.025525937651071934, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7907794375116859, 'colsample_bytree': 0.8620893649243155, 'gamma': 2.262610320584054, 'reg_alpha': 0.7397067197825266, 'reg_lambda': 1.5027805970111257}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,050] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.03375060818543258, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9016938546673194, 'colsample_bytree': 0.886976041420309, 'gamma': 2.679682205112546, 'reg_alpha': 0.9744884526270988, 'reg_lambda': 0.8845567046236698}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,142] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 34, 'learning_rate': 0.04112499344245903, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8451347949477261, 'colsample_bytree': 0.8190468047298342, 'gamma': 0.43820967273692746, 'reg_alpha': 0.2997651474244231, 'reg_lambda': 1.3433134428646296}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,418] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 60, 'learning_rate': 0.014310365320371632, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8561726301105492, 'colsample_bytree': 0.7210407615511327, 'gamma': 1.238685685224954, 'reg_alpha': 0.8395320687999849, 'reg_lambda': 1.0939439671415423}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,637] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.02934641655636979, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8266467262697572, 'colsample_bytree': 0.6980915445286049, 'gamma': 0.7416110501928932, 'reg_alpha': 0.6896758885134726, 'reg_lambda': 1.2149305679312894}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:03:59,884] Trial 73 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 26, 'learning_rate': 0.02347028015489261, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.91169008305308, 'colsample_bytree': 0.8328844359282337, 'gamma': 1.0545256743834757, 'reg_alpha': 0.8925111810398637, 'reg_lambda': 1.4495800045230667}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,179] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.01749663482488195, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8830583760022894, 'colsample_bytree': 0.7527416464391639, 'gamma': 1.6062782297653424, 'reg_alpha': 0.8179571570054661, 'reg_lambda': 1.593662873025647}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,348] Trial 75 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.04702762922277569, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.64630651298564, 'colsample_bytree': 0.8049819831871754, 'gamma': 0.9023083447958972, 'reg_alpha': 0.7632590782389922, 'reg_lambda': 1.7150625303129305}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,538] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.08240264547569581, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8928554227607961, 'colsample_bytree': 0.6707762083790338, 'gamma': 0.6619437688778939, 'reg_alpha': 0.6332802005906575, 'reg_lambda': 1.375381990054992}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,805] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.05909623155903983, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8043469051686039, 'colsample_bytree': 0.9811048554252422, 'gamma': 1.3562310012616616, 'reg_alpha': 0.9529428068059057, 'reg_lambda': 1.1564902543332605}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:00,990] Trial 78 finished with value: 0.755952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.024079113332481052, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8358695800396108, 'colsample_bytree': 0.8749975930961956, 'gamma': 1.1321996829629568, 'reg_alpha': 0.85787345948124, 'reg_lambda': 1.8567929133561365}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,093] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.15523398388035287, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7641144445098267, 'colsample_bytree': 0.9360449885686417, 'gamma': 0.15823599311728753, 'reg_alpha': 0.8584403356906287, 'reg_lambda': 1.968169213284659}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,311] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 55, 'learning_rate': 0.03580170904065343, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8379220233852405, 'colsample_bytree': 0.879391693368369, 'gamma': 1.0996128155947447, 'reg_alpha': 0.9265024920895296, 'reg_lambda': 1.8680038686141889}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,512] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.024358447567763317, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8679788010112541, 'colsample_bytree': 0.8578693562937915, 'gamma': 1.520839432537128, 'reg_alpha': 0.8951732775305279, 'reg_lambda': 2.190192881300235}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,745] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.028382852032919216, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8215539131104957, 'colsample_bytree': 0.9581156460556319, 'gamma': 0.8017433213539192, 'reg_alpha': 0.13700261740577147, 'reg_lambda': 1.6652853014174729}. Best is trial 20 with value: 0.7678571428571429.
[I 2025-11-03 20:04:01,842] Trial 83 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 23, 'learning_rate': 0.01881484209421347, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8901278997305221, 'colsample_bytree': 0.8939305906710354, 'gamma': 3.748967179036428, 'reg_alpha': 0.7966640391842771, 'reg_lambda': 1.7906080115157539}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,070] Trial 84 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.019071691174046144, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8705594348953475, 'colsample_bytree': 0.8981935087624464, 'gamma': 3.1539403832075736, 'reg_alpha': 0.7969773200786954, 'reg_lambda': 1.8136064387954578}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,197] Trial 85 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 32, 'learning_rate': 0.015730566669252093, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9517689041594221, 'colsample_bytree': 0.9271335427620887, 'gamma': 3.433853108678941, 'reg_alpha': 0.9687265624078568, 'reg_lambda': 1.957047071282715}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,350] Trial 86 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 43, 'learning_rate': 0.011318849756960658, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8886956166202836, 'colsample_bytree': 0.8430896125325433, 'gamma': 4.171237906940372, 'reg_alpha': 0.8738809606795163, 'reg_lambda': 2.145421101649929}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,534] Trial 87 finished with value: 0.625 and parameters: {'n_estimators': 22, 'learning_rate': 0.021043618732503943, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9234502183385976, 'colsample_bytree': 0.8828334778469697, 'gamma': 4.014452661195963, 'reg_alpha': 0.7172240004999378, 'reg_lambda': 2.0725826501042226}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,695] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.014048466081556616, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9112938317639463, 'colsample_bytree': 0.8950328686102275, 'gamma': 3.593839315478662, 'reg_alpha': 0.9164166054136289, 'reg_lambda': 0.9544724763694656}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,806] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.04003136662212203, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8480416416139783, 'colsample_bytree': 0.8698892793017887, 'gamma': 1.777607453384372, 'reg_alpha': 0.836761946015928, 'reg_lambda': 0.7361437270338979}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:02,956] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.06757819717093647, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8122367527978174, 'colsample_bytree': 0.9075005977726068, 'gamma': 2.3782283359131187, 'reg_alpha': 0.7549819525270429, 'reg_lambda': 1.7533758360597946}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,116] Trial 91 finished with value: 0.755952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.022623490598482877, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8574201876815857, 'colsample_bytree': 0.7104843264966173, 'gamma': 1.9447132162352156, 'reg_alpha': 0.822813783563821, 'reg_lambda': 2.3432284711708182}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,229] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 45, 'learning_rate': 0.022091060215683238, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8609946535927481, 'colsample_bytree': 0.691348462615621, 'gamma': 1.8708061353290877, 'reg_alpha': 0.8204220622002882, 'reg_lambda': 2.7935185853324658}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,415] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 20, 'learning_rate': 0.02757273043420019, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8362208121527543, 'colsample_bytree': 0.9150779937195788, 'gamma': 2.0347836590729638, 'reg_alpha': 0.9434017792171664, 'reg_lambda': 0.5835702274582677}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,515] Trial 94 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 30, 'learning_rate': 0.016780342957702914, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8759097681235944, 'colsample_bytree': 0.7165306324405216, 'gamma': 2.640920636672578, 'reg_alpha': 0.7740790288883466, 'reg_lambda': 1.249738712513753}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:03,878] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.031001873557481244, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.850318567440991, 'colsample_bytree': 0.8509447768450281, 'gamma': 4.532042335351667, 'reg_alpha': 0.8535479617650259, 'reg_lambda': 2.4293960615056513}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,026] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 39, 'learning_rate': 0.020266760181585797, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8257642948127214, 'colsample_bytree': 0.7098735575991185, 'gamma': 0.9975275400677605, 'reg_alpha': 0.884419498312268, 'reg_lambda': 1.0584460135742646}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,128] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.2367334778594433, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8180655420372049, 'colsample_bytree': 0.7328964077752058, 'gamma': 0.5435367357348254, 'reg_alpha': 0.7892471516879178, 'reg_lambda': 1.5528740783429595}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,367] Trial 98 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.01873949638119389, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7951235374666425, 'colsample_bytree': 0.8792898915507987, 'gamma': 2.130886824529111, 'reg_alpha': 0.9843412648538877, 'reg_lambda': 2.2820093944686897}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,544] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.052906577674066965, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8918318471059989, 'colsample_bytree': 0.9357997268188546, 'gamma': 1.9200532643167865, 'reg_alpha': 0.7351273010490927, 'reg_lambda': 2.4252991419373147}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,656] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.12403202756289833, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8604906265409493, 'colsample_bytree': 0.6822487727035608, 'gamma': 1.695241520954911, 'reg_alpha': 0.812115205117788, 'reg_lambda': 1.315827623002786}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,825] Trial 101 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 40, 'learning_rate': 0.023955718872725972, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8413241252216702, 'colsample_bytree': 0.7033201089685202, 'gamma': 1.2511723169510298, 'reg_alpha': 0.8302496173884819, 'reg_lambda': 1.448258271325305}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:04,968] Trial 102 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.0267051146986286, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8526508165511648, 'colsample_bytree': 0.7419904936697693, 'gamma': 1.1809133340369733, 'reg_alpha': 0.9099276591866228, 'reg_lambda': 1.1801186121349387}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,294] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.02200705325988318, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8756454659894579, 'colsample_bytree': 0.7673670740483977, 'gamma': 1.362744516565816, 'reg_alpha': 0.8580969008017821, 'reg_lambda': 1.4088622128877213}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,464] Trial 104 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 58, 'learning_rate': 0.07305585609435952, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8346636452659839, 'colsample_bytree': 0.8658409175511017, 'gamma': 0.942251119929054, 'reg_alpha': 0.7848253640220746, 'reg_lambda': 1.2638989116412251}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,624] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.0637919022436198, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8645317911345453, 'colsample_bytree': 0.7275486864998254, 'gamma': 1.4619459056905153, 'reg_alpha': 0.8793821466661818, 'reg_lambda': 1.772623587072785}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:05,919] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.10822271040110136, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8838182084193502, 'colsample_bytree': 0.6685818519817001, 'gamma': 0.7952193800173943, 'reg_alpha': 0.9529078301890338, 'reg_lambda': 1.1310843164899673}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,082] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.11394161517526763, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9105442438010952, 'colsample_bytree': 0.9017013315519263, 'gamma': 0.3162516089398003, 'reg_alpha': 0.9552756180983266, 'reg_lambda': 0.977684516117536}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,329] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.10090985100267354, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8957577815565742, 'colsample_bytree': 0.66773372742301, 'gamma': 0.6953237179895233, 'reg_alpha': 0.9268994618733001, 'reg_lambda': 2.991622700841628}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,429] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.13474733397714603, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.884466638703256, 'colsample_bytree': 0.658715998258141, 'gamma': 0.8371763497958481, 'reg_alpha': 0.9909778119358057, 'reg_lambda': 1.117488829320076}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,648] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.09270668889216296, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8983118156668628, 'colsample_bytree': 0.6228604008963261, 'gamma': 1.101335638904162, 'reg_alpha': 0.503052566792518, 'reg_lambda': 1.0242903935831076}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:06,815] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.15551445539528508, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8715529827449298, 'colsample_bytree': 0.7471479923998683, 'gamma': 1.594098943487864, 'reg_alpha': 0.9027756236297236, 'reg_lambda': 1.3233510758611418}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,175] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.031106831976715453, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8441793289272346, 'colsample_bytree': 0.8254642737245825, 'gamma': 0.47005061999665276, 'reg_alpha': 0.8402694352662922, 'reg_lambda': 1.4939841013825528}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,279] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.111051728344453, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8595158156428123, 'colsample_bytree': 0.9189828307307742, 'gamma': 0.9892104704890005, 'reg_alpha': 0.9438819290702326, 'reg_lambda': 1.2163611906957519}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,515] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.02469405166674348, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9305407770932593, 'colsample_bytree': 0.6933789223239178, 'gamma': 1.334711737693256, 'reg_alpha': 0.8043166672796018, 'reg_lambda': 1.122534066512686}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,683] Trial 115 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 54, 'learning_rate': 0.08489080809219623, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8028129827740755, 'colsample_bytree': 0.6467175966164744, 'gamma': 0.6555993305935957, 'reg_alpha': 0.8552946998362816, 'reg_lambda': 1.0717213425299896}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:07,783] Trial 116 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.09915875537483043, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8285923540122703, 'colsample_bytree': 0.6839302376704367, 'gamma': 1.1545752858362401, 'reg_alpha': 0.8842790914232811, 'reg_lambda': 0.8631300129857534}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,116] Trial 117 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 48, 'learning_rate': 0.02007473071762593, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8825214370677399, 'colsample_bytree': 0.7048410996422381, 'gamma': 0.8478987960109692, 'reg_alpha': 0.765462153885212, 'reg_lambda': 1.5784023687601552}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,283] Trial 118 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.018377806609706723, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8550618970924106, 'colsample_bytree': 0.8518303405534957, 'gamma': 1.9507325741407933, 'reg_alpha': 0.060408686980192694, 'reg_lambda': 1.864157342973679}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,423] Trial 119 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 28, 'learning_rate': 0.015078790700253563, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9054114964982897, 'colsample_bytree': 0.7760344068169394, 'gamma': 0.734613551150912, 'reg_alpha': 0.9629105579698839, 'reg_lambda': 1.362688349374573}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,566] Trial 120 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 20, 'learning_rate': 0.034898577594983285, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8166653059390585, 'colsample_bytree': 0.9545583044178721, 'gamma': 1.2239084113460248, 'reg_alpha': 0.8227493381670958, 'reg_lambda': 1.6385729745720934}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,745] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.05015537949335493, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7843013006784385, 'colsample_bytree': 0.9521311876703724, 'gamma': 1.2071033805322138, 'reg_alpha': 0.8205503590448477, 'reg_lambda': 1.4104369227348719}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,839] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.02282050853675998, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8143914416997952, 'colsample_bytree': 0.6024332371515975, 'gamma': 1.5037194316175002, 'reg_alpha': 0.8596283525107943, 'reg_lambda': 1.1855719388730128}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:08,943] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 31, 'learning_rate': 0.03472550291791852, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8443945407555068, 'colsample_bytree': 0.8940878242986354, 'gamma': 1.0387061689344776, 'reg_alpha': 0.922113634228048, 'reg_lambda': 1.635998911743585}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,215] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.044962118374668035, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8233019214947667, 'colsample_bytree': 0.9628251622068504, 'gamma': 1.2845455107248371, 'reg_alpha': 0.7950362603683976, 'reg_lambda': 1.9233075813348965}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,395] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 43, 'learning_rate': 0.045082526618195146, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8225281766017524, 'colsample_bytree': 0.9573642369273208, 'gamma': 0.895509888765869, 'reg_alpha': 0.7423007156054571, 'reg_lambda': 1.896335385833731}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,543] Trial 126 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.03894923254338764, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8332740108158493, 'colsample_bytree': 0.9832204060652634, 'gamma': 1.6779442197251102, 'reg_alpha': 0.8377916775207452, 'reg_lambda': 1.718074669340794}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,746] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 38, 'learning_rate': 0.03866190475699911, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8021410876265095, 'colsample_bytree': 0.9803355873071854, 'gamma': 1.6837091599374858, 'reg_alpha': 0.6961323538235115, 'reg_lambda': 2.0669359466011796}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:09,955] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 25, 'learning_rate': 0.043423865997104016, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8326207904660807, 'colsample_bytree': 0.9690750612734477, 'gamma': 2.16477096391446, 'reg_alpha': 0.7993064269748414, 'reg_lambda': 1.8216578460233772}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,164] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.04788345383887494, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8136229233696133, 'colsample_bytree': 0.9922381476794339, 'gamma': 1.8009183874611172, 'reg_alpha': 0.9008851843008062, 'reg_lambda': 1.9151096734953532}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,304] Trial 130 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 39, 'learning_rate': 0.04280726748974821, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9177611670167061, 'colsample_bytree': 0.940854101359262, 'gamma': 2.3565538062586335, 'reg_alpha': 0.8370831426978519, 'reg_lambda': 1.8088352534624956}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,453] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.03828406412512467, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8298210242113555, 'colsample_bytree': 0.9745264455130397, 'gamma': 1.2700426329037597, 'reg_alpha': 0.7786809538498535, 'reg_lambda': 1.7117520191034628}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,705] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.05596139206069429, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8405269721847874, 'colsample_bytree': 0.9574173380887026, 'gamma': 1.3926837117287225, 'reg_alpha': 0.8701976998757153, 'reg_lambda': 1.9652575431736343}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:10,783] Trial 133 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.017255637506752013, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8208145999291832, 'colsample_bytree': 0.987649689393852, 'gamma': 1.1093080229069416, 'reg_alpha': 0.8167355669351154, 'reg_lambda': 1.6443213540446264}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,071] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.03269013796163108, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8518392768429709, 'colsample_bytree': 0.9656538585852272, 'gamma': 1.6099543904264213, 'reg_alpha': 0.7536154440580103, 'reg_lambda': 1.276922744934338}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,278] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.03521313336554691, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8091878256629633, 'colsample_bytree': 0.6398241319081645, 'gamma': 0.9764711738763773, 'reg_alpha': 0.7201897935655425, 'reg_lambda': 1.5236791410373947}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,447] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 36, 'learning_rate': 0.07684432857722046, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8658775331854445, 'colsample_bytree': 0.9272030565988701, 'gamma': 0.5773271617125361, 'reg_alpha': 0.7961959379194178, 'reg_lambda': 1.6885488299696814}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,612] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 47, 'learning_rate': 0.030670756777971216, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.78833890579591, 'colsample_bytree': 0.9385355240590811, 'gamma': 1.4450471521401653, 'reg_alpha': 0.8389530185444708, 'reg_lambda': 1.782045226335255}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,859] Trial 138 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 48, 'learning_rate': 0.029371802477379163, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7875777705714871, 'colsample_bytree': 0.9503990679195354, 'gamma': 1.807336257268945, 'reg_alpha': 0.8488268579513079, 'reg_lambda': 1.7574449806791657}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:11,970] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.040593077415932904, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7730734760966121, 'colsample_bytree': 0.9399815345687105, 'gamma': 1.5343620918656473, 'reg_alpha': 0.8879792645995599, 'reg_lambda': 2.0409988440838314}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,112] Trial 140 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 27, 'learning_rate': 0.026695818689979153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7940193708876655, 'colsample_bytree': 0.9611747155994849, 'gamma': 1.3146406182914903, 'reg_alpha': 0.9369175581825026, 'reg_lambda': 2.14380750860653}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,317] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.036683350826257, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8334830122989367, 'colsample_bytree': 0.9312084211198124, 'gamma': 1.4827594753744902, 'reg_alpha': 0.836167179538257, 'reg_lambda': 1.8331756080092725}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,479] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.03745721731073013, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7462900423443152, 'colsample_bytree': 0.9297097514794437, 'gamma': 1.6981381416069592, 'reg_alpha': 0.9993281797437872, 'reg_lambda': 1.7947697839116412}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,746] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.03734355471186051, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7382652458632246, 'colsample_bytree': 0.9208861511703913, 'gamma': 1.74108656250467, 'reg_alpha': 0.9950543365866417, 'reg_lambda': 1.8470521390478147}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:12,987] Trial 144 finished with value: 0.755952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.03224353081071158, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7096085804428702, 'colsample_bytree': 0.9291910819478899, 'gamma': 1.9202038669185626, 'reg_alpha': 0.962769432066792, 'reg_lambda': 1.9288923564816676}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,144] Trial 145 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.03181309044092984, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8750288573262229, 'colsample_bytree': 0.9115304635015695, 'gamma': 2.0616511100766033, 'reg_alpha': 0.9128392965745309, 'reg_lambda': 1.9205810189831962}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,385] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.0407850357984265, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.717865961043903, 'colsample_bytree': 0.8746260784286254, 'gamma': 1.3948792976066353, 'reg_alpha': 0.9642746113098132, 'reg_lambda': 2.012097780212636}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,582] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 53, 'learning_rate': 0.08776557520045725, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6589056117261682, 'colsample_bytree': 0.9429707928002262, 'gamma': 1.8935318699300003, 'reg_alpha': 0.2153499646031249, 'reg_lambda': 1.7363022899597509}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,717] Trial 148 finished with value: 0.744047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.04629874536421736, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8918138410933164, 'colsample_bytree': 0.8387158344284381, 'gamma': 2.001725270865597, 'reg_alpha': 0.868118742288628, 'reg_lambda': 1.9361128457885777}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:13,960] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.13041654782294346, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6385467293742513, 'colsample_bytree': 0.9040072494798161, 'gamma': 1.6300548085065043, 'reg_alpha': 0.9405693315039948, 'reg_lambda': 2.098708166453078}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,146] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 41, 'learning_rate': 0.031056982956260828, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7038604004311285, 'colsample_bytree': 0.9347050802377955, 'gamma': 1.429847757422122, 'reg_alpha': 0.8942608616108708, 'reg_lambda': 1.9984652296923955}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,303] Trial 151 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 57, 'learning_rate': 0.03634704512451312, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7269655388519269, 'colsample_bytree': 0.9237037353731957, 'gamma': 1.5372477311376282, 'reg_alpha': 0.9829718835291359, 'reg_lambda': 1.7775575066467229}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,553] Trial 152 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.02879922864487604, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7555096190813806, 'colsample_bytree': 0.8881885194079459, 'gamma': 1.6577799616885405, 'reg_alpha': 0.9717966005747917, 'reg_lambda': 1.8093514095702823}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,705] Trial 153 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 45, 'learning_rate': 0.1537021816496565, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7401125292822985, 'colsample_bytree': 0.9773281513908715, 'gamma': 1.7298364304530691, 'reg_alpha': 0.9563701736668164, 'reg_lambda': 2.6864350835912103}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:14,808] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.03308455934746963, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7671607248202231, 'colsample_bytree': 0.8622845696469308, 'gamma': 1.873859072465285, 'reg_alpha': 0.9929568710243759, 'reg_lambda': 1.8736526938960287}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,092] Trial 155 finished with value: 0.738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.03866155382356436, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6908478723448812, 'colsample_bytree': 0.9266781166132244, 'gamma': 3.7054579165462362, 'reg_alpha': 0.8419393280144614, 'reg_lambda': 0.9259126166652358}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,279] Trial 156 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 53, 'learning_rate': 0.1201202169791245, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8356030148477566, 'colsample_bytree': 0.9309150450842739, 'gamma': 0.7587604715173012, 'reg_alpha': 0.9181722970502707, 'reg_lambda': 1.7851174362779065}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,497] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 36, 'learning_rate': 0.05165864525011159, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7475457755490131, 'colsample_bytree': 0.9138288220348061, 'gamma': 1.7817677627357185, 'reg_alpha': 0.9735046208047096, 'reg_lambda': 2.3481278023601773}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,645] Trial 158 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 66, 'learning_rate': 0.025253254358634736, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8252206110588546, 'colsample_bytree': 0.9462585321301954, 'gamma': 4.860279384642663, 'reg_alpha': 0.7753198606625861, 'reg_lambda': 1.8889473009443796}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,841] Trial 159 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 45, 'learning_rate': 0.043553929920411724, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8434300498746986, 'colsample_bytree': 0.9325805080385207, 'gamma': 1.5561174637526198, 'reg_alpha': 0.9350483897192001, 'reg_lambda': 1.699057875195076}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:15,937] Trial 160 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 41, 'learning_rate': 0.04444144133728079, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8438278654913184, 'colsample_bytree': 0.8916193930830122, 'gamma': 1.5594229565291782, 'reg_alpha': 0.8076198497617735, 'reg_lambda': 1.6898550855698602}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,138] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.04264187710193123, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8325639180663956, 'colsample_bytree': 0.9334289182641268, 'gamma': 1.478637366782598, 'reg_alpha': 0.949777306461342, 'reg_lambda': 1.8343566440291847}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,418] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.050004693887415415, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8564601094365817, 'colsample_bytree': 0.9472907833455468, 'gamma': 1.927897012818957, 'reg_alpha': 0.9985152026526545, 'reg_lambda': 1.7456428796700905}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,562] Trial 163 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.060674998670453846, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7315895758486859, 'colsample_bytree': 0.9171741416708141, 'gamma': 2.0699865999757563, 'reg_alpha': 0.9257949977677159, 'reg_lambda': 1.9633713263807444}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,841] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.036977863759485446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.883154331076961, 'colsample_bytree': 0.8800628447236263, 'gamma': 1.340908972846707, 'reg_alpha': 0.8715246605444577, 'reg_lambda': 1.2385428033856216}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:16,980] Trial 165 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 51, 'learning_rate': 0.17686785014215473, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6826323376981729, 'colsample_bytree': 0.9048010410174736, 'gamma': 1.6587987465903689, 'reg_alpha': 0.5583003781847324, 'reg_lambda': 1.1406439330049634}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,094] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 42, 'learning_rate': 0.10365907415492201, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8393675648851106, 'colsample_bytree': 0.7905246514129755, 'gamma': 1.4190449710063617, 'reg_alpha': 0.8340103222796864, 'reg_lambda': 1.8544553592169792}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,288] Trial 167 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.041639343276378984, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8468766066659298, 'colsample_bytree': 0.9417071804814227, 'gamma': 2.983475460768551, 'reg_alpha': 0.9005397313914411, 'reg_lambda': 1.5989013489808412}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,609] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 45, 'learning_rate': 0.054622411131965004, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8629983080507957, 'colsample_bytree': 0.9307995059743398, 'gamma': 1.1280789904089092, 'reg_alpha': 0.9416686658286868, 'reg_lambda': 1.7306109764146245}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,750] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.03942977853752785, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7138165040596836, 'colsample_bytree': 0.969958796050609, 'gamma': 1.7369066435995097, 'reg_alpha': 0.8813692029318755, 'reg_lambda': 2.257099484723253}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,832] Trial 170 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 25, 'learning_rate': 0.02091297089660756, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9030868740187404, 'colsample_bytree': 0.8582741253899463, 'gamma': 0.9296123012778654, 'reg_alpha': 0.8566800067170957, 'reg_lambda': 2.54723944711788}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:17,993] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.11858604130609775, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8327934965740574, 'colsample_bytree': 0.9313928661990382, 'gamma': 0.8125812307764215, 'reg_alpha': 0.9143997383921258, 'reg_lambda': 1.8022393779475594}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,177] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 64, 'learning_rate': 0.11166878817570593, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8248400458547448, 'colsample_bytree': 0.9199323655033083, 'gamma': 0.6373140365508785, 'reg_alpha': 0.9288926075214703, 'reg_lambda': 1.7838642290514783}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,336] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 54, 'learning_rate': 0.04597322413479115, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8062104723894687, 'colsample_bytree': 0.9359312170104626, 'gamma': 0.7711322990078158, 'reg_alpha': 0.9775809028963707, 'reg_lambda': 0.7328821711157969}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,488] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.13985053897469835, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.838188726989409, 'colsample_bytree': 0.9111141800845349, 'gamma': 0.5078846166419193, 'reg_alpha': 0.4103956575763149, 'reg_lambda': 1.683836858920259}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,676] Trial 175 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 59, 'learning_rate': 0.03415444891640479, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8511263678245223, 'colsample_bytree': 0.9260288156293124, 'gamma': 2.262774652409149, 'reg_alpha': 0.8197062458025275, 'reg_lambda': 1.0750846036040658}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,838] Trial 176 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.12388868823688036, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8214464927553673, 'colsample_bytree': 0.9968490963985092, 'gamma': 1.2482757769733426, 'reg_alpha': 0.7934116080033073, 'reg_lambda': 1.9366939684381586}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:18,988] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 70, 'learning_rate': 0.14823364974137562, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8695943172640029, 'colsample_bytree': 0.9510641876641347, 'gamma': 1.0136215659888175, 'reg_alpha': 0.9581183634774095, 'reg_lambda': 1.8882036497245627}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,198] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.09772948210411529, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8152588011214396, 'colsample_bytree': 0.9866285038569482, 'gamma': 0.41174940531748383, 'reg_alpha': 0.9086422772503147, 'reg_lambda': 1.18072184838963}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,410] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.022587964014008033, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8878679752489733, 'colsample_bytree': 0.8728293276521726, 'gamma': 1.5448791975216107, 'reg_alpha': 0.8523863014552583, 'reg_lambda': 0.6684810687884611}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,690] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 44, 'learning_rate': 0.027608120632921885, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8353836394841291, 'colsample_bytree': 0.8136029901851308, 'gamma': 1.8118810827891674, 'reg_alpha': 0.8781410587188375, 'reg_lambda': 0.8061562602892811}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:19,870] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.04619183060480675, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8058263640653489, 'colsample_bytree': 0.9394299983711869, 'gamma': 0.8018512393565757, 'reg_alpha': 0.976479879388386, 'reg_lambda': 0.6316572007189196}. Best is trial 83 with value: 0.7738095238095237.
[I 2025-11-03 20:04:20,103] Trial 182 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 52, 'learning_rate': 0.16500261583426307, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8093195193313297, 'colsample_bytree': 0.9350743418569611, 'gamma': 0.732457684203117, 'reg_alpha': 0.9754129156251068, 'reg_lambda': 0.7388160857555048}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,247] Trial 183 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 49, 'learning_rate': 0.16196118432142817, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8289704205026533, 'colsample_bytree': 0.9609413844419801, 'gamma': 4.374320026036683, 'reg_alpha': 0.9381180417133084, 'reg_lambda': 0.5544108584830838}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,472] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.1992686858346246, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7992163336789797, 'colsample_bytree': 0.9285699929087728, 'gamma': 0.5839084819207356, 'reg_alpha': 0.9661681943909051, 'reg_lambda': 1.7818327970749883}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,613] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 38, 'learning_rate': 0.13294797198041952, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8444269055625547, 'colsample_bytree': 0.9466633896251834, 'gamma': 0.7187785694349702, 'reg_alpha': 0.9183878094328236, 'reg_lambda': 0.8311520916632708}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,784] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.16711503837764416, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8114498752336777, 'colsample_bytree': 0.900675616724002, 'gamma': 1.1378956650873173, 'reg_alpha': 0.8319104589522858, 'reg_lambda': 0.7550942939675939}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:20,879] Trial 187 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 30, 'learning_rate': 0.019273275153990996, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8770127459702911, 'colsample_bytree': 0.9202805377033665, 'gamma': 0.894865327305671, 'reg_alpha': 0.9516176085145172, 'reg_lambda': 1.3159429446723414}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,105] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.030476977488386292, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8205875823522899, 'colsample_bytree': 0.9360172190991762, 'gamma': 1.3078890000621413, 'reg_alpha': 0.9980291687870824, 'reg_lambda': 1.7017410129102089}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,296] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.10835153912464314, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8605784619067464, 'colsample_bytree': 0.6667351314407293, 'gamma': 1.9597460256632828, 'reg_alpha': 0.8044200153360622, 'reg_lambda': 1.8246379143520173}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,608] Trial 190 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.1921296162608204, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.6090520854759078, 'colsample_bytree': 0.9531971046244273, 'gamma': 1.6348887496823272, 'reg_alpha': 0.9037264533279529, 'reg_lambda': 1.2156816316799213}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:21,768] Trial 191 finished with value: 0.755952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.04766892319082583, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8026468961945484, 'colsample_bytree': 0.9340236576640576, 'gamma': 0.7390802005504817, 'reg_alpha': 0.9808981322471035, 'reg_lambda': 0.7154487468161225}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,039] Trial 192 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 49, 'learning_rate': 0.0371397972398341, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7959922592662912, 'colsample_bytree': 0.9395692372916863, 'gamma': 0.6805351711111607, 'reg_alpha': 0.9775739458592531, 'reg_lambda': 1.0099551879233521}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,207] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.04772177417995033, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7841153287102428, 'colsample_bytree': 0.9248476497752348, 'gamma': 0.8624176038744112, 'reg_alpha': 0.9522362724172021, 'reg_lambda': 0.6811383840510669}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,356] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.040784699699927755, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8262019394636664, 'colsample_bytree': 0.9162275925083766, 'gamma': 0.7522495365563038, 'reg_alpha': 0.9330674249898615, 'reg_lambda': 0.8932953963214518}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,523] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 59, 'learning_rate': 0.04280273810222537, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8992054793690751, 'colsample_bytree': 0.9328785107950878, 'gamma': 1.0167682366090367, 'reg_alpha': 0.9826699256843484, 'reg_lambda': 0.5986189372351163}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,758] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.03321404928997702, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8135315841592832, 'colsample_bytree': 0.8869378541976083, 'gamma': 1.459221652462237, 'reg_alpha': 0.8891164588333677, 'reg_lambda': 1.8451256311366027}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,857] Trial 197 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 34, 'learning_rate': 0.049406385822390694, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7772631699182769, 'colsample_bytree': 0.8666240933591502, 'gamma': 0.6398790171993557, 'reg_alpha': 0.8636863954208879, 'reg_lambda': 0.6957982234437294}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:22,995] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 27, 'learning_rate': 0.035474738235034664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8387110520233523, 'colsample_bytree': 0.9634954693591626, 'gamma': 0.9283519990357194, 'reg_alpha': 0.7726224836066687, 'reg_lambda': 0.7759135838857872}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:23,140] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 51, 'learning_rate': 0.055730289400736883, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8525084159202727, 'colsample_bytree': 0.9451061953315615, 'gamma': 1.8564640375368644, 'reg_alpha': 0.2844482446369806, 'reg_lambda': 1.74654649582314}. Best is trial 182 with value: 0.7916666666666667.
[I 2025-11-03 20:04:23,145] A new study created in memory with name: no-name-353a7911-6fad-47ee-8abf-ff4aa4eee750
[I 2025-11-03 20:04:23,424] Trial 0 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 23, 'learning_rate': 0.011739376850757642, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7010518259404315, 'colsample_bytree': 0.6699423337862577, 'gamma': 3.0887425563613546, 'reg_alpha': 0.700507147611109, 'reg_lambda': 1.6827758205032624}. Best is trial 0 with value: 0.6071428571428572.
[I 2025-11-03 20:04:23,692] Trial 1 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.019881087358267078, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6426346635609179, 'colsample_bytree': 0.8280826058304313, 'gamma': 3.158340656335412, 'reg_alpha': 0.34270011737885053, 'reg_lambda': 1.0172796616098956}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,001] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.1587888393284787, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6225265126921368, 'colsample_bytree': 0.6044173981087265, 'gamma': 4.947391165708962, 'reg_alpha': 0.9554110829835656, 'reg_lambda': 1.160495744739598}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,202] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.02202936259827647, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7590427593646085, 'colsample_bytree': 0.8461262305632415, 'gamma': 0.1457881142543399, 'reg_alpha': 0.6942136404296505, 'reg_lambda': 0.8512309048333673}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,523] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.050658106210705524, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8676698923256736, 'colsample_bytree': 0.6942000113218041, 'gamma': 3.366640004937148, 'reg_alpha': 0.327093322808355, 'reg_lambda': 0.9755914166258044}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,755] Trial 5 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.09876406537080218, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9424331674034925, 'colsample_bytree': 0.6803077399578792, 'gamma': 4.848859689905051, 'reg_alpha': 0.5671352679123435, 'reg_lambda': 2.8032117685518583}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:04:24,968] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.043951834233612395, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6504045569520516, 'colsample_bytree': 0.8272461614211731, 'gamma': 1.5364481294449512, 'reg_alpha': 0.358241009176021, 'reg_lambda': 1.970239146160094}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:25,078] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.13666690789206257, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9199312902995175, 'colsample_bytree': 0.7135304518840375, 'gamma': 4.919093169199066, 'reg_alpha': 0.49352071068369363, 'reg_lambda': 0.5963393089140491}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:25,396] Trial 8 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 220, 'learning_rate': 0.01204331278432211, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6562116727234566, 'colsample_bytree': 0.7868059026348575, 'gamma': 1.0302503719219558, 'reg_alpha': 0.48759224065897755, 'reg_lambda': 1.5404126253567867}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:25,585] Trial 9 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 94, 'learning_rate': 0.021675008035562784, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.766945481288235, 'colsample_bytree': 0.9361547387077678, 'gamma': 3.7430923533701628, 'reg_alpha': 0.46441567455100763, 'reg_lambda': 0.7227422781219585}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,014] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.2941556753030448, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8337931608029443, 'colsample_bytree': 0.9634251023323025, 'gamma': 1.7016394279151072, 'reg_alpha': 0.025687432363893703, 'reg_lambda': 2.425397089432537}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,246] Trial 11 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 159, 'learning_rate': 0.040339968479310734, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6000618673487127, 'colsample_bytree': 0.8512917804279992, 'gamma': 2.178563632919288, 'reg_alpha': 0.19230044787143, 'reg_lambda': 2.1159711689002836}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,577] Trial 12 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 98, 'learning_rate': 0.028143284537817826, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7014053442484853, 'colsample_bytree': 0.795131689675735, 'gamma': 1.6183459786036136, 'reg_alpha': 0.26288636258801873, 'reg_lambda': 2.0427269544046136}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:26,884] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.08131086190584201, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6952577337802064, 'colsample_bytree': 0.8752351447302611, 'gamma': 2.6676008226928856, 'reg_alpha': 0.11669335097292283, 'reg_lambda': 1.374622144306036}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,109] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 177, 'learning_rate': 0.03191415522643703, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6686634645887296, 'colsample_bytree': 0.9112439032269362, 'gamma': 3.8909208202190575, 'reg_alpha': 0.3535727797123991, 'reg_lambda': 2.01555442828144}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,369] Trial 15 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 110, 'learning_rate': 0.017071743165193044, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7480564284241955, 'colsample_bytree': 0.7744683727887666, 'gamma': 0.5740428413022904, 'reg_alpha': 0.38155180308855685, 'reg_lambda': 1.2783322958155274}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,524] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.06249220573678998, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6384182308058938, 'colsample_bytree': 0.992898290491384, 'gamma': 2.205476917814508, 'reg_alpha': 0.6454632332004525, 'reg_lambda': 2.496264408006004}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,735] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.04040532685936694, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9856253259601353, 'colsample_bytree': 0.7360270106421151, 'gamma': 1.4350179164216332, 'reg_alpha': 0.8643924087961947, 'reg_lambda': 1.801621181646355}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:27,899] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.014623548300401915, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8079230212833765, 'colsample_bytree': 0.8356458295389155, 'gamma': 2.7447776391093015, 'reg_alpha': 0.16953344496025907, 'reg_lambda': 0.5238772330342819}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,145] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.010654341942259875, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8121941103903154, 'colsample_bytree': 0.8954640285285878, 'gamma': 2.568285797836524, 'reg_alpha': 0.012516677141100219, 'reg_lambda': 2.3704772940574506}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,368] Trial 20 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.01519632838564424, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8722443966189211, 'colsample_bytree': 0.7528108156631529, 'gamma': 0.9005817828300939, 'reg_alpha': 0.17481064311582611, 'reg_lambda': 2.9973399107258496}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,479] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.015205205584079796, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8786324874709415, 'colsample_bytree': 0.763092939153851, 'gamma': 0.857876617839734, 'reg_alpha': 0.16484545063087547, 'reg_lambda': 2.9899719785890007}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,741] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.02988078310171086, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8479580093003514, 'colsample_bytree': 0.8176133342102119, 'gamma': 1.2720647418198843, 'reg_alpha': 0.10276552130597383, 'reg_lambda': 2.553759249275013}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:28,840] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.013309595847862862, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7843358560909534, 'colsample_bytree': 0.751591187175469, 'gamma': 0.15966879554810198, 'reg_alpha': 0.2358967039652371, 'reg_lambda': 2.817654528551918}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:04:29,119] Trial 24 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.01010942594010663, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9021653237655842, 'colsample_bytree': 0.880627749623119, 'gamma': 1.8994260135377883, 'reg_alpha': 0.2572466098827124, 'reg_lambda': 0.5219549211918701}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:29,333] Trial 25 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.010303090751180907, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.93153928994603, 'colsample_bytree': 0.8796283252886825, 'gamma': 1.8957965742792817, 'reg_alpha': 0.28240859579509126, 'reg_lambda': 0.6077758160343825}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:29,634] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 130, 'learning_rate': 0.010042439270823107, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9189568621556418, 'colsample_bytree': 0.8797811154998857, 'gamma': 1.9293020243826315, 'reg_alpha': 0.40738077686782076, 'reg_lambda': 0.843759764656464}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:29,851] Trial 27 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.010779362032572784, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9140204938727864, 'colsample_bytree': 0.9351022880450025, 'gamma': 1.9434051139171906, 'reg_alpha': 0.41243206619994033, 'reg_lambda': 0.8500677852490952}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:30,168] Trial 28 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 115, 'learning_rate': 0.02383181613426747, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9978443877597046, 'colsample_bytree': 0.9342382645431804, 'gamma': 2.0673182493638875, 'reg_alpha': 0.2737026396778168, 'reg_lambda': 0.6896619905193371}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:30,450] Trial 29 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.01167829018374476, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9625100908228038, 'colsample_bytree': 0.9918719711273549, 'gamma': 2.373222735057328, 'reg_alpha': 0.5854449277994425, 'reg_lambda': 1.0852174432125916}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:30,855] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 176, 'learning_rate': 0.017636838944560928, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9025904300231611, 'colsample_bytree': 0.9334051795558003, 'gamma': 2.9242184497483223, 'reg_alpha': 0.4311583390064202, 'reg_lambda': 0.8424771959297336}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:31,122] Trial 31 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 133, 'learning_rate': 0.01028181030882874, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.916600067329099, 'colsample_bytree': 0.8782634641044222, 'gamma': 1.8500764838015216, 'reg_alpha': 0.4209536758535746, 'reg_lambda': 0.8197755804990637}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:31,423] Trial 32 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 118, 'learning_rate': 0.01039013569739232, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9489037512057616, 'colsample_bytree': 0.9036492837129391, 'gamma': 2.0354602549844873, 'reg_alpha': 0.5588990522933506, 'reg_lambda': 0.5387834416051477}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:31,639] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.013457674925426865, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8954722108665335, 'colsample_bytree': 0.8592916084525101, 'gamma': 1.2347343458704538, 'reg_alpha': 0.2725008130403566, 'reg_lambda': 0.9921288048838078}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:32,005] Trial 34 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 145, 'learning_rate': 0.018870610901723234, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8937864324294527, 'colsample_bytree': 0.8600063994425827, 'gamma': 1.1667729900240824, 'reg_alpha': 0.30488472472149475, 'reg_lambda': 1.2668890673348283}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:32,854] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.013062551692615079, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9748807045562418, 'colsample_bytree': 0.6001927803010436, 'gamma': 1.424939579963233, 'reg_alpha': 0.23420784203810902, 'reg_lambda': 0.989780541098672}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,158] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 140, 'learning_rate': 0.012895666583559964, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9404164305582651, 'colsample_bytree': 0.9650709258754957, 'gamma': 0.6351310105575463, 'reg_alpha': 0.09550381637228739, 'reg_lambda': 0.7032198482641587}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,389] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 106, 'learning_rate': 0.02348570253966601, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.85040986645528, 'colsample_bytree': 0.6337159386138252, 'gamma': 2.460408516909094, 'reg_alpha': 0.31349705400335653, 'reg_lambda': 0.9902686925392483}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,667] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.01688572822560017, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8923988631877735, 'colsample_bytree': 0.9127225802793567, 'gamma': 3.1764576965648885, 'reg_alpha': 0.8620388368715944, 'reg_lambda': 1.1456057361530219}. Best is trial 24 with value: 0.7440476190476191.
[I 2025-11-03 20:04:33,976] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.013539871956286923, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9328558868860786, 'colsample_bytree': 0.8113644020864709, 'gamma': 1.7841377473910949, 'reg_alpha': 0.29291314437464866, 'reg_lambda': 0.6122522960543396}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:34,411] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 190, 'learning_rate': 0.020885191522511174, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9454409118919884, 'colsample_bytree': 0.8100179980930664, 'gamma': 1.7270385842631608, 'reg_alpha': 0.21661802334562508, 'reg_lambda': 1.5641035025290972}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:34,664] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 166, 'learning_rate': 0.012381791097614066, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.931823247431753, 'colsample_bytree': 0.8437043207229935, 'gamma': 2.2872074533743554, 'reg_alpha': 0.2944169254112805, 'reg_lambda': 0.6442846883870423}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:34,852] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.01476296207022157, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.9632495721286913, 'colsample_bytree': 0.8695165987854815, 'gamma': 1.2761725336366465, 'reg_alpha': 0.35293002892473574, 'reg_lambda': 0.5028895718173672}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,156] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.011828656656289571, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9087111147110327, 'colsample_bytree': 0.954074643954985, 'gamma': 1.8952193361457115, 'reg_alpha': 0.4521953287193031, 'reg_lambda': 0.897002686241636}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,346] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 94, 'learning_rate': 0.010049320297291048, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8825031326535462, 'colsample_bytree': 0.8922631932736925, 'gamma': 1.5281611117201992, 'reg_alpha': 0.5075164153618945, 'reg_lambda': 0.7186425961542836}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,678] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 201, 'learning_rate': 0.14304210902358913, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8489734671843341, 'colsample_bytree': 0.8284890399516633, 'gamma': 1.6343167955178273, 'reg_alpha': 0.27624279487869724, 'reg_lambda': 0.6273702994620786}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:35,881] Trial 46 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 125, 'learning_rate': 0.19004268746168684, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9320333169015433, 'colsample_bytree': 0.852292534581049, 'gamma': 1.0727418782695124, 'reg_alpha': 0.38814195063157986, 'reg_lambda': 0.7898588125588533}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:36,193] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 155, 'learning_rate': 0.02675928411009221, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8636824427178403, 'colsample_bytree': 0.7856224416067984, 'gamma': 0.5960708373818451, 'reg_alpha': 0.3432046493251862, 'reg_lambda': 0.9275740472557733}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:36,483] Trial 48 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 238, 'learning_rate': 0.019346847591276233, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8230390591110637, 'colsample_bytree': 0.9131942835439321, 'gamma': 4.647438145941839, 'reg_alpha': 0.12323971467191355, 'reg_lambda': 1.1114603171722188}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:36,832] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.01430307004087608, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9582085191413044, 'colsample_bytree': 0.8048672287320078, 'gamma': 2.8477027884118677, 'reg_alpha': 0.23385676184816379, 'reg_lambda': 1.263820988367991}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:37,193] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.016407463327912247, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816861642285765, 'colsample_bytree': 0.862643889969801, 'gamma': 1.7471322066683763, 'reg_alpha': 0.04812196779333533, 'reg_lambda': 0.6023090753733591}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:37,487] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.01613726550113868, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9990802909708589, 'colsample_bytree': 0.8664026327624849, 'gamma': 1.7997252586003076, 'reg_alpha': 0.06302217009855215, 'reg_lambda': 0.6024506867126418}. Best is trial 39 with value: 0.75.
[I 2025-11-03 20:04:37,779] Trial 52 finished with value: 0.761904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.0339697408653356, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.997767575953044, 'colsample_bytree': 0.8567715617166852, 'gamma': 1.723745000441314, 'reg_alpha': 0.06409996076774412, 'reg_lambda': 0.6041179996786797}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:38,040] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.033943008574874756, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9794703552580302, 'colsample_bytree': 0.8227301736395849, 'gamma': 1.32997502659558, 'reg_alpha': 0.029243667553219978, 'reg_lambda': 0.7450707846950935}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:38,404] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.025426368383293117, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9757061490041393, 'colsample_bytree': 0.8456360306395921, 'gamma': 2.11673778092528, 'reg_alpha': 0.06406650732819655, 'reg_lambda': 0.5095504961148446}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:38,660] Trial 55 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 207, 'learning_rate': 0.09544067477156713, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9863459889184845, 'colsample_bytree': 0.8347865489722771, 'gamma': 1.5570299587003535, 'reg_alpha': 0.1593487546983307, 'reg_lambda': 0.5922351094190774}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,036] Trial 56 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 216, 'learning_rate': 0.06454359788376143, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9574385205692293, 'colsample_bytree': 0.8896840636521264, 'gamma': 2.2637954315934037, 'reg_alpha': 0.1277677384435612, 'reg_lambda': 0.6362315349368115}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,288] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.04654523551093573, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9283885522236681, 'colsample_bytree': 0.7950335103465779, 'gamma': 0.8549067957533811, 'reg_alpha': 0.04986925497517495, 'reg_lambda': 0.7614462363453701}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,555] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.035843647180049565, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9707089114729469, 'colsample_bytree': 0.859808668838984, 'gamma': 1.6747757866508277, 'reg_alpha': 0.2005729809035539, 'reg_lambda': 1.3746221310155724}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:39,852] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 230, 'learning_rate': 0.013716548593939705, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7433047663377816, 'colsample_bytree': 0.8832606105288816, 'gamma': 1.0555630908763758, 'reg_alpha': 0.148081968564522, 'reg_lambda': 0.9288597516707968}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,190] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.01836380334374842, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9909967913217529, 'colsample_bytree': 0.9219593884349357, 'gamma': 2.5217411367634557, 'reg_alpha': 0.25115238071333196, 'reg_lambda': 1.7557603920010854}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,421] Trial 61 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.01654500368406247, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9916401715913724, 'colsample_bytree': 0.8651096884433948, 'gamma': 1.7795408229636465, 'reg_alpha': 0.07394485642760991, 'reg_lambda': 0.6480615479446425}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,704] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.011684858543465088, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477784737130638, 'colsample_bytree': 0.8983896473857076, 'gamma': 1.5022741325165345, 'reg_alpha': 0.01198327969963927, 'reg_lambda': 0.5693519330526662}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:40,945] Trial 63 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 180, 'learning_rate': 0.01594295123389615, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9683002141962911, 'colsample_bytree': 0.8725264701145179, 'gamma': 1.9994394508518734, 'reg_alpha': 0.07499694436914064, 'reg_lambda': 0.5892994404936476}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:41,303] Trial 64 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.011616294032217717, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8974798246817006, 'colsample_bytree': 0.8405711348868127, 'gamma': 2.0051955609127425, 'reg_alpha': 0.19220065668861747, 'reg_lambda': 0.5066634644069025}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:41,536] Trial 65 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 153, 'learning_rate': 0.022245474894223047, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9282161783331124, 'colsample_bytree': 0.853699666911314, 'gamma': 2.155167466623353, 'reg_alpha': 0.09146279475659772, 'reg_lambda': 1.0662244578627211}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:41,774] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.02037304852902592, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9667516585496355, 'colsample_bytree': 0.81663070581587, 'gamma': 1.3892161679782662, 'reg_alpha': 0.13252650511543787, 'reg_lambda': 0.7564814119782654}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:42,057] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.015237927511724706, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9434451769580531, 'colsample_bytree': 0.8767198390265926, 'gamma': 2.3217027431905612, 'reg_alpha': 0.04095227805175927, 'reg_lambda': 0.6821208988888616}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:42,356] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.013403560848648806, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9542297118836733, 'colsample_bytree': 0.8277292529223215, 'gamma': 2.6294227249427777, 'reg_alpha': 0.0023650115758290513, 'reg_lambda': 0.8876512844820623}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:42,829] Trial 69 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.05888804528287673, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8846097574436861, 'colsample_bytree': 0.8876517451032279, 'gamma': 1.1994359660609466, 'reg_alpha': 0.3214974648177133, 'reg_lambda': 1.8953475774853505}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,228] Trial 70 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 197, 'learning_rate': 0.011294150784495948, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9087337938250584, 'colsample_bytree': 0.7779254883292551, 'gamma': 0.3755975674940202, 'reg_alpha': 0.19551208879975296, 'reg_lambda': 2.170702594199632}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,541] Trial 71 finished with value: 0.755952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.01576020769473584, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9942569438510754, 'colsample_bytree': 0.8655801854109603, 'gamma': 1.8184604288259492, 'reg_alpha': 0.07951663955599284, 'reg_lambda': 0.604446321853993}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,749] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.012738951460037631, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9833137121315177, 'colsample_bytree': 0.8683673724744672, 'gamma': 1.876924425659808, 'reg_alpha': 0.07688727528266878, 'reg_lambda': 0.5780861798695642}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:43,946] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 99, 'learning_rate': 0.015455854785479126, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9724176571537477, 'colsample_bytree': 0.9059030359282779, 'gamma': 1.9287019915813763, 'reg_alpha': 0.08800195435295964, 'reg_lambda': 0.5742482749340202}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,173] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 114, 'learning_rate': 0.0128972728799295, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9987691583625548, 'colsample_bytree': 0.876292951760239, 'gamma': 1.7315538498168004, 'reg_alpha': 0.10849039006870666, 'reg_lambda': 0.6909063653771811}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,511] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.017598330492655315, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9990490788719202, 'colsample_bytree': 0.8706613804959217, 'gamma': 1.6958031030829475, 'reg_alpha': 0.10638645362246252, 'reg_lambda': 0.7908435838153781}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,701] Trial 76 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 96, 'learning_rate': 0.0124638626973695, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9859853179941265, 'colsample_bytree': 0.7240846631694242, 'gamma': 2.077394569541526, 'reg_alpha': 0.030800706698406215, 'reg_lambda': 0.7006337686932261}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:44,993] Trial 77 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.019507419258693332, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.973302720641943, 'colsample_bytree': 0.8406001381353041, 'gamma': 1.7961409931889831, 'reg_alpha': 0.14451943834310946, 'reg_lambda': 0.5768151641438867}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:45,198] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.029103365076402803, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.987741355355336, 'colsample_bytree': 0.9268476076332439, 'gamma': 2.365670887834621, 'reg_alpha': 0.07060676756722101, 'reg_lambda': 0.6781380026713776}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:45,453] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.07258043967757864, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.981959081710594, 'colsample_bytree': 0.8990844273626081, 'gamma': 2.1794760054515496, 'reg_alpha': 0.0006099967045911509, 'reg_lambda': 0.8151010119787737}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:45,720] Trial 80 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 118, 'learning_rate': 0.014407010385111673, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9616400290199142, 'colsample_bytree': 0.8529324280285571, 'gamma': 1.5508516362107756, 'reg_alpha': 0.17422720328678626, 'reg_lambda': 0.5713169084405374}. Best is trial 52 with value: 0.761904761904762.
[I 2025-11-03 20:04:46,028] Trial 81 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 124, 'learning_rate': 0.010735541910079414, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997504342968975, 'colsample_bytree': 0.8770756311965167, 'gamma': 1.9713650636250317, 'reg_alpha': 0.11149078245174601, 'reg_lambda': 0.6383951709637463}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:46,243] Trial 82 finished with value: 0.761904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.011190921841989923, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.999609903897145, 'colsample_bytree': 0.8779191754599336, 'gamma': 1.9989283350123137, 'reg_alpha': 0.1045722336854487, 'reg_lambda': 0.5060791513786335}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:46,575] Trial 83 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 140, 'learning_rate': 0.0111453027709885, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.999635420684465, 'colsample_bytree': 0.8723480011430592, 'gamma': 2.0188810590327297, 'reg_alpha': 0.11380717556370248, 'reg_lambda': 0.6604829431751806}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:46,791] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.011225242112290026, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9808741530975761, 'colsample_bytree': 0.8642744932992975, 'gamma': 2.0149080272718085, 'reg_alpha': 0.05653649835696635, 'reg_lambda': 0.6304447745935547}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,014] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.016328579034328487, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9907705974455208, 'colsample_bytree': 0.8122248366381438, 'gamma': 1.4419221053359252, 'reg_alpha': 0.08548240613234434, 'reg_lambda': 0.7447864542952775}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,336] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.010899458140000052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9662346268459518, 'colsample_bytree': 0.8335238268613946, 'gamma': 2.4118037983986764, 'reg_alpha': 0.125554999335651, 'reg_lambda': 0.886485079328539}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,614] Trial 87 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 168, 'learning_rate': 0.013905165558639963, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9787889503422303, 'colsample_bytree': 0.8900975862581465, 'gamma': 2.219038961579829, 'reg_alpha': 0.05015468177009094, 'reg_lambda': 0.5006765363425442}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:47,875] Trial 88 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 168, 'learning_rate': 0.01245128387604283, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9947653372709571, 'colsample_bytree': 0.9482123890022657, 'gamma': 2.1958598576386716, 'reg_alpha': 0.02885796179189814, 'reg_lambda': 0.5005758150436781}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:48,127] Trial 89 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.014335414984037582, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9537009170544101, 'colsample_bytree': 0.9193691582902812, 'gamma': 2.7436792940751307, 'reg_alpha': 0.7597788429366805, 'reg_lambda': 0.5610644506679143}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:48,538] Trial 90 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 179, 'learning_rate': 0.01101552994022815, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9719279723485067, 'colsample_bytree': 0.8922989616016476, 'gamma': 1.9834033616777182, 'reg_alpha': 0.1070197459827439, 'reg_lambda': 0.6598285823088014}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:48,825] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.0176654360820725, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9796078653669483, 'colsample_bytree': 0.906221418782747, 'gamma': 1.8824796356674842, 'reg_alpha': 0.05597908958923811, 'reg_lambda': 0.6166851542040647}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,176] Trial 92 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 138, 'learning_rate': 0.013789185402874311, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9851844236147593, 'colsample_bytree': 0.8467413435085758, 'gamma': 1.6174465995888117, 'reg_alpha': 0.14283366685551235, 'reg_lambda': 0.7993676511873851}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,407] Trial 93 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.013735803321199839, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9987237356792957, 'colsample_bytree': 0.851029760276401, 'gamma': 2.0977141587250525, 'reg_alpha': 0.15525372916743105, 'reg_lambda': 0.8169053525286087}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,750] Trial 94 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.012363544218432459, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9915498545448675, 'colsample_bytree': 0.8509447661248898, 'gamma': 2.493314275742078, 'reg_alpha': 0.16458499163876472, 'reg_lambda': 0.8270138291257693}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:49,956] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.01397562075682584, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9976095530360594, 'colsample_bytree': 0.8716816405577106, 'gamma': 1.6292021529317542, 'reg_alpha': 0.14512250145602984, 'reg_lambda': 0.7411241178511685}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,189] Trial 96 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 125, 'learning_rate': 0.010823091698602278, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9979705468894444, 'colsample_bytree': 0.8858086643199784, 'gamma': 2.0704791093716453, 'reg_alpha': 0.07698490662114758, 'reg_lambda': 0.7183935961399288}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,506] Trial 97 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 122, 'learning_rate': 0.2971316587770586, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9625342133162869, 'colsample_bytree': 0.8721758027635114, 'gamma': 2.262466677213368, 'reg_alpha': 0.21374625058739216, 'reg_lambda': 1.5988721497083849}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,731] Trial 98 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 144, 'learning_rate': 0.022192059182285992, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9743108265931841, 'colsample_bytree': 0.8826847684222329, 'gamma': 2.1595339139116594, 'reg_alpha': 0.12105283204399442, 'reg_lambda': 0.5415598750615802}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:50,983] Trial 99 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 130, 'learning_rate': 0.015387817468550375, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7131858884624807, 'colsample_bytree': 0.9010515544887562, 'gamma': 3.785545526713637, 'reg_alpha': 0.17892282824531547, 'reg_lambda': 0.944496194815029}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:51,232] Trial 100 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 88, 'learning_rate': 0.012047308949819986, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6101392967265445, 'colsample_bytree': 0.8591963575962113, 'gamma': 1.917976137324227, 'reg_alpha': 0.09522669785349513, 'reg_lambda': 1.0316848917888104}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:51,584] Trial 101 finished with value: 0.755952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.013723672059533147, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9857350890736863, 'colsample_bytree': 0.8716789386976972, 'gamma': 1.6532845633212359, 'reg_alpha': 0.14673223757828846, 'reg_lambda': 0.796537142675955}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:51,782] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.0130491130563952, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9897570291942268, 'colsample_bytree': 0.8708100290433999, 'gamma': 1.602879866841383, 'reg_alpha': 0.029223855103465035, 'reg_lambda': 0.7499340896519685}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,165] Trial 103 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.010136920150438378, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9802357751172032, 'colsample_bytree': 0.8948848927213764, 'gamma': 1.8155767435045083, 'reg_alpha': 0.9878912141995773, 'reg_lambda': 0.8540998898431681}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,389] Trial 104 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 108, 'learning_rate': 0.010361516610065092, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9682086263825441, 'colsample_bytree': 0.9153818421196115, 'gamma': 1.3384238258010313, 'reg_alpha': 0.7831938926326546, 'reg_lambda': 0.8495149294591402}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,699] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.2604216660039234, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9385535456025468, 'colsample_bytree': 0.8574425072171843, 'gamma': 1.4605927513611294, 'reg_alpha': 0.9814981443291578, 'reg_lambda': 0.6668362634852447}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:52,899] Trial 106 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 118, 'learning_rate': 0.011718770663645179, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9983987284634261, 'colsample_bytree': 0.874213820580284, 'gamma': 1.8395587250825256, 'reg_alpha': 0.6601140901073141, 'reg_lambda': 0.7754331849188438}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:53,290] Trial 107 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.01008353803011038, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9574266813723823, 'colsample_bytree': 0.8815252996610501, 'gamma': 1.9868990600230398, 'reg_alpha': 0.1400540929111378, 'reg_lambda': 1.188440094763517}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:53,486] Trial 108 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 92, 'learning_rate': 0.010312315582015211, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.789844637163975, 'colsample_bytree': 0.8965055781659728, 'gamma': 1.6800958990944792, 'reg_alpha': 0.9075361495369486, 'reg_lambda': 1.1647286617390433}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:53,804] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.010952231812230142, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9853010936613773, 'colsample_bytree': 0.6380643204770925, 'gamma': 1.8359201341401767, 'reg_alpha': 0.1482290430328368, 'reg_lambda': 1.4401001681918202}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,059] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.010100185821656713, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9570103403745476, 'colsample_bytree': 0.8807400703089351, 'gamma': 2.0784471740851767, 'reg_alpha': 0.21142720832095374, 'reg_lambda': 0.9629350213793482}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,348] Trial 111 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 103, 'learning_rate': 0.012007582681701566, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9992802879904911, 'colsample_bytree': 0.8677382378809751, 'gamma': 1.9749355691569934, 'reg_alpha': 0.12990074089423392, 'reg_lambda': 0.8811958704241698}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,561] Trial 112 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 104, 'learning_rate': 0.012114807790459507, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9929513035213725, 'colsample_bytree': 0.8666916288813328, 'gamma': 1.6190393472606097, 'reg_alpha': 0.15801484364972757, 'reg_lambda': 0.9009532315968256}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,772] Trial 113 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 103, 'learning_rate': 0.011628267134800432, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9999824239228805, 'colsample_bytree': 0.9084343245200942, 'gamma': 1.5806888283115499, 'reg_alpha': 0.18286596926294324, 'reg_lambda': 0.8766101235608725}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:54,942] Trial 114 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 77, 'learning_rate': 0.012135857807358175, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.990522286042216, 'colsample_bytree': 0.8457600833377056, 'gamma': 1.7277815654941173, 'reg_alpha': 0.15199235120296012, 'reg_lambda': 1.1815203125154825}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,142] Trial 115 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.01463300091015605, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9768681403882953, 'colsample_bytree': 0.8325812398253131, 'gamma': 1.9699431138907901, 'reg_alpha': 0.23794957141822773, 'reg_lambda': 0.9111603876571708}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,361] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.011237540400641276, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9912342574194201, 'colsample_bytree': 0.8885797017763398, 'gamma': 4.10464242622066, 'reg_alpha': 0.12630923569814353, 'reg_lambda': 1.0347245546314787}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,702] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.010021187093790284, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9519090877619951, 'colsample_bytree': 0.8236826897990257, 'gamma': 2.3211723460289995, 'reg_alpha': 0.5406834651328571, 'reg_lambda': 0.8424646606539301}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:55,937] Trial 118 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 122, 'learning_rate': 0.013418047558511493, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9995505840962021, 'colsample_bytree': 0.8632955176374826, 'gamma': 1.5159584918933324, 'reg_alpha': 0.11214194611379641, 'reg_lambda': 0.7264593388602474}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,225] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.012714950665016208, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9758007088156632, 'colsample_bytree': 0.8409245488119316, 'gamma': 1.1305614611099783, 'reg_alpha': 0.17724251072652003, 'reg_lambda': 0.9569752302466135}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,474] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.10386221891766208, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9663658205266329, 'colsample_bytree': 0.8542378140698009, 'gamma': 1.3625533294221137, 'reg_alpha': 0.16070243498262315, 'reg_lambda': 1.2117218394449645}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,672] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.012242565468836506, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9864146578931096, 'colsample_bytree': 0.8674128178561541, 'gamma': 1.8238665365089841, 'reg_alpha': 0.09390348327137604, 'reg_lambda': 0.7854819261154268}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:56,914] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.010729870621493024, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9810324803231765, 'colsample_bytree': 0.8818418878466905, 'gamma': 1.6671042951589208, 'reg_alpha': 0.6085138051795118, 'reg_lambda': 0.6571810217032659}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,003] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 21, 'learning_rate': 0.010836617595891917, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9929168748998056, 'colsample_bytree': 0.8824620809763533, 'gamma': 1.7096204102669, 'reg_alpha': 0.8192597813856299, 'reg_lambda': 0.6579959292903306}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,324] Trial 124 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.03854363922278078, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9801500636123991, 'colsample_bytree': 0.8984040963455572, 'gamma': 2.1242976168264116, 'reg_alpha': 0.7024795153176178, 'reg_lambda': 0.7259224366134742}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,508] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.04927705541580277, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9848085738712942, 'colsample_bytree': 0.8785097060659123, 'gamma': 1.972692468970421, 'reg_alpha': 0.13534854433640836, 'reg_lambda': 1.071377965777883}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:57,729] Trial 126 finished with value: 0.755952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.01149248428957374, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9718495615226803, 'colsample_bytree': 0.8930010142585345, 'gamma': 0.9424757694928569, 'reg_alpha': 0.19597746664957122, 'reg_lambda': 0.8702545690469217}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,008] Trial 127 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.014253942836573746, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9998555787067313, 'colsample_bytree': 0.9265351625120873, 'gamma': 1.5759218194449396, 'reg_alpha': 0.939018981480445, 'reg_lambda': 0.998466981365705}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,200] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.014858531499371887, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9997647483024303, 'colsample_bytree': 0.9471686290017586, 'gamma': 1.482073184869758, 'reg_alpha': 0.933860445076564, 'reg_lambda': 1.0317442618400152}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,478] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 58, 'learning_rate': 0.010827713525018925, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.992027825804525, 'colsample_bytree': 0.924354296850495, 'gamma': 1.3017633303569713, 'reg_alpha': 0.9572630385338063, 'reg_lambda': 0.9988781031790542}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,684] Trial 130 finished with value: 0.738095238095238 and parameters: {'n_estimators': 64, 'learning_rate': 0.011960905596273528, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9600251266536475, 'colsample_bytree': 0.9632612500789899, 'gamma': 1.7872699395350793, 'reg_alpha': 0.7224353296237641, 'reg_lambda': 1.1034665652174898}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:58,974] Trial 131 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 82, 'learning_rate': 0.01359986936481994, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9818945882054186, 'colsample_bytree': 0.9809718414819741, 'gamma': 1.6107248054465342, 'reg_alpha': 0.9514910167039499, 'reg_lambda': 0.9144587246858121}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,166] Trial 132 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 79, 'learning_rate': 0.010020423765895684, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9787166411924589, 'colsample_bytree': 0.9715386019971983, 'gamma': 1.6434281914881208, 'reg_alpha': 0.8909912100940991, 'reg_lambda': 0.9464195802528821}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,404] Trial 133 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.010488555061151632, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9762314409096174, 'colsample_bytree': 0.975405855659534, 'gamma': 1.6198855140945716, 'reg_alpha': 0.8933768995103338, 'reg_lambda': 0.9200898822834218}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,583] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.010196456832275878, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9769968574611317, 'colsample_bytree': 0.9801225191352703, 'gamma': 1.3982839123273734, 'reg_alpha': 0.864336148107339, 'reg_lambda': 0.9179441016948435}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,759] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.011197967225416024, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9639375761444446, 'colsample_bytree': 0.9665020019451499, 'gamma': 1.6576821138863405, 'reg_alpha': 0.8887978444675126, 'reg_lambda': 0.8385330807716647}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:04:59,996] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.010004353791639917, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9495856768390599, 'colsample_bytree': 0.9907974020637361, 'gamma': 1.9078332366897066, 'reg_alpha': 0.9156654232141601, 'reg_lambda': 0.9363325583988427}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,184] Trial 137 finished with value: 0.75 and parameters: {'n_estimators': 91, 'learning_rate': 0.012948360780942303, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9801687125247901, 'colsample_bytree': 0.9989682682919493, 'gamma': 1.9937259650045422, 'reg_alpha': 0.9863440901345306, 'reg_lambda': 0.6915594466534244}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,375] Trial 138 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.010962623720689839, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9718197400485455, 'colsample_bytree': 0.9690950981679882, 'gamma': 1.734711594883246, 'reg_alpha': 0.9578777071302286, 'reg_lambda': 0.7718681184649485}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,644] Trial 139 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 72, 'learning_rate': 0.012053879573279297, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.990233579873007, 'colsample_bytree': 0.9792300187342953, 'gamma': 1.2114361911731986, 'reg_alpha': 0.9052996317970605, 'reg_lambda': 0.88973121914075}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:00,821] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 56, 'learning_rate': 0.010609061814759879, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9822802727323986, 'colsample_bytree': 0.9815943763410274, 'gamma': 2.0604239338650134, 'reg_alpha': 0.9988430468321028, 'reg_lambda': 2.195936168232451}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,031] Trial 141 finished with value: 0.755952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.013146620813853102, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9932849842187215, 'colsample_bytree': 0.9742504604434007, 'gamma': 1.5891110237120198, 'reg_alpha': 0.9472213226433984, 'reg_lambda': 1.0040256141588983}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,277] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 83, 'learning_rate': 0.01154433502359292, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9690525023763258, 'colsample_bytree': 0.9576676052687643, 'gamma': 1.5098231148117425, 'reg_alpha': 0.6065449116611232, 'reg_lambda': 0.9735223686871315}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,463] Trial 143 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 96, 'learning_rate': 0.011719988314917763, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9669776702948282, 'colsample_bytree': 0.9540188845104778, 'gamma': 1.4873893108179506, 'reg_alpha': 0.5941098216345906, 'reg_lambda': 1.1256618117074746}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,739] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.011554046734454428, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9407313842300778, 'colsample_bytree': 0.9404539843419361, 'gamma': 1.8617548203564511, 'reg_alpha': 0.6085961702478416, 'reg_lambda': 0.8371658188623194}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:01,926] Trial 145 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.012583343536735092, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9591588107500855, 'colsample_bytree': 0.9861856780586359, 'gamma': 1.7475919647313651, 'reg_alpha': 0.8291065975039765, 'reg_lambda': 0.9449510031297697}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,119] Trial 146 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 106, 'learning_rate': 0.010464708039824015, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.973521320738022, 'colsample_bytree': 0.9564821426268437, 'gamma': 1.404958839583651, 'reg_alpha': 0.9730426892076036, 'reg_lambda': 0.716520779544303}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,293] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 69, 'learning_rate': 0.01103792135305656, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9821815572702942, 'colsample_bytree': 0.9747820306930198, 'gamma': 1.642970824800109, 'reg_alpha': 0.884247606326344, 'reg_lambda': 0.8698044389493504}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,528] Trial 148 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 91, 'learning_rate': 0.010072861262064234, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9874398709268201, 'colsample_bytree': 0.9419923325909143, 'gamma': 1.525292825727208, 'reg_alpha': 0.5016089425421216, 'reg_lambda': 1.0694535610699893}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,786] Trial 149 finished with value: 0.755952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.013629264591280119, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.968087897367196, 'colsample_bytree': 0.9621574580755431, 'gamma': 2.237082731531555, 'reg_alpha': 0.6545378925886872, 'reg_lambda': 0.6340816612227115}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:02,966] Trial 150 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 101, 'learning_rate': 0.011999970129048741, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9995167988308249, 'colsample_bytree': 0.9975260779744889, 'gamma': 1.944125568369092, 'reg_alpha': 0.625886653349246, 'reg_lambda': 0.7997291657542228}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,226] Trial 151 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.014258994741738818, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9926032394663037, 'colsample_bytree': 0.8579177262903628, 'gamma': 1.5854363025113847, 'reg_alpha': 0.9306894244386242, 'reg_lambda': 0.9821046101572428}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,431] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 78, 'learning_rate': 0.012756900384801914, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9914694777320094, 'colsample_bytree': 0.8575538681482352, 'gamma': 1.7958726004846484, 'reg_alpha': 0.8257353356644587, 'reg_lambda': 0.9556320220683782}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,752] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 75, 'learning_rate': 0.01285050373452456, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.992004363686229, 'colsample_bytree': 0.8565063533136934, 'gamma': 1.800735877819794, 'reg_alpha': 0.8420218394508403, 'reg_lambda': 0.9567676318669582}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:03,919] Trial 154 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 76, 'learning_rate': 0.012868132305304153, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.662108230007637, 'colsample_bytree': 0.8507038161226853, 'gamma': 2.0982309573524307, 'reg_alpha': 0.8131844904826638, 'reg_lambda': 0.9737268257194821}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:04,289] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.015202143169829156, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9882912086155502, 'colsample_bytree': 0.8595243380602416, 'gamma': 1.8528225987773137, 'reg_alpha': 0.9260301165827672, 'reg_lambda': 1.0304872144253607}. Best is trial 81 with value: 0.7857142857142858.
[I 2025-11-03 20:05:04,503] Trial 156 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 68, 'learning_rate': 0.011519530172025694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9754191977224844, 'colsample_bytree': 0.8465149006321897, 'gamma': 1.783374986174696, 'reg_alpha': 0.8493292677266356, 'reg_lambda': 0.899691246475131}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:04,803] Trial 157 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 70, 'learning_rate': 0.012380120986567364, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9764166754945994, 'colsample_bytree': 0.8417258011641962, 'gamma': 1.7706212662041163, 'reg_alpha': 0.8341682181081694, 'reg_lambda': 0.9213389225381573}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:04,969] Trial 158 finished with value: 0.693452380952381 and parameters: {'n_estimators': 61, 'learning_rate': 0.011566032865548134, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9561696572439694, 'colsample_bytree': 0.8351069297497591, 'gamma': 1.2672008967766506, 'reg_alpha': 0.8520895681619476, 'reg_lambda': 0.8820296938626484}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,278] Trial 159 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 54, 'learning_rate': 0.017356733633009137, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6364277040273723, 'colsample_bytree': 0.8551787664812674, 'gamma': 1.5268051532479054, 'reg_alpha': 0.8849668008660967, 'reg_lambda': 0.9699293963071401}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,451] Trial 160 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 83, 'learning_rate': 0.013479896601845329, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9905834019637657, 'colsample_bytree': 0.8487996235156078, 'gamma': 1.865742950860089, 'reg_alpha': 0.7831160495675511, 'reg_lambda': 1.0710984376887591}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,756] Trial 161 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 73, 'learning_rate': 0.011299872096674225, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.98543981151999, 'colsample_bytree': 0.8588130837949777, 'gamma': 1.9871907388780046, 'reg_alpha': 0.9013574902922555, 'reg_lambda': 0.9135889809026035}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:05,931] Trial 162 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 67, 'learning_rate': 0.01262501090495487, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9925553334661644, 'colsample_bytree': 0.8643994172561479, 'gamma': 1.755991264885354, 'reg_alpha': 0.8591800649897136, 'reg_lambda': 0.9563628647808273}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,217] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.012336709178387322, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9728578641185938, 'colsample_bytree': 0.8634850186982593, 'gamma': 1.7658128497784886, 'reg_alpha': 0.8580207399020278, 'reg_lambda': 2.6482861837008085}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,422] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.013984506461785126, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9918027436843562, 'colsample_bytree': 0.8387983576864966, 'gamma': 1.6164373321317544, 'reg_alpha': 0.8410399708411788, 'reg_lambda': 0.9734550135358588}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,598] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.012961277805305883, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9784557592980538, 'colsample_bytree': 0.8475762849225507, 'gamma': 1.4501767047403455, 'reg_alpha': 0.8082348259436896, 'reg_lambda': 1.1085974714133993}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:06,882] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 79, 'learning_rate': 0.014888419115639838, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9651785114777744, 'colsample_bytree': 0.985862293078335, 'gamma': 1.3972827172797095, 'reg_alpha': 0.8749746323004705, 'reg_lambda': 1.2260626754191684}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,075] Trial 167 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 69, 'learning_rate': 0.013152508309581343, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9783519284498701, 'colsample_bytree': 0.8455823063882489, 'gamma': 1.4732642704373462, 'reg_alpha': 0.7994851789215937, 'reg_lambda': 1.3265989310704276}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,256] Trial 168 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.010682961206571716, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9831076268083229, 'colsample_bytree': 0.8207328123938445, 'gamma': 1.7020245956286362, 'reg_alpha': 0.8503448556805078, 'reg_lambda': 1.0398957086825091}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,539] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.01078612261614768, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8357369259907915, 'colsample_bytree': 0.7990905540986583, 'gamma': 1.8987721735086616, 'reg_alpha': 0.920830597143299, 'reg_lambda': 1.1645040227905827}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,713] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.011678389406106503, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9614928253463311, 'colsample_bytree': 0.8204685414525553, 'gamma': 1.5582650141255885, 'reg_alpha': 0.7679359632433667, 'reg_lambda': 1.1166057712012778}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:07,982] Trial 171 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 74, 'learning_rate': 0.01005054737132981, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9826527560212935, 'colsample_bytree': 0.8296053679038965, 'gamma': 1.707373677206618, 'reg_alpha': 0.806036658966511, 'reg_lambda': 1.0356107950853846}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,151] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 78, 'learning_rate': 0.012724283049252293, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9721551214168903, 'colsample_bytree': 0.8676393919718587, 'gamma': 1.8029391965884503, 'reg_alpha': 0.8439639189613112, 'reg_lambda': 1.0773701408543797}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,437] Trial 173 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 78, 'learning_rate': 0.01092258908153896, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9721473792175428, 'colsample_bytree': 0.8513173003622475, 'gamma': 2.1477622161418424, 'reg_alpha': 0.8441722321629924, 'reg_lambda': 1.0915784716993506}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,619] Trial 174 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.010784089086903753, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9503429926950336, 'colsample_bytree': 0.8496725127843486, 'gamma': 2.121819981976693, 'reg_alpha': 0.8475205738859641, 'reg_lambda': 1.0988270109431693}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,771] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.010002295411594137, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9711903983451297, 'colsample_bytree': 0.8714702092223489, 'gamma': 2.3935746531757736, 'reg_alpha': 0.8292822442900396, 'reg_lambda': 1.0526382853235694}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:08,997] Trial 176 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.01164777714309182, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9756628853401005, 'colsample_bytree': 0.8375268113836563, 'gamma': 2.1816408361513235, 'reg_alpha': 0.7881675839546555, 'reg_lambda': 1.226840554754602}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,167] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.011775882715729755, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9582800760724249, 'colsample_bytree': 0.8093944942111678, 'gamma': 2.2097620793826254, 'reg_alpha': 0.8826684650972717, 'reg_lambda': 1.2458305139909531}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,417] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 52, 'learning_rate': 0.0108151765710287, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.967764129313463, 'colsample_bytree': 0.6886953724359623, 'gamma': 2.2706257357609556, 'reg_alpha': 0.7939196747087538, 'reg_lambda': 1.1353638874242424}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,641] Trial 179 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 64, 'learning_rate': 0.011500125249936882, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.944747320819411, 'colsample_bytree': 0.8224344012768008, 'gamma': 2.032229019047117, 'reg_alpha': 0.7373228813567677, 'reg_lambda': 1.1610175384922885}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:09,836] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.01123215196884843, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9756880750116997, 'colsample_bytree': 0.8236925893251084, 'gamma': 2.0503868828287937, 'reg_alpha': 0.7521540574254783, 'reg_lambda': 1.3132795564600055}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,127] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.01180656871825629, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9475660828444844, 'colsample_bytree': 0.8363518814204745, 'gamma': 1.9568692484192893, 'reg_alpha': 0.7516868989890656, 'reg_lambda': 1.1693985113549061}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,281] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 39, 'learning_rate': 0.0106175248287318, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9783678577528551, 'colsample_bytree': 0.8147713600601227, 'gamma': 2.089174809495255, 'reg_alpha': 0.7229134877820191, 'reg_lambda': 1.099847926114789}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,557] Trial 183 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 67, 'learning_rate': 0.012363850906464725, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9653643640430933, 'colsample_bytree': 0.7913451531652601, 'gamma': 2.187854574862054, 'reg_alpha': 0.8186856924157794, 'reg_lambda': 1.2035169684575733}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,747] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.011271044404756228, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7677593736190167, 'colsample_bytree': 0.8038630732056866, 'gamma': 2.461136254192484, 'reg_alpha': 0.770003160175799, 'reg_lambda': 1.196815076283382}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:10,918] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.012017198253354249, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9405182399464229, 'colsample_bytree': 0.7860402563510448, 'gamma': 2.1768754509729287, 'reg_alpha': 0.47539610219383976, 'reg_lambda': 1.4695724002824033}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,118] Trial 186 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 64, 'learning_rate': 0.010571124485568444, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9535068889322578, 'colsample_bytree': 0.8283714303249793, 'gamma': 2.3198378578965295, 'reg_alpha': 0.8094038996716058, 'reg_lambda': 1.2742198057423704}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,260] Trial 187 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 48, 'learning_rate': 0.01049122062615368, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9551182937223403, 'colsample_bytree': 0.7752939724035545, 'gamma': 2.1609933839575897, 'reg_alpha': 0.781520800257394, 'reg_lambda': 1.2801314387937348}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,547] Trial 188 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 31, 'learning_rate': 0.010646913175655259, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.935336364861139, 'colsample_bytree': 0.7455238199106703, 'gamma': 2.3979447237749385, 'reg_alpha': 0.7927480133297401, 'reg_lambda': 1.3029724891745604}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,778] Trial 189 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.012131739222439165, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9610419667915912, 'colsample_bytree': 0.7612244917938524, 'gamma': 2.3393868592926963, 'reg_alpha': 0.8097627112841719, 'reg_lambda': 1.2657395609027127}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:11,934] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.010851268484224196, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9256688702862224, 'colsample_bytree': 0.8277405297245858, 'gamma': 2.6085548890718697, 'reg_alpha': 0.812884778088, 'reg_lambda': 1.235044521628692}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,123] Trial 191 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 70, 'learning_rate': 0.010013475839604425, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.951951545654683, 'colsample_bytree': 0.7742289585085109, 'gamma': 2.2547551841772893, 'reg_alpha': 0.8476674584889521, 'reg_lambda': 1.2279504734565732}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,290] Trial 192 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 51, 'learning_rate': 0.010689152872205522, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9502259989125758, 'colsample_bytree': 0.7620468176967602, 'gamma': 2.251854514255967, 'reg_alpha': 0.7338184907216647, 'reg_lambda': 1.3538382052075932}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,504] Trial 193 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 50, 'learning_rate': 0.010044939892919921, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9478748951078387, 'colsample_bytree': 0.7759714361526995, 'gamma': 2.254671982353945, 'reg_alpha': 0.7366883696471318, 'reg_lambda': 1.3393682414520538}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,654] Trial 194 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.010433963169644933, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9404734574444061, 'colsample_bytree': 0.7685992121568217, 'gamma': 2.2729299304117463, 'reg_alpha': 0.7220212023299557, 'reg_lambda': 1.3758461029385565}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:12,766] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.010191610760406783, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9499309365359285, 'colsample_bytree': 0.7759563413998332, 'gamma': 2.3041990464209516, 'reg_alpha': 0.6955309856366514, 'reg_lambda': 1.3772044550288811}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,000] Trial 196 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 52, 'learning_rate': 0.010065163889424338, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9460641752299962, 'colsample_bytree': 0.7705682519087372, 'gamma': 2.4932977387051567, 'reg_alpha': 0.7331627900050034, 'reg_lambda': 1.3913002783784842}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,161] Trial 197 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.010933793720203266, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.936499045907708, 'colsample_bytree': 0.7643797185697155, 'gamma': 2.2322945905928284, 'reg_alpha': 0.7464158270484009, 'reg_lambda': 1.3318205322611087}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,261] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 37, 'learning_rate': 0.010796314289067854, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9183781957111512, 'colsample_bytree': 0.7924460427158132, 'gamma': 2.5505646344930004, 'reg_alpha': 0.674715100773787, 'reg_lambda': 1.4325485913754419}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,537] Trial 199 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.01121214335720159, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9285110374011811, 'colsample_bytree': 0.7631656538915907, 'gamma': 2.147341098527028, 'reg_alpha': 0.731850427369436, 'reg_lambda': 1.3366747614220733}. Best is trial 156 with value: 0.7916666666666666.
[I 2025-11-03 20:05:13,540] A new study created in memory with name: no-name-967e0659-ae7d-4cdd-a898-b36a0ef20532
[I 2025-11-03 20:05:13,890] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.1248148111395773, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.7110686330150178, 'colsample_bytree': 0.7696163722734222, 'gamma': 3.4091036708825024, 'reg_alpha': 0.23279768406860946, 'reg_lambda': 1.593334446608818}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:05:14,117] Trial 1 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.010730718214378246, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7147907582294619, 'colsample_bytree': 0.8964694569882724, 'gamma': 1.2408600434302302, 'reg_alpha': 0.6107177848277037, 'reg_lambda': 1.4666418317713985}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,306] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.021786290836289243, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.6900203331898844, 'colsample_bytree': 0.6747555899684736, 'gamma': 0.035225502188430124, 'reg_alpha': 0.11674472418919857, 'reg_lambda': 2.9834673464528585}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,614] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 242, 'learning_rate': 0.070181867306508, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6685441301535723, 'colsample_bytree': 0.9021022227738824, 'gamma': 0.0805387494510984, 'reg_alpha': 0.5771972741920695, 'reg_lambda': 1.9737332274149806}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,751] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 60, 'learning_rate': 0.10706544324331521, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8521784180931954, 'colsample_bytree': 0.9498780523173451, 'gamma': 0.1550532080975492, 'reg_alpha': 0.16426111481471384, 'reg_lambda': 2.750483399454876}. Best is trial 1 with value: 0.7023809523809523.
[I 2025-11-03 20:05:14,869] Trial 5 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 75, 'learning_rate': 0.17892378666130118, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7937652660920665, 'colsample_bytree': 0.9002752065350269, 'gamma': 0.9360606859092102, 'reg_alpha': 0.864735331185195, 'reg_lambda': 0.8494292156183685}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,163] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.18313374760837545, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7685267771978537, 'colsample_bytree': 0.8888012076446059, 'gamma': 2.0501871839337813, 'reg_alpha': 0.18866685023373742, 'reg_lambda': 1.8098565886964804}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,365] Trial 7 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 20, 'learning_rate': 0.25085830382011903, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9929506197666711, 'colsample_bytree': 0.7384885914101493, 'gamma': 4.265202237931996, 'reg_alpha': 0.14339453457989126, 'reg_lambda': 1.3561964147742753}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,749] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.2976827607487561, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6334302752480899, 'colsample_bytree': 0.875474650835248, 'gamma': 2.334624205447982, 'reg_alpha': 0.9840851199083368, 'reg_lambda': 2.7782986052542094}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:15,960] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.23236479938147675, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6602422637752977, 'colsample_bytree': 0.8375529422778996, 'gamma': 2.569482361229278, 'reg_alpha': 0.876986028107107, 'reg_lambda': 0.9457815617559544}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,136] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.037799146707356235, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8677234463951644, 'colsample_bytree': 0.9982137741813955, 'gamma': 1.1073714823138243, 'reg_alpha': 0.798699012799901, 'reg_lambda': 0.8157682269387257}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,494] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 114, 'learning_rate': 0.010114283996547475, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7793664724527234, 'colsample_bytree': 0.800210383356627, 'gamma': 1.3818442497467753, 'reg_alpha': 0.6198782697205292, 'reg_lambda': 0.6261116475133316}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,666] Trial 12 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 79, 'learning_rate': 0.013578398417722005, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8633242386888953, 'colsample_bytree': 0.9384782499559601, 'gamma': 1.4182724518594017, 'reg_alpha': 0.40429902386815486, 'reg_lambda': 1.1944130139263347}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:16,998] Trial 13 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 134, 'learning_rate': 0.04013627584320546, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7429183144351216, 'colsample_bytree': 0.8306732122504861, 'gamma': 0.8502386661554706, 'reg_alpha': 0.7212027038078664, 'reg_lambda': 2.111860164191507}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:17,220] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.040607395865894944, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8190688090201532, 'colsample_bytree': 0.6101741919250058, 'gamma': 0.7125917173449178, 'reg_alpha': 0.7595851462261158, 'reg_lambda': 2.3457836504425855}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:17,473] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 84, 'learning_rate': 0.06421330323794619, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9389497661523557, 'colsample_bytree': 0.8285640885832494, 'gamma': 3.117705845517639, 'reg_alpha': 0.9892933757286306, 'reg_lambda': 2.2002532086570996}. Best is trial 5 with value: 0.7142857142857142.
[I 2025-11-03 20:05:17,701] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 155, 'learning_rate': 0.02429936081277929, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7474282864659276, 'colsample_bytree': 0.7372310937448034, 'gamma': 1.8961367092798314, 'reg_alpha': 0.44233897380305714, 'reg_lambda': 2.3747735364681253}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:17,987] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.022992286655524226, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7951147022764534, 'colsample_bytree': 0.6986208022067025, 'gamma': 1.86324277914736, 'reg_alpha': 0.40144213363054004, 'reg_lambda': 0.5204640267813654}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:18,292] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.019163173525057937, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9123577555625398, 'colsample_bytree': 0.6998434539600897, 'gamma': 1.934268599655772, 'reg_alpha': 0.36919717967664833, 'reg_lambda': 2.3445529389089095}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:18,584] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.020048438890492414, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9140425595135447, 'colsample_bytree': 0.6381849325664226, 'gamma': 3.096315945468113, 'reg_alpha': 0.31796266671979656, 'reg_lambda': 2.4826911659264006}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:18,804] Trial 20 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 159, 'learning_rate': 0.029061920416767414, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9872831615913344, 'colsample_bytree': 0.7357278316749422, 'gamma': 4.57064854708012, 'reg_alpha': 0.006782858696992133, 'reg_lambda': 2.4809579116874483}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:05:19,067] Trial 21 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.017749565245025505, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8219272391622446, 'colsample_bytree': 0.6931806024794841, 'gamma': 1.9067601739398725, 'reg_alpha': 0.4352895919766365, 'reg_lambda': 1.79381323550242}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 20:05:19,358] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 219, 'learning_rate': 0.015527502082454962, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9056430041951388, 'colsample_bytree': 0.7099139004213315, 'gamma': 1.7997844838510637, 'reg_alpha': 0.4739477669229529, 'reg_lambda': 1.8056700636599254}. Best is trial 21 with value: 0.7261904761904762.
[I 2025-11-03 20:05:19,699] Trial 23 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.016354736431157996, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8290717230459966, 'colsample_bytree': 0.6574182419220129, 'gamma': 2.6339727513575846, 'reg_alpha': 0.29297901234190793, 'reg_lambda': 1.9744350549863052}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:19,924] Trial 24 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 181, 'learning_rate': 0.028839031142537153, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8332242204820355, 'colsample_bytree': 0.6453183214202476, 'gamma': 2.7067221027357666, 'reg_alpha': 0.2759609296678107, 'reg_lambda': 1.9394521798101494}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,244] Trial 25 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 210, 'learning_rate': 0.013031687506277914, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7580549353707853, 'colsample_bytree': 0.6616961778573286, 'gamma': 4.022444593714509, 'reg_alpha': 0.49854820358522134, 'reg_lambda': 2.102722516874492}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,466] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 147, 'learning_rate': 0.02764898871845339, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8181099650771368, 'colsample_bytree': 0.6019721804720606, 'gamma': 2.319486834510896, 'reg_alpha': 0.4519666198991067, 'reg_lambda': 1.6204894212804866}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,659] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 103, 'learning_rate': 0.016738953085313344, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7335119563263556, 'colsample_bytree': 0.7636087437212694, 'gamma': 3.471805964851344, 'reg_alpha': 0.56416810326772, 'reg_lambda': 2.63962708502329}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:20,989] Trial 28 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 182, 'learning_rate': 0.05571711177867405, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6037407090302284, 'colsample_bytree': 0.7382326665591931, 'gamma': 2.9204724568597156, 'reg_alpha': 0.31260993257095043, 'reg_lambda': 1.181541167565445}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:21,219] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.013289541090875967, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8876335528865957, 'colsample_bytree': 0.774990713174748, 'gamma': 3.63934780359707, 'reg_alpha': 0.23978929384826372, 'reg_lambda': 1.6928408016803322}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:21,563] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.03407337062178495, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8384962559322501, 'colsample_bytree': 0.6803508281495484, 'gamma': 1.6889114205420486, 'reg_alpha': 0.3537008970263673, 'reg_lambda': 1.9676552219661738}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:21,817] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.025932851661674715, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.829276039980046, 'colsample_bytree': 0.6737910471559049, 'gamma': 1.6331138079617813, 'reg_alpha': 0.34541628872536284, 'reg_lambda': 1.9253856268723668}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:22,163] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.03363642099304913, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8267171169736951, 'colsample_bytree': 0.6787449316020151, 'gamma': 1.580906549441081, 'reg_alpha': 0.3614508227444908, 'reg_lambda': 1.492771925550458}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:22,447] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.017880330362543016, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8489488740904273, 'colsample_bytree': 0.6503363973147258, 'gamma': 2.2413942539030804, 'reg_alpha': 0.07572180816234747, 'reg_lambda': 1.9637382175087188}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:22,877] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.045590246828374, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8043408600993687, 'colsample_bytree': 0.6269185539207568, 'gamma': 0.5508031430740943, 'reg_alpha': 0.22711020169409898, 'reg_lambda': 1.8462699464762289}. Best is trial 23 with value: 0.738095238095238.
[I 2025-11-03 20:05:23,129] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.023556070556958415, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8787694297726754, 'colsample_bytree': 0.6920427418700174, 'gamma': 1.637866237013474, 'reg_alpha': 0.5660263522424047, 'reg_lambda': 1.4753451458287328}. Best is trial 35 with value: 0.7440476190476191.
[I 2025-11-03 20:05:23,440] Trial 36 finished with value: 0.755952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.0839903762130781, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9593587845243092, 'colsample_bytree': 0.7157069880757271, 'gamma': 1.1036057382467033, 'reg_alpha': 0.5362676062902537, 'reg_lambda': 1.5149058435275131}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:23,678] Trial 37 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 129, 'learning_rate': 0.07892039412702563, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8816219111052642, 'colsample_bytree': 0.7174707739758509, 'gamma': 0.4904127497942323, 'reg_alpha': 0.6412859323036431, 'reg_lambda': 1.4706431106650935}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:23,998] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.09222361489154263, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9530305647645714, 'colsample_bytree': 0.7179293860301255, 'gamma': 0.30213715587139867, 'reg_alpha': 0.6489608285689543, 'reg_lambda': 1.3814113285429357}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:24,268] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.08526323002935302, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9588297099277704, 'colsample_bytree': 0.7724002282429456, 'gamma': 0.35456853194610627, 'reg_alpha': 0.6453827130438314, 'reg_lambda': 1.3601213691128518}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:24,633] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.12513699421527408, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9552934482292095, 'colsample_bytree': 0.7234844830666259, 'gamma': 0.30741835883047275, 'reg_alpha': 0.5528672562857276, 'reg_lambda': 1.127939543565077}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:24,830] Trial 41 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 112, 'learning_rate': 0.09921657515804595, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8838790990119101, 'colsample_bytree': 0.7154619663159725, 'gamma': 1.1061294838547842, 'reg_alpha': 0.6771955709733777, 'reg_lambda': 1.4966670395543247}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,150] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.14280844843479562, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9356739169949934, 'colsample_bytree': 0.6621786047414288, 'gamma': 0.0330639759178224, 'reg_alpha': 0.5476986316663353, 'reg_lambda': 1.3765124214277493}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,354] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.06580081378886561, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9725240442396136, 'colsample_bytree': 0.7543955761937708, 'gamma': 0.39266352423011497, 'reg_alpha': 0.6836158638234074, 'reg_lambda': 1.6115110537974158}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,668] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 125, 'learning_rate': 0.07787063091896815, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9789126535608764, 'colsample_bytree': 0.7595513024636269, 'gamma': 0.531264235323117, 'reg_alpha': 0.6735934536623486, 'reg_lambda': 1.607550743422737}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:25,911] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.06064005895518421, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9683744428409529, 'colsample_bytree': 0.8092183899891621, 'gamma': 0.8694405065525991, 'reg_alpha': 0.7189678810487992, 'reg_lambda': 1.2583585331548799}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,212] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 143, 'learning_rate': 0.09789721329595746, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9988340282791384, 'colsample_bytree': 0.7530504012732736, 'gamma': 0.2649547644340393, 'reg_alpha': 0.5992667253532847, 'reg_lambda': 1.49357395606166}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,426] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.04847732241655411, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9332368001009823, 'colsample_bytree': 0.7187129550754574, 'gamma': 0.5790183548985869, 'reg_alpha': 0.8261062426350584, 'reg_lambda': 1.0241831007113968}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,693] Trial 48 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.07285632692846347, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9497630289446803, 'colsample_bytree': 0.7897426906180018, 'gamma': 1.1193609595864609, 'reg_alpha': 0.5131157095279054, 'reg_lambda': 1.6867214945653268}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:26,896] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 136, 'learning_rate': 0.14341743932848547, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8867897589787478, 'colsample_bytree': 0.7518235314653317, 'gamma': 1.2785268991688832, 'reg_alpha': 0.7451287250666567, 'reg_lambda': 1.3002154486950024}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,245] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.1676771216216824, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8832281784725532, 'colsample_bytree': 0.8499353669516088, 'gamma': 1.4108416161008441, 'reg_alpha': 0.7731000064197205, 'reg_lambda': 1.0601620294148595}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,475] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.12449983953308708, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9264694541302405, 'colsample_bytree': 0.7857038554413652, 'gamma': 0.8680466376247765, 'reg_alpha': 0.6364058328050568, 'reg_lambda': 1.285812509866242}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,747] Trial 52 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.08891946084732678, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9024986757992618, 'colsample_bytree': 0.7560399165304501, 'gamma': 1.2277620215395921, 'reg_alpha': 0.7241506308260469, 'reg_lambda': 1.4171353012808678}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:27,966] Trial 53 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.11355264714378868, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9745494357835004, 'colsample_bytree': 0.7289867921563893, 'gamma': 0.6893870777016506, 'reg_alpha': 0.851670057307484, 'reg_lambda': 1.5616813408235393}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:28,184] Trial 54 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 168, 'learning_rate': 0.2096594547918624, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8619435917344277, 'colsample_bytree': 0.74676018613399, 'gamma': 0.4197850154331898, 'reg_alpha': 0.6802234339186783, 'reg_lambda': 0.8884745980535935}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:28,472] Trial 55 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.06407207080258026, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9201812978435715, 'colsample_bytree': 0.6929836426360041, 'gamma': 0.11688670481371755, 'reg_alpha': 0.596628463917926, 'reg_lambda': 1.2754276607641288}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:28,685] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.07662070180755287, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9469302040584756, 'colsample_bytree': 0.7009641295789126, 'gamma': 1.0471296082978117, 'reg_alpha': 0.5257256208858193, 'reg_lambda': 1.6787851803589238}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,002] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.13519496156095592, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8942112123286851, 'colsample_bytree': 0.8046095624340595, 'gamma': 0.731686573280833, 'reg_alpha': 0.8958188326955818, 'reg_lambda': 1.5645514119254864}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,270] Trial 58 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 88, 'learning_rate': 0.15207571564357042, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8763831894554888, 'colsample_bytree': 0.7077953534684541, 'gamma': 1.316543825322545, 'reg_alpha': 0.7399858367016448, 'reg_lambda': 1.398325217604081}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,482] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 137, 'learning_rate': 0.08704453080480758, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.965460449672835, 'colsample_bytree': 0.6835369225263672, 'gamma': 0.9986638317305534, 'reg_alpha': 0.63447947360471, 'reg_lambda': 0.7297407711729225}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,758] Trial 60 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.050850883807775034, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.901145078752391, 'colsample_bytree': 0.7301218751028734, 'gamma': 1.5155014568083764, 'reg_alpha': 0.7962124576571821, 'reg_lambda': 1.2956259456227353}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:29,973] Trial 61 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 151, 'learning_rate': 0.11610730506032159, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9853243179911021, 'colsample_bytree': 0.810523836158085, 'gamma': 0.7415832355174545, 'reg_alpha': 0.9346322299776497, 'reg_lambda': 1.5707188654649686}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:30,269] Trial 62 finished with value: 0.744047619047619 and parameters: {'n_estimators': 129, 'learning_rate': 0.13804883784786462, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8944902619797905, 'colsample_bytree': 0.8528474845972696, 'gamma': 0.7670797868806044, 'reg_alpha': 0.8986594296055427, 'reg_lambda': 1.727765635399678}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:30,468] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 129, 'learning_rate': 0.1908900574843016, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8673644431188936, 'colsample_bytree': 0.9247354748838086, 'gamma': 0.21314903245884959, 'reg_alpha': 0.694450040908491, 'reg_lambda': 1.7210139948791319}. Best is trial 36 with value: 0.755952380952381.
[I 2025-11-03 20:05:30,806] Trial 64 finished with value: 0.761904761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.0975898834573025, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8521921603033464, 'colsample_bytree': 0.8712257178162109, 'gamma': 0.48233392484260873, 'reg_alpha': 0.9099982612796705, 'reg_lambda': 1.4511108930165413}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,049] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.10344592982711776, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8550611576341675, 'colsample_bytree': 0.9165435949583918, 'gamma': 0.4287538506574015, 'reg_alpha': 0.5863256519956155, 'reg_lambda': 1.4637002115381086}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,296] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.09700895003106642, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8505970042615707, 'colsample_bytree': 0.9129392529569107, 'gamma': 1.2285320924307166, 'reg_alpha': 0.5822475563082665, 'reg_lambda': 1.179580650015627}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,489] Trial 67 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 94, 'learning_rate': 0.1575044230336236, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8449144807344232, 'colsample_bytree': 0.9840043849143277, 'gamma': 2.0806607728769553, 'reg_alpha': 0.4743513107851324, 'reg_lambda': 1.4483655672076015}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:31,859] Trial 68 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.10177197166386516, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7831459728764467, 'colsample_bytree': 0.9540758101023589, 'gamma': 0.535335819649573, 'reg_alpha': 0.613140705723411, 'reg_lambda': 1.3237834897416048}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,189] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 141, 'learning_rate': 0.10901476319921212, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8050793911553975, 'colsample_bytree': 0.9479992416347228, 'gamma': 0.013969740237573913, 'reg_alpha': 0.6175121184762618, 'reg_lambda': 1.0324108896512918}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,388] Trial 70 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.08084777463066768, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7770727511285613, 'colsample_bytree': 0.8780488077298078, 'gamma': 0.5199253542888306, 'reg_alpha': 0.9489805500147929, 'reg_lambda': 1.1258739914625329}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,582] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.0802754887046692, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7858161052816581, 'colsample_bytree': 0.8968278211810279, 'gamma': 0.4775462099307144, 'reg_alpha': 0.9346546690081281, 'reg_lambda': 1.1295146944755103}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:32,874] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 107, 'learning_rate': 0.10008257453696796, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7713426772722847, 'colsample_bytree': 0.8729869884947864, 'gamma': 0.6067860398102858, 'reg_alpha': 0.9996043508162725, 'reg_lambda': 1.3310254178943948}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,143] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.07023125791314762, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7130858379998785, 'colsample_bytree': 0.9690784991572042, 'gamma': 0.18788340367598322, 'reg_alpha': 0.8224281770084507, 'reg_lambda': 1.2157210185055976}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,393] Trial 74 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.08878352023922359, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7338759276118826, 'colsample_bytree': 0.8818981771979953, 'gamma': 0.42207159874850064, 'reg_alpha': 0.9643794777338939, 'reg_lambda': 0.9616971533019768}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,611] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 92, 'learning_rate': 0.056205623845174815, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6984952237235594, 'colsample_bytree': 0.9400205157308852, 'gamma': 0.9118259972904472, 'reg_alpha': 0.6555495309208285, 'reg_lambda': 1.1206822186266854}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:33,864] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.12320376256721732, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8109862947456928, 'colsample_bytree': 0.9601400479882898, 'gamma': 0.28139614796562995, 'reg_alpha': 0.7655867116511272, 'reg_lambda': 1.369824757173266}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,078] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 100, 'learning_rate': 0.1083460671080259, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7554519364057444, 'colsample_bytree': 0.8684719373260795, 'gamma': 0.6315589552201195, 'reg_alpha': 0.532564398950728, 'reg_lambda': 1.2047946687179325}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,362] Trial 78 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 112, 'learning_rate': 0.09403325886179406, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7899383953863243, 'colsample_bytree': 0.9322014165568755, 'gamma': 0.13894269699582468, 'reg_alpha': 0.4783485906864402, 'reg_lambda': 1.416909488893425}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,654] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 132, 'learning_rate': 0.07989635581705673, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7723909554108603, 'colsample_bytree': 0.9103924751308229, 'gamma': 0.5325436233837816, 'reg_alpha': 0.4219828977568118, 'reg_lambda': 2.9416726401141364}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:34,860] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.10425905064212908, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8582344802360518, 'colsample_bytree': 0.8225593233340569, 'gamma': 0.7915291259944981, 'reg_alpha': 0.6086842002579854, 'reg_lambda': 1.5424521214422293}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,138] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.1199285548201286, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8134184288635625, 'colsample_bytree': 0.951177866864985, 'gamma': 0.2992092575588261, 'reg_alpha': 0.7773947912512087, 'reg_lambda': 1.373603908318073}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,341] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.1304958097716853, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8144374981135266, 'colsample_bytree': 0.9676134626063229, 'gamma': 0.3212977584062537, 'reg_alpha': 0.7478042175968276, 'reg_lambda': 1.307644220432638}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,598] Trial 83 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.06706712959429019, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7793429786447982, 'colsample_bytree': 0.9978185345280749, 'gamma': 0.45908093836779096, 'reg_alpha': 0.8623339887174131, 'reg_lambda': 1.4609363723085882}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:35,965] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.14872550768475604, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8396559038145023, 'colsample_bytree': 0.9602630186177108, 'gamma': 0.012547794273072954, 'reg_alpha': 0.964607113417162, 'reg_lambda': 1.645053373977791}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:36,175] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.08361248631348779, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7981594766765583, 'colsample_bytree': 0.9258891885466464, 'gamma': 0.24784422756011068, 'reg_alpha': 0.7141327229086475, 'reg_lambda': 1.5206201419728365}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:36,424] Trial 86 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 32, 'learning_rate': 0.0725469953151474, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8737972287314426, 'colsample_bytree': 0.8897189757191184, 'gamma': 4.800720840788732, 'reg_alpha': 0.6528362175375697, 'reg_lambda': 1.1064103678337411}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:36,660] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.09098815203675786, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.913065081223664, 'colsample_bytree': 0.9148647901954247, 'gamma': 0.9538488205309715, 'reg_alpha': 0.5812152499958319, 'reg_lambda': 1.2234061471185538}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,036] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.1745572501284677, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7562444454497473, 'colsample_bytree': 0.9849633638413806, 'gamma': 0.6422981361035781, 'reg_alpha': 0.9232504451071983, 'reg_lambda': 1.4362013784003973}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,223] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 99, 'learning_rate': 0.11588758280694217, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8344948106968061, 'colsample_bytree': 0.8611403048121689, 'gamma': 0.16986908201725948, 'reg_alpha': 0.8262998719319721, 'reg_lambda': 1.8757969829450918}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,489] Trial 90 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 130, 'learning_rate': 0.05930138944600993, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8081084276086801, 'colsample_bytree': 0.8862732817790233, 'gamma': 0.36522856658638214, 'reg_alpha': 0.698254253219914, 'reg_lambda': 1.3316325943808374}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:37,708] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.12188879221652409, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8207041448285545, 'colsample_bytree': 0.9541488651215527, 'gamma': 0.5070397144444703, 'reg_alpha': 0.8896030847501637, 'reg_lambda': 1.3581903453421775}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,028] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.10155379508577814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8140714582356838, 'colsample_bytree': 0.9430110118296353, 'gamma': 0.33101039772845475, 'reg_alpha': 0.7779364015592485, 'reg_lambda': 1.3691439657568334}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,240] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.1264968389970717, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7810703856419112, 'colsample_bytree': 0.9763661658669808, 'gamma': 0.2487238162094255, 'reg_alpha': 0.7639339522030049, 'reg_lambda': 1.2456697374404704}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,543] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.11185043939926691, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8578839800370105, 'colsample_bytree': 0.9574149644676823, 'gamma': 0.11831256211398639, 'reg_alpha': 0.7864071100245562, 'reg_lambda': 0.9705597545701863}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:38,757] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.09277271726318263, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7921565384586161, 'colsample_bytree': 0.9049840767675543, 'gamma': 0.839347656697275, 'reg_alpha': 0.666401070089355, 'reg_lambda': 1.4979718326109728}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,090] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.2961253570716858, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9233992314473549, 'colsample_bytree': 0.7413009484140086, 'gamma': 1.1453206607316377, 'reg_alpha': 0.8135862575005555, 'reg_lambda': 1.4111256116382396}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,282] Trial 97 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 115, 'learning_rate': 0.1613894295625565, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8264078268458228, 'colsample_bytree': 0.926007678115801, 'gamma': 0.5778276353577644, 'reg_alpha': 0.5536642392154425, 'reg_lambda': 1.7771491491701932}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,572] Trial 98 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 163, 'learning_rate': 0.07526099280203781, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8449296292419222, 'colsample_bytree': 0.7151417779999614, 'gamma': 0.6806077331968841, 'reg_alpha': 0.8513853666917399, 'reg_lambda': 1.1753542306544122}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:39,810] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 107, 'learning_rate': 0.13951327993778362, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.762573259226477, 'colsample_bytree': 0.8403629735385915, 'gamma': 0.36855630440181086, 'reg_alpha': 0.737491597330969, 'reg_lambda': 1.6505971307041611}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,038] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.12034824807255551, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9437778545843742, 'colsample_bytree': 0.9341307518269759, 'gamma': 0.9527164602095984, 'reg_alpha': 0.6242284166569404, 'reg_lambda': 1.0728293056047846}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,438] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.08333473959885311, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8436967069588885, 'colsample_bytree': 0.9604040993024894, 'gamma': 0.03801874583163395, 'reg_alpha': 0.96108310334344, 'reg_lambda': 1.6095699879424408}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,674] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.14393924621246412, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8701126104971771, 'colsample_bytree': 0.9642200159590643, 'gamma': 0.08896660490844382, 'reg_alpha': 0.9135155980505233, 'reg_lambda': 1.2725751654732185}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:40,883] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.1823615251282322, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8366672390689989, 'colsample_bytree': 0.9520444592581887, 'gamma': 0.2627626311171828, 'reg_alpha': 0.7043584008761358, 'reg_lambda': 1.5311201394367662}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,136] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.14948532005321097, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8539866401576574, 'colsample_bytree': 0.9898809210917155, 'gamma': 0.44258351297030163, 'reg_alpha': 0.9808730604361522, 'reg_lambda': 1.6408662769490845}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,377] Trial 105 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 143, 'learning_rate': 0.10404218784926346, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8888637131804421, 'colsample_bytree': 0.9735971478965786, 'gamma': 0.195158313621586, 'reg_alpha': 0.9600732689793535, 'reg_lambda': 1.3818486228014013}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,728] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.130424874945414, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8115732866623041, 'colsample_bytree': 0.7669103057108667, 'gamma': 0.006756851489571891, 'reg_alpha': 0.5057950791824395, 'reg_lambda': 1.3258225762921823}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:41,923] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.20760555430723587, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.80093857153314, 'colsample_bytree': 0.725405369850509, 'gamma': 0.5197698315131115, 'reg_alpha': 0.5907367704934937, 'reg_lambda': 1.4502819153635966}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:42,292] Trial 108 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 115, 'learning_rate': 0.10578793287253331, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8265474983073979, 'colsample_bytree': 0.9480935563643177, 'gamma': 0.7582352199187392, 'reg_alpha': 0.5371089387449973, 'reg_lambda': 1.598419491137826}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:42,709] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.09571887818621216, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8671732596600784, 'colsample_bytree': 0.919573746356918, 'gamma': 0.6436429527112446, 'reg_alpha': 0.8757175433105959, 'reg_lambda': 1.1537395589687789}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:42,918] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.1169218987047271, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8793972935828787, 'colsample_bytree': 0.7483855398083583, 'gamma': 0.3881056739949513, 'reg_alpha': 0.9478852006672286, 'reg_lambda': 1.4738627648992488}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:43,264] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.09040876212847097, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9099562061136189, 'colsample_bytree': 0.9022991831060958, 'gamma': 1.3113763922740116, 'reg_alpha': 0.582459895154087, 'reg_lambda': 1.2717055205067604}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:43,513] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.08864474911480243, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9580133490638868, 'colsample_bytree': 0.7072490490556675, 'gamma': 1.008756695876022, 'reg_alpha': 0.5668083064979915, 'reg_lambda': 1.2345333822619255}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:43,822] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.08264882314299885, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9295995763091689, 'colsample_bytree': 0.9186067655471146, 'gamma': 0.9324642944038477, 'reg_alpha': 0.6375963509445586, 'reg_lambda': 1.2159771585042254}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,014] Trial 114 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.10843681510124172, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.8990983879425887, 'colsample_bytree': 0.976896639251341, 'gamma': 1.4897148068836945, 'reg_alpha': 0.6048528714705705, 'reg_lambda': 1.3837921995369291}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,242] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.07807991633005655, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6592711482192035, 'colsample_bytree': 0.9376087869591996, 'gamma': 0.8307639595953951, 'reg_alpha': 0.6655550515166307, 'reg_lambda': 1.3088297461872955}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,522] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.06900815954074913, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9163963922122997, 'colsample_bytree': 0.6708323775510839, 'gamma': 0.26949121178162544, 'reg_alpha': 0.9809739264211044, 'reg_lambda': 1.5428143867565374}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:44,739] Trial 117 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.09629991419068382, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8889811011314369, 'colsample_bytree': 0.7778872465014574, 'gamma': 1.1613381871928103, 'reg_alpha': 0.4958276554618284, 'reg_lambda': 1.4210226060445712}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,022] Trial 118 finished with value: 0.738095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.13377975323532248, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9397912005770112, 'colsample_bytree': 0.8930622236382151, 'gamma': 0.47930519487893464, 'reg_alpha': 0.848818511436889, 'reg_lambda': 1.342777357839652}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,329] Trial 119 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.15059067583793614, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7483787464343816, 'colsample_bytree': 0.8804543910896102, 'gamma': 0.6967501775105513, 'reg_alpha': 0.5711439500800931, 'reg_lambda': 1.739922888926443}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,518] Trial 120 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 111, 'learning_rate': 0.12172340099333367, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8406848085789989, 'colsample_bytree': 0.7362554330861715, 'gamma': 1.7460204473965564, 'reg_alpha': 0.9099080430771423, 'reg_lambda': 1.505452651380856}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:45,968] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 132, 'learning_rate': 0.12144006238280375, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8508049433832838, 'colsample_bytree': 0.9475504232380729, 'gamma': 0.5425057702217635, 'reg_alpha': 0.8938433694151178, 'reg_lambda': 1.3272906549750543}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,186] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.16730718615696402, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8219926494074182, 'colsample_bytree': 0.9576499704375523, 'gamma': 0.1387648725479256, 'reg_alpha': 0.8816471024774071, 'reg_lambda': 1.375166753580942}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,400] Trial 123 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.11313505081029886, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8333582125562038, 'colsample_bytree': 0.9530193641773834, 'gamma': 3.9043847186126035, 'reg_alpha': 0.9397475018256531, 'reg_lambda': 1.4621715037001277}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,704] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.10012538342041752, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8629158018028794, 'colsample_bytree': 0.9331071483605219, 'gamma': 0.3175729350084903, 'reg_alpha': 0.8084584898322505, 'reg_lambda': 1.2542248819056956}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:46,933] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.10050433831951353, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8639579246213156, 'colsample_bytree': 0.9111161497847895, 'gamma': 0.3137227503489581, 'reg_alpha': 0.8032389091422866, 'reg_lambda': 1.169204093221044}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,109] Trial 126 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 103, 'learning_rate': 0.09027017654092441, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.8762815682507703, 'colsample_bytree': 0.9316539604000285, 'gamma': 0.4328752081187229, 'reg_alpha': 0.7306449569496456, 'reg_lambda': 1.225062373283114}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,418] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 119, 'learning_rate': 0.07489661727624441, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8554814929234126, 'colsample_bytree': 0.6994149386212918, 'gamma': 0.17588056362505344, 'reg_alpha': 0.7540599784096529, 'reg_lambda': 1.0048597689459968}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,721] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.08512836820363309, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9862375843103703, 'colsample_bytree': 0.9393989043608971, 'gamma': 0.6096052961535069, 'reg_alpha': 0.6869798170843162, 'reg_lambda': 1.2646573206059364}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:47,946] Trial 129 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 160, 'learning_rate': 0.10363000248785179, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.797447949116654, 'colsample_bytree': 0.6888911582169469, 'gamma': 1.054810134137044, 'reg_alpha': 0.8395616273978725, 'reg_lambda': 1.0801597703874488}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,212] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.06375364967979838, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9052373132339017, 'colsample_bytree': 0.7198249647267654, 'gamma': 2.9061889576808992, 'reg_alpha': 0.6132463449549521, 'reg_lambda': 1.6773254216267226}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,495] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.1292593360933515, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8198498934667392, 'colsample_bytree': 0.9675010563208235, 'gamma': 0.5164578599675624, 'reg_alpha': 0.8013106421863642, 'reg_lambda': 1.3654418716451577}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,738] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.1105552782641372, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7893561019742434, 'colsample_bytree': 0.9219456936455289, 'gamma': 0.336955196311131, 'reg_alpha': 0.7758436438787049, 'reg_lambda': 0.9000330917500197}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:48,991] Trial 133 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 140, 'learning_rate': 0.0948706542052916, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8077712650130866, 'colsample_bytree': 0.9443636721099316, 'gamma': 0.07167711046196576, 'reg_alpha': 0.876367325097012, 'reg_lambda': 1.4331485284469794}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,215] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.14318082973197035, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9656096419666532, 'colsample_bytree': 0.9594186881710494, 'gamma': 0.4206873697221092, 'reg_alpha': 0.919383030687132, 'reg_lambda': 1.5765278289105127}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,566] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 151, 'learning_rate': 0.13951121781738407, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9663701716475982, 'colsample_bytree': 0.9829805336797828, 'gamma': 0.2409035048197255, 'reg_alpha': 0.9996419231670948, 'reg_lambda': 1.5822254829882836}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,757] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.15512113120591853, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9984916449485587, 'colsample_bytree': 0.9944459892197888, 'gamma': 0.28467575591472005, 'reg_alpha': 0.9768949863987684, 'reg_lambda': 1.5762197244923701}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:49,948] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.13521928627374444, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9686162201312265, 'colsample_bytree': 0.9761177774936806, 'gamma': 0.19265805759476382, 'reg_alpha': 0.9305974501430476, 'reg_lambda': 1.518231534039205}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,272] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.14612824485503542, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.978874211259385, 'colsample_bytree': 0.9834388967388361, 'gamma': 0.4088228162326546, 'reg_alpha': 0.996817382091784, 'reg_lambda': 1.6329636812103374}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,492] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.13877954336948412, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9615656311896387, 'colsample_bytree': 0.98369421509458, 'gamma': 0.41116997647418574, 'reg_alpha': 0.9881107426311929, 'reg_lambda': 1.5608839388252636}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,700] Trial 140 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 110, 'learning_rate': 0.17223833154311444, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9896301833047276, 'colsample_bytree': 0.983406807948645, 'gamma': 0.6107644171495811, 'reg_alpha': 0.9925352846877483, 'reg_lambda': 1.477032396885924}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:50,995] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.19662504877546533, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9552993650952479, 'colsample_bytree': 0.9615174730577674, 'gamma': 0.3834666219891758, 'reg_alpha': 0.9564175400385735, 'reg_lambda': 1.6433007219949256}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:51,206] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.15697751480238023, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9752323081365576, 'colsample_bytree': 0.9736570719223554, 'gamma': 0.08396704597014476, 'reg_alpha': 0.9163954577976845, 'reg_lambda': 1.686690242109366}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:51,564] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.12696961745369978, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9507520715638538, 'colsample_bytree': 0.965035003696614, 'gamma': 0.26767939486803305, 'reg_alpha': 0.9650874647411314, 'reg_lambda': 1.7931461091870655}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:51,761] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.14566185324797434, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9774446280753584, 'colsample_bytree': 0.9911705988735238, 'gamma': 0.004958554594755915, 'reg_alpha': 0.9695465136467124, 'reg_lambda': 1.605541193608597}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,022] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.11704655693033725, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9687168348769299, 'colsample_bytree': 0.9568579552153382, 'gamma': 0.46672931170144966, 'reg_alpha': 0.9371545682235478, 'reg_lambda': 1.867960213293894}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,208] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.1428348415055538, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7715387879117871, 'colsample_bytree': 0.9692061039815986, 'gamma': 0.7188249925655886, 'reg_alpha': 0.9478144453889807, 'reg_lambda': 1.4181850344072104}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,415] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.10880577169770057, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9815875444216107, 'colsample_bytree': 0.7094871126660819, 'gamma': 0.21154392865310423, 'reg_alpha': 0.9175728909291831, 'reg_lambda': 1.5195205819477473}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,735] Trial 148 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 144, 'learning_rate': 0.16518998789670253, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7804637414157517, 'colsample_bytree': 0.9977252775255993, 'gamma': 0.5766736829549304, 'reg_alpha': 0.756739314120397, 'reg_lambda': 1.6105474581620347}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:52,953] Trial 149 finished with value: 0.693452380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.09996745396979956, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9493153004931572, 'colsample_bytree': 0.9801949597785327, 'gamma': 2.4727142682768903, 'reg_alpha': 0.6498504444741423, 'reg_lambda': 1.476763912125568}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:53,191] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.12799682846403926, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.960978184741008, 'colsample_bytree': 0.8206690397392034, 'gamma': 0.3582866499657684, 'reg_alpha': 0.9978795307461056, 'reg_lambda': 1.3028409801562706}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:53,525] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.08199943564849992, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8638253377136651, 'colsample_bytree': 0.9325964731179806, 'gamma': 0.8442804305469036, 'reg_alpha': 0.541901204802175, 'reg_lambda': 1.712875202448929}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:53,848] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.09265748725767767, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9356584943421589, 'colsample_bytree': 0.9034768203727074, 'gamma': 0.47335175085432596, 'reg_alpha': 0.6233095597536007, 'reg_lambda': 1.4031747996362602}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,113] Trial 153 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 137, 'learning_rate': 0.11600126268796021, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9644665193745013, 'colsample_bytree': 0.8692238761100466, 'gamma': 0.4849809971239929, 'reg_alpha': 0.7167609148053379, 'reg_lambda': 1.5572737077928946}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,312] Trial 154 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 146, 'learning_rate': 0.09584834831699246, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9341979524410666, 'colsample_bytree': 0.7297946289373591, 'gamma': 2.051054099813397, 'reg_alpha': 0.6405984993111247, 'reg_lambda': 1.4073117381128284}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,538] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.08583512399763533, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9437171720937019, 'colsample_bytree': 0.9032555655762148, 'gamma': 0.14811940610800878, 'reg_alpha': 0.6243807207611111, 'reg_lambda': 1.3524347717455076}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:54,831] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.10553947532305301, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8470641010209602, 'colsample_bytree': 0.9452299537679931, 'gamma': 0.30056590529206495, 'reg_alpha': 0.6668486463073409, 'reg_lambda': 1.4492561799057935}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,045] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.07212047687521979, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8721489268879904, 'colsample_bytree': 0.9274155574430725, 'gamma': 0.4256603913152856, 'reg_alpha': 0.9070524703136816, 'reg_lambda': 1.648768282115312}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,392] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.07834382627351072, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9752546263184901, 'colsample_bytree': 0.8558273215381871, 'gamma': 0.6808741773037388, 'reg_alpha': 0.5986244658402706, 'reg_lambda': 1.2845684034174345}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,602] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.14354519802534432, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9524396541028033, 'colsample_bytree': 0.89355016107812, 'gamma': 0.24247310087948448, 'reg_alpha': 0.8620917390595446, 'reg_lambda': 1.51529307563416}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:55,877] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.18391439097200377, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9931244892641793, 'colsample_bytree': 0.9532678036875554, 'gamma': 0.1010553871472645, 'reg_alpha': 0.5553016227421312, 'reg_lambda': 1.580085326805404}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,121] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.08960788365223157, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9261068081217373, 'colsample_bytree': 0.909360098968687, 'gamma': 0.5830499712350383, 'reg_alpha': 0.5809599694996779, 'reg_lambda': 1.1500025567652523}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,349] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.09283823545203698, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8966628946650588, 'colsample_bytree': 0.9160828278876986, 'gamma': 0.39821956491023147, 'reg_alpha': 0.589244657798949, 'reg_lambda': 1.211266869226732}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,639] Trial 163 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.09830254404844611, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8901719596938484, 'colsample_bytree': 0.8426128227718332, 'gamma': 0.7562388290459228, 'reg_alpha': 0.527829097121592, 'reg_lambda': 1.4035095526182462}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:56,828] Trial 164 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.12241083220287736, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9389337269932341, 'colsample_bytree': 0.9381484525009302, 'gamma': 0.5151576482589083, 'reg_alpha': 0.6187856951994721, 'reg_lambda': 1.2563297771494366}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,023] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.10412165067268982, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9106231488035125, 'colsample_bytree': 0.8970328957198054, 'gamma': 0.30471321071698854, 'reg_alpha': 0.9972257617726465, 'reg_lambda': 1.3507826645046515}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,293] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 114, 'learning_rate': 0.13429388951613774, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8850828500540123, 'colsample_bytree': 0.9625604483906879, 'gamma': 0.9314916599347177, 'reg_alpha': 0.6960136342229319, 'reg_lambda': 1.3061016151431775}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,453] Trial 167 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 50, 'learning_rate': 0.11263222290169635, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7638344668766689, 'colsample_bytree': 0.8788827307076384, 'gamma': 1.3277302850987005, 'reg_alpha': 0.9482509105766755, 'reg_lambda': 1.4380847024623757}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,745] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.08631828695876388, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9200310486483316, 'colsample_bytree': 0.9203921139826605, 'gamma': 0.16289693096652935, 'reg_alpha': 0.7805490716453062, 'reg_lambda': 1.494457933243903}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:57,993] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.15536535306926308, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8588447043305746, 'colsample_bytree': 0.7145013442478874, 'gamma': 0.6522446434517055, 'reg_alpha': 0.5610361355637762, 'reg_lambda': 1.7506782962413618}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:58,236] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.07825574193516399, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8299273184234335, 'colsample_bytree': 0.9461881787408716, 'gamma': 0.47593669955998796, 'reg_alpha': 0.8175841567071042, 'reg_lambda': 1.3877574508613764}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:58,544] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.12392060986770287, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8185960551214081, 'colsample_bytree': 0.9554714534897544, 'gamma': 0.5369587490569322, 'reg_alpha': 0.8404754651972254, 'reg_lambda': 1.3431764977858676}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:58,809] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.11932296787255411, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8372275078699358, 'colsample_bytree': 0.9343170167395575, 'gamma': 0.3533563575559139, 'reg_alpha': 0.8787635290472386, 'reg_lambda': 1.2313179482964431}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,067] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.09279660228950452, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.794689441332638, 'colsample_bytree': 0.9702754624239197, 'gamma': 0.2469441122365077, 'reg_alpha': 0.9744192574479156, 'reg_lambda': 1.1092808350943106}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,324] Trial 174 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.08843455098382846, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7962442784244684, 'colsample_bytree': 0.9702141416290847, 'gamma': 0.22479684977949493, 'reg_alpha': 0.9497263283907972, 'reg_lambda': 1.0803023384626371}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,651] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.09527375853602507, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8047763415959769, 'colsample_bytree': 0.9898727158873225, 'gamma': 0.34677044402263624, 'reg_alpha': 0.9680978351659512, 'reg_lambda': 1.135749645430658}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:05:59,910] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.1023627664749128, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.7840990471453028, 'colsample_bytree': 0.9654252437654518, 'gamma': 0.1148711358980179, 'reg_alpha': 0.97197815411208, 'reg_lambda': 1.168378581276991}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:00,207] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.08321665475598718, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9681262496818733, 'colsample_bytree': 0.7920743239913911, 'gamma': 0.24741723603340252, 'reg_alpha': 0.12087446809446928, 'reg_lambda': 1.53874589577801}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:00,482] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.10956752202144412, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7901846086603279, 'colsample_bytree': 0.7430476258860814, 'gamma': 0.4196216756897141, 'reg_alpha': 0.739769154935153, 'reg_lambda': 1.0354334560697356}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:00,757] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.09256320116238544, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.776977153711747, 'colsample_bytree': 0.9768172457147557, 'gamma': 0.7898543970619987, 'reg_alpha': 0.924860892092447, 'reg_lambda': 1.4492086326744256}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,082] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.14517958892865437, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8714731577434076, 'colsample_bytree': 0.7243797135883867, 'gamma': 0.018899235999093822, 'reg_alpha': 0.9803031653219948, 'reg_lambda': 1.2981223164958011}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,383] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.13722167788479975, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.825698181437911, 'colsample_bytree': 0.956785484804193, 'gamma': 0.5356904459938912, 'reg_alpha': 0.9051134046944328, 'reg_lambda': 1.3966978349896098}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,634] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.01194780862192035, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8044506615563339, 'colsample_bytree': 0.9493691876237371, 'gamma': 0.4716257582305058, 'reg_alpha': 0.8900366847760807, 'reg_lambda': 1.3514311419071594}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:01,977] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.10102153581753363, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8108976885397277, 'colsample_bytree': 0.9828387233866958, 'gamma': 0.29668111206785747, 'reg_alpha': 0.6049443149573632, 'reg_lambda': 1.200686048339111}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,197] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.12783248154181973, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8515661478007873, 'colsample_bytree': 0.9731031371703565, 'gamma': 0.6389761332354976, 'reg_alpha': 0.936357512074831, 'reg_lambda': 1.256164029467177}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,399] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.11085867751801974, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8388961610269721, 'colsample_bytree': 0.9429982443625338, 'gamma': 0.40485781925460174, 'reg_alpha': 0.6271439056867631, 'reg_lambda': 1.4676634948657208}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,730] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.14992826525449962, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9451253541452029, 'colsample_bytree': 0.9300581082433974, 'gamma': 0.21249203606404582, 'reg_alpha': 0.9710530216199296, 'reg_lambda': 1.5794780587409571}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:02,947] Trial 187 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 112, 'learning_rate': 0.16439585842982726, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8794858993080944, 'colsample_bytree': 0.6997929773930687, 'gamma': 1.1753609324907985, 'reg_alpha': 0.5765230397111435, 'reg_lambda': 1.1150395094648626}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,275] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.08136814101245951, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9611632814559224, 'colsample_bytree': 0.9578537550301667, 'gamma': 0.5566678208011226, 'reg_alpha': 0.8003586853805696, 'reg_lambda': 1.646339392821776}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,473] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.11747631289643944, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9803294995746026, 'colsample_bytree': 0.9080178170497466, 'gamma': 0.3424665870335764, 'reg_alpha': 0.9533428021792852, 'reg_lambda': 1.3188564505974119}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,758] Trial 190 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 155, 'learning_rate': 0.09011240447286335, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8148956836844917, 'colsample_bytree': 0.965133832093511, 'gamma': 0.15576624218659493, 'reg_alpha': 0.9234464034768844, 'reg_lambda': 1.4982568001834349}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:03,975] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.13109318097893677, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7852740922668072, 'colsample_bytree': 0.9773451189367038, 'gamma': 0.2177517602978878, 'reg_alpha': 0.7785701152341722, 'reg_lambda': 1.2625343567642098}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,224] Trial 192 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.12318465502296136, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7661181049003882, 'colsample_bytree': 0.9714269794680441, 'gamma': 0.44231996942860585, 'reg_alpha': 0.7583862140578641, 'reg_lambda': 1.1950844082084442}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,435] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.1368700444814692, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7995332569248306, 'colsample_bytree': 0.9875928493298491, 'gamma': 0.2962666669356873, 'reg_alpha': 0.7651515167891937, 'reg_lambda': 1.3744797144338987}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,666] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.09919145920305966, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.777362075969742, 'colsample_bytree': 0.9520536448334583, 'gamma': 0.0827126693429149, 'reg_alpha': 0.7304337388818647, 'reg_lambda': 1.2373601001832129}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:04,946] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 134, 'learning_rate': 0.11185906162134225, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9551561173153392, 'colsample_bytree': 0.9601806147388322, 'gamma': 0.380262178348741, 'reg_alpha': 0.9941598183481772, 'reg_lambda': 1.416766140143005}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:05,139] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.1056743917435925, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7937695271114612, 'colsample_bytree': 0.9819176839000533, 'gamma': 0.6529324156662633, 'reg_alpha': 0.6574942863951565, 'reg_lambda': 1.3260214940484083}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:05,422] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.09360033994398861, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.859180921387751, 'colsample_bytree': 0.9398452514737492, 'gamma': 0.4752056683965228, 'reg_alpha': 0.5157598345308828, 'reg_lambda': 1.5647013091553827}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:05,863] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 122, 'learning_rate': 0.07334126660725589, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7842311608903425, 'colsample_bytree': 0.9989686294694308, 'gamma': 0.2510012612293305, 'reg_alpha': 0.7150576394992755, 'reg_lambda': 1.2794998750579127}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:06,194] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 138, 'learning_rate': 0.1536861232440095, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8432308707485775, 'colsample_bytree': 0.916361418615705, 'gamma': 0.5766317084945849, 'reg_alpha': 0.7947574884143633, 'reg_lambda': 1.4531109336618182}. Best is trial 64 with value: 0.761904761904762.
[I 2025-11-03 20:06:06,198] A new study created in memory with name: no-name-6159cb6a-bfee-401d-bdc1-0c5d5c3643c4
[I 2025-11-03 20:06:06,472] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.026468355398143937, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7539615188554911, 'colsample_bytree': 0.6843998352584286, 'gamma': 0.32511025090328716, 'reg_alpha': 0.9584509977239891, 'reg_lambda': 2.591681627121111}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:06:06,716] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.025728256254806518, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8522651199835449, 'colsample_bytree': 0.7247742995742924, 'gamma': 0.7656444662632789, 'reg_alpha': 0.25038845379450136, 'reg_lambda': 2.04410589391137}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,081] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.03456098689351996, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7145750151296388, 'colsample_bytree': 0.9098934480927952, 'gamma': 2.3044117740663927, 'reg_alpha': 0.8363902147067771, 'reg_lambda': 1.1759734355194036}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,245] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.013108357192711953, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7052618334184415, 'colsample_bytree': 0.9757245010083125, 'gamma': 0.44357614690502367, 'reg_alpha': 0.768978059287771, 'reg_lambda': 2.8344614004987756}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,503] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.05723111748168924, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.9748974980507945, 'colsample_bytree': 0.6487068388089269, 'gamma': 3.9819641518620816, 'reg_alpha': 0.044401100919193914, 'reg_lambda': 0.7124362499111556}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,729] Trial 5 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 149, 'learning_rate': 0.020907719198481698, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7253946554753111, 'colsample_bytree': 0.7617660258689154, 'gamma': 0.9267146796605208, 'reg_alpha': 0.774344181602756, 'reg_lambda': 0.5309165845980333}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:07,983] Trial 6 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.033754479946681216, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9988389855299797, 'colsample_bytree': 0.7586515534827291, 'gamma': 0.8002981053980179, 'reg_alpha': 0.5319686131765606, 'reg_lambda': 1.1209891586989191}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:08,354] Trial 7 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.09709778947512229, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.885943446163688, 'colsample_bytree': 0.6870355174771672, 'gamma': 3.170052084357135, 'reg_alpha': 0.9833849897613667, 'reg_lambda': 1.671782034410643}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:08,610] Trial 8 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 219, 'learning_rate': 0.01328359107704985, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7928177457460466, 'colsample_bytree': 0.70334027651122, 'gamma': 3.2732118712749294, 'reg_alpha': 0.1435444825420984, 'reg_lambda': 1.6734589296203455}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:08,910] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.09176334061112577, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.7568950477000552, 'colsample_bytree': 0.6330159677609831, 'gamma': 2.2734839567202085, 'reg_alpha': 0.783597627266993, 'reg_lambda': 2.8252992190489277}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:09,130] Trial 10 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.2796273149193309, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.635976477678581, 'colsample_bytree': 0.8370171812772896, 'gamma': 1.5490439291761018, 'reg_alpha': 0.31386323869771726, 'reg_lambda': 2.081364061850632}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:09,341] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.04294251878117895, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.994924997605375, 'colsample_bytree': 0.7977238115700447, 'gamma': 1.4122883095651275, 'reg_alpha': 0.5127440683298888, 'reg_lambda': 1.1469417679179814}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:06:09,667] Trial 12 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 182, 'learning_rate': 0.06638605924608378, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8668446278347858, 'colsample_bytree': 0.7351627601366135, 'gamma': 0.01510422217384444, 'reg_alpha': 0.47310333523302067, 'reg_lambda': 2.257637263646075}. Best is trial 12 with value: 0.7261904761904763.
[I 2025-11-03 20:06:09,908] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.07627209219070682, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8779519986827315, 'colsample_bytree': 0.8531431494196694, 'gamma': 0.13643895971115844, 'reg_alpha': 0.3092773720466529, 'reg_lambda': 2.262267980207271}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,181] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.17065289396230535, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9036152394060367, 'colsample_bytree': 0.8353248917617264, 'gamma': 0.11401033328349555, 'reg_alpha': 0.38040603029876496, 'reg_lambda': 2.3216295935384794}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,378] Trial 15 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.19816267310532962, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9161421329699901, 'colsample_bytree': 0.8693260516725341, 'gamma': 4.901299342989907, 'reg_alpha': 0.3728325822499238, 'reg_lambda': 2.3496642258282274}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,634] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 79, 'learning_rate': 0.15456695107448207, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.930185733909254, 'colsample_bytree': 0.9258029167432693, 'gamma': 1.576420951517638, 'reg_alpha': 0.5985463261435897, 'reg_lambda': 2.5229414814913818}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:10,938] Trial 17 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.1266885228518292, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8331838872828321, 'colsample_bytree': 0.8331345184504759, 'gamma': 0.09195856717368622, 'reg_alpha': 0.19638128420795514, 'reg_lambda': 1.89988860807191}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,257] Trial 18 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 129, 'learning_rate': 0.10033795139534597, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8256323746468824, 'colsample_bytree': 0.9960078932867582, 'gamma': 1.2622384815270666, 'reg_alpha': 0.18486321812317763, 'reg_lambda': 1.8372749870364813}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,436] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.11796520062059065, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8084124768175701, 'colsample_bytree': 0.8810144016779768, 'gamma': 2.1357539178445513, 'reg_alpha': 0.009249284730242835, 'reg_lambda': 1.4121870066102296}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,681] Trial 20 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.07106850351336111, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9509753689156769, 'colsample_bytree': 0.8157791439747449, 'gamma': 1.8139216306204928, 'reg_alpha': 0.13168874089990387, 'reg_lambda': 1.9036338220553821}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,762] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.06544905417700982, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.940094269241673, 'colsample_bytree': 0.8042754363193675, 'gamma': 3.0017661586015514, 'reg_alpha': 0.11768877229029723, 'reg_lambda': 1.8693328310663815}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:11,964] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 53, 'learning_rate': 0.07942996799804285, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9513214628807063, 'colsample_bytree': 0.806901333529149, 'gamma': 0.47679579245522874, 'reg_alpha': 0.2259264548389712, 'reg_lambda': 1.5084711500278418}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:12,174] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.12985392792152275, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8441543493533901, 'colsample_bytree': 0.8525306200449426, 'gamma': 1.9637783582341357, 'reg_alpha': 0.1057401321313636, 'reg_lambda': 2.024100114597103}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:12,383] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.1262085987074444, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8459130904990243, 'colsample_bytree': 0.87131493245132, 'gamma': 1.0062260691485774, 'reg_alpha': 0.32382147769059, 'reg_lambda': 2.1276881307565505}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:12,806] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.2311157436770071, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7945995638662939, 'colsample_bytree': 0.9332168348732078, 'gamma': 2.8275094593691907, 'reg_alpha': 0.07441360109242708, 'reg_lambda': 2.605965126445861}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,051] Trial 26 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 157, 'learning_rate': 0.13443717850501916, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.879853032229728, 'colsample_bytree': 0.8948201068054642, 'gamma': 3.7910877839099193, 'reg_alpha': 0.2721002912323413, 'reg_lambda': 2.432860015241152}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,382] Trial 27 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 80, 'learning_rate': 0.04806364785323054, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8350329211510958, 'colsample_bytree': 0.8448014190525079, 'gamma': 1.8668179882302711, 'reg_alpha': 0.41692506472053215, 'reg_lambda': 1.4517491053055647}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,597] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 89, 'learning_rate': 0.18238140075997655, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7710063702579558, 'colsample_bytree': 0.7753983695096446, 'gamma': 4.92666640515619, 'reg_alpha': 0.19915891269117675, 'reg_lambda': 1.967442600706131}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:13,868] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 195, 'learning_rate': 0.24454860497346106, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.6025971732732339, 'colsample_bytree': 0.9623620465259259, 'gamma': 0.5496601305781799, 'reg_alpha': 0.6310368783348727, 'reg_lambda': 2.695439084299891}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:14,055] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 119, 'learning_rate': 0.11736051743943694, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9042156999313902, 'colsample_bytree': 0.8625477576071049, 'gamma': 0.1734941445787726, 'reg_alpha': 0.09223119965090644, 'reg_lambda': 2.181181650751507}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:06:14,346] Trial 31 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.13141751580314973, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8367115067780151, 'colsample_bytree': 0.8634052273511119, 'gamma': 1.1157134279688763, 'reg_alpha': 0.3269617655069501, 'reg_lambda': 2.1850109938237696}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:14,682] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 136, 'learning_rate': 0.1490266148473509, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8656908484159712, 'colsample_bytree': 0.9052923631049524, 'gamma': 1.107612892753969, 'reg_alpha': 0.2866998855726728, 'reg_lambda': 2.0376744371003057}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:14,967] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.08623442160449223, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8104179327009361, 'colsample_bytree': 0.8286285461262722, 'gamma': 0.650079189309998, 'reg_alpha': 0.1918880531806529, 'reg_lambda': 1.7431441485189727}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,153] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 98, 'learning_rate': 0.10878279908586998, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.847747064617936, 'colsample_bytree': 0.7794140343682437, 'gamma': 0.3425358440982386, 'reg_alpha': 0.44300209730999585, 'reg_lambda': 2.459585847013601}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,353] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.10769164860542879, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7789916355795322, 'colsample_bytree': 0.7781372335287645, 'gamma': 0.37129942123412313, 'reg_alpha': 0.45015018376867205, 'reg_lambda': 2.9790075841085293}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,725] Trial 36 finished with value: 0.738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.054181632221730995, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7271719242492041, 'colsample_bytree': 0.7241025220199373, 'gamma': 0.28949850745214467, 'reg_alpha': 0.34820057733511267, 'reg_lambda': 2.4845522751763056}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:15,933] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 94, 'learning_rate': 0.20831252980407577, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8874279497462243, 'colsample_bytree': 0.7885129189293901, 'gamma': 0.7918834777972069, 'reg_alpha': 0.6520748586516713, 'reg_lambda': 2.6574273988585744}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,103] Trial 38 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.07921678878098112, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.821955518801633, 'colsample_bytree': 0.7447332769234484, 'gamma': 0.03980503298217042, 'reg_alpha': 0.4119668116169496, 'reg_lambda': 2.2555248884058634}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,423] Trial 39 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.0280388544596979, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8560101250709788, 'colsample_bytree': 0.931476246920363, 'gamma': 0.7114499268536698, 'reg_alpha': 0.23662624801265567, 'reg_lambda': 2.3668150978261586}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,614] Trial 40 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.156561304658422, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6774264430324017, 'colsample_bytree': 0.6636691802363917, 'gamma': 1.1550388720192613, 'reg_alpha': 0.5564436806573834, 'reg_lambda': 0.870088922321733}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:16,918] Trial 41 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.13029059817702804, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8453215418269928, 'colsample_bytree': 0.8510759891676363, 'gamma': 0.4003868175806209, 'reg_alpha': 0.26280264237049217, 'reg_lambda': 2.143877539843536}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,176] Trial 42 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 99, 'learning_rate': 0.09936557128028033, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8764870884910301, 'colsample_bytree': 0.8254403970303333, 'gamma': 0.9312107277104411, 'reg_alpha': 0.9019773086234235, 'reg_lambda': 1.9871349780992018}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,387] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.10040394849938607, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9066929867608107, 'colsample_bytree': 0.6002261362070513, 'gamma': 0.9066252087793554, 'reg_alpha': 0.8782521750942575, 'reg_lambda': 1.6139567069551082}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,660] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.08771170123155093, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8832233972618269, 'colsample_bytree': 0.8193550476358045, 'gamma': 0.5530527584744294, 'reg_alpha': 0.9131218189741217, 'reg_lambda': 2.1986417806551004}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,798] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 85, 'learning_rate': 0.010087911823012162, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8705609423332302, 'colsample_bytree': 0.8911285304972492, 'gamma': 0.28275004488495653, 'reg_alpha': 0.7088553130643354, 'reg_lambda': 2.7516176769573635}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:17,980] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.058719898802004546, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.82949353562555, 'colsample_bytree': 0.7749486178776287, 'gamma': 1.383003099596555, 'reg_alpha': 0.4880198999002988, 'reg_lambda': 1.8250307703982833}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,241] Trial 47 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 100, 'learning_rate': 0.07614478829487563, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7813778980035725, 'colsample_bytree': 0.7533313586670748, 'gamma': 0.022864812232393866, 'reg_alpha': 0.4184549436590227, 'reg_lambda': 2.4269396896721314}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,451] Trial 48 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 138, 'learning_rate': 0.04201604605121788, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.7493781239193613, 'colsample_bytree': 0.7143984536752155, 'gamma': 0.9744144520568416, 'reg_alpha': 0.3213470251588808, 'reg_lambda': 2.5564780462640666}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,807] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 182, 'learning_rate': 0.10342718322746412, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8117630106588435, 'colsample_bytree': 0.8306696632698183, 'gamma': 1.6043020791202747, 'reg_alpha': 0.3634077836011287, 'reg_lambda': 1.9598972989213133}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:18,987] Trial 50 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 72, 'learning_rate': 0.1740160252790865, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9229643931208806, 'colsample_bytree': 0.7916500407826028, 'gamma': 0.7718077912472943, 'reg_alpha': 0.5539928621352437, 'reg_lambda': 1.2552966694465493}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:19,301] Trial 51 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.13692393353046267, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8456260367178847, 'colsample_bytree': 0.8566830259134687, 'gamma': 2.5334922973548686, 'reg_alpha': 0.15902096827989093, 'reg_lambda': 2.0328911348777816}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:19,552] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.11159611219730277, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8590095104509434, 'colsample_bytree': 0.8813460587903319, 'gamma': 1.8245353456872924, 'reg_alpha': 0.026789281267286788, 'reg_lambda': 2.272401506148133}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:19,954] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.09109639718606777, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8958579499754526, 'colsample_bytree': 0.845024745816498, 'gamma': 2.0754323755646618, 'reg_alpha': 0.0797463904304081, 'reg_lambda': 1.757410847888817}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,150] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.14937152074594018, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8372176115571289, 'colsample_bytree': 0.8157234915447779, 'gamma': 0.23012953407155876, 'reg_alpha': 0.15686408774874033, 'reg_lambda': 2.058994134986718}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,477] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.0589544148723575, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8738518471492276, 'colsample_bytree': 0.8291414118505515, 'gamma': 1.2231380349153043, 'reg_alpha': 0.22218595734251806, 'reg_lambda': 1.9523993902450043}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,689] Trial 56 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 129, 'learning_rate': 0.11941682485356248, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8194979445494008, 'colsample_bytree': 0.9128157547854971, 'gamma': 0.5338532089708283, 'reg_alpha': 0.290926667690061, 'reg_lambda': 1.5645205563566376}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:20,924] Trial 57 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 90, 'learning_rate': 0.294681347712311, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8003482145435618, 'colsample_bytree': 0.8738707332320299, 'gamma': 2.589275705676349, 'reg_alpha': 0.8019137286901327, 'reg_lambda': 2.299514364745748}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:21,165] Trial 58 finished with value: 0.738095238095238 and parameters: {'n_estimators': 126, 'learning_rate': 0.01702060630610977, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9730309049012982, 'colsample_bytree': 0.8549728361002893, 'gamma': 1.3460737904804856, 'reg_alpha': 0.9510034287511425, 'reg_lambda': 2.4023860224505844}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:21,426] Trial 59 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 108, 'learning_rate': 0.06918729966489866, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8541066473546608, 'colsample_bytree': 0.8014297126124481, 'gamma': 3.5382469818934754, 'reg_alpha': 0.4510783614492147, 'reg_lambda': 1.738560713034785}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:21,648] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.09718539112013166, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8875703313571183, 'colsample_bytree': 0.7632240806088573, 'gamma': 0.8954286307074287, 'reg_alpha': 0.7228477183919731, 'reg_lambda': 2.191872312871706}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,025] Trial 61 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.12823697608412615, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8443428168188647, 'colsample_bytree': 0.8681718250224433, 'gamma': 4.519370975607137, 'reg_alpha': 0.3226737432223251, 'reg_lambda': 2.115483433181093}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,288] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 133, 'learning_rate': 0.19248123250237575, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8301837632463891, 'colsample_bytree': 0.8855902892358825, 'gamma': 1.0709503472715438, 'reg_alpha': 0.3813730912801957, 'reg_lambda': 1.8753200968445276}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,711] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.16652434109538944, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8650728452559155, 'colsample_bytree': 0.8412504717361916, 'gamma': 0.6379673533722622, 'reg_alpha': 0.33581718614004585, 'reg_lambda': 2.002052368038235}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:22,908] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 113, 'learning_rate': 0.14101537723566196, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9130232542799648, 'colsample_bytree': 0.9490109290534072, 'gamma': 1.6385161131904462, 'reg_alpha': 0.24890692283033805, 'reg_lambda': 2.1061684641315708}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,137] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.1218456194038484, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8946071776138161, 'colsample_bytree': 0.8172909929834326, 'gamma': 0.21595724392246202, 'reg_alpha': 0.11753115613585416, 'reg_lambda': 2.247241788145254}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,454] Trial 66 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 124, 'learning_rate': 0.2285684849496193, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7935422066335177, 'colsample_bytree': 0.9048624545893255, 'gamma': 2.352865891319116, 'reg_alpha': 0.2951630745997983, 'reg_lambda': 1.7929887576815553}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,643] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 78, 'learning_rate': 0.11165013605369, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8388983296598689, 'colsample_bytree': 0.8694160550527943, 'gamma': 0.4650327897939466, 'reg_alpha': 0.20597058466383272, 'reg_lambda': 1.905526362199187}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:23,948] Trial 68 finished with value: 0.6875 and parameters: {'n_estimators': 151, 'learning_rate': 0.08547328673764976, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8170172373570541, 'colsample_bytree': 0.9186245070223185, 'gamma': 0.9966246867544104, 'reg_alpha': 0.39749598195172275, 'reg_lambda': 2.467622679978296}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:24,154] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.16088575654603857, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8489790621928119, 'colsample_bytree': 0.9011452181248321, 'gamma': 1.4360892202331323, 'reg_alpha': 0.050625995294576585, 'reg_lambda': 1.6679128318507421}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:24,625] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.0720483389672211, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8741464663450992, 'colsample_bytree': 0.8593195458873685, 'gamma': 0.11922572078624136, 'reg_alpha': 0.358729950122852, 'reg_lambda': 2.3406411376601404}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:24,839] Trial 71 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 122, 'learning_rate': 0.21483204019228963, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7615719341607179, 'colsample_bytree': 0.9345667250715365, 'gamma': 2.862877354258092, 'reg_alpha': 0.05276612986020257, 'reg_lambda': 2.581472097505346}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,112] Trial 72 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.2567313756923345, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.7795103382133601, 'colsample_bytree': 0.9663027671109611, 'gamma': 2.7613828468807693, 'reg_alpha': 0.09200331182287996, 'reg_lambda': 2.1590989192330277}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,356] Trial 73 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 116, 'learning_rate': 0.18591217010662656, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.805995508652297, 'colsample_bytree': 0.8372679437679942, 'gamma': 3.0666127880971508, 'reg_alpha': 0.00752136215229432, 'reg_lambda': 2.9349989562141308}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,583] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.09638515105741743, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8598564481849034, 'colsample_bytree': 0.7883674935964844, 'gamma': 3.250813196230815, 'reg_alpha': 0.15507919343366033, 'reg_lambda': 2.802899392357649}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:25,789] Trial 75 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 142, 'learning_rate': 0.12861247881901033, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8304604982620015, 'colsample_bytree': 0.8068830638675513, 'gamma': 0.3686753486269307, 'reg_alpha': 0.44251220392078494, 'reg_lambda': 2.609893353239386}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,065] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.10727302623044895, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7922139071339889, 'colsample_bytree': 0.8223436557378732, 'gamma': 2.144773967777241, 'reg_alpha': 0.5091763318140606, 'reg_lambda': 2.50543257670818}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,311] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.07974293356988083, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8201543667907106, 'colsample_bytree': 0.845700599333123, 'gamma': 3.489562530934613, 'reg_alpha': 0.17732899351267017, 'reg_lambda': 2.0887712097988307}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,562] Trial 78 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 104, 'learning_rate': 0.14700435358775735, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7448205889905137, 'colsample_bytree': 0.8809305414285598, 'gamma': 1.99150710985199, 'reg_alpha': 0.11423878353698155, 'reg_lambda': 2.222811596376854}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,716] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 62, 'learning_rate': 0.06260559443299468, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8785298985134796, 'colsample_bytree': 0.9492521505160787, 'gamma': 0.8437439378481296, 'reg_alpha': 0.2585221897690323, 'reg_lambda': 2.67068129767613}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:26,978] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.08631274278736394, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9302589233182551, 'colsample_bytree': 0.9951023240233722, 'gamma': 0.6437641121929193, 'reg_alpha': 0.0741453205423145, 'reg_lambda': 2.3924051953924415}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:27,211] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.053009625658109905, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7916936189761361, 'colsample_bytree': 0.8277298661780162, 'gamma': 0.7050257610659694, 'reg_alpha': 0.18615997906037002, 'reg_lambda': 1.9114637248003836}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:27,501] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.09251181488967947, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8131797394236497, 'colsample_bytree': 0.810554140345861, 'gamma': 0.33803612861859456, 'reg_alpha': 0.21137824080005715, 'reg_lambda': 1.72450432919866}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:27,769] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 133, 'learning_rate': 0.11342831466052851, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8542962154481358, 'colsample_bytree': 0.8355974222818957, 'gamma': 0.12184307778459087, 'reg_alpha': 0.2799866907105995, 'reg_lambda': 1.825859400299124}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,111] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 130, 'learning_rate': 0.1118244035910708, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.86455642413527, 'colsample_bytree': 0.846574890567395, 'gamma': 0.08478899773985678, 'reg_alpha': 0.30666356694047264, 'reg_lambda': 1.9881171870322791}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,367] Trial 85 finished with value: 0.744047619047619 and parameters: {'n_estimators': 129, 'learning_rate': 0.11857765525256769, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8954044364621478, 'colsample_bytree': 0.852057365131946, 'gamma': 0.10425552535100617, 'reg_alpha': 0.3052483291810306, 'reg_lambda': 1.9963071196977324}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,719] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.1079327085912044, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8644873084802701, 'colsample_bytree': 0.8663916527546222, 'gamma': 0.16702523888634238, 'reg_alpha': 0.26703256208988924, 'reg_lambda': 2.0453810188607875}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:28,938] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.12741337718256682, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8524092806752464, 'colsample_bytree': 0.8960101661675473, 'gamma': 0.02045794886443167, 'reg_alpha': 0.3340472273747615, 'reg_lambda': 1.8458779894057216}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,196] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.13893829918518932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8412668884497361, 'colsample_bytree': 0.8370002519517197, 'gamma': 0.024287488050830752, 'reg_alpha': 0.34577182806775636, 'reg_lambda': 1.8236957667478082}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,452] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 105, 'learning_rate': 0.10025871044421096, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8548020583572399, 'colsample_bytree': 0.8958116333170322, 'gamma': 0.48883803710789364, 'reg_alpha': 0.239622290005136, 'reg_lambda': 1.6487032148615075}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,774] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.11289624811193423, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8871005453244912, 'colsample_bytree': 0.7947710358323451, 'gamma': 0.0012907213853770722, 'reg_alpha': 0.3980553108375928, 'reg_lambda': 1.921567534705051}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:29,998] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 116, 'learning_rate': 0.11375440063842059, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8844390564379261, 'colsample_bytree': 0.7706632292874215, 'gamma': 0.24485496003449736, 'reg_alpha': 0.38529599811411885, 'reg_lambda': 1.9211377442995443}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:30,364] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.11349034741589913, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8856241991512686, 'colsample_bytree': 0.7716320290836322, 'gamma': 0.2628940443399618, 'reg_alpha': 0.39783615912287595, 'reg_lambda': 1.9357566486967102}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:30,565] Trial 93 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 88, 'learning_rate': 0.10338687108092906, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9068821851857602, 'colsample_bytree': 0.7378598303505672, 'gamma': 0.12026831255174189, 'reg_alpha': 0.47265806000013355, 'reg_lambda': 1.8626810833925975}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:30,813] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.08027211015284354, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8698812970183488, 'colsample_bytree': 0.7935773653157702, 'gamma': 0.03135665584858809, 'reg_alpha': 0.38410448685409276, 'reg_lambda': 1.54343206723199}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,097] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.0816118345547485, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8729145085463337, 'colsample_bytree': 0.7839353359340303, 'gamma': 0.012293121996517407, 'reg_alpha': 0.43021825669899805, 'reg_lambda': 1.34174288526888}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,327] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.07477246563842582, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8930719558091809, 'colsample_bytree': 0.7942991612611326, 'gamma': 0.3967041638859183, 'reg_alpha': 0.379427309158379, 'reg_lambda': 1.546928291635043}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,619] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.09240202740605957, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9228834293204281, 'colsample_bytree': 0.7554098710979423, 'gamma': 0.260392090187556, 'reg_alpha': 0.46687996879368765, 'reg_lambda': 1.4262571492826825}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:31,863] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.06793490863487643, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8790782066346368, 'colsample_bytree': 0.8014604636081171, 'gamma': 0.5725467231075535, 'reg_alpha': 0.33665469685472166, 'reg_lambda': 1.8272470770380096}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:32,180] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.06790441481496996, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9017179530389051, 'colsample_bytree': 0.7672593932657495, 'gamma': 0.5606118871201242, 'reg_alpha': 0.3493869296195641, 'reg_lambda': 1.790925509626002}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:32,435] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.06299426605129128, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8662923866707061, 'colsample_bytree': 0.7819795262532533, 'gamma': 0.42844796362933885, 'reg_alpha': 0.39420334834845766, 'reg_lambda': 1.7069148126874047}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:32,747] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.048264691708767835, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8796965970298525, 'colsample_bytree': 0.8068655602700727, 'gamma': 0.17806163405310652, 'reg_alpha': 0.28122129939603807, 'reg_lambda': 1.9712625752451078}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:33,722] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.04022413974495622, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8810283010343838, 'colsample_bytree': 0.8003669838726826, 'gamma': 0.31459890852266287, 'reg_alpha': 0.283662497421595, 'reg_lambda': 1.6307694909647772}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:34,087] Trial 103 finished with value: 0.744047619047619 and parameters: {'n_estimators': 132, 'learning_rate': 0.04484231009388029, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8572937774214329, 'colsample_bytree': 0.7455312784127887, 'gamma': 0.14908678106909268, 'reg_alpha': 0.3298035166610222, 'reg_lambda': 1.9772284517352048}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:06:34,336] Trial 104 finished with value: 0.761904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.05300725153241525, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8705720887530374, 'colsample_bytree': 0.8104868456119734, 'gamma': 0.011380169176192443, 'reg_alpha': 0.3090717523891774, 'reg_lambda': 1.8298857137669589}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:34,574] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.03671371525543322, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8515965384240256, 'colsample_bytree': 0.813270384749012, 'gamma': 0.011178607863771194, 'reg_alpha': 0.312603592012378, 'reg_lambda': 1.7725575785903545}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:34,922] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.051595078120138596, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8681840115839936, 'colsample_bytree': 0.8210650661112644, 'gamma': 0.2200998919523274, 'reg_alpha': 0.36431206390938414, 'reg_lambda': 1.576060265087189}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:35,212] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.12249544379885544, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8896343943332059, 'colsample_bytree': 0.7949935876237835, 'gamma': 0.1826303970368362, 'reg_alpha': 0.5301920043657782, 'reg_lambda': 1.8690572982666123}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:35,530] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 140, 'learning_rate': 0.0457459036951429, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9138083417374859, 'colsample_bytree': 0.779279555593579, 'gamma': 0.31713366782525954, 'reg_alpha': 0.42022186981907494, 'reg_lambda': 1.5134054390846101}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:35,769] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.05081898681214571, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8995329552030517, 'colsample_bytree': 0.768359599752955, 'gamma': 0.07936901139276673, 'reg_alpha': 0.37907380882646136, 'reg_lambda': 1.9222291132895284}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,108] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.03241905757848473, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8499537640156902, 'colsample_bytree': 0.8236308122158361, 'gamma': 0.45045469063525106, 'reg_alpha': 0.2775523473805049, 'reg_lambda': 2.0046638008126814}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,323] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.0559701187838844, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8759349547272998, 'colsample_bytree': 0.8032881797700959, 'gamma': 0.5544037005606216, 'reg_alpha': 0.31751393582359044, 'reg_lambda': 1.8216140902995388}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,740] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.13498874552808454, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8605904404959303, 'colsample_bytree': 0.7865917821197481, 'gamma': 0.2211934729697343, 'reg_alpha': 0.3400619799425951, 'reg_lambda': 1.8442014538730498}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:36,926] Trial 113 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 97, 'learning_rate': 0.11493509001991002, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8835820647934602, 'colsample_bytree': 0.8067353079700563, 'gamma': 0.6169282779282905, 'reg_alpha': 0.4040014667525752, 'reg_lambda': 1.694968041196902}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:37,249] Trial 114 finished with value: 0.744047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.08283475569857222, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8377655233164653, 'colsample_bytree': 0.7965356330042974, 'gamma': 0.32021789309721316, 'reg_alpha': 0.30225269953512146, 'reg_lambda': 0.9970190553075177}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:37,487] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 125, 'learning_rate': 0.09535992265504029, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8710852260017541, 'colsample_bytree': 0.8318958603563191, 'gamma': 0.7324706030024428, 'reg_alpha': 0.44276473346165246, 'reg_lambda': 2.0701538978790444}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:37,713] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.06078676296347672, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8882550706599709, 'colsample_bytree': 0.8108301284013802, 'gamma': 0.00983672879651068, 'reg_alpha': 0.3602249756333504, 'reg_lambda': 1.9555533362816342}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,003] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 137, 'learning_rate': 0.10210974832548707, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8282815578616766, 'colsample_bytree': 0.8435175689331477, 'gamma': 0.42018552941219534, 'reg_alpha': 0.23705577735568908, 'reg_lambda': 2.1395168886640317}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,197] Trial 118 finished with value: 0.738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.0888225985026257, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9099267240650386, 'colsample_bytree': 0.7572701021220982, 'gamma': 0.15035050248895826, 'reg_alpha': 0.33561360624901415, 'reg_lambda': 1.7656948043300051}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,360] Trial 119 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 34, 'learning_rate': 0.07358114824467053, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8774849200360244, 'colsample_bytree': 0.7914914232623307, 'gamma': 0.09324291575534485, 'reg_alpha': 0.49606908259467314, 'reg_lambda': 1.8733566280273541}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,662] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.12622417569366245, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.6797712653963505, 'colsample_bytree': 0.7735261696271304, 'gamma': 0.501850865262758, 'reg_alpha': 0.29151959341411976, 'reg_lambda': 2.036733347196116}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:38,941] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.05018578467800059, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8647074917623266, 'colsample_bytree': 0.8183930082049784, 'gamma': 0.22324218490937228, 'reg_alpha': 0.3714554053123607, 'reg_lambda': 1.604724950659598}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:39,283] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.0478289301953707, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8691847636456438, 'colsample_bytree': 0.8253731972489597, 'gamma': 0.2434024279992167, 'reg_alpha': 0.35628965255594247, 'reg_lambda': 1.4844637790885258}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:39,534] Trial 123 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.06699719685811148, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.850529116509262, 'colsample_bytree': 0.8029748614982796, 'gamma': 0.35624147957992464, 'reg_alpha': 0.38821204736497683, 'reg_lambda': 1.916129554563724}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:39,919] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.06434918546963667, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8448270574691685, 'colsample_bytree': 0.8005260352448196, 'gamma': 0.3314981588143173, 'reg_alpha': 0.4294921327512463, 'reg_lambda': 1.912481870470113}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:40,141] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.057713646524243, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8469234046984835, 'colsample_bytree': 0.7825867727795744, 'gamma': 0.36257063475538853, 'reg_alpha': 0.4283606222491534, 'reg_lambda': 1.9120873120672859}. Best is trial 104 with value: 0.761904761904762.
[I 2025-11-03 20:06:40,373] Trial 126 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 178, 'learning_rate': 0.14769138821488195, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8332175836796512, 'colsample_bytree': 0.8337682766317668, 'gamma': 0.0920638327757706, 'reg_alpha': 0.39321560896599367, 'reg_lambda': 1.9452660365325976}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:40,656] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.154702329260354, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8349113376420647, 'colsample_bytree': 0.8347257736944548, 'gamma': 0.13399584308122203, 'reg_alpha': 0.4580628449813061, 'reg_lambda': 2.088953595539497}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:40,893] Trial 128 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 184, 'learning_rate': 0.17678472011188742, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8210635935811093, 'colsample_bytree': 0.856528107780851, 'gamma': 0.3423217429863751, 'reg_alpha': 0.4839041026205203, 'reg_lambda': 1.9716333300675308}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:41,239] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.1761790594406332, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8069768011591348, 'colsample_bytree': 0.8619871745307879, 'gamma': 0.800595557264595, 'reg_alpha': 0.5843113605514074, 'reg_lambda': 1.981530771462348}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:41,495] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.03973745527783182, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8190374912001086, 'colsample_bytree': 0.8481621607887446, 'gamma': 0.38042134598107613, 'reg_alpha': 0.47512040279100876, 'reg_lambda': 2.1783022566260057}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:41,749] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 183, 'learning_rate': 0.14474587832301214, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8265924186850546, 'colsample_bytree': 0.8776059471719769, 'gamma': 0.2934939460450773, 'reg_alpha': 0.4129760390239174, 'reg_lambda': 1.9122469447347845}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:42,131] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 180, 'learning_rate': 0.16233180412148185, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8282727945095621, 'colsample_bytree': 0.8824990162750305, 'gamma': 0.29948127327819574, 'reg_alpha': 0.4260865450290862, 'reg_lambda': 2.00591909129978}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:42,399] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.19875960254210392, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8419912084983671, 'colsample_bytree': 0.875770737928894, 'gamma': 0.5049516070128339, 'reg_alpha': 0.4853460851513556, 'reg_lambda': 1.9478374183310354}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:42,961] Trial 134 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 188, 'learning_rate': 0.14472044647291143, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8234352298728711, 'colsample_bytree': 0.8902708038911478, 'gamma': 1.7097238064060005, 'reg_alpha': 0.5198482998236061, 'reg_lambda': 1.798093437786323}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:43,214] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.1348452421811311, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8544404983039479, 'colsample_bytree': 0.861724719357149, 'gamma': 0.1622614000330116, 'reg_alpha': 0.40847155863248746, 'reg_lambda': 1.8809528442280752}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:43,568] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 209, 'learning_rate': 0.16504212012388905, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8012351076970686, 'colsample_bytree': 0.8542267868510711, 'gamma': 0.7070773036477721, 'reg_alpha': 0.8681410951711714, 'reg_lambda': 2.0553032543718026}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:43,806] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 170, 'learning_rate': 0.14071135144460759, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8321756409691212, 'colsample_bytree': 0.8404805208761201, 'gamma': 0.4261227129971344, 'reg_alpha': 0.44318624988013805, 'reg_lambda': 1.7572829388616948}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,141] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.14897329425775224, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8374879538485646, 'colsample_bytree': 0.8396247329163523, 'gamma': 0.4546075804655706, 'reg_alpha': 0.5522261893881928, 'reg_lambda': 1.7543794596255873}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,364] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.1412054457742202, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.81339383340531, 'colsample_bytree': 0.8490497480058338, 'gamma': 0.8950531173218592, 'reg_alpha': 0.9801184572209619, 'reg_lambda': 2.111130094135783}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,582] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 162, 'learning_rate': 0.18331906709047818, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8246519619579492, 'colsample_bytree': 0.8290212863364971, 'gamma': 0.3392732097202112, 'reg_alpha': 0.45144099623274797, 'reg_lambda': 1.690760409421589}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:44,887] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 176, 'learning_rate': 0.12197035745541707, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8499661315346451, 'colsample_bytree': 0.8751759697612009, 'gamma': 0.24693866881874987, 'reg_alpha': 0.4397682486997692, 'reg_lambda': 1.8558833964054429}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:45,221] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.13033282237334842, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8352089114950372, 'colsample_bytree': 0.8419574969803669, 'gamma': 0.11221924690171181, 'reg_alpha': 0.26611655745393753, 'reg_lambda': 0.6629703787360821}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:45,622] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.10768473564665798, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8326073911194983, 'colsample_bytree': 0.838804065841636, 'gamma': 0.15454615192986887, 'reg_alpha': 0.2578372813938943, 'reg_lambda': 1.9369912192183762}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:45,862] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.154997453533309, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8400761382486397, 'colsample_bytree': 0.8155368650001722, 'gamma': 0.6283332264427218, 'reg_alpha': 0.2618750779439357, 'reg_lambda': 1.9281790066499935}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:46,171] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.15312760283508603, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8279795693507466, 'colsample_bytree': 0.814909878220571, 'gamma': 0.6328669644540179, 'reg_alpha': 0.21688512083576078, 'reg_lambda': 0.5581258917194701}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:46,473] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.1656673245140219, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8381499995551557, 'colsample_bytree': 0.8110977162204779, 'gamma': 1.1533898887305776, 'reg_alpha': 0.2508934035664113, 'reg_lambda': 1.9156548929710546}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:46,852] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.14477880161579504, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8336512375171024, 'colsample_bytree': 0.8230109672874026, 'gamma': 0.4081742305105971, 'reg_alpha': 0.49843659578765254, 'reg_lambda': 1.9550278295712575}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:47,054] Trial 148 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.17732732028249296, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8155868919944845, 'colsample_bytree': 0.8585303056695225, 'gamma': 0.5739721012159411, 'reg_alpha': 0.27319623407839055, 'reg_lambda': 2.0193194568085384}. Best is trial 126 with value: 0.7797619047619048.
[I 2025-11-03 20:06:47,602] Trial 149 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 187, 'learning_rate': 0.20849308979267303, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8431600652761423, 'colsample_bytree': 0.8382271032177907, 'gamma': 0.8007049514185149, 'reg_alpha': 0.41569831093114396, 'reg_lambda': 1.072242061469287}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:47,843] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.2027423456924141, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8037834103112118, 'colsample_bytree': 0.8408675537784785, 'gamma': 1.0076268552888135, 'reg_alpha': 0.4114116187295759, 'reg_lambda': 0.8854058824506632}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:48,199] Trial 151 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.21103038788416745, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8438311082883185, 'colsample_bytree': 0.8329958926683148, 'gamma': 0.8525770641005797, 'reg_alpha': 0.46100584818693097, 'reg_lambda': 1.1434305180142947}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:48,443] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.1323125336031946, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8329722147580186, 'colsample_bytree': 0.8186980570809783, 'gamma': 0.720816253062352, 'reg_alpha': 0.4290038275720723, 'reg_lambda': 0.7198465606069258}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:48,678] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.22134299455119774, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8443874679098056, 'colsample_bytree': 0.8527094750125401, 'gamma': 0.30084519199651627, 'reg_alpha': 0.3901479251171358, 'reg_lambda': 1.2338362895631403}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,017] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.24412313051203827, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8232631610545807, 'colsample_bytree': 0.8057478967526783, 'gamma': 0.4558722882406923, 'reg_alpha': 0.2640293198967155, 'reg_lambda': 0.6754937707705839}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,329] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.19072235037165267, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8595455375036998, 'colsample_bytree': 0.8672357216932164, 'gamma': 1.243232056635527, 'reg_alpha': 0.3800635553981767, 'reg_lambda': 1.8932349830861503}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,630] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.1586983462469502, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8408247985214792, 'colsample_bytree': 0.8288270850410271, 'gamma': 0.606965333824544, 'reg_alpha': 0.22830878307986743, 'reg_lambda': 1.9530679061674823}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:49,877] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.17197661102116754, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8113599806648982, 'colsample_bytree': 0.8272850809366424, 'gamma': 0.6426513577102533, 'reg_alpha': 0.22792704391924826, 'reg_lambda': 1.9679487457370277}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:50,227] Trial 158 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.15677106767351523, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8308575933268781, 'colsample_bytree': 0.8361926344421932, 'gamma': 0.7896690645326734, 'reg_alpha': 0.250439949758407, 'reg_lambda': 1.0025711582888759}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:50,527] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 195, 'learning_rate': 0.13906310558548624, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8215776835963011, 'colsample_bytree': 0.8166607862065559, 'gamma': 0.9376945645504198, 'reg_alpha': 0.3038199057735142, 'reg_lambda': 1.7881525415366986}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:50,912] Trial 160 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 185, 'learning_rate': 0.05477196011592212, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8406779009300013, 'colsample_bytree': 0.8428372577098888, 'gamma': 4.078893989637832, 'reg_alpha': 0.20709460616304082, 'reg_lambda': 2.069109533412223}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:51,281] Trial 161 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.12624997626586087, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8517542262150393, 'colsample_bytree': 0.8026555855854591, 'gamma': 0.49875285569504013, 'reg_alpha': 0.41516267973660004, 'reg_lambda': 1.8984752136269722}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:51,505] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.1545098838527397, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8458540394991862, 'colsample_bytree': 0.8236544368633334, 'gamma': 0.2190963898410718, 'reg_alpha': 0.6858390343744729, 'reg_lambda': 2.0122463281647356}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:51,848] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.1054253665859439, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8578432197771669, 'colsample_bytree': 0.8310595502206717, 'gamma': 0.3573674702670693, 'reg_alpha': 0.44745226007839844, 'reg_lambda': 1.9446836644770038}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:52,110] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.10669896142756798, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8597891783616035, 'colsample_bytree': 0.8306226275890203, 'gamma': 0.3916979200771642, 'reg_alpha': 0.4694495975630911, 'reg_lambda': 1.9334547470584451}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:52,559] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.022224038874535286, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8325634989080303, 'colsample_bytree': 0.8469872708680318, 'gamma': 0.569808454650712, 'reg_alpha': 0.1714495243963384, 'reg_lambda': 1.847066377774617}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:52,809] Trial 166 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 193, 'learning_rate': 0.1186751123583291, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8372519307796168, 'colsample_bytree': 0.8602934807250772, 'gamma': 0.2816652020947201, 'reg_alpha': 0.28561425623378633, 'reg_lambda': 0.5062089878046647}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:53,161] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.12162500918953217, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8587939305537826, 'colsample_bytree': 0.8594027029827018, 'gamma': 0.2861443704632461, 'reg_alpha': 0.2956035342019289, 'reg_lambda': 1.9647313096286347}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:53,411] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.06508446713317499, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8448794279016071, 'colsample_bytree': 0.8084326068737641, 'gamma': 0.6555332723059467, 'reg_alpha': 0.36287574537333234, 'reg_lambda': 2.130943284162988}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:53,654] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.1826155136859715, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8207486016059586, 'colsample_bytree': 0.8701876058582735, 'gamma': 0.4940618202570892, 'reg_alpha': 0.4379752425675599, 'reg_lambda': 2.030229718916266}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,089] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 208, 'learning_rate': 0.10015903510921237, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.854438626486913, 'colsample_bytree': 0.8546380104769479, 'gamma': 1.0613748617065806, 'reg_alpha': 0.7592057980918858, 'reg_lambda': 1.7519609618187384}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,337] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.13882202410049874, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8370144207044774, 'colsample_bytree': 0.8426759029875472, 'gamma': 0.1645529070400687, 'reg_alpha': 0.2692135600469367, 'reg_lambda': 0.5389452961728863}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,745] Trial 172 finished with value: 0.761904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.11697068568677418, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8316477826493772, 'colsample_bytree': 0.8366627652518906, 'gamma': 0.11538306063481721, 'reg_alpha': 0.31972524490666854, 'reg_lambda': 0.7514574098383853}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:54,986] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 189, 'learning_rate': 0.11859210661807419, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8291155021134696, 'colsample_bytree': 0.8297221384934735, 'gamma': 0.34583396852767123, 'reg_alpha': 0.31728074816369045, 'reg_lambda': 0.7654472931245274}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:55,232] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.10717226271316939, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.814756877199865, 'colsample_bytree': 0.8157200748561482, 'gamma': 0.19083763554918234, 'reg_alpha': 0.3973300950200854, 'reg_lambda': 0.8213516566631768}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:55,572] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.10706806409465697, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8148438212034032, 'colsample_bytree': 0.8155391353010184, 'gamma': 0.15788996905548716, 'reg_alpha': 0.3520290631070593, 'reg_lambda': 1.0536980819086066}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:55,832] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 194, 'learning_rate': 0.11724398546252997, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8083251582032843, 'colsample_bytree': 0.8239163305328081, 'gamma': 0.08245754094442757, 'reg_alpha': 0.4032352654457722, 'reg_lambda': 0.6409460808217456}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:56,179] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.11437844786690286, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.797062955088738, 'colsample_bytree': 0.8366189897873344, 'gamma': 0.2221639952584074, 'reg_alpha': 0.3223218380368678, 'reg_lambda': 0.595419705488559}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:56,455] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.09546336286078866, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7864851173419832, 'colsample_bytree': 0.6891885621696975, 'gamma': 0.07667262608214903, 'reg_alpha': 0.4083511298560733, 'reg_lambda': 0.8096809401275669}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:56,844] Trial 179 finished with value: 0.761904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.1060445787997303, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.80492482695544, 'colsample_bytree': 0.8267690546432608, 'gamma': 0.2456062311010792, 'reg_alpha': 0.28467469929156397, 'reg_lambda': 0.5104591514583803}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:57,178] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.10610160105155646, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8092780670485556, 'colsample_bytree': 0.8266948828962151, 'gamma': 0.23269025340463595, 'reg_alpha': 0.23976486709880285, 'reg_lambda': 0.6686158113268763}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:57,587] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 199, 'learning_rate': 0.1184350245201943, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.804643760646456, 'colsample_bytree': 0.8228535736783519, 'gamma': 0.01560740759729895, 'reg_alpha': 0.29382559450901585, 'reg_lambda': 0.5021934652958574}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:57,833] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.1328692676877702, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8182104809418858, 'colsample_bytree': 0.8495479310556505, 'gamma': 0.12285490762048339, 'reg_alpha': 0.3693381380681163, 'reg_lambda': 0.5050538880116366}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:58,145] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.1013704501411637, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8259899274301249, 'colsample_bytree': 0.8349882133682472, 'gamma': 0.22434924660464536, 'reg_alpha': 0.2793828485430296, 'reg_lambda': 0.6438858243684056}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:58,446] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.14693030540266974, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7975812210316566, 'colsample_bytree': 0.8149736563331195, 'gamma': 0.4315949451588764, 'reg_alpha': 0.3393018348444518, 'reg_lambda': 0.882920534972733}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:58,696] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 203, 'learning_rate': 0.12682377287725208, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.812702321836664, 'colsample_bytree': 0.823454076776961, 'gamma': 0.0015344400423739218, 'reg_alpha': 0.2291392771851385, 'reg_lambda': 0.8144832173867964}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,078] Trial 186 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 174, 'learning_rate': 0.11429518786866417, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8241204812855413, 'colsample_bytree': 0.8655396801527997, 'gamma': 0.15642210295315973, 'reg_alpha': 0.4871591508681667, 'reg_lambda': 0.5681490220100935}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,307] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.11144123373403284, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.786243176829181, 'colsample_bytree': 0.8611515522759619, 'gamma': 0.2829266864746743, 'reg_alpha': 0.5067561988087131, 'reg_lambda': 0.6060825833398912}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,658] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.1172647636997993, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8227913445792657, 'colsample_bytree': 0.8809976687962427, 'gamma': 0.0942296302044468, 'reg_alpha': 0.4904327892056743, 'reg_lambda': 0.6221492592913354}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:06:59,993] Trial 189 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.12128577782623627, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8222212888774355, 'colsample_bytree': 0.8789128234074988, 'gamma': 0.1634810734752608, 'reg_alpha': 0.5363308401040502, 'reg_lambda': 0.573607224095925}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:00,495] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.16436657233620264, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8096353685857474, 'colsample_bytree': 0.8865463166659724, 'gamma': 0.0883337358661016, 'reg_alpha': 0.4789018154452085, 'reg_lambda': 0.7290148589573665}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:00,797] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 188, 'learning_rate': 0.11023934263349429, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8284662504075646, 'colsample_bytree': 0.8705915331991038, 'gamma': 0.28891834848554937, 'reg_alpha': 0.49129723762143857, 'reg_lambda': 0.6024053021643845}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:01,124] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.09719727340785872, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8266693576454535, 'colsample_bytree': 0.8691474275442899, 'gamma': 0.39833984161701874, 'reg_alpha': 0.45914437645264333, 'reg_lambda': 0.6450746053648365}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:01,385] Trial 193 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 183, 'learning_rate': 0.10562036852002389, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8184313998707304, 'colsample_bytree': 0.8730781404134438, 'gamma': 0.11852623019971367, 'reg_alpha': 0.5160469280799207, 'reg_lambda': 0.5640258397788737}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:01,652] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 181, 'learning_rate': 0.10611036549660681, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8186484065193642, 'colsample_bytree': 0.8722011197028693, 'gamma': 0.10938765428851391, 'reg_alpha': 0.5284503460541061, 'reg_lambda': 0.5781378454892137}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,059] Trial 195 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.13677681539718956, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8021010321440037, 'colsample_bytree': 0.8637060669201663, 'gamma': 0.2643850303366153, 'reg_alpha': 0.4964470378646068, 'reg_lambda': 0.6265810331280321}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,308] Trial 196 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.09125414525938082, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7686016807645012, 'colsample_bytree': 0.8862254762670722, 'gamma': 0.28325503897899407, 'reg_alpha': 0.4942999480748724, 'reg_lambda': 0.6339931711692517}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,549] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.13676106914780478, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8022901772726615, 'colsample_bytree': 0.8775307383973429, 'gamma': 0.18778730257655407, 'reg_alpha': 0.5101960918063642, 'reg_lambda': 0.5375394045825724}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:02,806] Trial 198 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.14095776665451223, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7981876248804387, 'colsample_bytree': 0.9020067918636272, 'gamma': 0.08811272803756603, 'reg_alpha': 0.552234881368163, 'reg_lambda': 0.6993770187999505}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:03,134] Trial 199 finished with value: 0.755952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.1508496274496728, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8153755152292612, 'colsample_bytree': 0.8757026008266716, 'gamma': 0.0047754187067840514, 'reg_alpha': 0.5208739083946442, 'reg_lambda': 0.6035343213643212}. Best is trial 149 with value: 0.7857142857142857.
[I 2025-11-03 20:07:03,137] A new study created in memory with name: no-name-5a7bbf29-7355-490d-b89c-74fb4f2172cc
[I 2025-11-03 20:07:03,522] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.02409834116635975, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.7263034856046203, 'colsample_bytree': 0.7067652565778719, 'gamma': 0.4367599968716579, 'reg_alpha': 0.663877397332859, 'reg_lambda': 2.409555104793254}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:07:03,721] Trial 1 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.057943227952709515, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7041631024910124, 'colsample_bytree': 0.8193425669787195, 'gamma': 3.858306039436665, 'reg_alpha': 0.4359800595273562, 'reg_lambda': 2.261078787912381}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:07:03,809] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.02558448093781058, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.7388107575259247, 'colsample_bytree': 0.6103841569073755, 'gamma': 1.158938865391691, 'reg_alpha': 0.05585754708877, 'reg_lambda': 2.936718699843787}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:07:04,041] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 36, 'learning_rate': 0.06537808980271506, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7865445200706562, 'colsample_bytree': 0.7568610637128795, 'gamma': 3.093983853159095, 'reg_alpha': 0.2517898754813197, 'reg_lambda': 1.387911822404683}. Best is trial 1 with value: 0.7023809523809524.
[I 2025-11-03 20:07:04,121] Trial 4 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.24146093987810327, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7779957744125112, 'colsample_bytree': 0.7610948920111074, 'gamma': 1.8315512817218567, 'reg_alpha': 0.02471564070510479, 'reg_lambda': 2.655258513043583}. Best is trial 4 with value: 0.7083333333333333.
[I 2025-11-03 20:07:04,322] Trial 5 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 105, 'learning_rate': 0.17057898849032277, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8463997470800132, 'colsample_bytree': 0.7454675858638848, 'gamma': 3.702190472586464, 'reg_alpha': 0.35751824103823826, 'reg_lambda': 2.7499770761047237}. Best is trial 5 with value: 0.7202380952380953.
[I 2025-11-03 20:07:04,631] Trial 6 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.05906025172970725, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7887112677595487, 'colsample_bytree': 0.9504049593424756, 'gamma': 1.3115653375419618, 'reg_alpha': 0.26327282418076103, 'reg_lambda': 1.6465137360314483}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:04,865] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 166, 'learning_rate': 0.13920685128994834, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.696099098547348, 'colsample_bytree': 0.9140238168548511, 'gamma': 1.8355742395367574, 'reg_alpha': 0.35521772677217633, 'reg_lambda': 0.83090693133839}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:05,169] Trial 8 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 152, 'learning_rate': 0.03587856362518136, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.6937168853326694, 'colsample_bytree': 0.6879470747844908, 'gamma': 2.8552880682895507, 'reg_alpha': 0.27665847240318464, 'reg_lambda': 1.9179776246299327}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:05,507] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.03609716742655621, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9800970888363301, 'colsample_bytree': 0.6126381927041825, 'gamma': 2.2038629335324673, 'reg_alpha': 0.1215865271447425, 'reg_lambda': 1.250353395746612}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:05,964] Trial 10 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 243, 'learning_rate': 0.010025213159622336, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6112340236463691, 'colsample_bytree': 0.9957497082662267, 'gamma': 4.680365495945899, 'reg_alpha': 0.9593080641218545, 'reg_lambda': 0.6071301439217407}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:06,194] Trial 11 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.10984823779526898, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.8800815091319801, 'colsample_bytree': 0.8623968428143658, 'gamma': 3.842189263443503, 'reg_alpha': 0.5871991115430635, 'reg_lambda': 1.9070325192084465}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:06,384] Trial 12 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 92, 'learning_rate': 0.2826738355608178, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.887849844711171, 'colsample_bytree': 0.9973337294546653, 'gamma': 0.5873251035878644, 'reg_alpha': 0.7066113224679442, 'reg_lambda': 1.4058840848233463}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:06,736] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.11047064888607686, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8584371549155028, 'colsample_bytree': 0.9149944248950576, 'gamma': 3.6274461253465033, 'reg_alpha': 0.4902834866572625, 'reg_lambda': 1.6662554645409782}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:07,053] Trial 14 finished with value: 0.6875 and parameters: {'n_estimators': 129, 'learning_rate': 0.15817238704926012, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9320833021913233, 'colsample_bytree': 0.8462045567721246, 'gamma': 4.8845367307328615, 'reg_alpha': 0.19809458243786332, 'reg_lambda': 2.1124201955079127}. Best is trial 6 with value: 0.7261904761904762.
[I 2025-11-03 20:07:07,322] Trial 15 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.07743029530579684, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8342331210979502, 'colsample_bytree': 0.9221717909592569, 'gamma': 1.3019519258427565, 'reg_alpha': 0.38145009614596787, 'reg_lambda': 2.8815125813520326}. Best is trial 15 with value: 0.75.
[I 2025-11-03 20:07:07,494] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.08034096874566546, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8143105060389318, 'colsample_bytree': 0.9273833627913847, 'gamma': 1.2339543491125045, 'reg_alpha': 0.8051779032156732, 'reg_lambda': 1.0996704329076845}. Best is trial 15 with value: 0.75.
[I 2025-11-03 20:07:07,666] Trial 17 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 64, 'learning_rate': 0.08577319093023184, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8178976100135623, 'colsample_bytree': 0.8847451438505867, 'gamma': 1.1307345390340222, 'reg_alpha': 0.8956456617076616, 'reg_lambda': 1.0005014624463906}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:07,946] Trial 18 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 74, 'learning_rate': 0.08625979185881325, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9246166677719814, 'colsample_bytree': 0.871367727237583, 'gamma': 0.09122860676896649, 'reg_alpha': 0.9269606589547158, 'reg_lambda': 0.5026165648109855}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,147] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.041362561404304866, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8308809572252284, 'colsample_bytree': 0.8064773067436737, 'gamma': 0.6693727766164468, 'reg_alpha': 0.8158440029920178, 'reg_lambda': 0.9449330054811795}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,453] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 72, 'learning_rate': 0.016828580047752242, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.640504452173521, 'colsample_bytree': 0.8854568704804717, 'gamma': 1.6716917722315088, 'reg_alpha': 0.5723548815850729, 'reg_lambda': 2.4854077991705545}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,620] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 42, 'learning_rate': 0.0772205398074918, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8210259855833694, 'colsample_bytree': 0.9458136785229189, 'gamma': 1.2428334598335666, 'reg_alpha': 0.830771968701113, 'reg_lambda': 1.0647353595737135}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,843] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 62, 'learning_rate': 0.09416937924444105, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7648625107657058, 'colsample_bytree': 0.9383961101703125, 'gamma': 2.382881422956789, 'reg_alpha': 0.8249403991413107, 'reg_lambda': 0.8089256802781288}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:08,960] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.044826861700015506, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8143636966201999, 'colsample_bytree': 0.9095392224512908, 'gamma': 0.874717506349088, 'reg_alpha': 0.9912696608467986, 'reg_lambda': 1.0829658224411003}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,202] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.07430454904115429, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8917099764877221, 'colsample_bytree': 0.9672278413011458, 'gamma': 1.5240550581291226, 'reg_alpha': 0.7311567265305736, 'reg_lambda': 1.4452565434025304}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,521] Trial 25 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 89, 'learning_rate': 0.12551954608284208, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9152481818365538, 'colsample_bytree': 0.9837861871034337, 'gamma': 0.12221055816597359, 'reg_alpha': 0.7313748388238596, 'reg_lambda': 1.4610818696256545}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,740] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.18901511370191962, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9508289077962933, 'colsample_bytree': 0.9785757125985267, 'gamma': 0.051491279523440237, 'reg_alpha': 0.6056231917102193, 'reg_lambda': 1.8250064543956945}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:09,958] Trial 27 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 90, 'learning_rate': 0.12360520195155368, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9575285049597799, 'colsample_bytree': 0.8970594901071601, 'gamma': 0.395402831168424, 'reg_alpha': 0.9146420219699206, 'reg_lambda': 2.9973006925903354}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:10,272] Trial 28 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 112, 'learning_rate': 0.21409248028441372, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9110458191914175, 'colsample_bytree': 0.8454704597883276, 'gamma': 0.8990555267140378, 'reg_alpha': 0.4538878716425291, 'reg_lambda': 1.549816962948393}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:10,523] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.04983645417548212, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8604550599575052, 'colsample_bytree': 0.9730823973099435, 'gamma': 0.28689213907369604, 'reg_alpha': 0.6601834306396597, 'reg_lambda': 2.108354630732774}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:10,775] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.026034099065006686, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9913004275221831, 'colsample_bytree': 0.9506283693480186, 'gamma': 2.178640658780856, 'reg_alpha': 0.7114132378880547, 'reg_lambda': 0.6904261184151442}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,082] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.19322969292906597, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9506897385983295, 'colsample_bytree': 0.9762302433050377, 'gamma': 0.03934792841500667, 'reg_alpha': 0.600355593706147, 'reg_lambda': 1.806701458394001}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,281] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.14529623176144624, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9614942251169625, 'colsample_bytree': 0.9695498011639944, 'gamma': 0.8058963816151193, 'reg_alpha': 0.549915066510377, 'reg_lambda': 1.2445432812536072}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,466] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 104, 'learning_rate': 0.10255384088803973, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7502486611273133, 'colsample_bytree': 0.8255448024280331, 'gamma': 0.3869948777769169, 'reg_alpha': 0.8801108056961262, 'reg_lambda': 2.436312718185076}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:11,703] Trial 34 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.1284680344028242, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8950539849993415, 'colsample_bytree': 0.88542272752076, 'gamma': 0.9841165351469255, 'reg_alpha': 0.3701085635712315, 'reg_lambda': 2.2683405232904095}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,008] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.26402693955650575, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9290406619035175, 'colsample_bytree': 0.9974083294572068, 'gamma': 0.1657985407001772, 'reg_alpha': 0.6404395871275343, 'reg_lambda': 2.7759426783577523}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,220] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.062375599502715755, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8443963148812602, 'colsample_bytree': 0.7835205038602004, 'gamma': 0.5758492794665291, 'reg_alpha': 0.7668046070262973, 'reg_lambda': 1.314548590363788}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,402] Trial 37 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 103, 'learning_rate': 0.2029028608866137, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.716514321212683, 'colsample_bytree': 0.9386808824777243, 'gamma': 0.0038148979952723483, 'reg_alpha': 0.5125281496538326, 'reg_lambda': 2.5713534401913476}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,660] Trial 38 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 77, 'learning_rate': 0.1803390484157125, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.799189657680569, 'colsample_bytree': 0.9596085063479332, 'gamma': 2.7611462798903155, 'reg_alpha': 0.4418265206329407, 'reg_lambda': 2.053875007259558}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:12,892] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 110, 'learning_rate': 0.22909078299637495, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8718029293081823, 'colsample_bytree': 0.7152318881909372, 'gamma': 1.9531633706253682, 'reg_alpha': 0.7536615094221412, 'reg_lambda': 2.3148147841896938}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,196] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.056337613264059616, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9991093403426344, 'colsample_bytree': 0.9236139471688389, 'gamma': 1.4679025733378415, 'reg_alpha': 0.38938938699039205, 'reg_lambda': 2.847697225020264}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,386] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.09812249800043572, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7806633199843596, 'colsample_bytree': 0.8252256599043725, 'gamma': 0.3625521526363398, 'reg_alpha': 0.8851858903746154, 'reg_lambda': 2.6423283305821603}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,691] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 65, 'learning_rate': 0.0693501308884183, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7359291848890709, 'colsample_bytree': 0.8340475103973053, 'gamma': 1.0750114727811257, 'reg_alpha': 0.8473097451803091, 'reg_lambda': 2.4230573275287646}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:13,907] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.10918309401114655, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7621054120460197, 'colsample_bytree': 0.7870617189565572, 'gamma': 0.45609090139871455, 'reg_alpha': 0.8856247369989845, 'reg_lambda': 1.5284267709463148}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,143] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.15622312418333428, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7587353976882356, 'colsample_bytree': 0.9017580768947859, 'gamma': 0.697156988114936, 'reg_alpha': 0.6774597456086938, 'reg_lambda': 1.7556862158535778}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,472] Trial 45 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.12374717428107668, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6620408039113248, 'colsample_bytree': 0.8658458957312771, 'gamma': 0.3936798638194651, 'reg_alpha': 0.3089516211150703, 'reg_lambda': 2.851111336344327}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,707] Trial 46 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.09265800243075996, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6821776333702292, 'colsample_bytree': 0.8064181895890058, 'gamma': 0.24863779687876206, 'reg_alpha': 0.9810611106166915, 'reg_lambda': 1.9814432301518414}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:14,898] Trial 47 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 82, 'learning_rate': 0.10317453640364956, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7511025486646294, 'colsample_bytree': 0.9832310726661325, 'gamma': 1.401458548501978, 'reg_alpha': 0.7808832655807794, 'reg_lambda': 2.1860550366972165}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:15,184] Trial 48 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 167, 'learning_rate': 0.16435574602084466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8347782362592613, 'colsample_bytree': 0.8914445196480504, 'gamma': 3.4556584779724804, 'reg_alpha': 0.18223804956001521, 'reg_lambda': 1.2002525908823771}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:15,398] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 170, 'learning_rate': 0.29549758459605885, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8398803219029939, 'colsample_bytree': 0.9292430043082738, 'gamma': 3.4407395715457056, 'reg_alpha': 0.14369766338541828, 'reg_lambda': 1.169119261910227}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:15,838] Trial 50 finished with value: 0.75 and parameters: {'n_estimators': 172, 'learning_rate': 0.2841997390770009, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8381731861243007, 'colsample_bytree': 0.887882434056463, 'gamma': 3.3451300434335627, 'reg_alpha': 0.08061628940613796, 'reg_lambda': 1.1608048646461937}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,071] Trial 51 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 180, 'learning_rate': 0.2462434582571835, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9070305063629335, 'colsample_bytree': 0.9327298058313588, 'gamma': 4.359492650264448, 'reg_alpha': 0.17227860559585234, 'reg_lambda': 0.9128083390074124}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,333] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.1641224533562045, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7982458025329243, 'colsample_bytree': 0.960174543894706, 'gamma': 3.123172727664182, 'reg_alpha': 0.21640641877620687, 'reg_lambda': 0.9821404858861068}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,597] Trial 53 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 156, 'learning_rate': 0.19763436994791975, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8606606348270646, 'colsample_bytree': 0.9183718654961663, 'gamma': 3.4543108430166436, 'reg_alpha': 0.042521298869224955, 'reg_lambda': 1.3030331458625337}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:16,845] Trial 54 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 218, 'learning_rate': 0.29432963695385295, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8297950513451416, 'colsample_bytree': 0.9834710799762925, 'gamma': 4.093448813841261, 'reg_alpha': 0.1298448511093205, 'reg_lambda': 1.4931080649023718}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,156] Trial 55 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.1404536969813425, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8742372266953091, 'colsample_bytree': 0.6213647789715868, 'gamma': 2.7048350662646, 'reg_alpha': 0.29122660571444536, 'reg_lambda': 0.8230097152235166}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,378] Trial 56 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 154, 'learning_rate': 0.23858204522552243, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8105097732321903, 'colsample_bytree': 0.9465499413665912, 'gamma': 3.01028195001829, 'reg_alpha': 0.09392455368390795, 'reg_lambda': 1.6642618470858885}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,663] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.08472717033414799, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8506912108443127, 'colsample_bytree': 0.9261451988420946, 'gamma': 4.0099307066260605, 'reg_alpha': 0.22802430335972113, 'reg_lambda': 1.1675362697487437}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:17,910] Trial 58 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.16631649862490847, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9458830539674591, 'colsample_bytree': 0.8562844331721353, 'gamma': 2.522284857026558, 'reg_alpha': 0.17331301677108174, 'reg_lambda': 1.3317711331842426}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:18,238] Trial 59 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 214, 'learning_rate': 0.12485896311117935, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9729258027750023, 'colsample_bytree': 0.875595614041907, 'gamma': 3.6216110768207965, 'reg_alpha': 0.6243306867681968, 'reg_lambda': 1.0059607059808273}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:18,510] Trial 60 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.21680049110215407, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9119186821064655, 'colsample_bytree': 0.9079076755433202, 'gamma': 1.9752126299103319, 'reg_alpha': 0.019618868218489877, 'reg_lambda': 0.7260961290693111}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:18,780] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 172, 'learning_rate': 0.26488897678064344, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8383284529060848, 'colsample_bytree': 0.8905695602177953, 'gamma': 3.5051636844937626, 'reg_alpha': 0.1435023310152805, 'reg_lambda': 1.196624385345429}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,008] Trial 62 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 164, 'learning_rate': 0.2767447018398303, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8284464280088513, 'colsample_bytree': 0.9553630673680175, 'gamma': 3.247142749433781, 'reg_alpha': 0.06925354546489787, 'reg_lambda': 1.1360239343315373}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,343] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.18148087334871113, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.802301095037453, 'colsample_bytree': 0.9065264776841423, 'gamma': 3.2914225623153373, 'reg_alpha': 0.0890849489649934, 'reg_lambda': 1.4314546556811203}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,594] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 244, 'learning_rate': 0.2503423705348403, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7875528371558249, 'colsample_bytree': 0.8820228517720962, 'gamma': 3.7401295878834304, 'reg_alpha': 0.5341900083353905, 'reg_lambda': 0.9053789086462511}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:19,897] Trial 65 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.010200490675025235, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9408094058051453, 'colsample_bytree': 0.8476275521433306, 'gamma': 4.269439195175991, 'reg_alpha': 0.32352753845264065, 'reg_lambda': 1.587632427005387}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,132] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.0686065276580354, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8570239644616654, 'colsample_bytree': 0.9895090331243115, 'gamma': 3.0432086378564014, 'reg_alpha': 0.24670427297054096, 'reg_lambda': 1.048503174071805}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,458] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 176, 'learning_rate': 0.1493891150697314, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8849081809235224, 'colsample_bytree': 0.8951338969334947, 'gamma': 3.306516876110426, 'reg_alpha': 0.4696115353626933, 'reg_lambda': 1.2423039467328372}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,625] Trial 68 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.20527008547205128, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8220313166656624, 'colsample_bytree': 0.9693186461504377, 'gamma': 1.7009057528830893, 'reg_alpha': 0.3941713077888403, 'reg_lambda': 1.391083434012111}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:20,859] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.05096460569440183, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8396520242687321, 'colsample_bytree': 0.9378234863265625, 'gamma': 2.3108254881554355, 'reg_alpha': 0.17078392125641356, 'reg_lambda': 1.103984681107895}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:21,207] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.2280283036977086, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8657874807690459, 'colsample_bytree': 0.9152462770421843, 'gamma': 2.8838067748628933, 'reg_alpha': 0.007452908413908554, 'reg_lambda': 0.7489175747451651}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:21,470] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.14254894749452499, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8751132739723002, 'colsample_bytree': 0.6240267378434938, 'gamma': 3.815968224713808, 'reg_alpha': 0.3367571240587243, 'reg_lambda': 0.8083170370032908}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:21,771] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.29765561718981287, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8988166192966582, 'colsample_bytree': 0.8743703256975937, 'gamma': 2.6003350439996438, 'reg_alpha': 0.2848839043564937, 'reg_lambda': 0.6126824606230754}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,120] Trial 73 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 206, 'learning_rate': 0.13758078037854757, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8482483160708623, 'colsample_bytree': 0.7438675274420156, 'gamma': 2.687395463689735, 'reg_alpha': 0.4181912871440493, 'reg_lambda': 0.8855705795995746}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,374] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.11509771882262232, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.878481802984008, 'colsample_bytree': 0.6378873158652789, 'gamma': 3.5062263599593453, 'reg_alpha': 0.2892553588344978, 'reg_lambda': 1.039999368131268}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,649] Trial 75 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.07839372254112288, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9231146911956253, 'colsample_bytree': 0.6003051927336351, 'gamma': 2.1649629340577907, 'reg_alpha': 0.26352149156567334, 'reg_lambda': 1.198926550479628}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:22,900] Trial 76 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.18847184270036949, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.811247297631039, 'colsample_bytree': 0.6616793429700063, 'gamma': 2.8971960945531112, 'reg_alpha': 0.5729847757455112, 'reg_lambda': 1.3404098076185482}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,107] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 95, 'learning_rate': 0.18347982742337843, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8057795241177089, 'colsample_bytree': 0.6545024727114059, 'gamma': 0.5913046103363839, 'reg_alpha': 0.5696578029562084, 'reg_lambda': 1.3411204986812288}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,413] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.17103464057744486, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8193752648421594, 'colsample_bytree': 0.6699350243371764, 'gamma': 2.9654466948480662, 'reg_alpha': 0.6746654579063829, 'reg_lambda': 1.6158162753747711}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,583] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 44, 'learning_rate': 0.09186774852509612, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.791457403111973, 'colsample_bytree': 0.7651393842119105, 'gamma': 0.11246475508495778, 'reg_alpha': 0.6003018991444535, 'reg_lambda': 1.7327199299346931}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:23,865] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.2609052903345665, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8345991675010616, 'colsample_bytree': 0.8564884411412854, 'gamma': 3.1664346873737417, 'reg_alpha': 0.5195347715819997, 'reg_lambda': 1.2849718147390903}. Best is trial 17 with value: 0.7559523809523809.
[I 2025-11-03 20:07:24,149] Trial 81 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 174, 'learning_rate': 0.13120070560547556, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8469403591852362, 'colsample_bytree': 0.6958264564516894, 'gamma': 2.7823875254080823, 'reg_alpha': 0.19945501760421086, 'reg_lambda': 0.9889627930847853}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:24,418] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.11644402505948427, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7700380368557304, 'colsample_bytree': 0.7008320151884342, 'gamma': 3.3540094242657084, 'reg_alpha': 0.09930067350177835, 'reg_lambda': 0.9822394376886004}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:24,595] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.21314604459059794, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9715560631871882, 'colsample_bytree': 0.6789558684390219, 'gamma': 2.782430792920613, 'reg_alpha': 0.15619886983558132, 'reg_lambda': 1.482144777653106}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:24,931] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.1553053997338448, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8220338016592666, 'colsample_bytree': 0.6535366363956194, 'gamma': 1.1483231397389977, 'reg_alpha': 0.21289656958978986, 'reg_lambda': 1.1426427922428737}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,127] Trial 85 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 109, 'learning_rate': 0.1349264449147792, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7775745035807468, 'colsample_bytree': 0.7344254601315516, 'gamma': 0.21899133894865933, 'reg_alpha': 0.11523973689433523, 'reg_lambda': 1.240099308757015}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,386] Trial 86 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 176, 'learning_rate': 0.1848163928274745, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8459042761282596, 'colsample_bytree': 0.9749777648285579, 'gamma': 2.889598514318624, 'reg_alpha': 0.49020140856585404, 'reg_lambda': 1.366517399077159}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,601] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.10450908467494092, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8144318202811586, 'colsample_bytree': 0.946900217583573, 'gamma': 3.63308333809299, 'reg_alpha': 0.7025989415859686, 'reg_lambda': 1.0569750283988877}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,872] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.23130927490800854, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8539821621851744, 'colsample_bytree': 0.9976044727643768, 'gamma': 0.7321884763014375, 'reg_alpha': 0.06111841267809889, 'reg_lambda': 1.1170757145955037}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:25,998] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 59, 'learning_rate': 0.06331820108768434, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8289188859269891, 'colsample_bytree': 0.9248301091473087, 'gamma': 3.414636458092558, 'reg_alpha': 0.946052312906708, 'reg_lambda': 0.9366655251760249}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:26,274] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 127, 'learning_rate': 0.088308659766783, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7975182001528753, 'colsample_bytree': 0.7010006659748099, 'gamma': 3.152497761873624, 'reg_alpha': 0.19840925995501013, 'reg_lambda': 1.2042115482716365}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:26,622] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.12901205457823842, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9025040994124716, 'colsample_bytree': 0.6261941948627937, 'gamma': 2.4179682310960424, 'reg_alpha': 0.23824576466313663, 'reg_lambda': 1.854922773991064}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:26,856] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.1715226229748407, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8661398969737073, 'colsample_bytree': 0.630258783118427, 'gamma': 2.6325951570385486, 'reg_alpha': 0.3599113984008261, 'reg_lambda': 0.7995074432982946}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:27,186] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 185, 'learning_rate': 0.1547686041244661, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8874372353606474, 'colsample_bytree': 0.6698541411006353, 'gamma': 0.5045148369155377, 'reg_alpha': 0.19390713345469726, 'reg_lambda': 0.8564761641948079}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:27,468] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.13940001309661984, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8394653011114955, 'colsample_bytree': 0.616620694417961, 'gamma': 2.7816362181768812, 'reg_alpha': 0.5760665185473867, 'reg_lambda': 0.6684513547747509}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:27,682] Trial 95 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 164, 'learning_rate': 0.19558215215243158, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9152928060742771, 'colsample_bytree': 0.8956726351935614, 'gamma': 2.95842206098557, 'reg_alpha': 0.6397985783271204, 'reg_lambda': 0.9819709678845762}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,053] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.11311904104886795, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8087402635852784, 'colsample_bytree': 0.6454084776538248, 'gamma': 1.9875690254983167, 'reg_alpha': 0.7938953449994773, 'reg_lambda': 1.2906976506030114}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,303] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.03408806119610413, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.867707581870485, 'colsample_bytree': 0.93501191966157, 'gamma': 1.343579751625863, 'reg_alpha': 0.12573674922417355, 'reg_lambda': 1.40015768800306}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,648] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.21958875666966626, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8442106008316861, 'colsample_bytree': 0.9634786819700247, 'gamma': 2.5164191944661347, 'reg_alpha': 0.8441457960825385, 'reg_lambda': 1.479402377749079}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:28,905] Trial 99 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 150, 'learning_rate': 0.2784048557763386, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8559389062673528, 'colsample_bytree': 0.8870081114244351, 'gamma': 3.9270287483875843, 'reg_alpha': 0.552493122609786, 'reg_lambda': 1.0120140729230513}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,247] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.17150587227210257, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9356401149035616, 'colsample_bytree': 0.7231239374644886, 'gamma': 0.01282173488537713, 'reg_alpha': 0.7264707376830287, 'reg_lambda': 1.1648871181011817}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,421] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.0927469508006494, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7882186212653791, 'colsample_bytree': 0.7932348354983216, 'gamma': 0.17981767675046467, 'reg_alpha': 0.6490225046880793, 'reg_lambda': 1.7579899056455037}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,577] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 42, 'learning_rate': 0.08216397013884383, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7798960427890304, 'colsample_bytree': 0.7828777819833942, 'gamma': 0.3192832249427032, 'reg_alpha': 0.6269161119628945, 'reg_lambda': 1.7491011403179961}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,731] Trial 103 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 37, 'learning_rate': 0.09724772755756889, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.824972319833132, 'colsample_bytree': 0.8389607317360063, 'gamma': 0.1772923093368186, 'reg_alpha': 0.7564262739814835, 'reg_lambda': 1.9128235403420233}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:29,936] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.11981220813437361, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8336914045238162, 'colsample_bytree': 0.9861374635233136, 'gamma': 0.8782986289573543, 'reg_alpha': 0.6028818189828226, 'reg_lambda': 2.5291980848228346}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,099] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.07587130841663974, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7934331528231567, 'colsample_bytree': 0.9037300440938824, 'gamma': 1.5981528368809688, 'reg_alpha': 0.6928113063731225, 'reg_lambda': 1.6869199004894093}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,443] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.06923739121860446, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8149925639527295, 'colsample_bytree': 0.8651189650411389, 'gamma': 0.1114598037574988, 'reg_alpha': 0.6500538872807601, 'reg_lambda': 1.5363882704056666}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,679] Trial 107 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 193, 'learning_rate': 0.14624130686052833, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8070589911288671, 'colsample_bytree': 0.9178499185828057, 'gamma': 3.211278063559761, 'reg_alpha': 0.03591752370757659, 'reg_lambda': 0.5289567073528776}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:30,957] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.1027246997680221, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9531988800214541, 'colsample_bytree': 0.6893589275899139, 'gamma': 3.0508185111166872, 'reg_alpha': 0.15459097865708452, 'reg_lambda': 1.9873895072619743}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,126] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.12760692793872822, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8492236008386385, 'colsample_bytree': 0.8176636384259293, 'gamma': 3.550676311215021, 'reg_alpha': 0.3101802545731321, 'reg_lambda': 1.0944563113848744}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,442] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.11013188812274756, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8806877028581646, 'colsample_bytree': 0.9549211547339039, 'gamma': 0.5368115879466888, 'reg_alpha': 0.264667857595304, 'reg_lambda': 2.1954958726550124}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,767] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.074201685869304, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6056751997344909, 'colsample_bytree': 0.7635837022044549, 'gamma': 0.09715244193574525, 'reg_alpha': 0.6003106179426294, 'reg_lambda': 1.7711744153817635}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:31,902] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.0966753630304859, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7935318137090043, 'colsample_bytree': 0.7660020172764497, 'gamma': 0.21398072698845572, 'reg_alpha': 0.6178770771569233, 'reg_lambda': 1.2555487190490555}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,111] Trial 113 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.08942616270262566, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7697666124420346, 'colsample_bytree': 0.7778902984215417, 'gamma': 1.025615259522116, 'reg_alpha': 0.5538364051903739, 'reg_lambda': 1.8628303812888196}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,281] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.13323554590970443, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.787339435437533, 'colsample_bytree': 0.8777155758642066, 'gamma': 0.33158076085827104, 'reg_alpha': 0.6677382602437579, 'reg_lambda': 1.6077122706216245}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,689] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 206, 'learning_rate': 0.057718346966750336, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.820345445651921, 'colsample_bytree': 0.7969244477880173, 'gamma': 0.437630561364666, 'reg_alpha': 0.47182425997510197, 'reg_lambda': 1.7147805423587537}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:32,959] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05965347903188993, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.835735701624927, 'colsample_bytree': 0.8056265346619153, 'gamma': 0.8003640575572889, 'reg_alpha': 0.48031190539505614, 'reg_lambda': 1.4370784435570727}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:33,196] Trial 117 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 206, 'learning_rate': 0.049933648468954525, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8202321294968528, 'colsample_bytree': 0.6080889180776016, 'gamma': 3.3751012067653927, 'reg_alpha': 0.4260460701609766, 'reg_lambda': 2.340905030074572}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:33,534] Trial 118 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 81, 'learning_rate': 0.053457060224437074, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8618150282268319, 'colsample_bytree': 0.6664775390591317, 'gamma': 2.258977931760465, 'reg_alpha': 0.5097474894247468, 'reg_lambda': 1.9595546447650563}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:33,770] Trial 119 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 185, 'learning_rate': 0.2521522221324468, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8032814815856664, 'colsample_bytree': 0.8219568944878296, 'gamma': 0.43589245926516784, 'reg_alpha': 0.4014945578547144, 'reg_lambda': 1.7982282613353096}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,160] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 161, 'learning_rate': 0.04584592217682865, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8016146682670777, 'colsample_bytree': 0.8190542468655321, 'gamma': 0.4457911347510343, 'reg_alpha': 0.40901948433142765, 'reg_lambda': 1.6894232335552435}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,379] Trial 121 finished with value: 0.738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.24323404000953985, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8000661482014166, 'colsample_bytree': 0.7934250958417665, 'gamma': 0.6747575150790109, 'reg_alpha': 0.4034953180275638, 'reg_lambda': 1.7914803850415313}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,707] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.04183244200769777, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8100416091227634, 'colsample_bytree': 0.8005300493278179, 'gamma': 0.4643101515568073, 'reg_alpha': 0.4457264122477132, 'reg_lambda': 1.688027868761672}. Best is trial 81 with value: 0.7678571428571428.
[I 2025-11-03 20:07:34,942] Trial 123 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 181, 'learning_rate': 0.2996673753913001, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8283030684513059, 'colsample_bytree': 0.8248597197289682, 'gamma': 0.40266107504478704, 'reg_alpha': 0.3846248660929146, 'reg_lambda': 1.8242242039628092}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:35,248] Trial 124 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 182, 'learning_rate': 0.2590217608449339, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9837622540263742, 'colsample_bytree': 0.8141752717647853, 'gamma': 0.6170708324817329, 'reg_alpha': 0.36994394088045734, 'reg_lambda': 1.8169091226122518}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:35,506] Trial 125 finished with value: 0.744047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.048054157072012854, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8269824262289825, 'colsample_bytree': 0.839587854084531, 'gamma': 0.4297880342822778, 'reg_alpha': 0.5257923531186312, 'reg_lambda': 1.8734252248495142}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:35,766] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 167, 'learning_rate': 0.04610603784548353, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7524558410706695, 'colsample_bytree': 0.8302253290206018, 'gamma': 0.27142568034423303, 'reg_alpha': 0.4550113747628738, 'reg_lambda': 1.7081648866824344}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,092] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.038072458794040254, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7837403318371502, 'colsample_bytree': 0.8255690933830101, 'gamma': 0.38964150997055286, 'reg_alpha': 0.4117386841440625, 'reg_lambda': 2.0483782712692795}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,358] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.03112086470510486, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8147529471251693, 'colsample_bytree': 0.8540498560768566, 'gamma': 0.2721502774490112, 'reg_alpha': 0.4675509640828756, 'reg_lambda': 1.645656139845903}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,598] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 91, 'learning_rate': 0.20646188220662204, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8022171959112945, 'colsample_bytree': 0.793285813824387, 'gamma': 0.9424069856606574, 'reg_alpha': 0.3896513785629633, 'reg_lambda': 1.5525571257797741}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:36,901] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.2952981448684135, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7712631460966587, 'colsample_bytree': 0.8121976010932235, 'gamma': 0.7538022454865321, 'reg_alpha': 0.3405654314777913, 'reg_lambda': 1.7965135663369982}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:37,145] Trial 131 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 170, 'learning_rate': 0.2786817249054529, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8407301647942906, 'colsample_bytree': 0.8685149794571503, 'gamma': 0.031478936347964226, 'reg_alpha': 0.501993113157558, 'reg_lambda': 1.9434493009123566}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:37,495] Trial 132 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 168, 'learning_rate': 0.24909832964157935, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8296296276167829, 'colsample_bytree': 0.8221010491821472, 'gamma': 0.024146116585872512, 'reg_alpha': 0.49177302224690117, 'reg_lambda': 1.6363527661141712}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:37,721] Trial 133 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 162, 'learning_rate': 0.2724874632371532, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9631974163033741, 'colsample_bytree': 0.8682313345723421, 'gamma': 0.20455969688318487, 'reg_alpha': 0.42656106310162134, 'reg_lambda': 1.8807327553026982}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,032] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.2996674293411563, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.819210031851029, 'colsample_bytree': 0.8453376946066786, 'gamma': 0.5327526071341945, 'reg_alpha': 0.37162251384644013, 'reg_lambda': 1.935496226170509}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,304] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.2334077576096117, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8427184161784813, 'colsample_bytree': 0.7732409324935531, 'gamma': 0.1317148325604025, 'reg_alpha': 0.9038142192314478, 'reg_lambda': 2.0106204831710475}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,571] Trial 136 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 99, 'learning_rate': 0.2729984270771737, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8103313728308753, 'colsample_bytree': 0.7953180636842192, 'gamma': 0.30111068751188835, 'reg_alpha': 0.5417424836183409, 'reg_lambda': 1.7302423563686795}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:38,810] Trial 137 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 152, 'learning_rate': 0.19402755171980662, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8233433006252289, 'colsample_bytree': 0.7480072028862338, 'gamma': 0.000533748392737704, 'reg_alpha': 0.5790213680249505, 'reg_lambda': 1.831847296953845}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,155] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.05926936595556199, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8273073181083624, 'colsample_bytree': 0.7379437136489841, 'gamma': 0.005609871117783161, 'reg_alpha': 0.5066468791908766, 'reg_lambda': 2.1095282406915956}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,388] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.19096646771575077, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.803105495592107, 'colsample_bytree': 0.718427538763169, 'gamma': 0.4247610732740872, 'reg_alpha': 0.5840758669196303, 'reg_lambda': 1.5760236750859749}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,608] Trial 140 finished with value: 0.738095238095238 and parameters: {'n_estimators': 157, 'learning_rate': 0.22480975746773826, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8347437795748731, 'colsample_bytree': 0.8030996095655833, 'gamma': 0.1470372932394049, 'reg_alpha': 0.44010106468341764, 'reg_lambda': 1.8168830820306}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:39,893] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 177, 'learning_rate': 0.163347602701907, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8514869384695047, 'colsample_bytree': 0.812413898731481, 'gamma': 0.36770254381256556, 'reg_alpha': 0.5738092623673644, 'reg_lambda': 1.75296138910512}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,107] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.19375441477927882, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8194327634604612, 'colsample_bytree': 0.8325973362247335, 'gamma': 0.2177725478011401, 'reg_alpha': 0.5582804536305607, 'reg_lambda': 1.8288754205566213}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,342] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.2557846372277289, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8418605728848438, 'colsample_bytree': 0.9106067650115722, 'gamma': 1.201618383132647, 'reg_alpha': 0.4628509221976593, 'reg_lambda': 1.9250260699619663}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,647] Trial 144 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.0554991433652344, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7948719030376933, 'colsample_bytree': 0.9752443766847353, 'gamma': 0.08818240976376457, 'reg_alpha': 0.5338704934883943, 'reg_lambda': 2.984119079970543}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:40,904] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 160, 'learning_rate': 0.17792126024373311, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8143401930351403, 'colsample_bytree': 0.758341296427181, 'gamma': 0.004568345607424459, 'reg_alpha': 0.34498066791133175, 'reg_lambda': 1.372908007473975}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:41,376] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.04304458628309634, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8261574858668655, 'colsample_bytree': 0.8982385799405667, 'gamma': 0.29692531173890446, 'reg_alpha': 0.38867881980518254, 'reg_lambda': 1.8974943246400393}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:41,582] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.06561534495590148, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8050535131460534, 'colsample_bytree': 0.9918136268478216, 'gamma': 0.15356279402568784, 'reg_alpha': 0.4911647566620681, 'reg_lambda': 1.682470410701339}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:41,777] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.2817346540505675, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8365183410881594, 'colsample_bytree': 0.9424997218745192, 'gamma': 0.5805720728198324, 'reg_alpha': 0.6437071368980392, 'reg_lambda': 2.670073782847978}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:42,147] Trial 149 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 239, 'learning_rate': 0.21145207577658884, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9200709998061419, 'colsample_bytree': 0.752991981857481, 'gamma': 0.46941209149556623, 'reg_alpha': 0.7312978250827743, 'reg_lambda': 2.880691563770061}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:42,375] Trial 150 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 135, 'learning_rate': 0.23858689035679956, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7856212664068662, 'colsample_bytree': 0.8595016476502206, 'gamma': 2.1007369201140422, 'reg_alpha': 0.8574863119020759, 'reg_lambda': 2.032945803457026}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:42,827] Trial 151 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.26506766169178575, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8490565830980071, 'colsample_bytree': 0.8827187956111494, 'gamma': 3.297507310254984, 'reg_alpha': 0.18555139505821683, 'reg_lambda': 1.194185441498168}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,053] Trial 152 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 180, 'learning_rate': 0.28591220975854786, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.856824101513945, 'colsample_bytree': 0.8888457352666556, 'gamma': 3.8062622198782203, 'reg_alpha': 0.09265125995525088, 'reg_lambda': 1.139033886759623}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,141] Trial 153 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 21, 'learning_rate': 0.019338517549053934, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8228906801116458, 'colsample_bytree': 0.8739908286874217, 'gamma': 3.594291594174046, 'reg_alpha': 0.6034889571082975, 'reg_lambda': 1.0666431303496426}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,423] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.24215229386003703, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8336482912503241, 'colsample_bytree': 0.8475270424630961, 'gamma': 3.4543730091169653, 'reg_alpha': 0.0747590298416215, 'reg_lambda': 1.251584248432279}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,670] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.08453081536545867, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8431529043899516, 'colsample_bytree': 0.6864244303521987, 'gamma': 0.11104858663099826, 'reg_alpha': 0.11803911252054254, 'reg_lambda': 1.7659186709388688}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:43,923] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.20025952293405175, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8121876608616321, 'colsample_bytree': 0.9281265683851703, 'gamma': 1.7971318626774417, 'reg_alpha': 0.15049711253533096, 'reg_lambda': 1.3283509579648367}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:44,169] Trial 157 finished with value: 0.738095238095238 and parameters: {'n_estimators': 165, 'learning_rate': 0.2218623877502845, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8314254166880035, 'colsample_bytree': 0.8967579608086216, 'gamma': 0.6761683678868833, 'reg_alpha': 0.41113744310504263, 'reg_lambda': 0.9659921956662724}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:44,537] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.07369221458187494, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8200576543738871, 'colsample_bytree': 0.9078211893688531, 'gamma': 0.3581870337637847, 'reg_alpha': 0.6215213426461268, 'reg_lambda': 1.8442209187694207}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:44,788] Trial 159 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 195, 'learning_rate': 0.15777938458315752, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7977807480594534, 'colsample_bytree': 0.7883739363652683, 'gamma': 0.2148068465607796, 'reg_alpha': 0.22239689124455492, 'reg_lambda': 1.4883671142908825}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,172] Trial 160 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 183, 'learning_rate': 0.29795542989817503, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8073624008599837, 'colsample_bytree': 0.9651470470458422, 'gamma': 3.085661363237633, 'reg_alpha': 0.6892935663473154, 'reg_lambda': 1.0345327093031556}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,409] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.15293236372355576, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.871791525339907, 'colsample_bytree': 0.6592584062975204, 'gamma': 2.681257043428145, 'reg_alpha': 0.966683659548915, 'reg_lambda': 0.8183868582647339}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,793] Trial 162 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.13654300490806429, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.862618196593221, 'colsample_bytree': 0.7276218868507429, 'gamma': 2.8352674442321106, 'reg_alpha': 0.3198518697856018, 'reg_lambda': 1.728319308471707}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:45,999] Trial 163 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 77, 'learning_rate': 0.18050855097627957, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8940142875383362, 'colsample_bytree': 0.8363219355357929, 'gamma': 3.688932858187006, 'reg_alpha': 0.283554548938372, 'reg_lambda': 0.8691001310879847}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:46,253] Trial 164 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 197, 'learning_rate': 0.12235400293798823, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8384585402626189, 'colsample_bytree': 0.981754744295, 'gamma': 2.600845570694041, 'reg_alpha': 0.17465026581932191, 'reg_lambda': 0.7593587048351407}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:46,581] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 202, 'learning_rate': 0.1436196461841781, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8489864144729379, 'colsample_bytree': 0.917768076761779, 'gamma': 2.7475988782785477, 'reg_alpha': 0.37209498713375, 'reg_lambda': 0.9210930458711808}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:46,824] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.1670452537009172, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9433750251730851, 'colsample_bytree': 0.8795491375187331, 'gamma': 2.961307384492997, 'reg_alpha': 0.20919739696216508, 'reg_lambda': 1.1402600873523938}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:47,309] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.03882892047634451, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8295082575344231, 'colsample_bytree': 0.7042301854471609, 'gamma': 2.35220083507758, 'reg_alpha': 0.4464678851121179, 'reg_lambda': 1.6491511316454006}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:47,573] Trial 168 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.10786137075052997, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8567895356106208, 'colsample_bytree': 0.8206250108227916, 'gamma': 0.056824045245809925, 'reg_alpha': 0.13967716919209744, 'reg_lambda': 1.0943911410544913}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:47,797] Trial 169 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 161, 'learning_rate': 0.2653170438366336, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7760768266924448, 'colsample_bytree': 0.6371599900086041, 'gamma': 0.5012327651692738, 'reg_alpha': 0.24782350461117947, 'reg_lambda': 1.7942837736530577}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,104] Trial 170 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 160, 'learning_rate': 0.2607892066514814, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7335223161724774, 'colsample_bytree': 0.6355606217562212, 'gamma': 0.5266545781482107, 'reg_alpha': 0.5843947441422557, 'reg_lambda': 1.7853061660997285}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,324] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 163, 'learning_rate': 0.2640359376504024, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.725770084960765, 'colsample_bytree': 0.8663464289467592, 'gamma': 0.47215123455130936, 'reg_alpha': 0.5833907064664658, 'reg_lambda': 1.7943375431641437}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,642] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 152, 'learning_rate': 0.2822182160115235, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6969896400840375, 'colsample_bytree': 0.6440033210713387, 'gamma': 0.6157931252247533, 'reg_alpha': 0.5558667372481765, 'reg_lambda': 1.8597636750609925}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:48,863] Trial 173 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.24982346381878323, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6884865273109608, 'colsample_bytree': 0.6407581578655932, 'gamma': 0.79492868841161, 'reg_alpha': 0.561288635554999, 'reg_lambda': 1.8389386203188203}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:49,136] Trial 174 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 161, 'learning_rate': 0.27273176419900025, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7364746079316463, 'colsample_bytree': 0.6346775081164522, 'gamma': 0.6159465813707803, 'reg_alpha': 0.595507191225624, 'reg_lambda': 1.935402972287175}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:49,430] Trial 175 finished with value: 0.761904761904762 and parameters: {'n_estimators': 158, 'learning_rate': 0.2748604220924509, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7410384083661545, 'colsample_bytree': 0.6361537118289677, 'gamma': 0.6167320632277806, 'reg_alpha': 0.5188290605681963, 'reg_lambda': 1.9285545451233177}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:49,674] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.27907417672669943, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.668613816810625, 'colsample_bytree': 0.6329118714765584, 'gamma': 0.6480410822514506, 'reg_alpha': 0.5200830084316239, 'reg_lambda': 1.9551503601419788}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:50,065] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.26407397360178764, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7084884284698071, 'colsample_bytree': 0.635089406748928, 'gamma': 0.5143472401914737, 'reg_alpha': 0.5332129952825522, 'reg_lambda': 1.9079830700178533}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:50,277] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.26388299814152827, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7100873976450462, 'colsample_bytree': 0.6455711316389597, 'gamma': 0.6009322200658362, 'reg_alpha': 0.5313905156708858, 'reg_lambda': 1.907839610563564}. Best is trial 123 with value: 0.7976190476190477.
[I 2025-11-03 20:07:50,484] Trial 179 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 145, 'learning_rate': 0.2352273009976245, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7300784166028734, 'colsample_bytree': 0.64792126434872, 'gamma': 0.8655504975388078, 'reg_alpha': 0.5039280688146791, 'reg_lambda': 1.9544984164298551}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:50,783] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.2502340517579612, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7368950218267422, 'colsample_bytree': 0.649854430485265, 'gamma': 0.8955095512725988, 'reg_alpha': 0.5473930016574147, 'reg_lambda': 1.972890777319698}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,006] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.23260225312203797, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7167605385656496, 'colsample_bytree': 0.6331942343213617, 'gamma': 0.5348341783160727, 'reg_alpha': 0.48239140822654486, 'reg_lambda': 2.001166047118248}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,339] Trial 182 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 148, 'learning_rate': 0.28487863846200884, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7304204653218304, 'colsample_bytree': 0.6601531026112533, 'gamma': 0.7463770693850833, 'reg_alpha': 0.49748998324193167, 'reg_lambda': 1.886775927285153}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,571] Trial 183 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.29821253167906936, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7423845461380175, 'colsample_bytree': 0.6598284882469717, 'gamma': 0.7392363306893307, 'reg_alpha': 0.5072861019443187, 'reg_lambda': 2.0763934628957568}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:51,783] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.277314783034763, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.6973712205517444, 'colsample_bytree': 0.6221149101223588, 'gamma': 0.691463693896424, 'reg_alpha': 0.5700890390811545, 'reg_lambda': 1.8766007191470346}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,083] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.2597647718655848, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7287274255841628, 'colsample_bytree': 0.6456605633214996, 'gamma': 0.9639171840814491, 'reg_alpha': 0.5391817584949472, 'reg_lambda': 1.9077833022763506}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,300] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.2737108609658928, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7240499996658291, 'colsample_bytree': 0.6363718191182373, 'gamma': 0.5944856032106899, 'reg_alpha': 0.5053291423425094, 'reg_lambda': 1.9442380334343534}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,551] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 138, 'learning_rate': 0.2186672332681378, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7461391717306638, 'colsample_bytree': 0.675508205934876, 'gamma': 0.8863659792038331, 'reg_alpha': 0.47741389066447615, 'reg_lambda': 1.8749088477147622}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:52,792] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.2278673002830186, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.744010787506643, 'colsample_bytree': 0.6796041652116838, 'gamma': 0.8795755349304097, 'reg_alpha': 0.4826471179899203, 'reg_lambda': 1.8645896352753901}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,005] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.24196330845832736, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7592372610291421, 'colsample_bytree': 0.6630658394968983, 'gamma': 1.1167950504105333, 'reg_alpha': 0.520843884954106, 'reg_lambda': 1.9924209156696309}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,314] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 156, 'learning_rate': 0.21266570430669773, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7121199941370051, 'colsample_bytree': 0.6124960293048003, 'gamma': 0.9962978426748776, 'reg_alpha': 0.47490853194705496, 'reg_lambda': 2.0565506448680475}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,526] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.28315265453118976, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7314926819692966, 'colsample_bytree': 0.6502863986289809, 'gamma': 0.7419272435452908, 'reg_alpha': 0.5876617324831088, 'reg_lambda': 2.150442243853096}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:53,898] Trial 192 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 162, 'learning_rate': 0.28020779439509136, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7497813268553033, 'colsample_bytree': 0.653005606155968, 'gamma': 0.7590737279504008, 'reg_alpha': 0.5935550470110279, 'reg_lambda': 1.9265963747518247}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:54,143] Trial 193 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 167, 'learning_rate': 0.25661269051002883, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.732558889091808, 'colsample_bytree': 0.6740137490827662, 'gamma': 0.8268740671016663, 'reg_alpha': 0.5558382988372345, 'reg_lambda': 1.8167598517382997}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:54,520] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.2562118224439552, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7336265431815242, 'colsample_bytree': 0.6773704208749038, 'gamma': 0.8460878921000183, 'reg_alpha': 0.49758547395163866, 'reg_lambda': 2.1409644998366546}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:54,732] Trial 195 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.2858457355622674, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7003302826171035, 'colsample_bytree': 0.6423505580869092, 'gamma': 0.8280897934006046, 'reg_alpha': 0.5555342531383005, 'reg_lambda': 1.8040351225110336}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,065] Trial 196 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.244614577860251, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.720121529913594, 'colsample_bytree': 0.6739425353298866, 'gamma': 0.6365522476854494, 'reg_alpha': 0.5244899496563091, 'reg_lambda': 1.8520280984613116}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,338] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.2678301482538818, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7300096281496307, 'colsample_bytree': 0.6246360322627638, 'gamma': 1.0411698515449608, 'reg_alpha': 0.5423368003255297, 'reg_lambda': 2.207938292079988}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,541] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 150, 'learning_rate': 0.2961672498599935, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7085408034317552, 'colsample_bytree': 0.6903807218899698, 'gamma': 0.5074031158550542, 'reg_alpha': 0.4667953058101221, 'reg_lambda': 1.7972820805477763}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,835] Trial 199 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 163, 'learning_rate': 0.22729964876952916, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7449655512356461, 'colsample_bytree': 0.65412127922402, 'gamma': 0.7248427389146486, 'reg_alpha': 0.5845305884497437, 'reg_lambda': 1.8990949134981299}. Best is trial 179 with value: 0.8035714285714286.
[I 2025-11-03 20:07:55,839] A new study created in memory with name: no-name-33b6dfb8-7abb-4618-a4b0-2b9e82ea069c
[I 2025-11-03 20:07:56,199] Trial 0 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 249, 'learning_rate': 0.07480690910948144, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8150350788596642, 'colsample_bytree': 0.6283884597169632, 'gamma': 4.7382695318506824, 'reg_alpha': 0.12226715386961373, 'reg_lambda': 1.2438991856695434}. Best is trial 0 with value: 0.6785714285714286.
[I 2025-11-03 20:07:56,457] Trial 1 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.1872839539642376, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8642039489516566, 'colsample_bytree': 0.9119301325393848, 'gamma': 1.4404190111274129, 'reg_alpha': 0.9764182414939293, 'reg_lambda': 1.7786020309695134}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:56,704] Trial 2 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 198, 'learning_rate': 0.018536949670538927, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6266650617857435, 'colsample_bytree': 0.9019684615639618, 'gamma': 4.416797813255426, 'reg_alpha': 0.45305880113874464, 'reg_lambda': 2.5437079696835836}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:56,948] Trial 3 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 110, 'learning_rate': 0.0745236634897082, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9407736742819561, 'colsample_bytree': 0.7815602451136565, 'gamma': 3.7933827363549666, 'reg_alpha': 0.788973307628159, 'reg_lambda': 1.5748141300945682}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,179] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 196, 'learning_rate': 0.02776575968876442, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8343051148328251, 'colsample_bytree': 0.6540976071224235, 'gamma': 2.683524699427834, 'reg_alpha': 0.24130852942156855, 'reg_lambda': 2.268819026336057}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,362] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 118, 'learning_rate': 0.012118104764505921, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.6102427003565901, 'colsample_bytree': 0.8788607093215137, 'gamma': 1.222658531121636, 'reg_alpha': 0.3813367196689713, 'reg_lambda': 2.9272134778394037}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,730] Trial 6 finished with value: 0.675595238095238 and parameters: {'n_estimators': 150, 'learning_rate': 0.1767803958575287, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.7224218550551624, 'colsample_bytree': 0.6685243129480359, 'gamma': 4.152818774579334, 'reg_alpha': 0.4618943502429199, 'reg_lambda': 1.8963908186342904}. Best is trial 1 with value: 0.7261904761904762.
[I 2025-11-03 20:07:57,906] Trial 7 finished with value: 0.744047619047619 and parameters: {'n_estimators': 46, 'learning_rate': 0.07282443100644147, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7499969300766298, 'colsample_bytree': 0.658198312729401, 'gamma': 1.0446908498836127, 'reg_alpha': 0.5631664334422694, 'reg_lambda': 0.7544594160383971}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,193] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 148, 'learning_rate': 0.041623541101371495, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.9707894677849499, 'colsample_bytree': 0.7635622623650992, 'gamma': 3.2826435747687, 'reg_alpha': 0.40013491954898806, 'reg_lambda': 1.8560271725143451}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,441] Trial 9 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.1352517654198313, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9668707366420424, 'colsample_bytree': 0.8384098844244702, 'gamma': 1.1912416253588471, 'reg_alpha': 0.04664918286941122, 'reg_lambda': 0.968965253745268}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,520] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.09701103414656559, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7301613644002557, 'colsample_bytree': 0.9843170108193249, 'gamma': 0.023743520525144834, 'reg_alpha': 0.6854115943232225, 'reg_lambda': 0.5526597412792662}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,709] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.2410435769141051, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8789648195135574, 'colsample_bytree': 0.7234783532871598, 'gamma': 1.5148082790692308, 'reg_alpha': 0.9728506925363649, 'reg_lambda': 0.5592630933299083}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:58,948] Trial 12 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.2933363880148649, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7171245550168892, 'colsample_bytree': 0.986787925932951, 'gamma': 0.204599054096682, 'reg_alpha': 0.994258036878292, 'reg_lambda': 1.3294094939625005}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,131] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 74, 'learning_rate': 0.29878212679824573, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7351301966986469, 'colsample_bytree': 0.9902785936016518, 'gamma': 0.2306120799605484, 'reg_alpha': 0.6759262982591251, 'reg_lambda': 1.0528358854330588}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,413] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03797804893961594, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6851270459324003, 'colsample_bytree': 0.7167440526361111, 'gamma': 0.6372339693146369, 'reg_alpha': 0.8232829602997057, 'reg_lambda': 1.3759617975382255}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,574] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 77, 'learning_rate': 0.10738015614349097, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.7716674316566245, 'colsample_bytree': 0.6102237258645417, 'gamma': 2.0975731313989843, 'reg_alpha': 0.6060315996403801, 'reg_lambda': 0.8595111895962542}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:07:59,942] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.05208204975674566, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.6738516906124864, 'colsample_bytree': 0.8300844264790885, 'gamma': 0.7217579178768893, 'reg_alpha': 0.8375891022286284, 'reg_lambda': 0.765863084356876}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,054] Trial 17 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.023332110007390872, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7864757769194863, 'colsample_bytree': 0.7170489537366644, 'gamma': 2.2828695082568915, 'reg_alpha': 0.23006961337094056, 'reg_lambda': 1.3280584691147859}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,197] Trial 18 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 22, 'learning_rate': 0.011253978505638328, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6629497645152339, 'colsample_bytree': 0.9444282984131505, 'gamma': 0.5337368882590816, 'reg_alpha': 0.5571427321230615, 'reg_lambda': 1.1275914289953124}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,340] Trial 19 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.14526813784247003, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7609399036978652, 'colsample_bytree': 0.8312790042438936, 'gamma': 1.841376197990141, 'reg_alpha': 0.3077548971954568, 'reg_lambda': 1.5241145425374638}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,528] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.07578194413476752, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.89251593004397, 'colsample_bytree': 0.6744638556443204, 'gamma': 2.735890120595808, 'reg_alpha': 0.9000956567402587, 'reg_lambda': 2.1799826524247203}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:00,766] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.214048737676762, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8548642491270279, 'colsample_bytree': 0.9394613394739096, 'gamma': 1.0446907799241083, 'reg_alpha': 0.9735560227071965, 'reg_lambda': 1.6766136001972902}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,044] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.25867076945151785, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8357656888681151, 'colsample_bytree': 0.9512280655351827, 'gamma': 0.9088172422740355, 'reg_alpha': 0.7330782012506705, 'reg_lambda': 1.5837687266796414}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,266] Trial 23 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 170, 'learning_rate': 0.20762631184652997, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9150130933381648, 'colsample_bytree': 0.9535933660731422, 'gamma': 0.8109902030944265, 'reg_alpha': 0.7396946497193302, 'reg_lambda': 1.9980622856054773}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,464] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.12060169887034436, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8399836985511113, 'colsample_bytree': 0.8660431222099898, 'gamma': 1.831628658834737, 'reg_alpha': 0.5689026622246651, 'reg_lambda': 1.5778605306662405}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:01,730] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 126, 'learning_rate': 0.15776200104792043, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8077580028275881, 'colsample_bytree': 0.9381356170396448, 'gamma': 1.004340155253662, 'reg_alpha': 0.8769960439826238, 'reg_lambda': 2.466787944456906}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:02,055] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.23166690925160882, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.859849442305097, 'colsample_bytree': 0.9121036153769416, 'gamma': 1.5993654554498815, 'reg_alpha': 0.6627801933038021, 'reg_lambda': 2.9290008326940535}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:02,349] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 100, 'learning_rate': 0.09962852059750431, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8297120468786507, 'colsample_bytree': 0.7484123757493928, 'gamma': 3.1136361036935276, 'reg_alpha': 0.7580151436785693, 'reg_lambda': 2.1534302332010906}. Best is trial 7 with value: 0.744047619047619.
[I 2025-11-03 20:08:02,613] Trial 28 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.06307967030110032, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8962569757045606, 'colsample_bytree': 0.8041955367142949, 'gamma': 0.36829697636891157, 'reg_alpha': 0.5153123180438881, 'reg_lambda': 0.7302806219918467}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:02,944] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.07360838509804735, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9334514362404487, 'colsample_bytree': 0.8065464040348326, 'gamma': 0.43965504594244686, 'reg_alpha': 0.5193628132607903, 'reg_lambda': 0.736387368648338}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:03,229] Trial 30 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.06500667001426245, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9964948820309694, 'colsample_bytree': 0.8040271665398032, 'gamma': 0.27073540147905334, 'reg_alpha': 0.5168896954124319, 'reg_lambda': 0.7460661216721194}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:03,505] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.069750371129603, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9989927032502889, 'colsample_bytree': 0.7995366368650065, 'gamma': 0.4035503086182314, 'reg_alpha': 0.5267261955474309, 'reg_lambda': 0.7187738918443928}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:03,881] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.058561579583402294, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9983493069621483, 'colsample_bytree': 0.8043556663642484, 'gamma': 0.4051624830228632, 'reg_alpha': 0.5147260535594368, 'reg_lambda': 0.6611596465210794}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:04,161] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 229, 'learning_rate': 0.050576614212738374, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9976570049385792, 'colsample_bytree': 0.799939944004087, 'gamma': 0.33686980326886995, 'reg_alpha': 0.48506378185968924, 'reg_lambda': 0.5158561558825087}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:04,598] Trial 34 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 235, 'learning_rate': 0.06144055174358732, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9972963051750093, 'colsample_bytree': 0.7992040247291534, 'gamma': 0.03374298970611744, 'reg_alpha': 0.3924877223290617, 'reg_lambda': 0.9408459551830707}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:04,856] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.03601033255224625, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9627741979892472, 'colsample_bytree': 0.7597075078280601, 'gamma': 0.5065319840082714, 'reg_alpha': 0.6381501471861677, 'reg_lambda': 1.121863997392499}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:05,290] Trial 36 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.08633892037602843, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9141380278889726, 'colsample_bytree': 0.8609989845953991, 'gamma': 4.78266761122069, 'reg_alpha': 0.3248714750003548, 'reg_lambda': 0.6528947554205632}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:05,555] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 197, 'learning_rate': 0.06024645841205048, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9537443903391136, 'colsample_bytree': 0.7830149092410833, 'gamma': 1.372646879111663, 'reg_alpha': 0.4518106214391755, 'reg_lambda': 0.8712483188235982}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:05,874] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.046527807871083605, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9804232316412107, 'colsample_bytree': 0.8193323417942096, 'gamma': 0.6777889381887772, 'reg_alpha': 0.5328780792307013, 'reg_lambda': 0.6930158234942319}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:06,154] Trial 39 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 209, 'learning_rate': 0.029960022733462092, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.925598166492205, 'colsample_bytree': 0.8892049248183476, 'gamma': 0.22448208785953952, 'reg_alpha': 0.6015243273098242, 'reg_lambda': 1.1680263316434434}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:06,409] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.016230984231474278, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9452987705306074, 'colsample_bytree': 0.8462715297695387, 'gamma': 4.3615111018920905, 'reg_alpha': 0.4195679098846858, 'reg_lambda': 0.8843427666487416}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:06,734] Trial 41 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 244, 'learning_rate': 0.06559230468074635, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9332017444744477, 'colsample_bytree': 0.8140387163719629, 'gamma': 0.38704231970553016, 'reg_alpha': 0.5181337215320488, 'reg_lambda': 0.6776613313126139}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:07,082] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.0808476176777467, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9836852049993304, 'colsample_bytree': 0.7769207365761647, 'gamma': 0.4517110234936998, 'reg_alpha': 0.47018357867105304, 'reg_lambda': 0.7789764119330853}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:07,482] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.06226890862891074, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9035175275408955, 'colsample_bytree': 0.7913539289438978, 'gamma': 0.04764136063061086, 'reg_alpha': 0.354202857857004, 'reg_lambda': 1.0268287120876132}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:07,752] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.045753269671001726, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9088087503541251, 'colsample_bytree': 0.737410522966758, 'gamma': 0.07184227510012087, 'reg_alpha': 0.3284048938662235, 'reg_lambda': 1.016502048866639}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:08,255] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 228, 'learning_rate': 0.05511247602383399, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8865938083489808, 'colsample_bytree': 0.7834454601359991, 'gamma': 1.217439840297079, 'reg_alpha': 0.19741919711687506, 'reg_lambda': 0.6061016777882748}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:08,500] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.03285464264075413, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.9696519537464169, 'colsample_bytree': 0.849302112425091, 'gamma': 0.7679303627616252, 'reg_alpha': 0.35886453649237704, 'reg_lambda': 0.7986294629292978}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:08,817] Trial 47 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 202, 'learning_rate': 0.08894006979861033, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9968654293291291, 'colsample_bytree': 0.7662711057424861, 'gamma': 0.016693055114783417, 'reg_alpha': 0.4509539403890274, 'reg_lambda': 0.5047177216672638}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,063] Trial 48 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 188, 'learning_rate': 0.04186068723660094, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9475199304918306, 'colsample_bytree': 0.7921033216122366, 'gamma': 3.5154518176066403, 'reg_alpha': 0.26363007546730055, 'reg_lambda': 1.0168509542358277}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,332] Trial 49 finished with value: 0.738095238095238 and parameters: {'n_estimators': 220, 'learning_rate': 0.0648246927635855, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9844837162404181, 'colsample_bytree': 0.7356070744799419, 'gamma': 0.255395774977388, 'reg_alpha': 0.10573118793425357, 'reg_lambda': 1.2309527973030445}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,673] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.11465378937455328, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8996084592145956, 'colsample_bytree': 0.6925081279347624, 'gamma': 0.5882789125622749, 'reg_alpha': 0.42771262927965564, 'reg_lambda': 0.6409676828983947}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:09,960] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.07084743869774061, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9345475983585028, 'colsample_bytree': 0.808416018845353, 'gamma': 0.3862991673780471, 'reg_alpha': 0.494311057967613, 'reg_lambda': 0.7414199465580616}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:10,231] Trial 52 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 237, 'learning_rate': 0.055218525832422635, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9561966404910306, 'colsample_bytree': 0.8250200059872388, 'gamma': 0.8296644506019715, 'reg_alpha': 0.5983248664246407, 'reg_lambda': 0.9646882319160877}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:10,568] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.05686098187537889, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9569559026201575, 'colsample_bytree': 0.8363111080065209, 'gamma': 0.21085811181199127, 'reg_alpha': 0.5849192232112066, 'reg_lambda': 0.9126710572309064}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:10,873] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 241, 'learning_rate': 0.046510234882510555, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8741101840880197, 'colsample_bytree': 0.8214976927211768, 'gamma': 0.9319918148730698, 'reg_alpha': 0.6440891549246509, 'reg_lambda': 0.8143766567537633}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:11,273] Trial 55 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.09129754043899083, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9756339302469312, 'colsample_bytree': 0.7706266839370377, 'gamma': 0.6813906440569983, 'reg_alpha': 0.6089655814193209, 'reg_lambda': 1.4257535127461451}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:11,543] Trial 56 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.039092850075481335, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9597506527406675, 'colsample_bytree': 0.8630585945692282, 'gamma': 1.0817690686064045, 'reg_alpha': 0.6934336298977207, 'reg_lambda': 1.0757601235706231}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:11,862] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.05127733252678499, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9856916394888534, 'colsample_bytree': 0.7908995141700527, 'gamma': 1.3175072622722568, 'reg_alpha': 0.545665756701135, 'reg_lambda': 1.213760327786297}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:12,173] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.023939306611905485, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9756408352040161, 'colsample_bytree': 0.7496912406788415, 'gamma': 4.994069193809512, 'reg_alpha': 0.3653090146529384, 'reg_lambda': 0.6161773876504831}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:12,493] Trial 59 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 191, 'learning_rate': 0.06839144987904797, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9417927190099866, 'colsample_bytree': 0.822754424637821, 'gamma': 0.8697850430977059, 'reg_alpha': 0.5093430020541243, 'reg_lambda': 0.9868254291272007}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:12,756] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.05880524989065916, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999965869339933, 'colsample_bytree': 0.8754073114779969, 'gamma': 0.14031989599659878, 'reg_alpha': 0.42206550322611336, 'reg_lambda': 0.8454314893961534}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:13,147] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.09456590283588434, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9737439730721275, 'colsample_bytree': 0.771979218351801, 'gamma': 0.626959515038007, 'reg_alpha': 0.6212678061395036, 'reg_lambda': 1.431864013606257}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:13,460] Trial 62 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 238, 'learning_rate': 0.08435251723128404, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9675026153262739, 'colsample_bytree': 0.7593908372988406, 'gamma': 0.5758623492889103, 'reg_alpha': 0.5739515311679447, 'reg_lambda': 1.329502008027558}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:13,859] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.07906383117043672, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9263640874084489, 'colsample_bytree': 0.84815570349162, 'gamma': 0.7592394140802681, 'reg_alpha': 0.6886517843830646, 'reg_lambda': 1.6980969827192514}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:14,122] Trial 64 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.12299788467854195, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9868732313560273, 'colsample_bytree': 0.796802108890161, 'gamma': 0.3313968050457833, 'reg_alpha': 0.5489895682912062, 'reg_lambda': 1.4582202801222512}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:14,619] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.10094870911588646, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9523307573853964, 'colsample_bytree': 0.8329369047151068, 'gamma': 1.0825807174710242, 'reg_alpha': 0.48415844852035506, 'reg_lambda': 0.5830775738822951}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:14,897] Trial 66 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 151, 'learning_rate': 0.07144119165146597, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9036792215215551, 'colsample_bytree': 0.8074851705263968, 'gamma': 1.6405481176884824, 'reg_alpha': 0.592785135853369, 'reg_lambda': 0.9311819783872429}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:15,232] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.053144277953943365, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9220434822351479, 'colsample_bytree': 0.7054798350431117, 'gamma': 0.005805927144379552, 'reg_alpha': 0.6207907718849939, 'reg_lambda': 2.737745248556709}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:15,450] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.043228903477238526, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9669767619002166, 'colsample_bytree': 0.7839457166640081, 'gamma': 2.4861349099423884, 'reg_alpha': 0.7167985485552353, 'reg_lambda': 1.807946682792887}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:15,819] Trial 69 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.1340797896035071, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6308493111825059, 'colsample_bytree': 0.7422122152185037, 'gamma': 0.5359501837593694, 'reg_alpha': 0.7709730158365369, 'reg_lambda': 1.0692085156891946}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,012] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 110, 'learning_rate': 0.090914456949122, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8744692427950564, 'colsample_bytree': 0.6376641421370026, 'gamma': 0.19598095289224757, 'reg_alpha': 0.654644107661252, 'reg_lambda': 0.6795761808174253}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,399] Trial 71 finished with value: 0.755952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.07745177475616674, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9324028674987072, 'colsample_bytree': 0.8107661029232017, 'gamma': 0.43405885084759877, 'reg_alpha': 0.5219944382760069, 'reg_lambda': 0.7309033009715394}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,676] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.07737997743333878, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9895934689670572, 'colsample_bytree': 0.8226551727680376, 'gamma': 0.3455936397211311, 'reg_alpha': 0.5440686852148612, 'reg_lambda': 0.7557325504021138}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:16,944] Trial 73 finished with value: 0.761904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.0642292876334576, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9456292982229618, 'colsample_bytree': 0.7728053632616088, 'gamma': 0.7151984406358429, 'reg_alpha': 0.0021325914294632042, 'reg_lambda': 0.566695968535258}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:17,340] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.06473309251674264, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8958089972256467, 'colsample_bytree': 0.808093682812342, 'gamma': 0.8647988159547689, 'reg_alpha': 0.14172003632649602, 'reg_lambda': 0.5322375816607782}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:17,706] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.04943397924659752, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9168598761634584, 'colsample_bytree': 0.7963753168384509, 'gamma': 0.43141352842256886, 'reg_alpha': 0.014684615292743508, 'reg_lambda': 0.8459648374876059}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:18,042] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 245, 'learning_rate': 0.05505847446486271, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9433843706601854, 'colsample_bytree': 0.8452181026835272, 'gamma': 0.2809918973820187, 'reg_alpha': 0.505553245147412, 'reg_lambda': 0.5879069494913388}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:18,472] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.06080712661187468, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9583446521669958, 'colsample_bytree': 0.7854064203738174, 'gamma': 0.5235156710008546, 'reg_alpha': 0.45397953712966777, 'reg_lambda': 0.7155841917643623}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:18,742] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.07169232942749222, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9588396873618942, 'colsample_bytree': 0.8142936147222282, 'gamma': 0.9810014516802827, 'reg_alpha': 0.4589668046928418, 'reg_lambda': 0.6740310917873191}. Best is trial 28 with value: 0.761904761904762.
[I 2025-11-03 20:08:19,140] Trial 79 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.05960468775418631, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9364110896047645, 'colsample_bytree': 0.753884995554092, 'gamma': 0.7487306919764223, 'reg_alpha': 0.2865907250135872, 'reg_lambda': 0.6985622964923026}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:19,387] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.03680837889214083, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9340223937765185, 'colsample_bytree': 0.7537258482636991, 'gamma': 1.4605478510772634, 'reg_alpha': 0.2740753216406226, 'reg_lambda': 0.7206153407802225}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:19,691] Trial 81 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.05908149088987508, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9468508676889682, 'colsample_bytree': 0.728549736358661, 'gamma': 0.7456015266434576, 'reg_alpha': 0.39654282406438957, 'reg_lambda': 0.7841985413976685}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:20,017] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.04890109836617759, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9932498234190849, 'colsample_bytree': 0.778842149662796, 'gamma': 0.44844163101458023, 'reg_alpha': 0.20147842042011893, 'reg_lambda': 0.5612963763886394}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:20,401] Trial 83 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 171, 'learning_rate': 0.0471205617353842, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9588977852649295, 'colsample_bytree': 0.7657682108236571, 'gamma': 0.5265130308740353, 'reg_alpha': 0.18796439333817402, 'reg_lambda': 0.5618318222581498}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:20,637] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.04833084631784368, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9291302979745654, 'colsample_bytree': 0.7747714526710938, 'gamma': 1.1725093312194135, 'reg_alpha': 0.18158616517911347, 'reg_lambda': 0.5551246914986233}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,081] Trial 85 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 191, 'learning_rate': 0.04318518058011457, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9540855594430133, 'colsample_bytree': 0.7605090584005213, 'gamma': 0.5191599976332079, 'reg_alpha': 0.10262187846930935, 'reg_lambda': 0.521246024739174}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,355] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 198, 'learning_rate': 0.039603600019896046, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9629036962108872, 'colsample_bytree': 0.7180631764821721, 'gamma': 0.6649406517444911, 'reg_alpha': 0.21131515612024415, 'reg_lambda': 0.6127407537257279}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,653] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.05387840499400809, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8475056873796696, 'colsample_bytree': 0.7828752697110939, 'gamma': 0.8138655041563433, 'reg_alpha': 0.06866869098807996, 'reg_lambda': 0.7124891497498386}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:21,878] Trial 88 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 142, 'learning_rate': 0.030414633763751545, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8467013242234243, 'colsample_bytree': 0.7462197067734212, 'gamma': 3.002408771349681, 'reg_alpha': 0.041650295445676, 'reg_lambda': 0.7227156305807886}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:22,231] Trial 89 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 169, 'learning_rate': 0.033730349138619165, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7938650260372461, 'colsample_bytree': 0.7665650836717817, 'gamma': 3.9220366934651754, 'reg_alpha': 0.15455827228479446, 'reg_lambda': 0.8954823372850691}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:22,528] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.07727865681994604, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8125489619582809, 'colsample_bytree': 0.7834557149199618, 'gamma': 0.4754255007930125, 'reg_alpha': 0.08018087169437907, 'reg_lambda': 0.8219377563280585}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:22,909] Trial 91 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.053558628582276065, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8235268227238648, 'colsample_bytree': 0.782643230455157, 'gamma': 0.8446528371047233, 'reg_alpha': 0.01837819655325544, 'reg_lambda': 0.641647184096083}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:23,117] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.06547280589573566, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.88127914317311, 'colsample_bytree': 0.7552346224757537, 'gamma': 0.9796870248795987, 'reg_alpha': 0.24292485200536665, 'reg_lambda': 0.5085899422736273}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:23,501] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.04397051425761698, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9145972073267551, 'colsample_bytree': 0.7888020523076575, 'gamma': 0.7697519743915218, 'reg_alpha': 0.06735347656557138, 'reg_lambda': 0.5778262227479523}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:23,770] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 211, 'learning_rate': 0.05021142234878755, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9379814535048091, 'colsample_bytree': 0.7740848500649455, 'gamma': 0.6628949199098229, 'reg_alpha': 0.2933394231334302, 'reg_lambda': 0.6910508287534145}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,148] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.05572533861394013, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9742879785025171, 'colsample_bytree': 0.7314795798953813, 'gamma': 1.1699587281034207, 'reg_alpha': 0.17938525083600226, 'reg_lambda': 0.7860634779689362}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,402] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.06164269397044107, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8656591912635857, 'colsample_bytree': 0.8151000382093138, 'gamma': 0.5184700209869582, 'reg_alpha': 0.053293579549531817, 'reg_lambda': 0.9712758939922149}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,713] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.08263645704880974, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9883471817845436, 'colsample_bytree': 0.8298090974834538, 'gamma': 0.6067792626276267, 'reg_alpha': 0.13066534526522422, 'reg_lambda': 1.9569868215111312}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:24,984] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.0739625269197882, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8907777381932919, 'colsample_bytree': 0.8015621825086591, 'gamma': 1.3498065964254358, 'reg_alpha': 0.0905487298922387, 'reg_lambda': 0.7254685278027028}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:25,327] Trial 99 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.06825661569208466, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9510754215862907, 'colsample_bytree': 0.7774227895516701, 'gamma': 0.1368474683763632, 'reg_alpha': 0.02435099073059155, 'reg_lambda': 0.622886439842416}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:25,625] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.06853050943326543, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9774630432356526, 'colsample_bytree': 0.7653146311091623, 'gamma': 0.13110988558479825, 'reg_alpha': 0.028532996375984145, 'reg_lambda': 0.6201878818130633}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:25,910] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.04735267600044398, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9475384055291947, 'colsample_bytree': 0.7766431604776646, 'gamma': 0.1386192415788292, 'reg_alpha': 0.0016001331814080408, 'reg_lambda': 0.6498041658459114}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:26,307] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 223, 'learning_rate': 0.05931544550542556, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9230044338243931, 'colsample_bytree': 0.7899613375175657, 'gamma': 0.31953094491505674, 'reg_alpha': 0.11584571436244061, 'reg_lambda': 0.5650276355329221}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:26,569] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.06016141916906885, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9260305927437867, 'colsample_bytree': 0.793183902187294, 'gamma': 0.36390367526869477, 'reg_alpha': 0.11658467313965579, 'reg_lambda': 0.5671769665896909}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:26,979] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 207, 'learning_rate': 0.06070386234707334, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9081480483560781, 'colsample_bytree': 0.7941739406260113, 'gamma': 0.2796113729895321, 'reg_alpha': 0.15689466280270997, 'reg_lambda': 0.5073509806105576}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:27,354] Trial 105 finished with value: 0.761904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.06809077766335511, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9208975389751844, 'colsample_bytree': 0.7899329426240941, 'gamma': 0.39824966682804197, 'reg_alpha': 0.1134223675718791, 'reg_lambda': 0.8600197607265772}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:27,639] Trial 106 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 224, 'learning_rate': 0.06780210355301172, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9213725966841841, 'colsample_bytree': 0.7405277106703726, 'gamma': 0.14376279017572785, 'reg_alpha': 0.05636380203871963, 'reg_lambda': 0.8706527042937767}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:27,967] Trial 107 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.10889744551041042, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9395497242630879, 'colsample_bytree': 0.7775568768249252, 'gamma': 0.42426350434096594, 'reg_alpha': 0.0841183404043605, 'reg_lambda': 0.7037023082590429}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:28,232] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 228, 'learning_rate': 0.0846016335488401, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9098566946607363, 'colsample_bytree': 0.7868412234276738, 'gamma': 0.37019084718812295, 'reg_alpha': 0.21593286881074825, 'reg_lambda': 0.8232775886909477}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:28,641] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.07474082349623283, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9189053586477278, 'colsample_bytree': 0.8116383476577812, 'gamma': 0.27346583103395855, 'reg_alpha': 0.0449547706925048, 'reg_lambda': 0.7536529520043032}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:28,946] Trial 110 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 182, 'learning_rate': 0.010117089780326828, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8998941972424013, 'colsample_bytree': 0.801273270077964, 'gamma': 0.09090656237510047, 'reg_alpha': 0.06904550528746976, 'reg_lambda': 2.383997600654072}. Best is trial 79 with value: 0.7678571428571429.
[I 2025-11-03 20:08:29,395] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.06288442345167183, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9308203968675871, 'colsample_bytree': 0.7943398370046246, 'gamma': 0.34567423178478185, 'reg_alpha': 0.10784016038958658, 'reg_lambda': 0.5784557820627225}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:29,680] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.05232978490554813, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.774657349499471, 'colsample_bytree': 0.7536620032308853, 'gamma': 0.20567103388410632, 'reg_alpha': 0.12371099664921778, 'reg_lambda': 0.6307801878815072}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,044] Trial 113 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 213, 'learning_rate': 0.06645267506309631, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9307421874345141, 'colsample_bytree': 0.8037598150823918, 'gamma': 0.6207576227711867, 'reg_alpha': 0.16757158950304518, 'reg_lambda': 0.6516584387891861}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,338] Trial 114 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.06293746035203167, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9473805487589173, 'colsample_bytree': 0.780747277524828, 'gamma': 0.44312341034038927, 'reg_alpha': 0.0011265811444635904, 'reg_lambda': 0.7862869871590046}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,759] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 210, 'learning_rate': 0.05742723124732835, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9366470487336656, 'colsample_bytree': 0.7725951702696723, 'gamma': 2.078124503318627, 'reg_alpha': 0.10336616546236753, 'reg_lambda': 0.6986179976120199}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:30,983] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.07213551691834431, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8859606914625294, 'colsample_bytree': 0.7897262386152307, 'gamma': 0.732649304140728, 'reg_alpha': 0.1377616442758172, 'reg_lambda': 0.5956988515213881}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:31,321] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 199, 'learning_rate': 0.07937997314239494, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8530768129004271, 'colsample_bytree': 0.8405990720701871, 'gamma': 0.004620107484589353, 'reg_alpha': 0.0263555750188272, 'reg_lambda': 0.9157950654925852}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:31,615] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.10085310277522871, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9695272527971253, 'colsample_bytree': 0.8186673902047019, 'gamma': 0.27485946876039136, 'reg_alpha': 0.4842709326656888, 'reg_lambda': 0.5486339986547732}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:32,012] Trial 119 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.06906754528898225, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8666482478907169, 'colsample_bytree': 0.7630478179950829, 'gamma': 0.9058569558448432, 'reg_alpha': 0.530665574360453, 'reg_lambda': 0.7590380724808967}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:32,338] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 219, 'learning_rate': 0.015285980219876361, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9918207470743172, 'colsample_bytree': 0.799215729231916, 'gamma': 0.5658581455959946, 'reg_alpha': 0.24057458855700048, 'reg_lambda': 0.6720753594159383}. Best is trial 111 with value: 0.7738095238095238.
[I 2025-11-03 20:08:32,603] Trial 121 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 194, 'learning_rate': 0.058692144130325676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9288868288607073, 'colsample_bytree': 0.7942239229846925, 'gamma': 0.33472577348906024, 'reg_alpha': 0.11670725962906013, 'reg_lambda': 0.5816774444763637}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:32,911] Trial 122 finished with value: 0.761904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.05595700486041029, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9280929253794534, 'colsample_bytree': 0.8074047283118788, 'gamma': 0.3459352551756301, 'reg_alpha': 0.09340961974551305, 'reg_lambda': 0.5005243397025181}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:33,174] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.06216937397392898, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9238169194049406, 'colsample_bytree': 0.8092095967628288, 'gamma': 0.3170914926602269, 'reg_alpha': 0.09382242784961366, 'reg_lambda': 0.591626994872104}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:33,408] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.058743312084782784, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.910613112333995, 'colsample_bytree': 0.828938379839461, 'gamma': 0.44938122561736293, 'reg_alpha': 0.43908784546465013, 'reg_lambda': 0.5434433338622384}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:33,844] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.05126252331607348, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.949249939534317, 'colsample_bytree': 0.7953703313028289, 'gamma': 0.1872018845371308, 'reg_alpha': 0.11473582298173002, 'reg_lambda': 0.5081706083282206}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:34,071] Trial 126 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 206, 'learning_rate': 0.06464450750238404, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9358060812644823, 'colsample_bytree': 0.816607388267332, 'gamma': 0.36659477733742657, 'reg_alpha': 0.14938207835558334, 'reg_lambda': 0.616303894295189}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,004] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.08572796450077572, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9411791892884614, 'colsample_bytree': 0.804914748563499, 'gamma': 0.11120235487453206, 'reg_alpha': 0.210671613328104, 'reg_lambda': 0.6527120097645309}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,272] Trial 128 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 177, 'learning_rate': 0.056445890064165206, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9639434537776973, 'colsample_bytree': 0.7732050893563459, 'gamma': 0.5058261550342145, 'reg_alpha': 0.03260099705837455, 'reg_lambda': 0.5630225168672733}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,694] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.07405579797403186, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9622663497433436, 'colsample_bytree': 0.7693488563130104, 'gamma': 0.6709372010012846, 'reg_alpha': 0.033814015708464415, 'reg_lambda': 0.8505878341172068}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:35,947] Trial 130 finished with value: 0.761904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.05590562582386044, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9529656052784331, 'colsample_bytree': 0.7883896778858488, 'gamma': 0.5861712122756741, 'reg_alpha': 0.05429979610597094, 'reg_lambda': 0.5031704036797524}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:36,332] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.05645199422711378, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9288076699945353, 'colsample_bytree': 0.7902616489705414, 'gamma': 0.5449829503749507, 'reg_alpha': 0.05398085361585498, 'reg_lambda': 0.5010870797103795}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:36,604] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.06799217174168147, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6967083315115463, 'colsample_bytree': 0.7971066052509088, 'gamma': 0.23441911460246415, 'reg_alpha': 0.08252317584232574, 'reg_lambda': 0.5930723207345938}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:36,989] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.05809380950119224, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9541492222771962, 'colsample_bytree': 0.7875514466602649, 'gamma': 0.3379525400928443, 'reg_alpha': 0.012437344512818896, 'reg_lambda': 0.688222302036956}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:37,244] Trial 134 finished with value: 0.738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.07903922815271837, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9207555378125706, 'colsample_bytree': 0.7584944967157102, 'gamma': 0.6080953968490088, 'reg_alpha': 0.07129706677836804, 'reg_lambda': 0.5668174604595676}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:37,594] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 181, 'learning_rate': 0.06295334608051692, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9424550516278156, 'colsample_bytree': 0.8127015144591592, 'gamma': 0.4368578774496836, 'reg_alpha': 0.04396066213054084, 'reg_lambda': 0.7441619338241503}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:37,857] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.053747581630009825, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9652064734871266, 'colsample_bytree': 0.7714715479508875, 'gamma': 0.531950668703191, 'reg_alpha': 0.11781558140296375, 'reg_lambda': 0.6223754999946655}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:38,354] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.06600863585508775, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9306423207216735, 'colsample_bytree': 0.7470759466257544, 'gamma': 0.7188629930488605, 'reg_alpha': 0.023496524033993865, 'reg_lambda': 0.502984338472499}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:38,606] Trial 138 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 189, 'learning_rate': 0.0453145428363933, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9042960376204104, 'colsample_bytree': 0.7786346496552891, 'gamma': 0.2503626316592067, 'reg_alpha': 0.3318328157414093, 'reg_lambda': 0.8027500580587931}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:38,858] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.07043144498862235, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9527133938975854, 'colsample_bytree': 0.8027236447868684, 'gamma': 0.08809295802874345, 'reg_alpha': 0.09479751651089072, 'reg_lambda': 0.671089522990253}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:39,069] Trial 140 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 35, 'learning_rate': 0.040362416106259624, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9781325355004898, 'colsample_bytree': 0.8251220243980394, 'gamma': 0.4931581716964993, 'reg_alpha': 0.5656279038894257, 'reg_lambda': 0.5560472846666806}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:39,352] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.05683706607020997, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9695789844176027, 'colsample_bytree': 0.7861134511528737, 'gamma': 0.3864982266899139, 'reg_alpha': 0.1334504108554348, 'reg_lambda': 0.606781750585139}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:39,791] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.050000113314906634, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.744219966916454, 'colsample_bytree': 0.7781789596053932, 'gamma': 0.47950848879464164, 'reg_alpha': 0.05909114492910443, 'reg_lambda': 0.5647066999026118}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:40,085] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.04858473408686408, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9833931185044729, 'colsample_bytree': 0.7656958645552954, 'gamma': 0.6340890070254939, 'reg_alpha': 0.1634050624385083, 'reg_lambda': 0.7160846187358093}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:40,394] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.059969187653812324, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9413262381087901, 'colsample_bytree': 0.794215150892915, 'gamma': 0.21125065901969703, 'reg_alpha': 0.2610897447550965, 'reg_lambda': 0.6505620706156467}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:40,733] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.061170654902944425, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9146005838592197, 'colsample_bytree': 0.7949257940581621, 'gamma': 0.22011428330215937, 'reg_alpha': 0.47725509945021755, 'reg_lambda': 0.6458540445016713}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:41,023] Trial 146 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.07717226053419582, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9412700089227763, 'colsample_bytree': 0.8103073635920093, 'gamma': 0.15137534429413732, 'reg_alpha': 0.5285888847826105, 'reg_lambda': 0.7501158505848171}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:41,349] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.05270588798045206, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9308398558863661, 'colsample_bytree': 0.8198967911400789, 'gamma': 0.018423574609507498, 'reg_alpha': 0.5001068972181303, 'reg_lambda': 0.6827121903827628}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:41,619] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.06225229906148174, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9553180771054646, 'colsample_bytree': 0.7903905864843573, 'gamma': 0.3230571264716271, 'reg_alpha': 0.03780456163068853, 'reg_lambda': 0.6202528322783971}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:42,026] Trial 149 finished with value: 0.767857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.07213281894281229, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9199783671427961, 'colsample_bytree': 0.8040000501905521, 'gamma': 0.3661746293595314, 'reg_alpha': 0.305912640545007, 'reg_lambda': 0.7874393410717383}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:42,330] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.07281835347779017, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8953294031700807, 'colsample_bytree': 0.8367035377351363, 'gamma': 0.3013446847865124, 'reg_alpha': 0.2652099459437012, 'reg_lambda': 0.7919272164188991}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,000] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.06956054501446482, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9184667234305954, 'colsample_bytree': 0.8039744708676009, 'gamma': 0.3965561666526312, 'reg_alpha': 0.2826190244619144, 'reg_lambda': 0.7172477696922291}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,296] Trial 152 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.05735711606493014, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9373456343474912, 'colsample_bytree': 0.7988617576055626, 'gamma': 0.5406732303847841, 'reg_alpha': 0.3182772352975553, 'reg_lambda': 2.675349968071081}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,655] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.06312901111278922, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9469794283476994, 'colsample_bytree': 0.7843884311423834, 'gamma': 0.7688013450642093, 'reg_alpha': 0.3739328894715254, 'reg_lambda': 0.8403808620473985}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:43,945] Trial 154 finished with value: 0.755952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.08169673077517255, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9220755931726395, 'colsample_bytree': 0.7735802018342646, 'gamma': 0.17957475375951937, 'reg_alpha': 0.2918432749161567, 'reg_lambda': 0.5502469243582414}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:44,489] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.08426976536487113, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9226060207435494, 'colsample_bytree': 0.7581586652746098, 'gamma': 0.10854607536940372, 'reg_alpha': 0.33924807594658085, 'reg_lambda': 0.5000362207305066}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:44,784] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09112995816868762, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9094415944447476, 'colsample_bytree': 0.7732184150177747, 'gamma': 0.19291064736062413, 'reg_alpha': 0.29085925149258784, 'reg_lambda': 0.5509104134955736}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:45,104] Trial 157 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.07401411494164568, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9274418322117536, 'colsample_bytree': 0.8134173662786554, 'gamma': 0.3856662495254848, 'reg_alpha': 0.25712074292439, 'reg_lambda': 0.6038319045025875}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:45,384] Trial 158 finished with value: 0.744047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.08077697062134952, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9352597836811679, 'colsample_bytree': 0.7509927931879811, 'gamma': 0.0027097599876425016, 'reg_alpha': 0.10670890725668672, 'reg_lambda': 0.6465370868518199}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:45,773] Trial 159 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 238, 'learning_rate': 0.06686429990844894, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8987210558919707, 'colsample_bytree': 0.795001252498374, 'gamma': 0.2867048182856495, 'reg_alpha': 0.0028367500250798365, 'reg_lambda': 0.5667542311520398}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:46,075] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.05468677933184306, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9149272582016641, 'colsample_bytree': 0.8058069714729617, 'gamma': 0.20408578533961622, 'reg_alpha': 0.9442895366360025, 'reg_lambda': 0.6656950477180876}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:46,387] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.059459587023008846, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9497127689561103, 'colsample_bytree': 0.781781492666009, 'gamma': 0.491646174090617, 'reg_alpha': 0.2993539603860538, 'reg_lambda': 0.742117049884031}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:46,753] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.05900048927895403, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9430343863023989, 'colsample_bytree': 0.7688519301335583, 'gamma': 0.4400391748923434, 'reg_alpha': 0.304047928737795, 'reg_lambda': 2.0812056925157574}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:47,032] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.06677185605829399, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.924837444879205, 'colsample_bytree': 0.779736431628247, 'gamma': 0.5881156237992675, 'reg_alpha': 0.3118760487562904, 'reg_lambda': 0.7496958380103752}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:47,475] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 240, 'learning_rate': 0.07582577545804807, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9488127917646897, 'colsample_bytree': 0.7869946922778389, 'gamma': 0.3442896084625455, 'reg_alpha': 0.3489714633292275, 'reg_lambda': 0.5434060194112619}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:47,798] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 185, 'learning_rate': 0.07072947571860484, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9314179625772909, 'colsample_bytree': 0.7625801763121282, 'gamma': 0.659126160509579, 'reg_alpha': 0.25586232956166405, 'reg_lambda': 0.6030383750828588}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:48,092] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.06388998255402294, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9301952535479978, 'colsample_bytree': 0.7626653458473245, 'gamma': 0.6880317498844737, 'reg_alpha': 0.22501974162498145, 'reg_lambda': 0.6041181471100738}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:48,372] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.05507044387940599, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9372089155387888, 'colsample_bytree': 0.9664097211661558, 'gamma': 0.8583630958166202, 'reg_alpha': 0.2404085534482941, 'reg_lambda': 0.6337468831039438}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:48,632] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.06961951261225878, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9174975267839849, 'colsample_bytree': 0.7738821378623137, 'gamma': 0.4759716246376628, 'reg_alpha': 0.28628545776799547, 'reg_lambda': 0.5438168143969843}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,015] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.05186820880227717, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9056331963969744, 'colsample_bytree': 0.7422503317637765, 'gamma': 3.4513802202142108, 'reg_alpha': 0.24986651941995358, 'reg_lambda': 0.6819921650012931}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,237] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.09581182795008153, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9612264812466886, 'colsample_bytree': 0.7573843007548406, 'gamma': 2.650378313275829, 'reg_alpha': 0.2742434536388037, 'reg_lambda': 0.5008391826302817}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,571] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.05915829830422528, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9492250510366336, 'colsample_bytree': 0.7915632744218869, 'gamma': 0.30349844187052033, 'reg_alpha': 0.07118109810909742, 'reg_lambda': 0.8042057729596337}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:49,860] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.05910442047299663, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9505199680988661, 'colsample_bytree': 0.7954125358900819, 'gamma': 0.2703941555039051, 'reg_alpha': 0.07929084329358926, 'reg_lambda': 0.8903865445280968}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:50,249] Trial 173 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 208, 'learning_rate': 0.06281544255379812, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9426126558991317, 'colsample_bytree': 0.7815967554776521, 'gamma': 0.15350742549738494, 'reg_alpha': 0.0633087320211098, 'reg_lambda': 0.8170184977518282}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:50,519] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 209, 'learning_rate': 0.06367887192163238, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9424288530401382, 'colsample_bytree': 0.7830794418367345, 'gamma': 0.587322625251183, 'reg_alpha': 0.05963808244955298, 'reg_lambda': 0.8166429378740417}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:50,936] Trial 175 finished with value: 0.761904761904762 and parameters: {'n_estimators': 207, 'learning_rate': 0.06081792054205413, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9442593181853137, 'colsample_bytree': 0.7828271733119585, 'gamma': 0.5998325102722095, 'reg_alpha': 0.04940811796681017, 'reg_lambda': 0.7930279208179687}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:51,231] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.06367547945123085, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9418695747626378, 'colsample_bytree': 0.7904091917551751, 'gamma': 0.6258277589692545, 'reg_alpha': 0.05747663455814752, 'reg_lambda': 0.8245803715211484}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:51,574] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.05575680652073489, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9556430925288271, 'colsample_bytree': 0.7679497839223342, 'gamma': 0.6929594049364117, 'reg_alpha': 0.021755915931755396, 'reg_lambda': 0.9635897704225558}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:51,842] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.06621529241602211, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.963936175488089, 'colsample_bytree': 0.7838500804569418, 'gamma': 0.35072037270312834, 'reg_alpha': 0.07928771681412339, 'reg_lambda': 0.908754002123104}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:52,222] Trial 179 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.06090874672865769, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9344177396086593, 'colsample_bytree': 0.8007706655543232, 'gamma': 1.0286470588141234, 'reg_alpha': 0.051358896465624526, 'reg_lambda': 0.7908400185067362}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:52,527] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.05080584457849367, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9419898138843769, 'colsample_bytree': 0.7780879933109316, 'gamma': 0.08375224161876932, 'reg_alpha': 0.033467926749816385, 'reg_lambda': 0.8246410571662958}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:52,862] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 214, 'learning_rate': 0.05853102123561843, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9484806628996882, 'colsample_bytree': 0.7841675494576648, 'gamma': 0.5664811039937009, 'reg_alpha': 0.09719233052886314, 'reg_lambda': 0.7691745641746337}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:53,111] Trial 182 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 199, 'learning_rate': 0.07068895154512776, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9549711174769773, 'colsample_bytree': 0.9195284023666485, 'gamma': 0.7974910958264904, 'reg_alpha': 0.06947325091931868, 'reg_lambda': 0.7007197779716092}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:53,390] Trial 183 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.05492836650834114, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.945209850396535, 'colsample_bytree': 0.7927341811450495, 'gamma': 0.4920793582593489, 'reg_alpha': 0.12814564723687827, 'reg_lambda': 0.8519973161982182}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:53,695] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.06049332089336121, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9297505881981787, 'colsample_bytree': 0.7793933492029606, 'gamma': 0.29381081191758274, 'reg_alpha': 0.03793514081899728, 'reg_lambda': 0.7683459550135098}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:54,093] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 217, 'learning_rate': 0.064369395267115, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9369183536049408, 'colsample_bytree': 0.7630860253924413, 'gamma': 0.4211033623453919, 'reg_alpha': 0.10795180790394464, 'reg_lambda': 0.6034163078905307}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:54,373] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.06544725160805145, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9357875562036844, 'colsample_bytree': 0.7635531840521687, 'gamma': 0.19191916742552265, 'reg_alpha': 0.10714785251260942, 'reg_lambda': 0.5908994788763322}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:54,726] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.07012867991789172, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9275937827148912, 'colsample_bytree': 0.7541235603744505, 'gamma': 0.3982232767399319, 'reg_alpha': 0.08753759972667202, 'reg_lambda': 0.6501099272869444}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,017] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.06332381304895013, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9623543482880834, 'colsample_bytree': 0.7689810136279716, 'gamma': 0.7050009543478996, 'reg_alpha': 0.06253889019943554, 'reg_lambda': 0.5861880546837371}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,280] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.05307385222368685, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9395023281105368, 'colsample_bytree': 0.8034838209528832, 'gamma': 0.6175170487336138, 'reg_alpha': 0.1365891750872501, 'reg_lambda': 0.6378470912803818}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,671] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 180, 'learning_rate': 0.056434182108169424, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9209576745627214, 'colsample_bytree': 0.7945397926512084, 'gamma': 0.2772257857811269, 'reg_alpha': 0.025750592986046532, 'reg_lambda': 0.8906645823499926}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:55,954] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 215, 'learning_rate': 0.06037414933949634, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9502712285745564, 'colsample_bytree': 0.7873367705578443, 'gamma': 0.49936986506919573, 'reg_alpha': 0.0020092240109806717, 'reg_lambda': 0.7089708139690887}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:56,362] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 215, 'learning_rate': 0.06486080075251624, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9558932616024383, 'colsample_bytree': 0.7737200167622973, 'gamma': 0.40751729614349863, 'reg_alpha': 0.012765861148691967, 'reg_lambda': 0.6914793279992131}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:56,621] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.0677133216257697, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9692746324050718, 'colsample_bytree': 0.773049081744771, 'gamma': 0.5641300926443285, 'reg_alpha': 0.012470722001444362, 'reg_lambda': 0.7008224965373799}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:56,948] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.06385999810750392, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9597960525300554, 'colsample_bytree': 0.748315306145885, 'gamma': 0.4737201941634762, 'reg_alpha': 0.001363228271721223, 'reg_lambda': 0.8044034010254864}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:57,337] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.0732258671728039, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9586789019113313, 'colsample_bytree': 0.7365159284093237, 'gamma': 0.4234197224469039, 'reg_alpha': 0.04144295932084454, 'reg_lambda': 0.8163311264622334}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:57,575] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.06500069802008424, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9447772492242581, 'colsample_bytree': 0.7487298451804594, 'gamma': 1.7507077924232661, 'reg_alpha': 0.018255625310797823, 'reg_lambda': 0.8609830982246663}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:57,908] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.07144963727327149, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9681624237120064, 'colsample_bytree': 0.7577502052133365, 'gamma': 0.12781116415140753, 'reg_alpha': 0.05055035959034268, 'reg_lambda': 0.786244520017266}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:58,175] Trial 198 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.06470273394319245, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9539755249566759, 'colsample_bytree': 0.7281078542102001, 'gamma': 0.37257528300338105, 'reg_alpha': 0.06685360388593733, 'reg_lambda': 0.6626981718520208}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:58,596] Trial 199 finished with value: 0.738095238095238 and parameters: {'n_estimators': 185, 'learning_rate': 0.07574344911022758, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9368536874953023, 'colsample_bytree': 0.7442027484067284, 'gamma': 0.7933443399643498, 'reg_alpha': 0.02298821857394205, 'reg_lambda': 0.9330056753000535}. Best is trial 121 with value: 0.7797619047619048.
[I 2025-11-03 20:08:58,600] A new study created in memory with name: no-name-716414a8-2900-401e-a047-b71b7fba1535
[I 2025-11-03 20:08:58,949] Trial 0 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 160, 'learning_rate': 0.05073919577635631, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6763121555948306, 'colsample_bytree': 0.8098416744119392, 'gamma': 0.13362771478994673, 'reg_alpha': 0.013573624135459261, 'reg_lambda': 2.4519523537792027}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:08:59,250] Trial 1 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.021756735685567144, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6318335931258379, 'colsample_bytree': 0.6270712092002676, 'gamma': 4.618531799333615, 'reg_alpha': 0.15796144906633602, 'reg_lambda': 2.081767622213772}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:08:59,548] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.25405320482734456, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8902172922159606, 'colsample_bytree': 0.6280904428514578, 'gamma': 2.9791906262804857, 'reg_alpha': 0.13029406514067843, 'reg_lambda': 0.628200267042943}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:08:59,806] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.01664718241334195, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7630510205691401, 'colsample_bytree': 0.7859445047412713, 'gamma': 0.6842096103120199, 'reg_alpha': 0.5583512496247618, 'reg_lambda': 1.2793941888372682}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:00,181] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.13944731323940593, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.6382557941654875, 'colsample_bytree': 0.9449376933529969, 'gamma': 4.6279324117157286, 'reg_alpha': 0.6889978975408115, 'reg_lambda': 2.8753856645709397}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:00,464] Trial 5 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.13057131746869485, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6022726481498858, 'colsample_bytree': 0.7034701298659782, 'gamma': 4.425697317759844, 'reg_alpha': 0.6769652587971277, 'reg_lambda': 0.8628284621480665}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:00,655] Trial 6 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 120, 'learning_rate': 0.2067098009887658, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8482422289251991, 'colsample_bytree': 0.957562694645723, 'gamma': 3.9099514947974052, 'reg_alpha': 0.6536220986508652, 'reg_lambda': 1.968392551415409}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,022] Trial 7 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.02317315468340464, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9486790885320752, 'colsample_bytree': 0.8516614028750047, 'gamma': 4.918939470911957, 'reg_alpha': 0.633568461817377, 'reg_lambda': 1.9867358824467471}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,286] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.01788136869089908, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.7449218193681829, 'colsample_bytree': 0.6730365367407208, 'gamma': 3.54621253881592, 'reg_alpha': 0.9811387259076002, 'reg_lambda': 0.5817479138021227}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,666] Trial 9 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 204, 'learning_rate': 0.09157478410955332, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9783838469205194, 'colsample_bytree': 0.7188713059397135, 'gamma': 1.061049327639596, 'reg_alpha': 0.6304698074239357, 'reg_lambda': 2.1263073738850493}. Best is trial 0 with value: 0.7023809523809524.
[I 2025-11-03 20:09:01,911] Trial 10 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.05476607248696822, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7111498950639692, 'colsample_bytree': 0.8730879527680724, 'gamma': 1.7636150004894138, 'reg_alpha': 0.31015029349545165, 'reg_lambda': 2.776570868836627}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,169] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 113, 'learning_rate': 0.046925809007989885, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7003400832020247, 'colsample_bytree': 0.8610642092953656, 'gamma': 1.8334267715050205, 'reg_alpha': 0.3170053755693165, 'reg_lambda': 2.8444861292838097}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,401] Trial 12 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.04642274619917, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7193816541385516, 'colsample_bytree': 0.8867268470253689, 'gamma': 1.8404043355093307, 'reg_alpha': 0.37072400872193045, 'reg_lambda': 2.934564958481274}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,627] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 76, 'learning_rate': 0.03589501809868739, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8115264764713747, 'colsample_bytree': 0.9063856626364579, 'gamma': 1.9249480276976574, 'reg_alpha': 0.38473942516076964, 'reg_lambda': 2.5452380894263333}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:02,830] Trial 14 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 29, 'learning_rate': 0.07750609211688064, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7246151951542428, 'colsample_bytree': 0.8964488087619117, 'gamma': 2.2992070269382676, 'reg_alpha': 0.37059154066447936, 'reg_lambda': 2.9783409776036405}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,106] Trial 15 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 93, 'learning_rate': 0.010179117189643887, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.792706044146742, 'colsample_bytree': 0.9846457865807872, 'gamma': 1.4858736109129351, 'reg_alpha': 0.24394270632894458, 'reg_lambda': 1.4999913814661492}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,296] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.03730838807854438, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6774997313402167, 'colsample_bytree': 0.775860506066808, 'gamma': 2.590383720847683, 'reg_alpha': 0.47673157870613886, 'reg_lambda': 2.440769067595903}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,405] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.07211584969425698, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7797191150880365, 'colsample_bytree': 0.8397556044023577, 'gamma': 2.9796783757285, 'reg_alpha': 0.48549744392305394, 'reg_lambda': 2.5983980134028686}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,637] Trial 18 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.03160739769148666, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8463602866627438, 'colsample_bytree': 0.9070180661879603, 'gamma': 1.1579846619399345, 'reg_alpha': 0.2411082267951077, 'reg_lambda': 1.599858609158798}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:03,875] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.030039095456486985, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8883427313904231, 'colsample_bytree': 0.9315440413807495, 'gamma': 1.0002405236360703, 'reg_alpha': 0.013427809026991644, 'reg_lambda': 1.5659417507322853}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:04,177] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.010555063905850197, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.902963973802224, 'colsample_bytree': 0.9910433963192673, 'gamma': 0.33666943593126586, 'reg_alpha': 0.05432793494568289, 'reg_lambda': 1.3895469064809722}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:04,414] Trial 21 finished with value: 0.744047619047619 and parameters: {'n_estimators': 139, 'learning_rate': 0.028971241416832636, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8386017856321278, 'colsample_bytree': 0.927433480313803, 'gamma': 1.1545530568148814, 'reg_alpha': 0.18458174752163845, 'reg_lambda': 1.635785304811527}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:04,774] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.029357361967809824, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9062442380123787, 'colsample_bytree': 0.9370579213497353, 'gamma': 0.7031894883544614, 'reg_alpha': 0.09289531332240238, 'reg_lambda': 1.1472782157466739}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,013] Trial 23 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 139, 'learning_rate': 0.015377041942349276, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8357477478613831, 'colsample_bytree': 0.9325354750941965, 'gamma': 1.335487331353722, 'reg_alpha': 0.20480441070059224, 'reg_lambda': 1.7579886738151107}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,373] Trial 24 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.06649405932142174, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8765322747827232, 'colsample_bytree': 0.8178134253383815, 'gamma': 0.8559925914195832, 'reg_alpha': 0.001058997261247691, 'reg_lambda': 1.110105594633697}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,775] Trial 25 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 107, 'learning_rate': 0.027614284405859557, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9506765004347941, 'colsample_bytree': 0.8712986410986859, 'gamma': 1.5120390166600695, 'reg_alpha': 0.2921132214774932, 'reg_lambda': 1.7890686184605062}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:05,956] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 71, 'learning_rate': 0.10496185890343404, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.81938608157571, 'colsample_bytree': 0.9682587741220055, 'gamma': 2.275483642283082, 'reg_alpha': 0.17572204388691337, 'reg_lambda': 2.294523818563868}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,188] Trial 27 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.11195358517869045, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8213406250622478, 'colsample_bytree': 0.9687922785544486, 'gamma': 2.3149404097917046, 'reg_alpha': 0.19005805447467894, 'reg_lambda': 2.328497551501291}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,355] Trial 28 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.18138248443855048, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7559861822812765, 'colsample_bytree': 0.7588575716071208, 'gamma': 2.5847801048226007, 'reg_alpha': 0.8132867670775876, 'reg_lambda': 2.687341747649128}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,499] Trial 29 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.053449336033932114, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7941196582182475, 'colsample_bytree': 0.8207027264313727, 'gamma': 0.22691028724851348, 'reg_alpha': 0.4265200686961988, 'reg_lambda': 2.1695358323831058}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:06,715] Trial 30 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 53, 'learning_rate': 0.09939427372364386, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6934972552039917, 'colsample_bytree': 0.9939044207819854, 'gamma': 3.1990700000269316, 'reg_alpha': 0.2894030515362018, 'reg_lambda': 2.329619991837705}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:07,042] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.04081077827762651, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8621682567057815, 'colsample_bytree': 0.9282004309728509, 'gamma': 2.1175111121990753, 'reg_alpha': 0.07089909010069231, 'reg_lambda': 1.6018066035636718}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:07,362] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.024320133099374534, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9242379733216387, 'colsample_bytree': 0.9600439594143989, 'gamma': 0.009322782683570008, 'reg_alpha': 0.12956510836470236, 'reg_lambda': 1.9162058789058962}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:07,613] Trial 33 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 184, 'learning_rate': 0.0633524676058021, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.866442478603618, 'colsample_bytree': 0.9132538252180232, 'gamma': 1.6746545708944627, 'reg_alpha': 0.1498608757298364, 'reg_lambda': 2.2285554967459427}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,150] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.05204451697303582, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8237407848881877, 'colsample_bytree': 0.8682820663864621, 'gamma': 0.5215621867450273, 'reg_alpha': 0.022213545321090072, 'reg_lambda': 2.731046677659491}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,399] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 169, 'learning_rate': 0.01343154638503207, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.6560645804099539, 'colsample_bytree': 0.9231875174836851, 'gamma': 0.999172386156096, 'reg_alpha': 0.10462632971861255, 'reg_lambda': 1.2865282105094022}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,650] Trial 36 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 106, 'learning_rate': 0.2925808498200038, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7736748518838719, 'colsample_bytree': 0.8881977746408124, 'gamma': 1.3506283197631022, 'reg_alpha': 0.19320372392433105, 'reg_lambda': 1.8559527867155918}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:08,839] Trial 37 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 64, 'learning_rate': 0.019442350010884922, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9229119381681035, 'colsample_bytree': 0.9522229325070024, 'gamma': 2.127141447083037, 'reg_alpha': 0.15740622785991287, 'reg_lambda': 1.6326849271523143}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,165] Trial 38 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 175, 'learning_rate': 0.1576995009651694, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8929326198902259, 'colsample_bytree': 0.6033963328523687, 'gamma': 2.785974127969853, 'reg_alpha': 0.23952911300266974, 'reg_lambda': 0.767308702941154}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,350] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.0805615001177406, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6195316843339894, 'colsample_bytree': 0.8382597984825843, 'gamma': 0.6698878891678313, 'reg_alpha': 0.5572671722221395, 'reg_lambda': 1.4112819962386003}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,697] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.05917061620056227, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8529151190248576, 'colsample_bytree': 0.9724942036943073, 'gamma': 1.191056817484385, 'reg_alpha': 0.03799495158522016, 'reg_lambda': 0.9922785971870429}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:09,928] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.027808997440651233, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9121988540200556, 'colsample_bytree': 0.9415538923948216, 'gamma': 0.7708009454484503, 'reg_alpha': 0.08748838756979432, 'reg_lambda': 1.1031759003106334}. Best is trial 10 with value: 0.7440476190476191.
[I 2025-11-03 20:09:10,175] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.032039646577663006, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8846928705786256, 'colsample_bytree': 0.9434115167444079, 'gamma': 0.4556009430655946, 'reg_alpha': 0.1035213200503508, 'reg_lambda': 2.0324723150671247}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:10,449] Trial 43 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 122, 'learning_rate': 0.021046121813234505, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8782818341262292, 'colsample_bytree': 0.9668854541292703, 'gamma': 0.46381215645251095, 'reg_alpha': 0.12264287833851317, 'reg_lambda': 2.0227017131757847}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:10,714] Trial 44 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 116, 'learning_rate': 0.0408712584339313, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9565026790268288, 'colsample_bytree': 0.8819959822531654, 'gamma': 1.6574522852070517, 'reg_alpha': 0.3208386689878964, 'reg_lambda': 2.066050594166205}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,032] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 197, 'learning_rate': 0.03355300756312076, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8107320310601674, 'colsample_bytree': 0.9175185542417066, 'gamma': 0.9642773954921287, 'reg_alpha': 0.17047675177024124, 'reg_lambda': 1.6861878134269779}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,288] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.02418792728738327, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8854346964172006, 'colsample_bytree': 0.9449456755768831, 'gamma': 1.9555609293255567, 'reg_alpha': 0.22612877837049955, 'reg_lambda': 2.4435560693867036}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,550] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.11913060058634412, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7415436583647679, 'colsample_bytree': 0.9740021708454225, 'gamma': 1.3675076991559247, 'reg_alpha': 0.048762871658558, 'reg_lambda': 2.2645290538410956}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,787] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 128, 'learning_rate': 0.04272909506806667, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8378606225416668, 'colsample_bytree': 0.8974913256640444, 'gamma': 0.5236388048286246, 'reg_alpha': 0.279460137250321, 'reg_lambda': 2.801746715124283}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:11,987] Trial 49 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 102, 'learning_rate': 0.0888523197391956, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9713798774690008, 'colsample_bytree': 0.9974924107120889, 'gamma': 3.7749289054700155, 'reg_alpha': 0.3521095254568075, 'reg_lambda': 1.8875845447872515}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,230] Trial 50 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 83, 'learning_rate': 0.035568130261870536, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8021621424340509, 'colsample_bytree': 0.7981808899596043, 'gamma': 2.3757538194143843, 'reg_alpha': 0.43616373153574334, 'reg_lambda': 1.5194734952642046}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,506] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.02759190876458973, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9293163642989852, 'colsample_bytree': 0.9395740304672074, 'gamma': 0.7638118157875157, 'reg_alpha': 0.08582003351234783, 'reg_lambda': 1.2712475416143634}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,756] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.02973572584643494, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8997025934442243, 'colsample_bytree': 0.9558092067008274, 'gamma': 0.22556513430478864, 'reg_alpha': 0.10050293355987165, 'reg_lambda': 2.590288156658105}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:12,972] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.046621711919801634, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8584855723410518, 'colsample_bytree': 0.9274214167106791, 'gamma': 1.140580806257087, 'reg_alpha': 0.0038453721860966794, 'reg_lambda': 0.7085449661212122}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:09:13,303] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.04767877092699536, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8632623515682757, 'colsample_bytree': 0.9007754243976173, 'gamma': 1.639904482254307, 'reg_alpha': 0.008628934412144223, 'reg_lambda': 0.8671212277232613}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:13,528] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.04707003200630416, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8674015898401397, 'colsample_bytree': 0.8564564166338404, 'gamma': 1.7122889516357516, 'reg_alpha': 0.004528912292503212, 'reg_lambda': 0.96267715654455}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:13,879] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.057557773675689906, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8271526802197849, 'colsample_bytree': 0.8964638191835459, 'gamma': 2.0705632299856815, 'reg_alpha': 0.1567018089043171, 'reg_lambda': 0.695350213961872}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,085] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.049039525038138874, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.7745858381775432, 'colsample_bytree': 0.910984609613758, 'gamma': 1.1977726219525275, 'reg_alpha': 0.05689835696509131, 'reg_lambda': 0.6045800822712236}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,412] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.0381524192560821, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8416321157974341, 'colsample_bytree': 0.6689972138609581, 'gamma': 1.5050637978106538, 'reg_alpha': 0.7401672061018949, 'reg_lambda': 0.7416354694259482}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,581] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 66, 'learning_rate': 0.07336796301312368, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8560371633043412, 'colsample_bytree': 0.8780072989754069, 'gamma': 1.8652246400315935, 'reg_alpha': 0.11940617177686101, 'reg_lambda': 0.8848414926398059}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:14,869] Trial 60 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 121, 'learning_rate': 0.06551534778399712, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8132641022230832, 'colsample_bytree': 0.9828650979824317, 'gamma': 2.8507010416858183, 'reg_alpha': 0.1916745593509968, 'reg_lambda': 0.503954196556351}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,120] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.032757146819477716, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8771239357446301, 'colsample_bytree': 0.9262097118745607, 'gamma': 1.0884232748317693, 'reg_alpha': 0.004711132193897042, 'reg_lambda': 2.5022267933653377}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,228] Trial 62 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 22, 'learning_rate': 0.042933809672768226, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8470070666626022, 'colsample_bytree': 0.9507970859525936, 'gamma': 0.9427315140849638, 'reg_alpha': 0.04257028716030273, 'reg_lambda': 1.9749579212537518}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,515] Trial 63 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 131, 'learning_rate': 0.03750262274898862, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9372925936825931, 'colsample_bytree': 0.9045245609334346, 'gamma': 1.6130554200391019, 'reg_alpha': 0.2630380430158931, 'reg_lambda': 2.145337042388094}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:15,787] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.05298688441715095, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7901641111444483, 'colsample_bytree': 0.9245950944098338, 'gamma': 1.3000272496124041, 'reg_alpha': 0.06949936128074896, 'reg_lambda': 1.8243127082542032}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,133] Trial 65 finished with value: 0.738095238095238 and parameters: {'n_estimators': 228, 'learning_rate': 0.02181365093342955, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8891857929456494, 'colsample_bytree': 0.9410855436332564, 'gamma': 1.4734029437442877, 'reg_alpha': 0.9163995546894319, 'reg_lambda': 0.8333827941502957}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,423] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.025349143715860327, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.99612242849769, 'colsample_bytree': 0.981829625502996, 'gamma': 0.362698276066339, 'reg_alpha': 0.025678268392459513, 'reg_lambda': 2.367453865602892}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,637] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.0450125520619555, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8276940275389219, 'colsample_bytree': 0.8474673806789736, 'gamma': 4.452082746555604, 'reg_alpha': 0.15062853026303163, 'reg_lambda': 1.736703238205046}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:16,793] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.22314612817621757, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.86435797791323, 'colsample_bytree': 0.7352419937113392, 'gamma': 1.825708302178329, 'reg_alpha': 0.21811511795473362, 'reg_lambda': 1.5261494718181736}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,032] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.05827017930713413, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7173911499138104, 'colsample_bytree': 0.8919667997606687, 'gamma': 0.6311085278462605, 'reg_alpha': 0.1282264859396955, 'reg_lambda': 2.9479903634229485}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,243] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 119, 'learning_rate': 0.017392148665191978, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9110859620257717, 'colsample_bytree': 0.9606562856067854, 'gamma': 2.496160261471062, 'reg_alpha': 0.06804533075060877, 'reg_lambda': 1.240448314306374}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,455] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.03357043950935525, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9130162304907613, 'colsample_bytree': 0.9369804655752972, 'gamma': 0.8991280114795459, 'reg_alpha': 0.0882477388389396, 'reg_lambda': 1.1482317887127877}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,768] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.02653986484571168, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8989965575732193, 'colsample_bytree': 0.9187641004113143, 'gamma': 0.03554318476924656, 'reg_alpha': 0.02980455820868081, 'reg_lambda': 1.4327974777813366}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:17,979] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.029926853907268146, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8744743296266504, 'colsample_bytree': 0.9323149577662992, 'gamma': 1.1399391416157025, 'reg_alpha': 0.0018485291007760488, 'reg_lambda': 0.9095429222480486}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:18,313] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 109, 'learning_rate': 0.03003080214242316, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.851996151984005, 'colsample_bytree': 0.8693456820729019, 'gamma': 0.8215593596374867, 'reg_alpha': 0.17791541833228613, 'reg_lambda': 1.0073346803272347}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:18,547] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 133, 'learning_rate': 0.039849239339058824, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8863639557226254, 'colsample_bytree': 0.9118275807242768, 'gamma': 0.622074901560167, 'reg_alpha': 0.11060482197268598, 'reg_lambda': 1.3598569204584283}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:18,841] Trial 76 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.015233811578175913, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8320933060221429, 'colsample_bytree': 0.9522690364339339, 'gamma': 1.265967312614318, 'reg_alpha': 0.060249256362881434, 'reg_lambda': 0.8101512733325078}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:19,141] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.021543091856043813, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6608355338153781, 'colsample_bytree': 0.969946388973491, 'gamma': 2.1813415628251525, 'reg_alpha': 0.14765218216264883, 'reg_lambda': 1.1513393651098256}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:19,467] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.050415547986221124, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9422933488618129, 'colsample_bytree': 0.9008888336720262, 'gamma': 1.0279172840008712, 'reg_alpha': 0.3177571714884097, 'reg_lambda': 2.6865767930629176}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:19,674] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 115, 'learning_rate': 0.019695505173444927, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7570947067821757, 'colsample_bytree': 0.8814903234087554, 'gamma': 1.4227522683036973, 'reg_alpha': 0.09556181226364428, 'reg_lambda': 1.6915631195657927}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:20,057] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.1510462496429465, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.817904517026833, 'colsample_bytree': 0.8287593238513895, 'gamma': 0.4148834877669939, 'reg_alpha': 0.25904161165076267, 'reg_lambda': 0.6521990147819114}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:20,301] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.14529020483831556, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8174826226364896, 'colsample_bytree': 0.8236960517953789, 'gamma': 0.37098065448709505, 'reg_alpha': 0.031504989564149516, 'reg_lambda': 0.6532006225241205}. Best is trial 54 with value: 0.7619047619047619.
[I 2025-11-03 20:09:20,632] Trial 82 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 150, 'learning_rate': 0.13407828690795057, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8034823631419424, 'colsample_bytree': 0.8343123469894539, 'gamma': 0.32815172176032315, 'reg_alpha': 0.24329471221545024, 'reg_lambda': 0.6790688326686323}. Best is trial 82 with value: 0.7678571428571428.
[I 2025-11-03 20:09:20,884] Trial 83 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 178, 'learning_rate': 0.14036661365032313, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7850358726550041, 'colsample_bytree': 0.8222927239374394, 'gamma': 0.34365866455412464, 'reg_alpha': 0.20956202541974273, 'reg_lambda': 0.649515129127979}. Best is trial 83 with value: 0.7857142857142858.
[I 2025-11-03 20:09:21,335] Trial 84 finished with value: 0.761904761904762 and parameters: {'n_estimators': 178, 'learning_rate': 0.15675540470915098, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8037540987181969, 'colsample_bytree': 0.8183893716979594, 'gamma': 0.2115334492534335, 'reg_alpha': 0.26667578890193294, 'reg_lambda': 0.5081918403679841}. Best is trial 83 with value: 0.7857142857142858.
[I 2025-11-03 20:09:21,589] Trial 85 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 189, 'learning_rate': 0.17541232737230258, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8034852818489097, 'colsample_bytree': 0.8020808470068274, 'gamma': 0.22046504947149065, 'reg_alpha': 0.24454958115797365, 'reg_lambda': 0.5716503409101078}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:21,829] Trial 86 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 191, 'learning_rate': 0.1705780411792351, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7844303304370035, 'colsample_bytree': 0.8055221917427994, 'gamma': 0.16908882235015765, 'reg_alpha': 0.4089027426846386, 'reg_lambda': 0.5252948120604849}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:22,150] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 200, 'learning_rate': 0.1702504581411335, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7878224168405966, 'colsample_bytree': 0.7998714133824641, 'gamma': 0.18568238353224117, 'reg_alpha': 0.34497894444450306, 'reg_lambda': 0.5072064640778774}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:22,455] Trial 88 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 195, 'learning_rate': 0.1716146183271151, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7833666439093493, 'colsample_bytree': 0.8018851758981104, 'gamma': 0.18562186580006565, 'reg_alpha': 0.3950608093997828, 'reg_lambda': 0.556266508445034}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:22,904] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 193, 'learning_rate': 0.17429877385611717, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7386341007870733, 'colsample_bytree': 0.8045955819929168, 'gamma': 0.19302525891569358, 'reg_alpha': 0.39893278331423326, 'reg_lambda': 0.5478649605837376}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:23,189] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.12501473155901835, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7855205647859651, 'colsample_bytree': 0.7660042080508801, 'gamma': 0.09199906627723864, 'reg_alpha': 0.3432444897038016, 'reg_lambda': 0.5000098255013963}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:23,461] Trial 91 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 215, 'learning_rate': 0.13460533992402404, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7803124938875708, 'colsample_bytree': 0.7775720449205827, 'gamma': 0.10634016046453178, 'reg_alpha': 0.438932988994575, 'reg_lambda': 0.5506841082073537}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:23,814] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.20055357468724727, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8024911246736762, 'colsample_bytree': 0.7937712677490176, 'gamma': 0.27100935672255066, 'reg_alpha': 0.43174107276521323, 'reg_lambda': 0.5649199513358938}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:24,073] Trial 93 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.13563668882679286, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7780199001967777, 'colsample_bytree': 0.783119897287333, 'gamma': 0.17775177580812107, 'reg_alpha': 0.5429311758868794, 'reg_lambda': 0.6325209073371041}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:24,540] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.1352073606989247, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7724995344087702, 'colsample_bytree': 0.779234162426689, 'gamma': 0.1664098484195937, 'reg_alpha': 0.5254881711972238, 'reg_lambda': 0.6157250150096273}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:24,774] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 179, 'learning_rate': 0.16901000862231585, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7642535230367429, 'colsample_bytree': 0.8123270003263897, 'gamma': 0.29216644066102204, 'reg_alpha': 0.4754643032119961, 'reg_lambda': 0.6751530293828273}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,019] Trial 96 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.16629482855376854, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7634570052052365, 'colsample_bytree': 0.8090505112776615, 'gamma': 0.2921689556724236, 'reg_alpha': 0.4808234723732859, 'reg_lambda': 0.7742891764951363}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,357] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.17175003619407314, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7635365729406758, 'colsample_bytree': 0.7905015235697497, 'gamma': 0.019519298242364147, 'reg_alpha': 0.50503861083336, 'reg_lambda': 0.7778240937833886}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,614] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.20177432525743516, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7491546700587237, 'colsample_bytree': 0.7484401972617026, 'gamma': 0.5065732438850761, 'reg_alpha': 0.4643166309394444, 'reg_lambda': 0.689323082843565}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:25,909] Trial 99 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.23641708297315703, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7315283232074794, 'colsample_bytree': 0.8086037152544644, 'gamma': 0.3427527484441892, 'reg_alpha': 0.5728411877562067, 'reg_lambda': 0.5710900485285374}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:26,235] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 189, 'learning_rate': 0.10829272175725253, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7831930552039594, 'colsample_bytree': 0.7821008176864083, 'gamma': 0.5902936925246858, 'reg_alpha': 0.389963396702052, 'reg_lambda': 0.7248189062411765}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:26,499] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.23478502972190937, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7344274061645802, 'colsample_bytree': 0.8059403260575951, 'gamma': 0.33887964508193735, 'reg_alpha': 0.5781525705343921, 'reg_lambda': 0.561750243396143}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:26,878] Trial 102 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 235, 'learning_rate': 0.2621532194771303, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7637409220506018, 'colsample_bytree': 0.8350968057175047, 'gamma': 0.1267859949202573, 'reg_alpha': 0.5650795374941973, 'reg_lambda': 0.6484409348026237}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:27,145] Trial 103 finished with value: 0.738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.16654265051498995, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7635228992214604, 'colsample_bytree': 0.830698944980871, 'gamma': 0.14727914765230907, 'reg_alpha': 0.46828392676715536, 'reg_lambda': 0.6428762210376889}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:27,564] Trial 104 finished with value: 0.7916666666666665 and parameters: {'n_estimators': 200, 'learning_rate': 0.1902884132153082, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7948704732388775, 'colsample_bytree': 0.7675379216201506, 'gamma': 0.10398939192823724, 'reg_alpha': 0.5393593660037308, 'reg_lambda': 0.6680920366913005}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:27,843] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.2753065550048641, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7958638649812199, 'colsample_bytree': 0.768818586948365, 'gamma': 0.260329521803322, 'reg_alpha': 0.6172439822391556, 'reg_lambda': 0.7856766561907041}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,094] Trial 106 finished with value: 0.744047619047619 and parameters: {'n_estimators': 182, 'learning_rate': 0.1848792297549243, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7715619579429193, 'colsample_bytree': 0.8384950629613694, 'gamma': 0.00890650525421649, 'reg_alpha': 0.5284134068693198, 'reg_lambda': 0.6152822245657469}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,383] Trial 107 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 203, 'learning_rate': 0.1860166030365562, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.755437512592914, 'colsample_bytree': 0.8142980533129628, 'gamma': 0.45974443079232247, 'reg_alpha': 0.6100047008017927, 'reg_lambda': 0.6823721973382578}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,632] Trial 108 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.18720321656469677, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7497387213200775, 'colsample_bytree': 0.8122603824839028, 'gamma': 0.4767337942931883, 'reg_alpha': 0.6043467301759777, 'reg_lambda': 0.7498406677995737}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:28,985] Trial 109 finished with value: 0.761904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.2551639386119818, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.757173427579093, 'colsample_bytree': 0.7980414286694443, 'gamma': 0.11861518447799899, 'reg_alpha': 0.676165751930002, 'reg_lambda': 0.9178160067726399}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:29,228] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.21425312469716115, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7886827696400048, 'colsample_bytree': 0.8478113259390163, 'gamma': 0.743893783720381, 'reg_alpha': 0.4948233400208159, 'reg_lambda': 0.8154543993043193}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:29,593] Trial 111 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 172, 'learning_rate': 0.11855579004595371, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7667788556592061, 'colsample_bytree': 0.815192270894926, 'gamma': 0.28019151446947477, 'reg_alpha': 0.407832909428654, 'reg_lambda': 0.6684705291145603}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:29,817] Trial 112 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 177, 'learning_rate': 0.16367389712981517, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7686543544459404, 'colsample_bytree': 0.7875553230906336, 'gamma': 0.5702833338709893, 'reg_alpha': 0.45290754881669953, 'reg_lambda': 0.6024914153786249}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:30,191] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 171, 'learning_rate': 0.11790612982658773, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7777297407682062, 'colsample_bytree': 0.8183233518779298, 'gamma': 0.28300688167465016, 'reg_alpha': 0.4173750560444554, 'reg_lambda': 0.708141795984905}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:30,555] Trial 114 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.14433464491154002, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7934007690467859, 'colsample_bytree': 0.7479998620385553, 'gamma': 0.3972810234234813, 'reg_alpha': 0.5347410881347764, 'reg_lambda': 0.6499620701309566}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:30,839] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.14992260999879106, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7952283877191005, 'colsample_bytree': 0.7129537788313053, 'gamma': 0.5012299687773489, 'reg_alpha': 0.35214718844806747, 'reg_lambda': 0.6754599034758122}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:31,082] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.19125682937442207, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.748657972295736, 'colsample_bytree': 0.7506204635807244, 'gamma': 0.662635081154338, 'reg_alpha': 0.6493302871850627, 'reg_lambda': 0.7391563351542104}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:31,409] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.17722887869034026, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7260697152112816, 'colsample_bytree': 0.8125835595719628, 'gamma': 0.4472655440013752, 'reg_alpha': 0.4017647821895215, 'reg_lambda': 0.8487626134073566}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:31,677] Trial 118 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 221, 'learning_rate': 0.09904599313454533, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8093668362834331, 'colsample_bytree': 0.7701172635864232, 'gamma': 0.3917025313324745, 'reg_alpha': 0.5069655283373676, 'reg_lambda': 0.5271707092174575}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,033] Trial 119 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 241, 'learning_rate': 0.21316646581054377, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7597531319889103, 'colsample_bytree': 0.8024573119884386, 'gamma': 0.11373413316312769, 'reg_alpha': 0.3744248356866617, 'reg_lambda': 0.587728857682192}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,303] Trial 120 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 243, 'learning_rate': 0.22144924416011644, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7636803877894904, 'colsample_bytree': 0.732663897173274, 'gamma': 0.08386056019586896, 'reg_alpha': 0.5980394092469563, 'reg_lambda': 0.6020037902809316}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,588] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.19722049003199554, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7557074594955269, 'colsample_bytree': 0.8012407913822785, 'gamma': 0.2545312957431171, 'reg_alpha': 0.3737131865862321, 'reg_lambda': 0.5931824718974728}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:32,843] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.2565545685734025, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7072441833049766, 'colsample_bytree': 0.8258544756698039, 'gamma': 0.02548198615141825, 'reg_alpha': 0.3353318182328362, 'reg_lambda': 0.7684783316924502}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:33,127] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.16457563624266616, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7897952902446069, 'colsample_bytree': 0.7942422731260961, 'gamma': 0.18486447267481493, 'reg_alpha': 0.47745722656447004, 'reg_lambda': 0.672199290131393}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:33,467] Trial 124 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 201, 'learning_rate': 0.29846723487924365, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7646442352486968, 'colsample_bytree': 0.8550631918335061, 'gamma': 0.4150525026301729, 'reg_alpha': 0.30331922517504106, 'reg_lambda': 0.502516671830481}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:33,842] Trial 125 finished with value: 0.744047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.12481116442498148, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.782246485620673, 'colsample_bytree': 0.7581406983071096, 'gamma': 0.3066044091172658, 'reg_alpha': 0.5589081885904367, 'reg_lambda': 0.5635778427438964}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,112] Trial 126 finished with value: 0.761904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.1432137990375768, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7403149127894669, 'colsample_bytree': 0.8131843915067358, 'gamma': 0.5672437432889924, 'reg_alpha': 0.41843947197865183, 'reg_lambda': 0.7123546394981084}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,421] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.21324730226443991, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7558739248314349, 'colsample_bytree': 0.8459857903309073, 'gamma': 0.1255551652030831, 'reg_alpha': 0.5207427566406969, 'reg_lambda': 0.6425694748290005}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,687] Trial 128 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 236, 'learning_rate': 0.15965211305820204, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7719194906701244, 'colsample_bytree': 0.8013636241712084, 'gamma': 0.26328607541119364, 'reg_alpha': 0.4535151522833917, 'reg_lambda': 0.8164638266108369}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:34,925] Trial 129 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 168, 'learning_rate': 0.23480577954606968, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7941730103095184, 'colsample_bytree': 0.8287248023558347, 'gamma': 0.6887174889673469, 'reg_alpha': 0.48894406299839543, 'reg_lambda': 0.5520033275515649}. Best is trial 85 with value: 0.7976190476190476.
[I 2025-11-03 20:09:35,235] Trial 130 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.2721682703432905, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8064858658306296, 'colsample_bytree': 0.8193952150851073, 'gamma': 0.00556707120034812, 'reg_alpha': 0.37424261526462876, 'reg_lambda': 0.9619636253951481}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:35,470] Trial 131 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 190, 'learning_rate': 0.1794135579389707, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8095654613174614, 'colsample_bytree': 0.8210867934776922, 'gamma': 3.339533293574822, 'reg_alpha': 0.3628542035218193, 'reg_lambda': 0.6403690746595695}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:35,794] Trial 132 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.2739077515851273, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7852523552722411, 'colsample_bytree': 0.8075750483705739, 'gamma': 0.0031235724902976547, 'reg_alpha': 0.36505109055590784, 'reg_lambda': 0.7377510794434795}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:36,062] Trial 133 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 176, 'learning_rate': 0.20256428407376834, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7992398632436623, 'colsample_bytree': 0.8381003450674563, 'gamma': 0.11022226849873258, 'reg_alpha': 0.40892222526522554, 'reg_lambda': 0.5893605520968779}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:36,487] Trial 134 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 173, 'learning_rate': 0.20589784255720736, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8016794974476683, 'colsample_bytree': 0.8361873640939488, 'gamma': 0.400253805616861, 'reg_alpha': 0.5430448996317088, 'reg_lambda': 0.9581147229210822}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:36,751] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.24230938319701087, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.794918496056492, 'colsample_bytree': 0.8604775024994881, 'gamma': 0.09768310309119556, 'reg_alpha': 0.5824811537973346, 'reg_lambda': 1.0487614828367111}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,111] Trial 136 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 164, 'learning_rate': 0.1511029129431077, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8221519719541391, 'colsample_bytree': 0.8430146327430998, 'gamma': 0.307895819267818, 'reg_alpha': 0.4076173764895912, 'reg_lambda': 0.6907557438797024}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,353] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.2744949452410785, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7448672730607038, 'colsample_bytree': 0.8149369190039313, 'gamma': 0.21098706853380678, 'reg_alpha': 0.4488014640682395, 'reg_lambda': 0.6252190135518712}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,642] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.19239274505635384, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7700611563082604, 'colsample_bytree': 0.7855678886317247, 'gamma': 0.11750667242049236, 'reg_alpha': 0.33616014108788206, 'reg_lambda': 0.8893719453589121}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:37,882] Trial 139 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 161, 'learning_rate': 0.2223717118185506, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8096120428760882, 'colsample_bytree': 0.8247555744046443, 'gamma': 0.45624553924592914, 'reg_alpha': 0.2962714238323015, 'reg_lambda': 0.7812391386179734}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,148] Trial 140 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 167, 'learning_rate': 0.2237891728529155, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.810457851024675, 'colsample_bytree': 0.8242282236387551, 'gamma': 4.145816352797489, 'reg_alpha': 0.21613572147883137, 'reg_lambda': 0.7817022547573471}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,375] Trial 141 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.2518431344510091, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7992307452837292, 'colsample_bytree': 0.8344504568471626, 'gamma': 0.4428005850188753, 'reg_alpha': 0.2864872655301609, 'reg_lambda': 0.846898984407942}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,709] Trial 142 finished with value: 0.744047619047619 and parameters: {'n_estimators': 175, 'learning_rate': 0.2073776642656837, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.776523713958441, 'colsample_bytree': 0.7952356738104842, 'gamma': 0.0012806453713850169, 'reg_alpha': 0.3842767823051319, 'reg_lambda': 0.5853560264124702}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:38,965] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.17995890607764398, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7570975901742681, 'colsample_bytree': 0.8203163180561034, 'gamma': 0.34074829186167105, 'reg_alpha': 0.31186254007808833, 'reg_lambda': 0.6774548881081556}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:39,308] Trial 144 finished with value: 0.744047619047619 and parameters: {'n_estimators': 171, 'learning_rate': 0.15732327698410234, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7896983564868413, 'colsample_bytree': 0.8095040549121483, 'gamma': 0.5328995736752222, 'reg_alpha': 0.5369679513704555, 'reg_lambda': 0.7345167135052451}. Best is trial 130 with value: 0.8035714285714286.
[I 2025-11-03 20:09:39,550] Trial 145 finished with value: 0.8154761904761905 and parameters: {'n_estimators': 181, 'learning_rate': 0.22349255740447643, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8076497167192402, 'colsample_bytree': 0.6838339119978147, 'gamma': 0.21942577350775275, 'reg_alpha': 0.42786679596019667, 'reg_lambda': 0.5157034459056978}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:39,908] Trial 146 finished with value: 0.761904761904762 and parameters: {'n_estimators': 210, 'learning_rate': 0.2282937043372757, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8312385171840665, 'colsample_bytree': 0.6815394001079732, 'gamma': 0.2800878419471654, 'reg_alpha': 0.5091426517970931, 'reg_lambda': 0.5313164052232273}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,153] Trial 147 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 183, 'learning_rate': 0.18822312685651893, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8155007164344569, 'colsample_bytree': 0.7935973654450857, 'gamma': 0.20355220707466318, 'reg_alpha': 0.6269372231683192, 'reg_lambda': 0.5041232459362759}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,418] Trial 148 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 220, 'learning_rate': 0.1426518726404058, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8058522126369083, 'colsample_bytree': 0.655754121173697, 'gamma': 0.4413077554245831, 'reg_alpha': 0.431657550432504, 'reg_lambda': 0.6483916414699076}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,675] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.25725085984380697, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8077378589157985, 'colsample_bytree': 0.6310524226137402, 'gamma': 0.8156954954247524, 'reg_alpha': 0.47412735021228225, 'reg_lambda': 0.7994518077625763}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:40,941] Trial 150 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 243, 'learning_rate': 0.14528452311363182, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8205866774174096, 'colsample_bytree': 0.6504774974217362, 'gamma': 0.48877382646551826, 'reg_alpha': 0.7216875107212044, 'reg_lambda': 0.626469813541993}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:41,312] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 232, 'learning_rate': 0.12657426694411095, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7801588931070007, 'colsample_bytree': 0.6798563384123613, 'gamma': 0.38346371673046803, 'reg_alpha': 0.43439318211574124, 'reg_lambda': 0.6745712705579228}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:41,561] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.1692111242114147, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7883960348393306, 'colsample_bytree': 0.6698880462805256, 'gamma': 0.6388334836938028, 'reg_alpha': 0.38490821970300454, 'reg_lambda': 0.7150096580178001}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:41,879] Trial 153 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 225, 'learning_rate': 0.14106870472520755, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7686523438295165, 'colsample_bytree': 0.6540421113155845, 'gamma': 0.22377248884180323, 'reg_alpha': 0.48924439272270553, 'reg_lambda': 0.5836060490738402}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:42,189] Trial 154 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 204, 'learning_rate': 0.15431779816581528, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8039171761924403, 'colsample_bytree': 0.6606500836961747, 'gamma': 4.966642042890944, 'reg_alpha': 0.4844948744993513, 'reg_lambda': 0.5626015879756514}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:42,626] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.21347371106751872, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7755057845734085, 'colsample_bytree': 0.6272473473436195, 'gamma': 0.1664957344192613, 'reg_alpha': 0.5625658855955377, 'reg_lambda': 0.6023593219412201}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,026] Trial 156 finished with value: 0.761904761904762 and parameters: {'n_estimators': 227, 'learning_rate': 0.13964055339549114, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7943008845218139, 'colsample_bytree': 0.6382987961880325, 'gamma': 0.3988292153835861, 'reg_alpha': 0.5101216903690792, 'reg_lambda': 0.7609416062872104}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,297] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.17704870738744924, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7504337239161182, 'colsample_bytree': 0.6495771745650085, 'gamma': 0.228557748760162, 'reg_alpha': 0.3320333248693146, 'reg_lambda': 0.5379485175780854}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,624] Trial 158 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.1921076516998089, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7620200359104973, 'colsample_bytree': 0.698380925360538, 'gamma': 4.784627023000002, 'reg_alpha': 0.46289650240207436, 'reg_lambda': 0.6385238608380523}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:43,907] Trial 159 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 225, 'learning_rate': 0.27235064609947274, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7841491104724722, 'colsample_bytree': 0.6175351114814024, 'gamma': 0.08980147900605435, 'reg_alpha': 0.29672146782483294, 'reg_lambda': 0.5944290901833025}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:44,164] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.16486688005983255, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8140343540199138, 'colsample_bytree': 0.6929556701188292, 'gamma': 0.5844262209680235, 'reg_alpha': 0.5915068622321434, 'reg_lambda': 0.50337709630501}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:44,525] Trial 161 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 250, 'learning_rate': 0.11584764621496224, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7705549621583434, 'colsample_bytree': 0.6576089833351713, 'gamma': 0.3282624092220891, 'reg_alpha': 0.4310646276774918, 'reg_lambda': 0.6898497707137412}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:44,795] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 233, 'learning_rate': 0.1325531478982771, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7646997180456967, 'colsample_bytree': 0.7307545123049975, 'gamma': 0.25594893429655124, 'reg_alpha': 0.37117610136888596, 'reg_lambda': 0.6524557175790334}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:45,038] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 180, 'learning_rate': 0.14826927968638437, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8251564641338016, 'colsample_bytree': 0.8283930517937687, 'gamma': 0.47562260044166405, 'reg_alpha': 0.2522954732860037, 'reg_lambda': 0.723199687642794}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:45,556] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.16100936368573426, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7779995912196517, 'colsample_bytree': 0.815178313055351, 'gamma': 0.006375073063830228, 'reg_alpha': 0.5465674492196826, 'reg_lambda': 0.6485712330789205}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:45,794] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.24146353187488448, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7584661165886007, 'colsample_bytree': 0.8061263438861679, 'gamma': 0.1688098660535363, 'reg_alpha': 0.423176806669087, 'reg_lambda': 0.556651706696783}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:46,119] Trial 166 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 196, 'learning_rate': 0.13953041649855225, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7895484646733848, 'colsample_bytree': 0.8013482148075869, 'gamma': 0.3249978339002168, 'reg_alpha': 0.2285847516298351, 'reg_lambda': 0.7700328033392336}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:46,370] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 203, 'learning_rate': 0.18078939888605894, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7997303366468204, 'colsample_bytree': 0.7739416774583857, 'gamma': 0.3719458664884698, 'reg_alpha': 0.49202076441862336, 'reg_lambda': 0.8434616023265364}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:46,730] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 195, 'learning_rate': 0.21528669143485224, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7869011114214668, 'colsample_bytree': 0.7884697412230123, 'gamma': 0.10158500504942054, 'reg_alpha': 0.19000312811115982, 'reg_lambda': 0.7687458475835425}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,010] Trial 169 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 211, 'learning_rate': 0.1458537309340942, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8373391166233545, 'colsample_bytree': 0.7986764041428537, 'gamma': 0.49380170059739836, 'reg_alpha': 0.2303581059418815, 'reg_lambda': 0.8968558258963268}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,427] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.19567124505504116, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8390619870837411, 'colsample_bytree': 0.7434529113077433, 'gamma': 0.7134855306671117, 'reg_alpha': 0.26625754795373757, 'reg_lambda': 0.8974236801406192}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,696] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 222, 'learning_rate': 0.14066478324673093, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8061067169441297, 'colsample_bytree': 0.803313739594138, 'gamma': 0.5296604229502108, 'reg_alpha': 0.2277261988256165, 'reg_lambda': 0.8001553420340739}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:47,961] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 208, 'learning_rate': 0.16728139703490263, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.794938923575738, 'colsample_bytree': 0.7992465130597876, 'gamma': 0.21413993571412454, 'reg_alpha': 0.2888912668862455, 'reg_lambda': 0.5989322220952342}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:48,341] Trial 173 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 196, 'learning_rate': 0.1283644291945189, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8143194629699753, 'colsample_bytree': 0.7619276736796471, 'gamma': 0.4310683318097516, 'reg_alpha': 0.5235349373698364, 'reg_lambda': 0.7371830322189988}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:48,679] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 217, 'learning_rate': 0.1489539845476512, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7903300417695592, 'colsample_bytree': 0.7781103070017659, 'gamma': 0.3070440074541686, 'reg_alpha': 0.2333372369826231, 'reg_lambda': 0.847526471785101}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:48,916] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.29586360213355134, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7739669340349561, 'colsample_bytree': 0.8207579266096642, 'gamma': 0.15875170735005825, 'reg_alpha': 0.3575611307274888, 'reg_lambda': 0.9292807828893148}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:49,204] Trial 176 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 204, 'learning_rate': 0.17309560511781602, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7516144050378996, 'colsample_bytree': 0.7889047003710545, 'gamma': 0.35431264472494184, 'reg_alpha': 0.2169909348513019, 'reg_lambda': 1.0034927721764844}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:49,459] Trial 177 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 187, 'learning_rate': 0.1399451068344415, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7421363338462587, 'colsample_bytree': 0.8068694572595907, 'gamma': 0.07890180894267695, 'reg_alpha': 0.450997467282089, 'reg_lambda': 0.6859635655253052}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:49,762] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.15524797523352088, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7808299932845708, 'colsample_bytree': 0.7127038517021955, 'gamma': 0.5668676296824777, 'reg_alpha': 0.20457923483183232, 'reg_lambda': 0.6083061510365786}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,008] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.18745485486606206, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.8290113737805975, 'colsample_bytree': 0.829419121358321, 'gamma': 0.25110562877292386, 'reg_alpha': 0.2440248774073863, 'reg_lambda': 0.5313069875547903}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,296] Trial 180 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.2060803185685924, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8048237793414409, 'colsample_bytree': 0.6444124149271073, 'gamma': 0.43426860546641205, 'reg_alpha': 0.3226646188284187, 'reg_lambda': 0.7222298734611351}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,556] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 194, 'learning_rate': 0.24487634853070858, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7868170850270007, 'colsample_bytree': 0.7888916799844675, 'gamma': 0.005380163720532627, 'reg_alpha': 0.19230113470485746, 'reg_lambda': 0.7739924099512322}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:50,900] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 199, 'learning_rate': 0.2264992823313352, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7683774193817264, 'colsample_bytree': 0.7973027781799961, 'gamma': 0.12077319380227022, 'reg_alpha': 0.17841315454577122, 'reg_lambda': 0.7605848350547015}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:51,150] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 199, 'learning_rate': 0.2248358536029045, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.764927467829487, 'colsample_bytree': 0.8143292609458629, 'gamma': 0.1932690329741582, 'reg_alpha': 0.2714130974357513, 'reg_lambda': 0.6447352777060749}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:51,567] Trial 184 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 188, 'learning_rate': 0.26864057443608547, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7712111523347381, 'colsample_bytree': 0.7989131361310418, 'gamma': 0.2994916238638916, 'reg_alpha': 0.17018467459014794, 'reg_lambda': 0.8137337338337381}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:51,824] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.2289974000856885, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7989926360394821, 'colsample_bytree': 0.8070621811693609, 'gamma': 0.11057495429795633, 'reg_alpha': 0.21340475998356917, 'reg_lambda': 0.5597464175252433}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:52,263] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.15800168607206266, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7332282437556875, 'colsample_bytree': 0.8204069602402709, 'gamma': 0.47171448819957157, 'reg_alpha': 0.47289183576073274, 'reg_lambda': 0.6754575388377444}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:52,544] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.2004411778933037, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7791076688267481, 'colsample_bytree': 0.7952057895571113, 'gamma': 0.22372479940540888, 'reg_alpha': 0.6126092364138498, 'reg_lambda': 0.5921061923679285}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:52,855] Trial 188 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 205, 'learning_rate': 0.171163450974345, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8457059107235201, 'colsample_bytree': 0.6620173250928659, 'gamma': 0.3533593945087287, 'reg_alpha': 0.5697727241910358, 'reg_lambda': 0.7177092305947538}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,105] Trial 189 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 185, 'learning_rate': 0.18404059367016992, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7601610860826737, 'colsample_bytree': 0.7809428421561654, 'gamma': 0.09464135392941637, 'reg_alpha': 0.39040771752592723, 'reg_lambda': 0.5013660446742613}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,360] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 175, 'learning_rate': 0.18126334088557922, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7481621463484779, 'colsample_bytree': 0.7811961666985677, 'gamma': 0.09502470955650412, 'reg_alpha': 0.3823112399286301, 'reg_lambda': 0.5091526598583554}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,671] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.18915905978228179, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7577723803482581, 'colsample_bytree': 0.7740595748216705, 'gamma': 0.1878523893534625, 'reg_alpha': 0.4021662981202189, 'reg_lambda': 0.5791130996823797}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:53,910] Trial 192 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 182, 'learning_rate': 0.21829078646404113, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7684000588671775, 'colsample_bytree': 0.8116050335207672, 'gamma': 0.08441803247380697, 'reg_alpha': 0.3503484763720483, 'reg_lambda': 0.5009260902391679}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:54,157] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.14820451962205997, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7925096438227989, 'colsample_bytree': 0.7984697438745813, 'gamma': 0.2881395673893483, 'reg_alpha': 0.6509724578383523, 'reg_lambda': 0.6222266917290267}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:54,543] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 197, 'learning_rate': 0.2563897875502465, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7610058153972508, 'colsample_bytree': 0.7876871544568667, 'gamma': 0.39512792707452515, 'reg_alpha': 0.4473605940414637, 'reg_lambda': 0.5565571650548607}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:54,780] Trial 195 finished with value: 0.755952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.16657415845303009, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7825917990321463, 'colsample_bytree': 0.6163741787554636, 'gamma': 0.17301048088170384, 'reg_alpha': 0.4963921118417462, 'reg_lambda': 0.645430660778698}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:55,139] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 178, 'learning_rate': 0.13309430092324998, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8095083525685961, 'colsample_bytree': 0.8234213554383764, 'gamma': 0.01259015158507519, 'reg_alpha': 0.4219799105584784, 'reg_lambda': 0.7509379763736986}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:55,399] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.2072244690684669, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.818380326760045, 'colsample_bytree': 0.8033137198255488, 'gamma': 0.25666962400903803, 'reg_alpha': 0.3967376005289704, 'reg_lambda': 0.8614693366813378}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:55,804] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.12251703644502167, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7748287244988852, 'colsample_bytree': 0.8321734627340668, 'gamma': 0.6058489757907671, 'reg_alpha': 0.549837521372243, 'reg_lambda': 0.6908859074837514}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:56,050] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 201, 'learning_rate': 0.15704583345671622, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7536064946495743, 'colsample_bytree': 0.811092101788604, 'gamma': 0.49286510125048943, 'reg_alpha': 0.37881518823835275, 'reg_lambda': 0.6002348416838654}. Best is trial 145 with value: 0.8154761904761905.
[I 2025-11-03 20:09:56,054] A new study created in memory with name: no-name-09e8c48d-e87f-4b1b-abf1-3ec44dcc7c2e
[I 2025-11-03 20:09:56,215] Trial 0 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 48, 'learning_rate': 0.15418286712292753, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8502501017285076, 'colsample_bytree': 0.6072845190462425, 'gamma': 1.5973585886306796, 'reg_alpha': 0.3445016196589865, 'reg_lambda': 1.5168517973005862}. Best is trial 0 with value: 0.6845238095238094.
[I 2025-11-03 20:09:56,479] Trial 1 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 123, 'learning_rate': 0.013334686771963901, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8757275542774855, 'colsample_bytree': 0.757837797187702, 'gamma': 3.8568596184186643, 'reg_alpha': 0.46749775994114806, 'reg_lambda': 0.6279723800222188}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:56,545] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.14163295104362253, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.641590200189397, 'colsample_bytree': 0.7364816107145129, 'gamma': 4.345492813361875, 'reg_alpha': 0.8044204982040914, 'reg_lambda': 1.3506855492967418}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:56,844] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.028987704367337934, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9843417906005218, 'colsample_bytree': 0.7655035931724913, 'gamma': 4.853138261027546, 'reg_alpha': 0.29184006691638875, 'reg_lambda': 0.5155493457056397}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:57,073] Trial 4 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 149, 'learning_rate': 0.14106883250281416, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8295604562795945, 'colsample_bytree': 0.6152640911621845, 'gamma': 4.66100664314429, 'reg_alpha': 0.434051826620499, 'reg_lambda': 2.0861157437769835}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:57,222] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.016030643708652197, 'max_depth': 3, 'min_child_weight': 14, 'subsample': 0.7259371090826011, 'colsample_bytree': 0.7823361429265144, 'gamma': 2.8502819612289483, 'reg_alpha': 0.24769506134969743, 'reg_lambda': 2.3695268076811367}. Best is trial 1 with value: 0.6904761904761906.
[I 2025-11-03 20:09:57,428] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.08668190902300847, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8303036921757005, 'colsample_bytree': 0.7544072508399222, 'gamma': 3.377766388508095, 'reg_alpha': 0.8030729906522895, 'reg_lambda': 2.819105003366738}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:57,640] Trial 7 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 75, 'learning_rate': 0.035143346363899035, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9511963621999548, 'colsample_bytree': 0.9180568314412151, 'gamma': 3.1807542495146235, 'reg_alpha': 0.1928409965484733, 'reg_lambda': 2.5562015092884387}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:57,693] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.055395792633627004, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.6526973041560905, 'colsample_bytree': 0.8403741001224607, 'gamma': 2.42327109966089, 'reg_alpha': 0.2836709269448767, 'reg_lambda': 0.6217101802219184}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,049] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.02265965332270375, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8005957031448728, 'colsample_bytree': 0.9313658479992563, 'gamma': 4.992887486025356, 'reg_alpha': 0.32239681570461887, 'reg_lambda': 1.5334857747877053}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,280] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.2740063773449462, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.7321487532780673, 'colsample_bytree': 0.6779920949780744, 'gamma': 1.2635386912565094, 'reg_alpha': 0.9764089441358423, 'reg_lambda': 2.998593956300996}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,577] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 77, 'learning_rate': 0.05518636159242011, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9708866369892096, 'colsample_bytree': 0.9886555296514792, 'gamma': 3.284085804871673, 'reg_alpha': 0.049168512593433134, 'reg_lambda': 2.9623075686487423}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:58,769] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 75, 'learning_rate': 0.03898472496873974, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9175038081737941, 'colsample_bytree': 0.8633978115594522, 'gamma': 2.104521502654307, 'reg_alpha': 0.6852280814982968, 'reg_lambda': 2.5135632769348923}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,110] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.08342046078664876, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9146494155910381, 'colsample_bytree': 0.8961897413428169, 'gamma': 0.4686688759217619, 'reg_alpha': 0.0011835862289100163, 'reg_lambda': 2.5820170574500243}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,305] Trial 14 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 102, 'learning_rate': 0.06514682555870305, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7584704576090336, 'colsample_bytree': 0.9813735063543856, 'gamma': 3.6103732406488533, 'reg_alpha': 0.6706021929768894, 'reg_lambda': 2.0238566704711296}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,608] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 149, 'learning_rate': 0.09297683820137419, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9222680600276586, 'colsample_bytree': 0.7005845810610846, 'gamma': 2.9556335642735623, 'reg_alpha': 0.9576630369461953, 'reg_lambda': 2.69009766964548}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:09:59,759] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 57, 'learning_rate': 0.03752004464582859, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.8810518415489051, 'colsample_bytree': 0.8277681272406925, 'gamma': 3.9907889564366075, 'reg_alpha': 0.6281887837313722, 'reg_lambda': 2.1442873290973714}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,152] Trial 17 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 240, 'learning_rate': 0.02133729918103615, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9986393268374356, 'colsample_bytree': 0.9246181722894555, 'gamma': 1.918109436047883, 'reg_alpha': 0.10669570841192616, 'reg_lambda': 2.781389965623405}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,355] Trial 18 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.010744548750825112, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7699131868078128, 'colsample_bytree': 0.8065949138029658, 'gamma': 3.3869006794422143, 'reg_alpha': 0.8390249831458232, 'reg_lambda': 2.270691608009492}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,574] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.09283737694991175, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.6883978010378894, 'colsample_bytree': 0.6971536719690825, 'gamma': 2.735801697580886, 'reg_alpha': 0.1567493181368843, 'reg_lambda': 1.785330541540705}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,814] Trial 20 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 170, 'learning_rate': 0.2892217960195066, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9478932231671139, 'colsample_bytree': 0.8805900003601895, 'gamma': 0.9080073220701674, 'reg_alpha': 0.5799232837951553, 'reg_lambda': 0.8826034075468859}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:00,934] Trial 21 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 47, 'learning_rate': 0.08149454734575165, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9031896038478437, 'colsample_bytree': 0.8919360242370924, 'gamma': 0.5337848208641964, 'reg_alpha': 0.03412387238264485, 'reg_lambda': 2.5896037361653157}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,215] Trial 22 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 66, 'learning_rate': 0.040214374666063556, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8299802848778638, 'colsample_bytree': 0.947859562752418, 'gamma': 0.020426823370812475, 'reg_alpha': 0.19299897520433723, 'reg_lambda': 2.7874489346898246}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,440] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 36, 'learning_rate': 0.07125418138474614, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.944839385974702, 'colsample_bytree': 0.9014814563414215, 'gamma': 2.2784818406841847, 'reg_alpha': 0.019131139976112713, 'reg_lambda': 2.3904170019667155}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,541] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.029310314635754495, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9524473995753137, 'colsample_bytree': 0.8445358404573029, 'gamma': 2.273311525066373, 'reg_alpha': 0.7901931426628777, 'reg_lambda': 2.34966487544551}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,807] Trial 25 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.10830101727907708, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6010698164699524, 'colsample_bytree': 0.9562134746090734, 'gamma': 3.1242926195356984, 'reg_alpha': 0.11278198048232531, 'reg_lambda': 1.825800750414316}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:01,974] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 39, 'learning_rate': 0.2151631157164754, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8749054544895176, 'colsample_bytree': 0.8068586079184211, 'gamma': 2.556264105511679, 'reg_alpha': 0.5235767495606161, 'reg_lambda': 2.451321276351969}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,092] Trial 27 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.046286217494730275, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9566260962488968, 'colsample_bytree': 0.7306803147086237, 'gamma': 1.6783737367571605, 'reg_alpha': 0.3790928633654494, 'reg_lambda': 2.852723269563542}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,357] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 37, 'learning_rate': 0.06764741783554006, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8453366805760709, 'colsample_bytree': 0.906761376102635, 'gamma': 3.6430285746342377, 'reg_alpha': 0.20386032844296142, 'reg_lambda': 2.2140483385257417}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,547] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 113, 'learning_rate': 0.11456690591369166, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8065744800209348, 'colsample_bytree': 0.8559208467151505, 'gamma': 4.2251915257037, 'reg_alpha': 0.10571666033549443, 'reg_lambda': 1.9718532089909828}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,634] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.16877646516572603, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9393398777561115, 'colsample_bytree': 0.9581561761003884, 'gamma': 1.4370027109322834, 'reg_alpha': 0.40986754420553767, 'reg_lambda': 1.551036393307979}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:02,839] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 22, 'learning_rate': 0.1841800582624004, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9444937115795031, 'colsample_bytree': 0.9545933981321307, 'gamma': 1.8914443684872215, 'reg_alpha': 0.41397197834718136, 'reg_lambda': 1.3255281363499647}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:10:03,113] Trial 32 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 22, 'learning_rate': 0.1883081602949362, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8772080183055296, 'colsample_bytree': 0.964087560242649, 'gamma': 1.4904107410990162, 'reg_alpha': 0.4044895926688815, 'reg_lambda': 1.2495574012942132}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,277] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.2016877949513222, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8815262419907026, 'colsample_bytree': 0.9956823006193106, 'gamma': 1.1779542812389558, 'reg_alpha': 0.4887560377589302, 'reg_lambda': 0.9477668222254196}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,493] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.1520704015722228, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8616369491185658, 'colsample_bytree': 0.9330487749198293, 'gamma': 1.381983328305888, 'reg_alpha': 0.5439680465152086, 'reg_lambda': 1.5381868464519766}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,651] Trial 35 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.12220145338323964, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8987069240757958, 'colsample_bytree': 0.9620764403583243, 'gamma': 0.8439785847724821, 'reg_alpha': 0.35623997593211654, 'reg_lambda': 1.15678605875187}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:03,758] Trial 36 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 51, 'learning_rate': 0.2407518615986169, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8468883952900247, 'colsample_bytree': 0.9754755390959116, 'gamma': 1.5965529626245054, 'reg_alpha': 0.45082200294093816, 'reg_lambda': 1.2318267248057442}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,013] Trial 37 finished with value: 0.744047619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.1686986377216247, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9809294141221557, 'colsample_bytree': 0.7584551376262807, 'gamma': 2.621528149190229, 'reg_alpha': 0.2565811592543785, 'reg_lambda': 1.6178056281968547}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,120] Trial 38 finished with value: 0.6964285714285713 and parameters: {'n_estimators': 29, 'learning_rate': 0.1375026208777944, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.930481761934098, 'colsample_bytree': 0.7281569863999325, 'gamma': 4.434550168691562, 'reg_alpha': 0.7522733307932776, 'reg_lambda': 1.0709880040397084}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,361] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 66, 'learning_rate': 0.028905095474871464, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8207237523938629, 'colsample_bytree': 0.6484713530537579, 'gamma': 3.7846491044548385, 'reg_alpha': 0.4022896554193019, 'reg_lambda': 1.659697317960314}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,460] Trial 40 finished with value: 0.636904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.25090422022284264, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7691802222463452, 'colsample_bytree': 0.787921863428433, 'gamma': 3.387437594320698, 'reg_alpha': 0.8977098649523073, 'reg_lambda': 1.3688032092639382}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,687] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 20, 'learning_rate': 0.1798830527482408, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8967708223572713, 'colsample_bytree': 0.9254675183722916, 'gamma': 1.8815801113976236, 'reg_alpha': 0.3166758757134597, 'reg_lambda': 1.3263783166593155}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:04,958] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.1957351003232298, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9650584051112532, 'colsample_bytree': 0.95823825715317, 'gamma': 1.5053509881447713, 'reg_alpha': 0.44823340060892347, 'reg_lambda': 1.4331559374841951}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,033] Trial 43 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.13088598715293695, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9342801973749454, 'colsample_bytree': 0.9746766435663464, 'gamma': 1.8374811678591976, 'reg_alpha': 0.4033635880841701, 'reg_lambda': 0.8379639573156522}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,217] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.17125969899128918, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9967894731680685, 'colsample_bytree': 0.9403130138664312, 'gamma': 1.080413750185079, 'reg_alpha': 0.5737956868703538, 'reg_lambda': 1.0495157934224917}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,391] Trial 45 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 35, 'learning_rate': 0.22701364632113225, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8652105361652692, 'colsample_bytree': 0.915148766261572, 'gamma': 2.0733805187825407, 'reg_alpha': 0.29907306858099625, 'reg_lambda': 1.8737462114258743}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,536] Trial 46 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.10061408526915706, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9690442594773332, 'colsample_bytree': 0.8685711432441632, 'gamma': 3.151489479923074, 'reg_alpha': 0.48580590185613703, 'reg_lambda': 1.2609729800362954}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:05,821] Trial 47 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 142, 'learning_rate': 0.15410019361317617, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9046839983000912, 'colsample_bytree': 0.9996894708225175, 'gamma': 2.8339869686208496, 'reg_alpha': 0.34988928232967687, 'reg_lambda': 1.6957696641367836}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,047] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.04950183701612079, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9334469515142254, 'colsample_bytree': 0.9662208464122993, 'gamma': 2.345204903516381, 'reg_alpha': 0.24982440961726898, 'reg_lambda': 1.4206055545303005}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,209] Trial 49 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 45, 'learning_rate': 0.021004747025423067, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7891713001162383, 'colsample_bytree': 0.9435970593017574, 'gamma': 2.091740581315453, 'reg_alpha': 0.6315660340991144, 'reg_lambda': 0.7598793617989847}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,491] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.2995450139297388, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9847664675238269, 'colsample_bytree': 0.7402111627483094, 'gamma': 0.7046557646497636, 'reg_alpha': 0.7379647518918684, 'reg_lambda': 1.5053042870066538}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,670] Trial 51 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.17549040434334048, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.972409050467377, 'colsample_bytree': 0.7631740821126533, 'gamma': 2.5468368993758985, 'reg_alpha': 0.2586109666496605, 'reg_lambda': 1.602206946640436}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:06,914] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.15461693699082837, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9849942583413203, 'colsample_bytree': 0.7778406166035278, 'gamma': 2.648679270730726, 'reg_alpha': 0.197722627381958, 'reg_lambda': 2.9029362349664383}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,159] Trial 53 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 90, 'learning_rate': 0.03202380388665358, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9212554337980967, 'colsample_bytree': 0.7490399240428045, 'gamma': 3.1267750887849495, 'reg_alpha': 0.4034646331284556, 'reg_lambda': 2.691944200747653}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,366] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.18882390400368548, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9454549304120512, 'colsample_bytree': 0.8198887908062057, 'gamma': 2.933066550759515, 'reg_alpha': 0.27000850222355205, 'reg_lambda': 1.9617839668499257}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,546] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.2557192671855942, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8914260723841403, 'colsample_bytree': 0.7057778491759643, 'gamma': 3.5275587661706584, 'reg_alpha': 0.14660725649747114, 'reg_lambda': 1.1766504942418485}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:07,754] Trial 56 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 130, 'learning_rate': 0.083423443602796, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9809493207513375, 'colsample_bytree': 0.6800959826111488, 'gamma': 1.7712674698410567, 'reg_alpha': 0.326247922945038, 'reg_lambda': 1.6114329457009868}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,122] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.07729598835182208, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9181646054584826, 'colsample_bytree': 0.6409866667034052, 'gamma': 1.4007272295575597, 'reg_alpha': 0.3378092578445501, 'reg_lambda': 1.7169744537739924}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,327] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 132, 'learning_rate': 0.059810298781772624, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9616129190619899, 'colsample_bytree': 0.6035280392459343, 'gamma': 1.7190022645939462, 'reg_alpha': 0.5136331319283217, 'reg_lambda': 1.4764549909022908}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,556] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.10329797118274159, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8248931627889112, 'colsample_bytree': 0.6586212277178461, 'gamma': 4.064213467067672, 'reg_alpha': 0.4368069515127764, 'reg_lambda': 1.3229070595151187}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:08,855] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.09156785014092675, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9996323683986771, 'colsample_bytree': 0.6848730570957338, 'gamma': 0.9490261357576341, 'reg_alpha': 0.3670308642059757, 'reg_lambda': 1.8846148914836736}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:09,157] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.07458195655393154, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9106819586636631, 'colsample_bytree': 0.6482060343644087, 'gamma': 1.3984088812806983, 'reg_alpha': 0.3178165845710212, 'reg_lambda': 1.7361965681541474}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:09,625] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 242, 'learning_rate': 0.07918540174573337, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9399774700380025, 'colsample_bytree': 0.6277106783810192, 'gamma': 1.340523336451016, 'reg_alpha': 0.3399239929050203, 'reg_lambda': 1.5702919802470678}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:09,868] Trial 63 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.06441207876369826, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8832768159461215, 'colsample_bytree': 0.7117286704809873, 'gamma': 1.114446145658835, 'reg_alpha': 0.217498401606395, 'reg_lambda': 2.0868012137100616}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,210] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 200, 'learning_rate': 0.08910562188673984, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9171244257931959, 'colsample_bytree': 0.623057950253182, 'gamma': 1.9948342536286092, 'reg_alpha': 0.4037736286248072, 'reg_lambda': 2.60553269048391}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,417] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.049521537836021395, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8608560885251824, 'colsample_bytree': 0.6723512817677262, 'gamma': 1.5561288847088555, 'reg_alpha': 0.29839124209384926, 'reg_lambda': 1.7167481485284597}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,729] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.016053318246798776, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9527697332296925, 'colsample_bytree': 0.9878670242417454, 'gamma': 1.759546975012466, 'reg_alpha': 0.470671737299652, 'reg_lambda': 1.7924411167118484}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:10,970] Trial 67 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 229, 'learning_rate': 0.11972802034228956, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8422902316611063, 'colsample_bytree': 0.8853233388482011, 'gamma': 2.1977407967748848, 'reg_alpha': 0.5582776454472027, 'reg_lambda': 1.069504278526236}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:11,109] Trial 68 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 28, 'learning_rate': 0.058788208354869066, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9266558085631313, 'colsample_bytree': 0.9472577370413843, 'gamma': 0.40521132709505636, 'reg_alpha': 0.38227237047446805, 'reg_lambda': 2.707722590619857}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:11,373] Trial 69 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 155, 'learning_rate': 0.2215931661408189, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9151855163762121, 'colsample_bytree': 0.6367692677886305, 'gamma': 1.4276375643204273, 'reg_alpha': 0.06143613529764444, 'reg_lambda': 2.990776579685484}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:11,658] Trial 70 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 40, 'learning_rate': 0.03900627610897798, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7307528490852232, 'colsample_bytree': 0.9140001577361351, 'gamma': 1.2611657096374498, 'reg_alpha': 0.6023332539242264, 'reg_lambda': 1.3845354387251734}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,015] Trial 71 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 180, 'learning_rate': 0.08689897114928481, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9891870283519505, 'colsample_bytree': 0.7195351680920529, 'gamma': 0.9311998175302467, 'reg_alpha': 0.3642555779008737, 'reg_lambda': 1.9192958140809568}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,310] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.08102528533780952, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9758332726353783, 'colsample_bytree': 0.6848521110169682, 'gamma': 0.7154389383241475, 'reg_alpha': 0.33680364155226056, 'reg_lambda': 1.6367657183781825}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,577] Trial 73 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 221, 'learning_rate': 0.10987492711492979, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9557550815488136, 'colsample_bytree': 0.724969983430249, 'gamma': 0.9930680556291076, 'reg_alpha': 0.22733804144673775, 'reg_lambda': 2.503266537362222}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:12,938] Trial 74 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 173, 'learning_rate': 0.04377568872030275, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9890110539585244, 'colsample_bytree': 0.7206674997439798, 'gamma': 0.26167687676038576, 'reg_alpha': 0.4264322854717916, 'reg_lambda': 1.4569219763142909}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:13,189] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.042941826463247415, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9890457777526785, 'colsample_bytree': 0.7192990218391747, 'gamma': 0.003482980800380897, 'reg_alpha': 0.45906038165601926, 'reg_lambda': 1.2685562498488874}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:13,516] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.05210708696615532, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9654459073785289, 'colsample_bytree': 0.7440665639514515, 'gamma': 0.36845879569436135, 'reg_alpha': 0.4177848334890321, 'reg_lambda': 2.256926127540985}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:13,754] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 168, 'learning_rate': 0.03675177466094063, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9765088833665881, 'colsample_bytree': 0.7723191791344521, 'gamma': 0.7907282103973554, 'reg_alpha': 0.5280061895014603, 'reg_lambda': 1.4683968210867289}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,071] Trial 78 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.03474962831463803, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9903254543636393, 'colsample_bytree': 0.6678835906348833, 'gamma': 0.5078551620471776, 'reg_alpha': 0.9396876121012194, 'reg_lambda': 1.1862368709128739}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,304] Trial 79 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 173, 'learning_rate': 0.027201633858441873, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6937834468995675, 'colsample_bytree': 0.6938242235066406, 'gamma': 0.18822455897920376, 'reg_alpha': 0.16876162366736558, 'reg_lambda': 2.7741371987358505}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,451] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 54, 'learning_rate': 0.04389579934813946, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8068857870412266, 'colsample_bytree': 0.9765762018190051, 'gamma': 1.666060189828538, 'reg_alpha': 0.37838571193923654, 'reg_lambda': 1.5547715666696746}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:14,723] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.0708078947986817, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9428520871559773, 'colsample_bytree': 0.9325060485974935, 'gamma': 1.2899031285620952, 'reg_alpha': 0.42327703152144136, 'reg_lambda': 1.328667623924213}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,083] Trial 82 finished with value: 0.738095238095238 and parameters: {'n_estimators': 200, 'learning_rate': 0.0678441005353349, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9436446125303907, 'colsample_bytree': 0.9279242918180782, 'gamma': 0.21641251872827766, 'reg_alpha': 0.41969031635036164, 'reg_lambda': 1.289314899337992}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,450] Trial 83 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 193, 'learning_rate': 0.12805096045435535, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9592647273728971, 'colsample_bytree': 0.96591826854306, 'gamma': 1.239764888814269, 'reg_alpha': 0.4870797769991109, 'reg_lambda': 1.1385264081195534}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,552] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 28, 'learning_rate': 0.14130404554431739, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9372852250258071, 'colsample_bytree': 0.9379670024580208, 'gamma': 1.9199912973186932, 'reg_alpha': 0.4450288140166252, 'reg_lambda': 1.4333019843210961}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,862] Trial 85 finished with value: 0.738095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.09871175500765843, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9768297002617126, 'colsample_bytree': 0.9530436597532782, 'gamma': 1.5423165867845974, 'reg_alpha': 0.29526844205105884, 'reg_lambda': 1.006373622688106}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:15,952] Trial 86 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.05935619676353159, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9515867700555988, 'colsample_bytree': 0.9144265235915033, 'gamma': 3.786484887413549, 'reg_alpha': 0.9981843559718491, 'reg_lambda': 1.3596939385600684}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,310] Trial 87 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.024574234389728555, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9634958736575724, 'colsample_bytree': 0.9845736302773868, 'gamma': 2.4281847461978905, 'reg_alpha': 0.5032402726733909, 'reg_lambda': 1.2277181262644519}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,450] Trial 88 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 33, 'learning_rate': 0.07128379371032327, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.992585858242134, 'colsample_bytree': 0.7133518591015316, 'gamma': 3.296976409732042, 'reg_alpha': 0.8394688242128875, 'reg_lambda': 1.506840058466579}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,757] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.20127716296470366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9266339376175852, 'colsample_bytree': 0.7331101892639801, 'gamma': 1.1462691856604401, 'reg_alpha': 0.3761435971315079, 'reg_lambda': 2.333969073212963}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:16,911] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.08667055420037588, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7865542768068765, 'colsample_bytree': 0.7496399885538318, 'gamma': 1.7639049283380082, 'reg_alpha': 0.47584689807548325, 'reg_lambda': 2.8325542809426523}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:17,275] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.07888013751142338, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9081436142644728, 'colsample_bytree': 0.6602391435206864, 'gamma': 1.0274189356940124, 'reg_alpha': 0.3512891241543478, 'reg_lambda': 1.6614151634051657}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:17,624] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 249, 'learning_rate': 0.1627455761917649, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8944812938737263, 'colsample_bytree': 0.6902234628272961, 'gamma': 1.4720181347762782, 'reg_alpha': 0.42253778771822453, 'reg_lambda': 1.8206317550717703}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,031] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.06293789515890195, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8360130206761346, 'colsample_bytree': 0.7910224994498175, 'gamma': 0.647750789381063, 'reg_alpha': 0.2802326926005777, 'reg_lambda': 1.5810087950173086}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,285] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.05256982516101103, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9444452603759481, 'colsample_bytree': 0.7058905551516482, 'gamma': 1.2858636514066661, 'reg_alpha': 0.3243357514328367, 'reg_lambda': 1.9832055626973304}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,466] Trial 95 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 21, 'learning_rate': 0.07295998174488738, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9701703045779595, 'colsample_bytree': 0.9702021141129586, 'gamma': 1.5822386547102343, 'reg_alpha': 0.3869303992986743, 'reg_lambda': 1.3937874804776786}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,686] Trial 96 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.046153052825142815, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8707537422160372, 'colsample_bytree': 0.9519111841651466, 'gamma': 3.535921093806456, 'reg_alpha': 0.43242042509438094, 'reg_lambda': 1.3286735210353888}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:18,926] Trial 97 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 201, 'learning_rate': 0.09469090370429893, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9817594229617651, 'colsample_bytree': 0.9315096822907585, 'gamma': 1.8523616579559976, 'reg_alpha': 0.3600512366762219, 'reg_lambda': 2.926660432501383}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:19,210] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 49, 'learning_rate': 0.2741569772799467, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9319788674812383, 'colsample_bytree': 0.6157869148288511, 'gamma': 0.8991952472308107, 'reg_alpha': 0.3986579203800925, 'reg_lambda': 2.1611246990004567}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:19,476] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.03199394563688867, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8872886529144887, 'colsample_bytree': 0.9033377585172203, 'gamma': 1.3739769209871098, 'reg_alpha': 0.31191884211432963, 'reg_lambda': 1.4564939634487217}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:19,877] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.033802576494780696, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8860630375712732, 'colsample_bytree': 0.9021273336341641, 'gamma': 2.2091221664846956, 'reg_alpha': 0.3165669716160571, 'reg_lambda': 1.473111136397741}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:20,136] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.040323299628349574, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9047273835519987, 'colsample_bytree': 0.9177411133035965, 'gamma': 1.3641461145746896, 'reg_alpha': 0.23336765207373542, 'reg_lambda': 1.8730601248793413}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:20,467] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.03204856401014211, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8565171947086451, 'colsample_bytree': 0.8920425011508466, 'gamma': 1.2000852583311812, 'reg_alpha': 0.3365505994468687, 'reg_lambda': 1.6944452983446012}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:20,712] Trial 103 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 197, 'learning_rate': 0.08616611423976188, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8755608529655761, 'colsample_bytree': 0.8411777030218235, 'gamma': 1.6444837696533237, 'reg_alpha': 0.4604107113089675, 'reg_lambda': 1.5301197690545527}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,086] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.025367432335921477, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9200035958928544, 'colsample_bytree': 0.9584811794474575, 'gamma': 1.966148840646588, 'reg_alpha': 0.31322572963854156, 'reg_lambda': 1.7699997579162128}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,368] Trial 105 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 188, 'learning_rate': 0.07683667226580644, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7490169067472964, 'colsample_bytree': 0.8734337873799646, 'gamma': 1.48619657008259, 'reg_alpha': 0.3612096828704355, 'reg_lambda': 1.1273616500445198}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,612] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.029950162779234804, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9540824389170082, 'colsample_bytree': 0.9417312783224121, 'gamma': 1.0922363822252243, 'reg_alpha': 0.27037568662064043, 'reg_lambda': 1.2376487610099358}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:21,899] Trial 107 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.029141430195317886, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.955393176908879, 'colsample_bytree': 0.9214967343174613, 'gamma': 1.0365783460278606, 'reg_alpha': 0.2673760361506312, 'reg_lambda': 1.313589611605111}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,142] Trial 108 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.01800538291553917, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9965420488294936, 'colsample_bytree': 0.935141956983367, 'gamma': 0.6236188429268357, 'reg_alpha': 0.6898172739618906, 'reg_lambda': 1.2637474100123307}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,463] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 135, 'learning_rate': 0.03059620783821513, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9717421104668496, 'colsample_bytree': 0.9451798976920048, 'gamma': 3.011237817490767, 'reg_alpha': 0.16235501800170135, 'reg_lambda': 0.5027773411892305}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,675] Trial 110 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 119, 'learning_rate': 0.034309353328128886, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9845524067542105, 'colsample_bytree': 0.9935331464605859, 'gamma': 1.1519041906836014, 'reg_alpha': 0.24594657086050914, 'reg_lambda': 1.4254730465618588}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:22,929] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.026349992845427574, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.939262440938863, 'colsample_bytree': 0.9414933754872551, 'gamma': 0.7889740468349521, 'reg_alpha': 0.2924282171261778, 'reg_lambda': 1.5970376274751752}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:23,282] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.021623786423152765, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9402688019078296, 'colsample_bytree': 0.9439253760141479, 'gamma': 0.8713154672148611, 'reg_alpha': 0.1814921974305574, 'reg_lambda': 1.211125380487223}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:23,514] Trial 113 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 165, 'learning_rate': 0.026600425250596714, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9500677616774968, 'colsample_bytree': 0.9090955306718977, 'gamma': 4.680691064071153, 'reg_alpha': 0.28637180495377523, 'reg_lambda': 1.638963815509863}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:23,817] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.18284563579791746, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8163367163976777, 'colsample_bytree': 0.963527757539536, 'gamma': 0.823964364231605, 'reg_alpha': 0.12590660579166096, 'reg_lambda': 1.377272818191659}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,078] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.02252996523606676, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8149366670765195, 'colsample_bytree': 0.9636470338279709, 'gamma': 0.808671765446283, 'reg_alpha': 0.0749219346156701, 'reg_lambda': 1.475596357064096}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,347] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.04159684093172043, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8149345123095204, 'colsample_bytree': 0.9275243336560327, 'gamma': 0.9569768886056763, 'reg_alpha': 0.1273545934211059, 'reg_lambda': 1.3742620510414836}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,666] Trial 117 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.235216223057003, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7921214493368309, 'colsample_bytree': 0.9796452999264553, 'gamma': 0.1966477660973469, 'reg_alpha': 0.3005747959268597, 'reg_lambda': 1.5814021373170783}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:24,911] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.03648729111414519, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8289725845357946, 'colsample_bytree': 0.8254548864665439, 'gamma': 0.572456435008491, 'reg_alpha': 0.20450535952783583, 'reg_lambda': 1.4263958863185273}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:25,190] Trial 119 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 95, 'learning_rate': 0.019669410664992195, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7750241473693521, 'colsample_bytree': 0.9717762861460619, 'gamma': 0.38214063568852263, 'reg_alpha': 0.10020359752687734, 'reg_lambda': 1.0994284718627503}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:25,447] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.024503641809751443, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9645059220304495, 'colsample_bytree': 0.9382429063583718, 'gamma': 1.3127741807555384, 'reg_alpha': 0.1415250960763625, 'reg_lambda': 2.562693683958814}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:25,801] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.20446270662693602, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8498212210460067, 'colsample_bytree': 0.9518054881859602, 'gamma': 0.7464907489776895, 'reg_alpha': 0.38656480084637135, 'reg_lambda': 1.523300991087854}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:26,122] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.18355001392151887, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8414991564702345, 'colsample_bytree': 0.9005314295910659, 'gamma': 0.7601621762200672, 'reg_alpha': 0.3867729155236892, 'reg_lambda': 1.528374005423436}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:26,537] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.027679328358403754, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8332494378817423, 'colsample_bytree': 0.9555278076363009, 'gamma': 1.1137775258253315, 'reg_alpha': 0.4358455297065734, 'reg_lambda': 1.4736369596246248}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:26,772] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.21100546889077937, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8550664955992086, 'colsample_bytree': 0.9516354552047369, 'gamma': 1.0358407498947662, 'reg_alpha': 0.4382329724949657, 'reg_lambda': 1.606431689248339}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,083] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 185, 'learning_rate': 0.027135296536329755, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8666162475810977, 'colsample_bytree': 0.9224809605399915, 'gamma': 0.8431396603166688, 'reg_alpha': 0.2769451612747786, 'reg_lambda': 2.422343597517123}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,326] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.03050957472823047, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8512353779940993, 'colsample_bytree': 0.959340869266702, 'gamma': 0.7025622627183286, 'reg_alpha': 0.2136190949740039, 'reg_lambda': 1.3779145557012147}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,695] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.038124918861659154, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8329687948585835, 'colsample_bytree': 0.856089547433937, 'gamma': 1.147666039043743, 'reg_alpha': 0.36618897053759103, 'reg_lambda': 0.9931559041948983}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:27,982] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.03159125004638867, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.832182076060501, 'colsample_bytree': 0.7980550821174881, 'gamma': 1.0747212652056972, 'reg_alpha': 0.3630334072422867, 'reg_lambda': 0.9265160970100446}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:28,236] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 182, 'learning_rate': 0.04482844083813121, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8057690576472498, 'colsample_bytree': 0.8582971926378832, 'gamma': 1.179475360108866, 'reg_alpha': 0.3962729140559259, 'reg_lambda': 1.2851498933109025}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:28,592] Trial 130 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 191, 'learning_rate': 0.010201691576457199, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8210443320577252, 'colsample_bytree': 0.8148562218387595, 'gamma': 0.46846870193630147, 'reg_alpha': 0.33840921325174633, 'reg_lambda': 0.6591925885765304}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:28,863] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.0380354048088957, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8373791289329916, 'colsample_bytree': 0.884130564928386, 'gamma': 0.9216209889756969, 'reg_alpha': 0.41975251693039733, 'reg_lambda': 0.7715627616054427}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:29,341] Trial 132 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.028753211791354483, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.846377563211794, 'colsample_bytree': 0.930510850491517, 'gamma': 1.2769979110904655, 'reg_alpha': 0.32382844240263103, 'reg_lambda': 1.4710296007979577}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:29,604] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.02358202895276036, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8258432068654649, 'colsample_bytree': 0.9404503844947896, 'gamma': 1.273363712668458, 'reg_alpha': 0.31160258895745613, 'reg_lambda': 1.4581086129491592}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:29,874] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.027470267187079057, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8493427267395723, 'colsample_bytree': 0.9394878464113207, 'gamma': 1.279859752863218, 'reg_alpha': 0.3127116287929633, 'reg_lambda': 1.465610628202879}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:30,193] Trial 135 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.023311296209040818, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8446715329635822, 'colsample_bytree': 0.9496624773815815, 'gamma': 1.2160427982732056, 'reg_alpha': 0.37388289764283444, 'reg_lambda': 1.0125700303304657}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:30,460] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.019184845070949377, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8179677594660419, 'colsample_bytree': 0.927420149645815, 'gamma': 1.1190616862645708, 'reg_alpha': 0.350053768187707, 'reg_lambda': 1.5313128663667732}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:30,841] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.028430031527617174, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8247056059326432, 'colsample_bytree': 0.9640853555146914, 'gamma': 1.4252732842641087, 'reg_alpha': 0.3013329487696757, 'reg_lambda': 1.3379920801514356}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:31,111] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 210, 'learning_rate': 0.035871133034070274, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8355740664114484, 'colsample_bytree': 0.9080122116211045, 'gamma': 0.972940590410431, 'reg_alpha': 0.327197303816546, 'reg_lambda': 1.4216735160522922}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:31,486] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.03243290913080604, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8109592866462548, 'colsample_bytree': 0.9330739075007176, 'gamma': 1.3024323616848745, 'reg_alpha': 0.2431130693800564, 'reg_lambda': 1.6816867667497202}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:31,751] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.025474862127338863, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8100893864251761, 'colsample_bytree': 0.9364507941635182, 'gamma': 0.2971284245561092, 'reg_alpha': 0.2590841364423592, 'reg_lambda': 1.6739893302178472}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:32,067] Trial 141 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 201, 'learning_rate': 0.024853825565036014, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7976145568916052, 'colsample_bytree': 0.9352807813231819, 'gamma': 0.5733713119787543, 'reg_alpha': 0.24367122108617137, 'reg_lambda': 1.491829978853558}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:32,505] Trial 142 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 186, 'learning_rate': 0.03314501554615079, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8087791455715617, 'colsample_bytree': 0.9446695437175527, 'gamma': 0.08445286467362201, 'reg_alpha': 0.2678702094372476, 'reg_lambda': 1.7038477474920308}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:32,758] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 197, 'learning_rate': 0.029879093818246664, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8005919496704625, 'colsample_bytree': 0.956764528816668, 'gamma': 0.2989525531439086, 'reg_alpha': 0.2853393843872357, 'reg_lambda': 1.646311582548506}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:33,110] Trial 144 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 206, 'learning_rate': 0.026162305786309542, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8130302013509614, 'colsample_bytree': 0.9168457177076719, 'gamma': 1.3412620538348303, 'reg_alpha': 0.2302426883347073, 'reg_lambda': 1.5783275251941278}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:33,365] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.023663795217912505, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8289956636688327, 'colsample_bytree': 0.9319858520713998, 'gamma': 0.7423601341778645, 'reg_alpha': 0.2510337620305525, 'reg_lambda': 1.4480749200475302}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:33,741] Trial 146 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 215, 'learning_rate': 0.020693763688024766, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8260508902626095, 'colsample_bytree': 0.9740895419608647, 'gamma': 1.075166853684819, 'reg_alpha': 0.4532843613447465, 'reg_lambda': 1.9229599633768384}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,066] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.028928183699869693, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7802797428749549, 'colsample_bytree': 0.946644906452444, 'gamma': 0.8798761521108143, 'reg_alpha': 0.3511956663631167, 'reg_lambda': 1.2019609563654423}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,313] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.048621623416000584, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8414789663550118, 'colsample_bytree': 0.8492688580802282, 'gamma': 0.2852223436169842, 'reg_alpha': 0.40715544408385956, 'reg_lambda': 1.668422599006455}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,600] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.031617284488132655, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7976626682677267, 'colsample_bytree': 0.9680590775060584, 'gamma': 0.47674055318500597, 'reg_alpha': 0.3792788235649576, 'reg_lambda': 1.7431385856461887}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:34,890] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.03403168762161863, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.864093168419662, 'colsample_bytree': 0.9232527559788359, 'gamma': 1.2119951066690122, 'reg_alpha': 0.0028017320129793966, 'reg_lambda': 1.531321426719793}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:35,267] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.02320268069175323, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8319267510540319, 'colsample_bytree': 0.934263792594332, 'gamma': 0.7160105234849964, 'reg_alpha': 0.26174362452247035, 'reg_lambda': 1.3695128975952784}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:35,595] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.02626694416115736, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8579643189572075, 'colsample_bytree': 0.9405840428813411, 'gamma': 0.8076571462894069, 'reg_alpha': 0.25569772018455933, 'reg_lambda': 1.4220278545828304}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:36,000] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.023666546942977113, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.823486130265052, 'colsample_bytree': 0.9320728868176295, 'gamma': 0.9916771256763536, 'reg_alpha': 0.18158772060981443, 'reg_lambda': 1.4696466002282096}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:36,930] Trial 154 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.022310944698061788, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8225167304387202, 'colsample_bytree': 0.9559570008492324, 'gamma': 1.1310350917127086, 'reg_alpha': 0.2994688000259538, 'reg_lambda': 1.2976638353924013}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:37,275] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.017446057690605265, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8471306720013658, 'colsample_bytree': 0.9833350137539849, 'gamma': 0.9558057292160592, 'reg_alpha': 0.19691922573795043, 'reg_lambda': 1.505324881956816}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:37,572] Trial 156 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 170, 'learning_rate': 0.03927940263094605, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8103169972732506, 'colsample_bytree': 0.9113067455976576, 'gamma': 1.2885980879060017, 'reg_alpha': 0.09543238040385514, 'reg_lambda': 1.6046988814488434}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:37,850] Trial 157 finished with value: 0.75 and parameters: {'n_estimators': 195, 'learning_rate': 0.028597142599863977, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8774773459000633, 'colsample_bytree': 0.9521032501022264, 'gamma': 1.5259885413627303, 'reg_alpha': 0.43443703885314794, 'reg_lambda': 1.2368807517665883}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,082] Trial 158 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 181, 'learning_rate': 0.19242024904892882, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8188462072983334, 'colsample_bytree': 0.9422424271082555, 'gamma': 0.09250261227772386, 'reg_alpha': 0.32876783885342864, 'reg_lambda': 1.5608885863433977}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,329] Trial 159 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.20992623001265884, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6070692280664629, 'colsample_bytree': 0.9282198008670612, 'gamma': 1.0340553798993248, 'reg_alpha': 0.3938887599719667, 'reg_lambda': 1.3897548689645105}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,739] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.02504974285138486, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8881542717028521, 'colsample_bytree': 0.8985326505477349, 'gamma': 1.4385698664130557, 'reg_alpha': 0.17241641180881356, 'reg_lambda': 2.051599902878909}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:38,996] Trial 161 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.02089093458843994, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8294037563041203, 'colsample_bytree': 0.9304475780766207, 'gamma': 0.6461950623605988, 'reg_alpha': 0.23281406839737315, 'reg_lambda': 1.4548640525964667}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:39,304] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.024516528013111254, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8379203516839763, 'colsample_bytree': 0.9191303889296668, 'gamma': 0.81289999111318, 'reg_alpha': 0.275161732725542, 'reg_lambda': 1.4692017762014193}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:39,720] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 185, 'learning_rate': 0.02296119568869112, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8031209751434836, 'colsample_bytree': 0.9342094778883839, 'gamma': 0.9468368966596092, 'reg_alpha': 0.21630983191088707, 'reg_lambda': 1.3438404387272738}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:39,980] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.030595112735093955, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8288281373690162, 'colsample_bytree': 0.9611491290989083, 'gamma': 1.1363369497353408, 'reg_alpha': 0.24907264469038196, 'reg_lambda': 1.5008870170182604}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:40,238] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.027387645419077924, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8534192576649509, 'colsample_bytree': 0.9409550154373747, 'gamma': 0.7460823354944107, 'reg_alpha': 0.1364869917619561, 'reg_lambda': 1.4055992335427232}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:40,537] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.036473108867856284, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7921073894679218, 'colsample_bytree': 0.9484340309791538, 'gamma': 1.3208237560046618, 'reg_alpha': 0.31074824960281894, 'reg_lambda': 1.8208512761589313}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:40,810] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.023878541772517265, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8166114652754561, 'colsample_bytree': 0.9247307208099014, 'gamma': 0.5589008004552849, 'reg_alpha': 0.35783953131727814, 'reg_lambda': 1.6149799766603077}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:41,059] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.25672366004800345, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8462578422119872, 'colsample_bytree': 0.9332320068683808, 'gamma': 1.2144059902821138, 'reg_alpha': 0.28385617534263835, 'reg_lambda': 1.5472470932422147}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:41,462] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.03280444905123886, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8358766372142771, 'colsample_bytree': 0.8732496096763018, 'gamma': 0.9572669236595834, 'reg_alpha': 0.4185985173468075, 'reg_lambda': 1.2930928442935405}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:41,751] Trial 170 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.013148518854532667, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8671603777260083, 'colsample_bytree': 0.9675885976833751, 'gamma': 1.0471605603128384, 'reg_alpha': 0.47608991032285297, 'reg_lambda': 1.4514039615156036}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:42,016] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 196, 'learning_rate': 0.02819911467522107, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.873587483959788, 'colsample_bytree': 0.9558178106810942, 'gamma': 1.400839892342566, 'reg_alpha': 0.43297801024866744, 'reg_lambda': 1.2369089159602331}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:42,408] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.026028703028314257, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8803811948256385, 'colsample_bytree': 0.9520274491962564, 'gamma': 1.521189034361331, 'reg_alpha': 0.37360842908567765, 'reg_lambda': 1.1547582308886235}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:42,678] Trial 173 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 188, 'learning_rate': 0.028947653408998526, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8230905513500488, 'colsample_bytree': 0.9459982405896322, 'gamma': 1.6185592508014484, 'reg_alpha': 0.4329862325648855, 'reg_lambda': 1.248324260129093}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:43,041] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.0307004623559074, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8581724627757484, 'colsample_bytree': 0.9497038595167597, 'gamma': 1.5217146538691908, 'reg_alpha': 0.18154223177680395, 'reg_lambda': 1.3888350156008247}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:43,341] Trial 175 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 194, 'learning_rate': 0.025994382187396654, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8143597853830237, 'colsample_bytree': 0.9371327202783246, 'gamma': 1.193078053140454, 'reg_alpha': 0.49904665292027917, 'reg_lambda': 1.3431017616305267}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:43,623] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.02177912751471432, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8923574355211038, 'colsample_bytree': 0.9627161800482033, 'gamma': 0.8562599336262924, 'reg_alpha': 0.453111012064057, 'reg_lambda': 1.4875444596795604}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,001] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.15085361010705148, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8790434883197492, 'colsample_bytree': 0.9058494482844213, 'gamma': 1.322923349972261, 'reg_alpha': 0.3305160549159822, 'reg_lambda': 1.666487984736766}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,248] Trial 178 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.019921303834544747, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8093558869728749, 'colsample_bytree': 0.975681113551734, 'gamma': 0.6702607742259052, 'reg_alpha': 0.40417199416308786, 'reg_lambda': 1.7828068536028385}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,626] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.0546849369025675, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9004970697738067, 'colsample_bytree': 0.9208583301029518, 'gamma': 1.0632495581225596, 'reg_alpha': 0.2922524529940044, 'reg_lambda': 1.1867610359531933}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:44,871] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.03446437819411262, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8397637419544338, 'colsample_bytree': 0.7183798106113342, 'gamma': 0.42987084918125507, 'reg_alpha': 0.34155711264925426, 'reg_lambda': 1.5639028825063144}. Best is trial 32 with value: 0.7678571428571429.
[I 2025-11-03 20:10:45,257] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 203, 'learning_rate': 0.22041010109544734, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6076052848774167, 'colsample_bytree': 0.9264837827131959, 'gamma': 0.9986485345432355, 'reg_alpha': 0.3915918057299066, 'reg_lambda': 1.3846338232256308}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:45,501] Trial 182 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 209, 'learning_rate': 0.17538497830566735, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8297698682693279, 'colsample_bytree': 0.9295710155895254, 'gamma': 1.2501214645408203, 'reg_alpha': 0.39395499522039606, 'reg_lambda': 1.4259304661245946}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:45,846] Trial 183 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 212, 'learning_rate': 0.22079226092292395, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7101032529279727, 'colsample_bytree': 0.9273915975304966, 'gamma': 1.245125384528831, 'reg_alpha': 0.38982024366147666, 'reg_lambda': 1.4345222487203932}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:46,130] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.16837841461240555, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6214631676319866, 'colsample_bytree': 0.9123335626832729, 'gamma': 1.134909993303229, 'reg_alpha': 0.36655082185805216, 'reg_lambda': 1.3484180170769189}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:46,474] Trial 185 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.18177427435166738, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8267597179360298, 'colsample_bytree': 0.9323954353696552, 'gamma': 1.0066796638539495, 'reg_alpha': 0.4006930914770887, 'reg_lambda': 1.4303678711039964}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:46,773] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.20450196556256037, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6450316423888011, 'colsample_bytree': 0.9176494383794639, 'gamma': 0.9120451084116803, 'reg_alpha': 0.31585008572866397, 'reg_lambda': 1.4960083427898059}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:47,122] Trial 187 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 216, 'learning_rate': 0.20387047943045195, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6818229466363316, 'colsample_bytree': 0.9384084564475728, 'gamma': 0.7986685164578816, 'reg_alpha': 0.2631016074618761, 'reg_lambda': 1.3773899685046576}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:47,376] Trial 188 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.22505124385403344, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8339820814251064, 'colsample_bytree': 0.8308875252173933, 'gamma': 1.3802526618647957, 'reg_alpha': 0.3563142435457657, 'reg_lambda': 1.5350881319863086}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:47,722] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.18913903723286338, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8048658551514275, 'colsample_bytree': 0.9443840529588581, 'gamma': 1.1206450623594928, 'reg_alpha': 0.3819329474244658, 'reg_lambda': 1.4462724411286305}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,007] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.15797275308161, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.823936967504397, 'colsample_bytree': 0.8898594460797601, 'gamma': 1.259971745532648, 'reg_alpha': 0.41507108518740266, 'reg_lambda': 1.2900312038594168}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,359] Trial 191 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 151, 'learning_rate': 0.174807686578939, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8188630417978866, 'colsample_bytree': 0.9057156134335516, 'gamma': 1.2277948041949065, 'reg_alpha': 0.4158367212011655, 'reg_lambda': 1.306521919573871}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,595] Trial 192 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 168, 'learning_rate': 0.14840479377827373, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.82852028510869, 'colsample_bytree': 0.8897043189956105, 'gamma': 1.0227113876638882, 'reg_alpha': 0.4631838846868366, 'reg_lambda': 1.4071111206806053}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:48,877] Trial 193 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.15828368691431657, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8476720114764503, 'colsample_bytree': 0.9268215266379325, 'gamma': 1.3097645197810965, 'reg_alpha': 0.41229481926325007, 'reg_lambda': 1.3288909968262328}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:49,106] Trial 194 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 144, 'learning_rate': 0.19179228713856075, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8219531271214034, 'colsample_bytree': 0.8952031612791466, 'gamma': 0.9065695753912498, 'reg_alpha': 0.3681194795911586, 'reg_lambda': 1.5882296269123266}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:49,443] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 155, 'learning_rate': 0.17182934256657428, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.841008095417933, 'colsample_bytree': 0.9337523420675423, 'gamma': 0.30340849765413963, 'reg_alpha': 0.38800229381819196, 'reg_lambda': 1.2831160114786295}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:49,721] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.25517558693246595, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8111412191870895, 'colsample_bytree': 0.9185798713875577, 'gamma': 1.1324119157266996, 'reg_alpha': 0.348853028983689, 'reg_lambda': 1.4677785842818438}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,094] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 179, 'learning_rate': 0.1328786991081422, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7986796110839486, 'colsample_bytree': 0.957392337492764, 'gamma': 1.4189279748905288, 'reg_alpha': 0.2995996134049415, 'reg_lambda': 1.5150011459741641}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,345] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 191, 'learning_rate': 0.023697924423807415, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8294217588943801, 'colsample_bytree': 0.9439475498959202, 'gamma': 1.2567039385410872, 'reg_alpha': 0.44271531550186316, 'reg_lambda': 0.846987227954577}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,637] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.02710641145591498, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.998939732243662, 'colsample_bytree': 0.9241298729943772, 'gamma': 0.7502236166373337, 'reg_alpha': 0.1200122358438872, 'reg_lambda': 1.3702170175739852}. Best is trial 181 with value: 0.7857142857142857.
[I 2025-11-03 20:10:50,641] A new study created in memory with name: no-name-aec7c70f-6bdd-4e06-ace5-f374bfbe6094
[I 2025-11-03 20:10:51,046] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 107, 'learning_rate': 0.03805311169507047, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8327552500875941, 'colsample_bytree': 0.7082384887257468, 'gamma': 4.713199175759291, 'reg_alpha': 0.6695888621028837, 'reg_lambda': 2.760687191375709}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:10:51,253] Trial 1 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.01609718876054623, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.645265811899154, 'colsample_bytree': 0.9505160693068474, 'gamma': 1.2308471674684296, 'reg_alpha': 0.8787594418255599, 'reg_lambda': 2.7949542388942805}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:10:51,406] Trial 2 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.019087936258195992, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9291466442529063, 'colsample_bytree': 0.710554285101546, 'gamma': 1.318935835984879, 'reg_alpha': 0.0665986480099714, 'reg_lambda': 1.5167137136195628}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:51,690] Trial 3 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 184, 'learning_rate': 0.054724495044842975, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8535703459630237, 'colsample_bytree': 0.7400017065801843, 'gamma': 0.4208555193224739, 'reg_alpha': 0.6222950314869709, 'reg_lambda': 2.7616013075219383}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:51,949] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.024845596935905965, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9025189760528598, 'colsample_bytree': 0.8525689588545937, 'gamma': 0.9550028059421267, 'reg_alpha': 0.6401453399563012, 'reg_lambda': 0.7544590427060132}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,262] Trial 5 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 146, 'learning_rate': 0.12656329921814702, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.838034210545127, 'colsample_bytree': 0.8550480141955199, 'gamma': 4.287300412200006, 'reg_alpha': 0.9796349432723617, 'reg_lambda': 1.4755533754884163}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,344] Trial 6 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 42, 'learning_rate': 0.012192866157736374, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9627973515104924, 'colsample_bytree': 0.7666508320849537, 'gamma': 2.7034715217702727, 'reg_alpha': 0.3715063814163516, 'reg_lambda': 2.8952844991965057}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,643] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.04602794917249023, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7746823032843871, 'colsample_bytree': 0.7642879854512721, 'gamma': 1.0103048746732086, 'reg_alpha': 0.5036258996111382, 'reg_lambda': 2.731943140612172}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:52,866] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.10092454594224362, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.7323899415435356, 'colsample_bytree': 0.9317810851688961, 'gamma': 4.990929072061706, 'reg_alpha': 0.9770876941519376, 'reg_lambda': 2.3411876013653643}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:53,227] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.15204886934555517, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.6641231647816092, 'colsample_bytree': 0.6030933664401275, 'gamma': 1.3972224092990237, 'reg_alpha': 0.8649784745487492, 'reg_lambda': 2.165745108167218}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:53,333] Trial 10 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 20, 'learning_rate': 0.025081234402472938, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9965392276501607, 'colsample_bytree': 0.6650063385485526, 'gamma': 2.4137217229916637, 'reg_alpha': 0.0421123615077693, 'reg_lambda': 1.2797605773322847}. Best is trial 2 with value: 0.7321428571428572.
[I 2025-11-03 20:10:53,734] Trial 11 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 247, 'learning_rate': 0.29380522055882735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9096271361394456, 'colsample_bytree': 0.667670445363006, 'gamma': 0.016845475949485378, 'reg_alpha': 0.0318340772138519, 'reg_lambda': 1.9138723604553378}. Best is trial 11 with value: 0.7738095238095238.
[I 2025-11-03 20:10:54,039] Trial 12 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 250, 'learning_rate': 0.29648079485476675, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9204324961309491, 'colsample_bytree': 0.6617666156339075, 'gamma': 0.2948530480719415, 'reg_alpha': 0.06848478953162859, 'reg_lambda': 1.863552041516823}. Best is trial 11 with value: 0.7738095238095238.
[I 2025-11-03 20:10:54,396] Trial 13 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.29472045572245986, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8868662130951042, 'colsample_bytree': 0.619238681878375, 'gamma': 0.15415363309689575, 'reg_alpha': 0.23327274409951004, 'reg_lambda': 2.0111383690988336}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:54,674] Trial 14 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 244, 'learning_rate': 0.2960582893544367, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.874861679922406, 'colsample_bytree': 0.6006390554376453, 'gamma': 2.7873544439538174, 'reg_alpha': 0.25888301673880354, 'reg_lambda': 1.9967517882167978}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,053] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.18314481539802996, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7713330069399128, 'colsample_bytree': 0.6503428264381119, 'gamma': 0.04449120032517812, 'reg_alpha': 0.2273193472668351, 'reg_lambda': 1.0423832613108224}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,308] Trial 16 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 218, 'learning_rate': 0.08082823968315558, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9978038680969684, 'colsample_bytree': 0.8168492257400104, 'gamma': 1.9635549242262076, 'reg_alpha': 0.2496249230798931, 'reg_lambda': 2.372361380527535}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,486] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.20739090591135484, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.7112894923754955, 'colsample_bytree': 0.6393165616087281, 'gamma': 3.6301456546220177, 'reg_alpha': 0.17089336835989358, 'reg_lambda': 1.8164602541962527}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:55,814] Trial 18 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 227, 'learning_rate': 0.07842160396346727, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8038288584024157, 'colsample_bytree': 0.700809955636182, 'gamma': 0.6151629528568114, 'reg_alpha': 0.35672448420724195, 'reg_lambda': 1.5591810575853866}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:56,048] Trial 19 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 189, 'learning_rate': 0.22949561987463538, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8883362675312194, 'colsample_bytree': 0.6343033477128465, 'gamma': 1.8851061992426568, 'reg_alpha': 0.006214337526082803, 'reg_lambda': 2.4113960151693083}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:56,289] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.12728913325818533, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9477869845497867, 'colsample_bytree': 0.8996373291266578, 'gamma': 3.3780597072636063, 'reg_alpha': 0.15402845042571758, 'reg_lambda': 2.0825069332007518}. Best is trial 13 with value: 0.7797619047619048.
[I 2025-11-03 20:10:56,650] Trial 21 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 246, 'learning_rate': 0.2909758733438305, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.922315154412871, 'colsample_bytree': 0.6798779896441206, 'gamma': 0.07052530834921295, 'reg_alpha': 0.14870353463989297, 'reg_lambda': 1.859929010917748}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:56,946] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.22693937551560486, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9550349835669961, 'colsample_bytree': 0.9996248025069927, 'gamma': 0.13222424207308933, 'reg_alpha': 0.37874506327090035, 'reg_lambda': 1.7208290889284261}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:57,331] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.2992040564389842, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8700692463962859, 'colsample_bytree': 0.6724185058899179, 'gamma': 0.46693017376616464, 'reg_alpha': 0.13858329399685543, 'reg_lambda': 1.1483821416663464}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:57,647] Trial 24 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.17129351211179492, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9012324338131898, 'colsample_bytree': 0.7325770373008109, 'gamma': 0.7660481176460037, 'reg_alpha': 0.31721035585143387, 'reg_lambda': 2.211878100627702}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,097] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.13987367379542803, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8073585088857929, 'colsample_bytree': 0.6232912430348059, 'gamma': 0.006809558466371962, 'reg_alpha': 0.47448444386656174, 'reg_lambda': 2.5349357825584025}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,350] Trial 26 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 231, 'learning_rate': 0.230525595920953, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6032717235546485, 'colsample_bytree': 0.6909346092324135, 'gamma': 1.6300187627059861, 'reg_alpha': 0.137025777263093, 'reg_lambda': 1.9075841539570928}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,696] Trial 27 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 172, 'learning_rate': 0.09436220866609912, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9241077058959835, 'colsample_bytree': 0.767378372781141, 'gamma': 0.6454785557171523, 'reg_alpha': 0.09509283514516215, 'reg_lambda': 1.6937571402408582}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:58,955] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 226, 'learning_rate': 0.2500427788612279, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9782645471768461, 'colsample_bytree': 0.8039555338267158, 'gamma': 0.8764026791467117, 'reg_alpha': 0.2065067805759281, 'reg_lambda': 2.0129452986274208}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:59,380] Trial 29 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 81, 'learning_rate': 0.17861613572101132, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8312983341509348, 'colsample_bytree': 0.6843990209109854, 'gamma': 2.1586106028605045, 'reg_alpha': 0.30029123196306806, 'reg_lambda': 1.321263334282783}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:59,642] Trial 30 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.11487882131657638, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8549930510063386, 'colsample_bytree': 0.7193027543863103, 'gamma': 0.3326076850370839, 'reg_alpha': 0.439875009887417, 'reg_lambda': 2.5355767586691735}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:10:59,947] Trial 31 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 249, 'learning_rate': 0.28997488571696556, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9211351157720532, 'colsample_bytree': 0.6537382035328693, 'gamma': 0.19585066756746794, 'reg_alpha': 0.013630140222387888, 'reg_lambda': 1.8737364798112321}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:00,291] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 232, 'learning_rate': 0.25239656942003796, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9428676712996126, 'colsample_bytree': 0.6275038391421791, 'gamma': 0.009978090434282438, 'reg_alpha': 0.006063908146480279, 'reg_lambda': 1.6770982896513438}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:00,599] Trial 33 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.18617417119159466, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9116365399744121, 'colsample_bytree': 0.6174770999170597, 'gamma': 1.3011592572997437, 'reg_alpha': 0.10282609803359855, 'reg_lambda': 2.2040025443183904}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:00,878] Trial 34 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.1566296793311621, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8855473240118247, 'colsample_bytree': 0.682169566098061, 'gamma': 0.4460826531325234, 'reg_alpha': 0.058082463229504944, 'reg_lambda': 1.9272694271347954}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:01,252] Trial 35 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 218, 'learning_rate': 0.26754137346015516, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9301816408916997, 'colsample_bytree': 0.6491108626419887, 'gamma': 1.0740577309117043, 'reg_alpha': 0.549513717134315, 'reg_lambda': 2.072468111249037}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:01,504] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.20312600573462433, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8280769916051357, 'colsample_bytree': 0.742207360126804, 'gamma': 0.2844448875980806, 'reg_alpha': 0.18660289968557286, 'reg_lambda': 1.5666462066479996}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:01,760] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 121, 'learning_rate': 0.033946217476564976, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9731641397801478, 'colsample_bytree': 0.7107246866867656, 'gamma': 0.6931583297536916, 'reg_alpha': 0.7088177279590225, 'reg_lambda': 0.5237067227417067}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:02,011] Trial 38 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 158, 'learning_rate': 0.20930794803228495, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8502352666016523, 'colsample_bytree': 0.6611714314111543, 'gamma': 1.5610653778336447, 'reg_alpha': 0.10258729189921831, 'reg_lambda': 1.4038725170136779}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:02,462] Trial 39 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 236, 'learning_rate': 0.010607311846976346, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8998090783273343, 'colsample_bytree': 0.6971188616251787, 'gamma': 1.0907370209771132, 'reg_alpha': 0.029406206432945226, 'reg_lambda': 1.7625952816256505}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:02,741] Trial 40 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 222, 'learning_rate': 0.06865597145038314, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8669053164623676, 'colsample_bytree': 0.7497198330098731, 'gamma': 4.216223455186765, 'reg_alpha': 0.30165289761617725, 'reg_lambda': 1.6106695369642774}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,028] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.1456930590975645, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.884926460011944, 'colsample_bytree': 0.6807408703600901, 'gamma': 0.4833863359917781, 'reg_alpha': 0.07452103984014015, 'reg_lambda': 1.9207177268616604}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,377] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.1584072807074006, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9360169078725338, 'colsample_bytree': 0.7211768003181876, 'gamma': 0.27027712910620394, 'reg_alpha': 0.058993324516670886, 'reg_lambda': 2.251386724324441}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,664] Trial 43 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2583469780088275, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9087719299019347, 'colsample_bytree': 0.6133838304946119, 'gamma': 0.46722807347924056, 'reg_alpha': 0.10198131586003335, 'reg_lambda': 1.9266661612888936}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:03,936] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.2738057122482617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8872357685514777, 'colsample_bytree': 0.6500112145603579, 'gamma': 0.205400203612374, 'reg_alpha': 0.004237909373868837, 'reg_lambda': 2.081153057223165}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:04,208] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.20730108279472922, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9634755180978862, 'colsample_bytree': 0.6755465926765264, 'gamma': 0.8556195213748627, 'reg_alpha': 0.1615192920065497, 'reg_lambda': 1.8117428891670782}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:04,457] Trial 46 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 189, 'learning_rate': 0.2978519496383013, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.852977488484659, 'colsample_bytree': 0.601050724488019, 'gamma': 0.5722479082261652, 'reg_alpha': 0.044636875037617894, 'reg_lambda': 1.972255720982902}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:04,815] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 241, 'learning_rate': 0.04986831478378448, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9248268131383358, 'colsample_bytree': 0.7817786992693032, 'gamma': 0.008339945288856426, 'reg_alpha': 0.21895033654667773, 'reg_lambda': 1.4683778767342148}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:05,064] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.11080088141580163, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.7651107560926674, 'colsample_bytree': 0.6411949254939702, 'gamma': 0.29241785881519966, 'reg_alpha': 0.6990926162439444, 'reg_lambda': 2.2782599535335755}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:05,502] Trial 49 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.16277419868453785, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8251253295759787, 'colsample_bytree': 0.7070829067007383, 'gamma': 1.1228336160501335, 'reg_alpha': 0.13079118158076752, 'reg_lambda': 2.135348423388332}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:05,663] Trial 50 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 50, 'learning_rate': 0.017894310862871986, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9856789931411128, 'colsample_bytree': 0.8572825037113728, 'gamma': 0.8627263292283003, 'reg_alpha': 0.8098532367608912, 'reg_lambda': 2.4682164367383663}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:06,106] Trial 51 finished with value: 0.767857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.2424529481683464, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9053705695094544, 'colsample_bytree': 0.6153969991699774, 'gamma': 0.3942052958663167, 'reg_alpha': 0.08585270327000251, 'reg_lambda': 1.8594091844275005}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:06,380] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.23868526740320878, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8853710072458147, 'colsample_bytree': 0.6560941107492726, 'gamma': 0.43353458406967943, 'reg_alpha': 0.04769452039168323, 'reg_lambda': 1.9816729985590404}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:06,642] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.26992381125386405, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9139883839614018, 'colsample_bytree': 0.614714875502059, 'gamma': 0.6106823079531551, 'reg_alpha': 0.2462895818780449, 'reg_lambda': 1.8160379176752988}. Best is trial 21 with value: 0.7857142857142857.
[I 2025-11-03 20:11:07,044] Trial 54 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 243, 'learning_rate': 0.20021331344042356, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9599127089475418, 'colsample_bytree': 0.6291101197554715, 'gamma': 0.1449092548424955, 'reg_alpha': 0.10780059456452158, 'reg_lambda': 1.70893443426742}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:07,359] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.19547572990596226, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9460671047030517, 'colsample_bytree': 0.6675344176847611, 'gamma': 0.1922150976689368, 'reg_alpha': 0.17689596580657277, 'reg_lambda': 1.6144857004756514}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:07,692] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.1334580504170883, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9635028120823305, 'colsample_bytree': 0.6324555622600766, 'gamma': 2.8633773923580845, 'reg_alpha': 0.12650095695310576, 'reg_lambda': 1.7267145960217383}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,005] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 226, 'learning_rate': 0.21395693134548646, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9367912083952978, 'colsample_bytree': 0.6354066396054574, 'gamma': 0.17559414924514954, 'reg_alpha': 0.2747261010576167, 'reg_lambda': 1.4425812784928473}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,104] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 22, 'learning_rate': 0.29581985847468795, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9526296859686451, 'colsample_bytree': 0.6900788726535189, 'gamma': 0.7296680664849795, 'reg_alpha': 0.02988040990841874, 'reg_lambda': 2.1242641399693074}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,500] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.17250588055162924, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8703788564082158, 'colsample_bytree': 0.834389016276311, 'gamma': 0.15211311712316714, 'reg_alpha': 0.17134074716624037, 'reg_lambda': 2.3266336661083513}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:08,768] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 243, 'learning_rate': 0.22972078320991193, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9886672302694391, 'colsample_bytree': 0.6696092632240849, 'gamma': 3.048453004040061, 'reg_alpha': 0.19601953227525146, 'reg_lambda': 2.049549501781563}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:09,144] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 248, 'learning_rate': 0.26123238428360124, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8977851187307556, 'colsample_bytree': 0.6152073600502168, 'gamma': 0.44769260170556036, 'reg_alpha': 0.09917691512651905, 'reg_lambda': 1.9447079310703654}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:09,428] Trial 62 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 234, 'learning_rate': 0.2996622740105202, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9153297559018242, 'colsample_bytree': 0.6400656655424394, 'gamma': 0.5331919427822386, 'reg_alpha': 0.0685491963679492, 'reg_lambda': 1.8728526874428835}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:09,846] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.1922834841547846, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9195587932762022, 'colsample_bytree': 0.6014517877524623, 'gamma': 0.022838733079390362, 'reg_alpha': 0.12724164588343567, 'reg_lambda': 1.6496499617571436}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:10,112] Trial 64 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 244, 'learning_rate': 0.2620690646105656, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6819003040076893, 'colsample_bytree': 0.6491231481590343, 'gamma': 0.9526223435040404, 'reg_alpha': 0.04171642528969667, 'reg_lambda': 1.9156974198952297}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:10,479] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.22482735470747675, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8934776944233336, 'colsample_bytree': 0.629468035544246, 'gamma': 0.3496449808214971, 'reg_alpha': 0.00539381858622923, 'reg_lambda': 1.7712832669816596}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:10,755] Trial 66 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 234, 'learning_rate': 0.027750691059025626, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8767210370634583, 'colsample_bytree': 0.6620731583365698, 'gamma': 0.1417144224898349, 'reg_alpha': 0.34335557167950137, 'reg_lambda': 1.527597357879302}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,002] Trial 67 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.25663761325245815, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9741296370034714, 'colsample_bytree': 0.6130266961804016, 'gamma': 0.6825377096210206, 'reg_alpha': 0.411380998439652, 'reg_lambda': 2.181431339025092}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,338] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.15566548375833905, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.843867771686832, 'colsample_bytree': 0.6796398019372777, 'gamma': 1.4803577625551605, 'reg_alpha': 0.1158275053507917, 'reg_lambda': 1.7175955403983092}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,660] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.1809950097678734, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9310831681692218, 'colsample_bytree': 0.7261783802146509, 'gamma': 1.2170322715292525, 'reg_alpha': 0.22431889817675188, 'reg_lambda': 1.3448483745689832}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:11,965] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 217, 'learning_rate': 0.06597090244484975, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.785193233099986, 'colsample_bytree': 0.6445505016787153, 'gamma': 1.755169123970663, 'reg_alpha': 0.07659459094235828, 'reg_lambda': 1.859369333662849}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:12,251] Trial 71 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 246, 'learning_rate': 0.2409457076574892, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9023034217955485, 'colsample_bytree': 0.6220328182179492, 'gamma': 0.39860050479726195, 'reg_alpha': 0.08779063810005865, 'reg_lambda': 2.00329740943188}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:12,650] Trial 72 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 241, 'learning_rate': 0.22900185228905112, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9047714628553659, 'colsample_bytree': 0.6257919083325668, 'gamma': 0.36737493871172217, 'reg_alpha': 0.14687858811230378, 'reg_lambda': 2.0184856662426034}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:12,926] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.26921605400302645, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9563628751334271, 'colsample_bytree': 0.6575879732993696, 'gamma': 0.5437161208307427, 'reg_alpha': 0.08830701698604526, 'reg_lambda': 1.7991084601770166}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:13,111] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 82, 'learning_rate': 0.19369399392888292, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8618367336999205, 'colsample_bytree': 0.6245960499446641, 'gamma': 0.13476659105355385, 'reg_alpha': 0.024503444670656016, 'reg_lambda': 2.009292233702071}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:13,437] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 230, 'learning_rate': 0.2825878230171844, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.939299875292759, 'colsample_bytree': 0.6959927553461237, 'gamma': 0.2794036991134622, 'reg_alpha': 0.06015234114547158, 'reg_lambda': 2.115460939873533}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:13,686] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.24187695905236872, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8797163797337767, 'colsample_bytree': 0.6065349963353023, 'gamma': 2.2305942577926445, 'reg_alpha': 0.11176022849043576, 'reg_lambda': 1.9454526016340739}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,050] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.22023823148719937, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9235621440118147, 'colsample_bytree': 0.9939232348233649, 'gamma': 0.793743055510648, 'reg_alpha': 0.16473526573744052, 'reg_lambda': 1.8522388318988694}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,320] Trial 78 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 238, 'learning_rate': 0.24675229352950492, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9079194715503283, 'colsample_bytree': 0.6393192661644659, 'gamma': 0.06254823147182573, 'reg_alpha': 0.6033430657201181, 'reg_lambda': 1.6666683122940587}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,619] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 222, 'learning_rate': 0.04101070694121132, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8948016232460996, 'colsample_bytree': 0.7104749090208062, 'gamma': 3.6937873455836248, 'reg_alpha': 0.002850195232511123, 'reg_lambda': 0.8958596185503366}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:14,982] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.013759790769464488, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8197631570424739, 'colsample_bytree': 0.6863043899341832, 'gamma': 0.4875752235500156, 'reg_alpha': 0.19273228805851222, 'reg_lambda': 1.5793842007344767}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:15,292] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.2487647080514886, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.90615197014743, 'colsample_bytree': 0.6197113683597941, 'gamma': 0.37122549864840804, 'reg_alpha': 0.09788891264912186, 'reg_lambda': 1.8953439362775972}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:15,650] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.20724025730644344, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9170808109424604, 'colsample_bytree': 0.609855522924421, 'gamma': 0.231709622343178, 'reg_alpha': 0.06571311559709968, 'reg_lambda': 1.7658143851520074}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:15,953] Trial 83 finished with value: 0.761904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.2818973318295461, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8949383962007631, 'colsample_bytree': 0.6242226176468593, 'gamma': 0.6377754426139413, 'reg_alpha': 0.028721182479963116, 'reg_lambda': 2.059283301445701}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:16,298] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.1704087736358646, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9287196342341036, 'colsample_bytree': 0.6565528415853497, 'gamma': 0.9582029932755792, 'reg_alpha': 0.14882643129952267, 'reg_lambda': 1.835841489581264}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:16,589] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.23698152797585334, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9462567358304876, 'colsample_bytree': 0.6709076372446171, 'gamma': 0.3945997559723053, 'reg_alpha': 0.08460880954619118, 'reg_lambda': 2.196329599086087}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:16,986] Trial 86 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 234, 'learning_rate': 0.20976756616549658, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9661195011339002, 'colsample_bytree': 0.6493240851580632, 'gamma': 0.029338164857155534, 'reg_alpha': 0.13461928956931443, 'reg_lambda': 1.9641037807804593}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:17,251] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.27296656948558534, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8626176372541079, 'colsample_bytree': 0.6319096706364705, 'gamma': 0.2271913499227528, 'reg_alpha': 0.2458856154264144, 'reg_lambda': 1.6934313450766922}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:17,440] Trial 88 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 114, 'learning_rate': 0.19176939056316766, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9081802093159852, 'colsample_bytree': 0.6090236222415994, 'gamma': 4.632004793916174, 'reg_alpha': 0.03498223009291643, 'reg_lambda': 2.2850261224417743}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:17,861] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.14149469256324568, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8865730839152747, 'colsample_bytree': 0.6200491601119343, 'gamma': 0.5324867057997951, 'reg_alpha': 0.053300111129309755, 'reg_lambda': 1.899269711709761}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:18,163] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.24929121712592103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8782911114214031, 'colsample_bytree': 0.8724992794006194, 'gamma': 0.7516139239572253, 'reg_alpha': 0.08449935095335133, 'reg_lambda': 2.827266527105383}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:18,531] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 188, 'learning_rate': 0.29876141616125873, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8454867397103225, 'colsample_bytree': 0.6056436807729465, 'gamma': 0.56153539701435, 'reg_alpha': 0.11485277693161017, 'reg_lambda': 1.9918027976310126}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:18,812] Trial 92 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.2998322207931554, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8620168895764624, 'colsample_bytree': 0.6375978664055739, 'gamma': 0.13164803453914586, 'reg_alpha': 0.0491674778578054, 'reg_lambda': 1.7790606710790258}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,145] Trial 93 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 211, 'learning_rate': 0.27622291770271024, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.853619353584384, 'colsample_bytree': 0.6048214258443326, 'gamma': 0.34059819471708763, 'reg_alpha': 0.021097874935340294, 'reg_lambda': 2.1010764408924185}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,398] Trial 94 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.22080706636903383, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9023351577136653, 'colsample_bytree': 0.6012692222485588, 'gamma': 0.4589119169923106, 'reg_alpha': 0.0735881217435823, 'reg_lambda': 2.037129011322982}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,675] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 157, 'learning_rate': 0.2533557216806869, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9356788550170426, 'colsample_bytree': 0.6451815043274582, 'gamma': 0.6334786777709707, 'reg_alpha': 0.157793801594326, 'reg_lambda': 1.9237633646932322}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:19,905] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 167, 'learning_rate': 0.27572163117797155, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9206260893098165, 'colsample_bytree': 0.6214026252785482, 'gamma': 0.12285117964159792, 'reg_alpha': 0.206087838621326, 'reg_lambda': 1.838855077172962}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:20,254] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.23497493080813156, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7480047741323199, 'colsample_bytree': 0.6660552752450486, 'gamma': 0.2613682988642203, 'reg_alpha': 0.9166375535197269, 'reg_lambda': 2.1497186935514354}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:20,549] Trial 98 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 202, 'learning_rate': 0.1191216283597514, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8352078249544851, 'colsample_bytree': 0.6329123640789746, 'gamma': 0.4392349847284269, 'reg_alpha': 0.10621137173230219, 'reg_lambda': 1.9651353614092244}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:20,979] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 235, 'learning_rate': 0.20189677660119787, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8727145351853466, 'colsample_bytree': 0.6553020884049381, 'gamma': 0.7749684385199181, 'reg_alpha': 0.05091513137828555, 'reg_lambda': 1.6427503495693518}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:21,244] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.2189547756657966, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8918568104303599, 'colsample_bytree': 0.6149435771448485, 'gamma': 0.0844565397030808, 'reg_alpha': 0.13825277386042764, 'reg_lambda': 1.735943839478134}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:21,619] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2538029840218551, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9067284893554304, 'colsample_bytree': 0.6444087726993082, 'gamma': 0.002624053025136061, 'reg_alpha': 0.581158972992472, 'reg_lambda': 1.6699373003648286}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:21,895] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.24457479939663448, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9126549206446574, 'colsample_bytree': 0.6353802198246246, 'gamma': 0.2219397629875696, 'reg_alpha': 0.023707551506584226, 'reg_lambda': 1.8771617421036997}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:22,243] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.28105949458903584, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8841415169808771, 'colsample_bytree': 0.6758171631300102, 'gamma': 0.3277021259931333, 'reg_alpha': 0.6426437557194626, 'reg_lambda': 1.5374939931029052}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:22,495] Trial 104 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.17827066154224117, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9307723217080576, 'colsample_bytree': 0.6006121487174322, 'gamma': 0.13722447115528336, 'reg_alpha': 0.5451286625370682, 'reg_lambda': 1.8038437621909267}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:22,876] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.23345663944505665, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9524311312970789, 'colsample_bytree': 0.6401024044094519, 'gamma': 0.004804586960417995, 'reg_alpha': 0.4924907570866925, 'reg_lambda': 2.0615329187252667}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:23,169] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09379365941331594, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9012944892327639, 'colsample_bytree': 0.6289644027310117, 'gamma': 0.5821340532525233, 'reg_alpha': 0.7367026075449652, 'reg_lambda': 1.975761626856352}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:23,435] Trial 107 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 226, 'learning_rate': 0.25877657267554205, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6011215600552855, 'colsample_bytree': 0.6137225079749774, 'gamma': 0.4205557955957989, 'reg_alpha': 0.08584419707510867, 'reg_lambda': 1.623015702872978}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:23,828] Trial 108 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.28548162164745466, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9234876226644759, 'colsample_bytree': 0.7026468506339696, 'gamma': 0.278932339106214, 'reg_alpha': 0.1815064286506622, 'reg_lambda': 1.7299896659144511}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,082] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.1635351807370065, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9086364936820623, 'colsample_bytree': 0.6527000520901619, 'gamma': 0.8554342915461375, 'reg_alpha': 2.4742197396274146e-05, 'reg_lambda': 2.2284158401116647}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,361] Trial 110 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.21916266883279423, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8894657597619027, 'colsample_bytree': 0.6646911930415592, 'gamma': 0.11540993275543383, 'reg_alpha': 0.45481540223957173, 'reg_lambda': 1.8910526711968172}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,685] Trial 111 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 240, 'learning_rate': 0.20906391630052223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9797230435721419, 'colsample_bytree': 0.6490583460924815, 'gamma': 0.06607100808291429, 'reg_alpha': 0.1366537497287978, 'reg_lambda': 1.9532500751922186}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:24,954] Trial 112 finished with value: 0.761904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.18602011068274654, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9603856853516921, 'colsample_bytree': 0.6271099604115847, 'gamma': 0.20639255549708216, 'reg_alpha': 0.1145840374432085, 'reg_lambda': 2.03220222503993}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:25,215] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.26168395978345027, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9684984549658736, 'colsample_bytree': 0.6852418090023884, 'gamma': 0.3742482925583721, 'reg_alpha': 0.6006690323299358, 'reg_lambda': 1.8214510550654872}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:25,660] Trial 114 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.24030078347515826, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9424746962569471, 'colsample_bytree': 0.6178832317540507, 'gamma': 0.05762335783433467, 'reg_alpha': 0.06657619158907147, 'reg_lambda': 1.9337054480034372}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:25,918] Trial 115 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.2966470160310942, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6226355782967827, 'colsample_bytree': 0.6426405659834056, 'gamma': 0.28557510564117605, 'reg_alpha': 0.04343348844950923, 'reg_lambda': 1.9957346466843993}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:26,247] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.2655732872309215, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9167305667799928, 'colsample_bytree': 0.7820184581285503, 'gamma': 0.5074446344853318, 'reg_alpha': 0.12231706016262517, 'reg_lambda': 2.102146915351892}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:26,537] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.20387413378733693, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9999322916610938, 'colsample_bytree': 0.9187713096780581, 'gamma': 0.19837701597207058, 'reg_alpha': 0.5283722164506217, 'reg_lambda': 1.7483309645790015}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:26,802] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.2399790095579044, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9905024086794315, 'colsample_bytree': 0.6595979060702621, 'gamma': 0.6937392838429097, 'reg_alpha': 0.089319323209862, 'reg_lambda': 1.8594007994123496}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:27,189] Trial 119 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 181, 'learning_rate': 0.27880054129646925, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8964238175692713, 'colsample_bytree': 0.6764142745386528, 'gamma': 0.36625651574166784, 'reg_alpha': 0.01995354925187648, 'reg_lambda': 2.1576869786300885}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:27,457] Trial 120 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.21940575217061176, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8154832478219779, 'colsample_bytree': 0.6370724502069626, 'gamma': 0.08980799933282671, 'reg_alpha': 0.6628522567210224, 'reg_lambda': 1.6957828733738232}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:27,724] Trial 121 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 223, 'learning_rate': 0.24468036197938783, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9409785964458172, 'colsample_bytree': 0.6227705150596554, 'gamma': 0.046327322775309154, 'reg_alpha': 0.06462453406952764, 'reg_lambda': 1.9134157326018295}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:28,101] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.19825717289656722, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9487368154206609, 'colsample_bytree': 0.6125537073683991, 'gamma': 2.5715335699488575, 'reg_alpha': 0.05532151392350825, 'reg_lambda': 1.9396852885044575}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:28,382] Trial 123 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.2583122174203151, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9356842625453683, 'colsample_bytree': 0.625055270514926, 'gamma': 0.22025178094684011, 'reg_alpha': 0.0977902726374622, 'reg_lambda': 1.789607479566443}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:28,650] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.22778393496742153, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9277722417325837, 'colsample_bytree': 0.6514602967706158, 'gamma': 0.05254653862095017, 'reg_alpha': 0.16236301293025537, 'reg_lambda': 2.009043389356762}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:29,083] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.28504828395926013, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9646613384274912, 'colsample_bytree': 0.6314225616318816, 'gamma': 0.4887882463552184, 'reg_alpha': 0.07125707078815574, 'reg_lambda': 1.8981497945193675}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:29,387] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.2486303532989653, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9141246639892623, 'colsample_bytree': 0.6100425574977578, 'gamma': 0.0013201252543795505, 'reg_alpha': 0.1330251000415644, 'reg_lambda': 2.070140108336319}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:29,766] Trial 127 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 247, 'learning_rate': 0.21207789623188048, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8811955303989557, 'colsample_bytree': 0.6211900926880389, 'gamma': 0.3110562633761549, 'reg_alpha': 0.040932667026771584, 'reg_lambda': 1.865750085518599}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:30,041] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.15184593186264686, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.879911344679311, 'colsample_bytree': 0.6229251787876553, 'gamma': 0.6162795989445481, 'reg_alpha': 0.04260503959585728, 'reg_lambda': 1.8404720732850202}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:30,472] Trial 129 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.2720884376201653, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.8656090521088543, 'colsample_bytree': 0.6179590272963996, 'gamma': 0.2753267351719204, 'reg_alpha': 0.026948511071128726, 'reg_lambda': 1.5794595130457167}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:30,756] Trial 130 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 242, 'learning_rate': 0.2972982864201861, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8997738466991908, 'colsample_bytree': 0.605364933788721, 'gamma': 0.3951128062332653, 'reg_alpha': 0.06700118530517145, 'reg_lambda': 1.8780212975966144}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:31,127] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 242, 'learning_rate': 0.283592679077153, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9020088446761875, 'colsample_bytree': 0.6003337300227397, 'gamma': 0.39571440255259377, 'reg_alpha': 0.05985914694899774, 'reg_lambda': 1.7777799318414058}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:31,414] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.2996567484791148, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9002258835710325, 'colsample_bytree': 0.6024632240426258, 'gamma': 0.41832874947584797, 'reg_alpha': 0.06487635581146793, 'reg_lambda': 1.7703537586337448}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:31,678] Trial 133 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 243, 'learning_rate': 0.2696239115655743, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8705707382928128, 'colsample_bytree': 0.6091655746327859, 'gamma': 0.3454965215406055, 'reg_alpha': 0.08917013907280294, 'reg_lambda': 1.8718430819369374}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,028] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.057707252105008724, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8810038041888442, 'colsample_bytree': 0.6018119783857986, 'gamma': 0.5540041186787233, 'reg_alpha': 0.016027503400655882, 'reg_lambda': 1.9206656154348773}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,316] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2984313846720224, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8934498458350117, 'colsample_bytree': 0.6175845649624, 'gamma': 0.1727645035876892, 'reg_alpha': 0.1043554898141981, 'reg_lambda': 1.8067907668011245}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,685] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.23235260723745224, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9211591324345085, 'colsample_bytree': 0.6101918670479215, 'gamma': 0.6850228759035151, 'reg_alpha': 0.041006304133000826, 'reg_lambda': 1.9848844971565647}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:32,970] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.26818344955693807, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7950635437132074, 'colsample_bytree': 0.6284889128327017, 'gamma': 0.46901610729317866, 'reg_alpha': 0.06195509721333962, 'reg_lambda': 1.8524810359361803}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:33,293] Trial 138 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 228, 'learning_rate': 0.25526192346476584, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8877316669538117, 'colsample_bytree': 0.6219639565953716, 'gamma': 0.31800918481892254, 'reg_alpha': 0.07675449610466646, 'reg_lambda': 2.0311616352550272}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:33,640] Trial 139 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.28234304216830747, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8554224790784193, 'colsample_bytree': 0.6011957043358955, 'gamma': 0.16419893138459826, 'reg_alpha': 0.03730809665659454, 'reg_lambda': 1.8972784438409247}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:33,907] Trial 140 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 246, 'learning_rate': 0.21990193633363764, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.908389243524692, 'colsample_bytree': 0.6331658117725761, 'gamma': 0.5932390045166864, 'reg_alpha': 0.012789665608907957, 'reg_lambda': 1.7399365972576524}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:34,238] Trial 141 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.24372059122078804, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8996403400210036, 'colsample_bytree': 0.6391811668439623, 'gamma': 0.24495423756844964, 'reg_alpha': 0.10982216677103553, 'reg_lambda': 1.664587762247683}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:34,529] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.23958496556221892, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8992579924069674, 'colsample_bytree': 0.6134195475909868, 'gamma': 0.3744050170745025, 'reg_alpha': 0.11424349019990919, 'reg_lambda': 1.4895666694827232}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:34,900] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.2810704629836725, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9118915392700307, 'colsample_bytree': 0.6401221268704662, 'gamma': 0.25034455037457304, 'reg_alpha': 0.08734094385956, 'reg_lambda': 2.9772258847238473}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:35,163] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.29949957103296776, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.929073830671649, 'colsample_bytree': 0.623696070316335, 'gamma': 0.4516371717283321, 'reg_alpha': 0.00047245360617304694, 'reg_lambda': 1.692269096651208}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:35,624] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 225, 'learning_rate': 0.25224514086239497, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8725048401911888, 'colsample_bytree': 0.6118630959616945, 'gamma': 0.1583495008969895, 'reg_alpha': 0.14763038461722092, 'reg_lambda': 0.5193079207485911}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:35,931] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.02214082244996436, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8911085204333566, 'colsample_bytree': 0.6317991560791392, 'gamma': 0.2916678635922447, 'reg_alpha': 0.04929501385827191, 'reg_lambda': 1.7905376624429838}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:36,232] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.23178184435099827, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9030353387790414, 'colsample_bytree': 0.6446856330915771, 'gamma': 0.49772064229030527, 'reg_alpha': 0.09970266477547203, 'reg_lambda': 1.931301065297257}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:36,558] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 232, 'learning_rate': 0.1894032782441327, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9203461114133242, 'colsample_bytree': 0.6003808523841285, 'gamma': 0.8304650706772925, 'reg_alpha': 0.068551676012662, 'reg_lambda': 1.8364809546255008}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:36,886] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 240, 'learning_rate': 0.2587358550690421, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9395227671138542, 'colsample_bytree': 0.6624261272860772, 'gamma': 2.0288744375114294, 'reg_alpha': 0.11541467672329776, 'reg_lambda': 1.9745499224683944}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:37,224] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.26873026243841175, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8788756703364162, 'colsample_bytree': 0.6188404587412734, 'gamma': 0.9844997194919811, 'reg_alpha': 0.0334475588949405, 'reg_lambda': 1.1953279346438455}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:37,512] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.24406569649653562, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9094275543842519, 'colsample_bytree': 0.6388255440142596, 'gamma': 0.10647169878526377, 'reg_alpha': 0.779388616487001, 'reg_lambda': 1.6218949015288096}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:37,869] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.21126478867242068, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9009072152504674, 'colsample_bytree': 0.6917295440215719, 'gamma': 0.2195024814143031, 'reg_alpha': 0.07659257240153984, 'reg_lambda': 1.6654133814551417}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:38,122] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 231, 'learning_rate': 0.2815534449566304, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9170166022020573, 'colsample_bytree': 0.6718833103614656, 'gamma': 0.37787875974833074, 'reg_alpha': 0.05330268555426288, 'reg_lambda': 1.7271739545009248}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:38,491] Trial 154 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.2520888588580468, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8873510641437935, 'colsample_bytree': 0.6273601293966696, 'gamma': 0.10993115189882377, 'reg_alpha': 0.09906352675362196, 'reg_lambda': 1.8798938456129324}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:38,755] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 237, 'learning_rate': 0.22928755421721664, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9321696273985347, 'colsample_bytree': 0.6545153388418907, 'gamma': 0.2619284266192883, 'reg_alpha': 0.029481375427154826, 'reg_lambda': 1.7717626577227494}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,043] Trial 156 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.20057393795628578, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9080877023846037, 'colsample_bytree': 0.6098426119851553, 'gamma': 0.01007423817958858, 'reg_alpha': 0.13038772038189098, 'reg_lambda': 1.822830278668956}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,241] Trial 157 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.2995594190053908, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8964710208597643, 'colsample_bytree': 0.6367868511359125, 'gamma': 0.39643602766728137, 'reg_alpha': 0.1736545415778547, 'reg_lambda': 0.6474198135672495}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,538] Trial 158 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.2657133457077951, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9204639946975196, 'colsample_bytree': 0.6207574561009339, 'gamma': 0.1719931335585284, 'reg_alpha': 0.05688912212037315, 'reg_lambda': 2.6285659161796144}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:39,839] Trial 159 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 227, 'learning_rate': 0.24106321770259978, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8839375868995533, 'colsample_bytree': 0.6463413950653675, 'gamma': 3.288693151929247, 'reg_alpha': 0.41167749437611256, 'reg_lambda': 2.03393061280199}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:40,189] Trial 160 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 220, 'learning_rate': 0.17618835549357162, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7116911747905382, 'colsample_bytree': 0.6071318470213724, 'gamma': 0.5538976086022298, 'reg_alpha': 0.07427401684520285, 'reg_lambda': 1.58853162850258}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:40,465] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 234, 'learning_rate': 0.2180062697307104, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9551697643106325, 'colsample_bytree': 0.6499858058817698, 'gamma': 0.0827876412924384, 'reg_alpha': 0.1455122427136774, 'reg_lambda': 1.9607338819969475}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:40,847] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.20998046628864028, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9795796386003581, 'colsample_bytree': 0.665148880480843, 'gamma': 0.01514878696413774, 'reg_alpha': 0.28703578437928007, 'reg_lambda': 1.9569996170158066}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:41,132] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.03260782023508343, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9473150359768816, 'colsample_bytree': 0.6291880099999028, 'gamma': 0.24547628336904337, 'reg_alpha': 0.11825349073266529, 'reg_lambda': 2.103238836875391}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:41,438] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2762486762186006, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9247164291249867, 'colsample_bytree': 0.6193193775753008, 'gamma': 0.3225988271200011, 'reg_alpha': 0.08707738509668986, 'reg_lambda': 1.8950127620035322}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:41,791] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 232, 'learning_rate': 0.2469291080187813, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9033916058212721, 'colsample_bytree': 0.8271134307361293, 'gamma': 0.146021208662355, 'reg_alpha': 0.01883935923546106, 'reg_lambda': 2.0007871918374787}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:42,072] Trial 166 finished with value: 0.761904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.24631841466423535, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9032190895388575, 'colsample_bytree': 0.8349331911798544, 'gamma': 0.1800687647143801, 'reg_alpha': 0.002128829102145551, 'reg_lambda': 2.0668900093962708}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:42,346] Trial 167 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 231, 'learning_rate': 0.262901792487258, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8926553306384972, 'colsample_bytree': 0.83260163743544, 'gamma': 0.4421680180889326, 'reg_alpha': 0.02087401527520543, 'reg_lambda': 1.6969514756991422}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:42,665] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.28138918582368333, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9127028047126194, 'colsample_bytree': 0.7994597265837349, 'gamma': 0.3132103867742407, 'reg_alpha': 0.04055678363707774, 'reg_lambda': 1.8541217092600857}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,067] Trial 169 finished with value: 0.761904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.2830202925106743, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8747419314751852, 'colsample_bytree': 0.8001826405940095, 'gamma': 0.32162446249513943, 'reg_alpha': 0.0402036882868795, 'reg_lambda': 2.006285498731364}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,349] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.286528266817195, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9149053595449583, 'colsample_bytree': 0.8142970294536368, 'gamma': 0.6670801681575917, 'reg_alpha': 0.0611691081408499, 'reg_lambda': 1.9157526597597878}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,638] Trial 171 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 239, 'learning_rate': 0.258742509899909, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9111627640853401, 'colsample_bytree': 0.774689115042319, 'gamma': 3.837577641590027, 'reg_alpha': 0.021367373816557383, 'reg_lambda': 1.79211911312049}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:43,902] Trial 172 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 234, 'learning_rate': 0.23284833112727035, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9022454738834395, 'colsample_bytree': 0.8586210802755561, 'gamma': 0.11925249579533131, 'reg_alpha': 0.04446609324034248, 'reg_lambda': 1.830670014470247}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:44,266] Trial 173 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 234, 'learning_rate': 0.2257097082519711, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8974573064551431, 'colsample_bytree': 0.8839206966387902, 'gamma': 0.18015352745959717, 'reg_alpha': 0.04660939451176468, 'reg_lambda': 1.8763735491187439}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:44,520] Trial 174 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 227, 'learning_rate': 0.22727175311792935, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8967492460696852, 'colsample_bytree': 0.8893929869662345, 'gamma': 0.14831326576378195, 'reg_alpha': 0.0433224561726922, 'reg_lambda': 1.847409895740528}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:44,789] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2188324731488778, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8944101450429905, 'colsample_bytree': 0.8680713111282912, 'gamma': 0.17947468082015974, 'reg_alpha': 0.04521615950471196, 'reg_lambda': 1.8515732546513073}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:45,101] Trial 176 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.228286941126801, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8968465643274655, 'colsample_bytree': 0.8916724679882824, 'gamma': 0.10657032315286857, 'reg_alpha': 0.01659630576213407, 'reg_lambda': 1.8383442071633171}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:45,370] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.2269626750890784, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8857181569742523, 'colsample_bytree': 0.8917490981912651, 'gamma': 0.11685630386591966, 'reg_alpha': 0.009919374848271365, 'reg_lambda': 1.762096666269242}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:45,853] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.19065768252870385, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8976231638868913, 'colsample_bytree': 0.8882828217519976, 'gamma': 0.3048770420464272, 'reg_alpha': 0.031844266657545243, 'reg_lambda': 1.854657474468639}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:46,164] Trial 179 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 237, 'learning_rate': 0.19988976123444988, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9039669999512542, 'colsample_bytree': 0.922530038508752, 'gamma': 0.22102054608902358, 'reg_alpha': 0.02205046403229194, 'reg_lambda': 1.804727348173246}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:46,549] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.08397474169736405, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8880135443366289, 'colsample_bytree': 0.8961768307077844, 'gamma': 0.1281860150301864, 'reg_alpha': 0.043670332678893406, 'reg_lambda': 1.7461636210452078}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:46,823] Trial 181 finished with value: 0.773809523809524 and parameters: {'n_estimators': 223, 'learning_rate': 0.23471440043895184, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9141434379237746, 'colsample_bytree': 0.8839930016954574, 'gamma': 0.004230214794190668, 'reg_alpha': 0.07059542538128476, 'reg_lambda': 1.9136107521139187}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:47,191] Trial 182 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 217, 'learning_rate': 0.23280749147550123, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8996097723585879, 'colsample_bytree': 0.8654901776658884, 'gamma': 0.011261783683404969, 'reg_alpha': 0.0007051688199480113, 'reg_lambda': 1.8871347107174343}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:47,448] Trial 183 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 220, 'learning_rate': 0.2313790908238043, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8994440793757951, 'colsample_bytree': 0.8810423146643721, 'gamma': 0.10356827289669777, 'reg_alpha': 0.0003818929722357728, 'reg_lambda': 1.9108708360583828}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:47,783] Trial 184 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.22746605434080097, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8948597416510787, 'colsample_bytree': 0.8740965904826524, 'gamma': 0.007747346857193249, 'reg_alpha': 0.007285351303143656, 'reg_lambda': 1.9248118823876212}. Best is trial 54 with value: 0.7976190476190477.
[I 2025-11-03 20:11:48,054] Trial 185 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 219, 'learning_rate': 0.20924885694527823, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8826352563055724, 'colsample_bytree': 0.8815278179987, 'gamma': 0.10784297171500848, 'reg_alpha': 0.0019319382724711266, 'reg_lambda': 1.894042931002856}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:48,498] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.1683578097495169, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8790144639746793, 'colsample_bytree': 0.8800624744838624, 'gamma': 0.004695548371974334, 'reg_alpha': 0.001967292771712814, 'reg_lambda': 1.8855193686242053}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:48,765] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.18303422661966318, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8678072677941046, 'colsample_bytree': 0.907600953648552, 'gamma': 0.11096482517997835, 'reg_alpha': 0.0005623237843273203, 'reg_lambda': 1.812740193663008}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:49,175] Trial 188 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 209, 'learning_rate': 0.2079623303698734, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.882821881614742, 'colsample_bytree': 0.8524404032117214, 'gamma': 0.0005373472623884813, 'reg_alpha': 0.05762437756015515, 'reg_lambda': 1.950809287336071}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:49,514] Trial 189 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.2004837279692351, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8944281462032758, 'colsample_bytree': 0.8603326519961376, 'gamma': 0.2217666628696776, 'reg_alpha': 0.028808153716101174, 'reg_lambda': 1.817013622448743}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:49,873] Trial 190 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 212, 'learning_rate': 0.21963487074752738, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8742018544513914, 'colsample_bytree': 0.8836769471571994, 'gamma': 4.988643090322117, 'reg_alpha': 0.07617471686797604, 'reg_lambda': 1.8853912214675939}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:50,159] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 225, 'learning_rate': 0.23351288634115858, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9018346884986426, 'colsample_bytree': 0.8646755530235991, 'gamma': 0.1155799257739322, 'reg_alpha': 0.056504511445783584, 'reg_lambda': 1.9258615307262639}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:50,568] Trial 192 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 215, 'learning_rate': 0.23360265944570074, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9013598128657875, 'colsample_bytree': 0.8798902749390164, 'gamma': 0.1206678886279588, 'reg_alpha': 0.04943615258285529, 'reg_lambda': 1.9334537351066112}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:50,835] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.23554518418711806, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.90268479769092, 'colsample_bytree': 0.9036941075488425, 'gamma': 0.13582260673394814, 'reg_alpha': 0.050646285655458215, 'reg_lambda': 1.9562299795267468}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:51,228] Trial 194 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 204, 'learning_rate': 0.2316754914278537, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8901767328276435, 'colsample_bytree': 0.863391712545753, 'gamma': 0.10287540097515015, 'reg_alpha': 0.02823071763339752, 'reg_lambda': 1.8654040100260363}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:51,562] Trial 195 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 201, 'learning_rate': 0.21675250151133524, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8892930607086664, 'colsample_bytree': 0.8652649407809844, 'gamma': 0.093246291806989, 'reg_alpha': 0.029508030476197662, 'reg_lambda': 1.8470596539775945}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:51,856] Trial 196 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 207, 'learning_rate': 0.2105863766312575, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8925045660279876, 'colsample_bytree': 0.8468413546075474, 'gamma': 0.09827349280927453, 'reg_alpha': 0.03105921123589929, 'reg_lambda': 1.7143296533786438}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,178] Trial 197 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 202, 'learning_rate': 0.19207855037392157, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8885467966128451, 'colsample_bytree': 0.8610004920230824, 'gamma': 0.2505685042977754, 'reg_alpha': 0.03043011760864423, 'reg_lambda': 1.7292552819284788}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,480] Trial 198 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.1889035113426988, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8807300627625626, 'colsample_bytree': 0.8778942143789091, 'gamma': 0.21514421447560592, 'reg_alpha': 0.000974451866357055, 'reg_lambda': 1.7021303395152574}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,902] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.2074830495557447, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8886974765215386, 'colsample_bytree': 0.8629970655027995, 'gamma': 0.2472762070592957, 'reg_alpha': 0.04215906866105796, 'reg_lambda': 1.6461698531043276}. Best is trial 185 with value: 0.8035714285714286.
[I 2025-11-03 20:11:52,905] A new study created in memory with name: no-name-1d5c167a-e8ae-4d8c-ae6f-40e4c17e5fb1
[I 2025-11-03 20:11:53,186] Trial 0 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 121, 'learning_rate': 0.053651992472225754, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9502524372139597, 'colsample_bytree': 0.9866222982461279, 'gamma': 3.365481489370632, 'reg_alpha': 0.926153505245663, 'reg_lambda': 2.667648016303479}. Best is trial 0 with value: 0.7113095238095237.
[I 2025-11-03 20:11:53,454] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 249, 'learning_rate': 0.027136623473345157, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9604188254279231, 'colsample_bytree': 0.8578815192565531, 'gamma': 4.541411925563986, 'reg_alpha': 0.3466789777322622, 'reg_lambda': 2.030712675358492}. Best is trial 0 with value: 0.7113095238095237.
[I 2025-11-03 20:11:53,588] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.0376854746599944, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8196019319891461, 'colsample_bytree': 0.8556108669751401, 'gamma': 1.2354604547094556, 'reg_alpha': 0.4610548419210243, 'reg_lambda': 2.877101148801941}. Best is trial 0 with value: 0.7113095238095237.
[I 2025-11-03 20:11:53,909] Trial 3 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 85, 'learning_rate': 0.0784141528075371, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8070221369566976, 'colsample_bytree': 0.9823082957496014, 'gamma': 2.539680506757275, 'reg_alpha': 0.24581008399536564, 'reg_lambda': 2.994170092687332}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:53,981] Trial 4 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 33, 'learning_rate': 0.03072295432962454, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7814839227944608, 'colsample_bytree': 0.9968181981325194, 'gamma': 0.9133900119950539, 'reg_alpha': 0.6745863163320416, 'reg_lambda': 0.5687839076807478}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:54,329] Trial 5 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 197, 'learning_rate': 0.19751886897118454, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9934296413828639, 'colsample_bytree': 0.975820435975659, 'gamma': 0.25880286371019356, 'reg_alpha': 0.4698065707314898, 'reg_lambda': 0.7839290211716337}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:54,613] Trial 6 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.010835028154351669, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8700372982541806, 'colsample_bytree': 0.7462044342329892, 'gamma': 2.4531845082383983, 'reg_alpha': 0.0575718339923077, 'reg_lambda': 1.5659577814172059}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:54,823] Trial 7 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 89, 'learning_rate': 0.28461628869278927, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7439365766788694, 'colsample_bytree': 0.6651392630331476, 'gamma': 4.3495689449883725, 'reg_alpha': 0.5413255611916765, 'reg_lambda': 1.479739805193719}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,150] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.10132880953164439, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.971975579630661, 'colsample_bytree': 0.9245842896231788, 'gamma': 0.15943108840074216, 'reg_alpha': 0.561900478511986, 'reg_lambda': 1.9802780800618367}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,271] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.09444599777235033, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9011585243451448, 'colsample_bytree': 0.7374033631199491, 'gamma': 4.688915920242007, 'reg_alpha': 0.5755170986322845, 'reg_lambda': 1.4411985439862067}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,378] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.1197342854460248, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.6542083128414327, 'colsample_bytree': 0.6027188897552384, 'gamma': 2.704760292317744, 'reg_alpha': 0.05784685158368946, 'reg_lambda': 2.4624644555034405}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,730] Trial 11 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 131, 'learning_rate': 0.05822051446801508, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6903155561943206, 'colsample_bytree': 0.9176560444582817, 'gamma': 3.065982388504541, 'reg_alpha': 0.9333562013810525, 'reg_lambda': 2.9519852010211505}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:55,995] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.05525933039998874, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8957156430730776, 'colsample_bytree': 0.9230491231910728, 'gamma': 3.5220552934699993, 'reg_alpha': 0.9922078537646065, 'reg_lambda': 2.5247901497548515}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,216] Trial 13 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 106, 'learning_rate': 0.016596276252870922, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6095586516633313, 'colsample_bytree': 0.8409636440446335, 'gamma': 1.9271197368137027, 'reg_alpha': 0.22955198574432642, 'reg_lambda': 2.5179962723755955}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,549] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.05224295471802784, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8400045902724698, 'colsample_bytree': 0.9973686283262225, 'gamma': 3.5816449405291655, 'reg_alpha': 0.8072710755336496, 'reg_lambda': 2.9843658393400654}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,736] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.1438828041182592, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7425400136573149, 'colsample_bytree': 0.9430813571766438, 'gamma': 1.9552425997291807, 'reg_alpha': 0.21711065231841326, 'reg_lambda': 2.236787298066504}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:56,973] Trial 16 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 105, 'learning_rate': 0.07131231531026148, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9292693009410801, 'colsample_bytree': 0.882294899057114, 'gamma': 3.758712261902174, 'reg_alpha': 0.7788339370319755, 'reg_lambda': 2.6836782395390713}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:57,281] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 164, 'learning_rate': 0.01883979399832426, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7561200984955329, 'colsample_bytree': 0.7847553082947631, 'gamma': 2.04713021589959, 'reg_alpha': 0.28237894790762585, 'reg_lambda': 1.0027598548887044}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:57,727] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 236, 'learning_rate': 0.01760251018177887, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.75980303061706, 'colsample_bytree': 0.7843929670409828, 'gamma': 1.8510522877535727, 'reg_alpha': 0.2524481990374249, 'reg_lambda': 1.1213134127554167}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:57,972] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 159, 'learning_rate': 0.01936767639558811, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6710716309426438, 'colsample_bytree': 0.7869435772730259, 'gamma': 1.1892729227871013, 'reg_alpha': 0.3282101144788671, 'reg_lambda': 1.1210686419596232}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:58,242] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 198, 'learning_rate': 0.010269618299507954, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7160484280347064, 'colsample_bytree': 0.6858283538057321, 'gamma': 2.5236537940173114, 'reg_alpha': 0.17052408330686125, 'reg_lambda': 1.0574025308014483}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:58,706] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 157, 'learning_rate': 0.019133842659591793, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6691481400081976, 'colsample_bytree': 0.8013057110946544, 'gamma': 1.3225301100677649, 'reg_alpha': 0.3642458534752436, 'reg_lambda': 1.0947959217659191}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:58,959] Trial 22 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.026114220042868008, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7942165414364464, 'colsample_bytree': 0.7939882930319286, 'gamma': 0.7939807347308294, 'reg_alpha': 0.3782273175870711, 'reg_lambda': 0.8359030300247988}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:59,304] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.033141510194634835, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.803541518655385, 'colsample_bytree': 0.7390272460898288, 'gamma': 1.7035684706103962, 'reg_alpha': 0.14054236125996716, 'reg_lambda': 0.7815741828435482}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:59,546] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.024723188901412733, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8491112229581175, 'colsample_bytree': 0.8139164596473399, 'gamma': 0.893582227031075, 'reg_alpha': 0.4098126488253033, 'reg_lambda': 0.5555605689405319}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:11:59,829] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.040780733518285185, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8470682416343223, 'colsample_bytree': 0.8180405658488985, 'gamma': 0.7557708795217631, 'reg_alpha': 0.4129349580397747, 'reg_lambda': 0.5725787955553366}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,087] Trial 26 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 214, 'learning_rate': 0.07872441339592066, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7945563925957148, 'colsample_bytree': 0.8863247772043542, 'gamma': 0.562799228604214, 'reg_alpha': 0.6304382232034202, 'reg_lambda': 0.7403219134444459}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,315] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.026260122224448585, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8498086621116032, 'colsample_bytree': 0.6791856021321954, 'gamma': 0.46709694652101635, 'reg_alpha': 0.4125326501755383, 'reg_lambda': 1.307475317333832}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,662] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 58, 'learning_rate': 0.02331456076601549, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8178647728059447, 'colsample_bytree': 0.7101176905375366, 'gamma': 1.5034027809876793, 'reg_alpha': 0.09679106169483268, 'reg_lambda': 1.7414332311957623}. Best is trial 3 with value: 0.7291666666666667.
[I 2025-11-03 20:12:00,905] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.013494466321599497, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8994352160018797, 'colsample_bytree': 0.6440317195433372, 'gamma': 3.0372257968578165, 'reg_alpha': 0.3106318097104838, 'reg_lambda': 0.5023077339722402}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:01,249] Trial 30 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.013013952029962325, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9137724014137301, 'colsample_bytree': 0.6148595908868117, 'gamma': 4.039305634480145, 'reg_alpha': 0.0068980941930128215, 'reg_lambda': 2.026307802516707}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:01,472] Trial 31 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.012418038953373135, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8770508658296338, 'colsample_bytree': 0.9606782052450227, 'gamma': 2.9427402354942473, 'reg_alpha': 0.3010651161972957, 'reg_lambda': 0.503989850733976}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:01,790] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 142, 'learning_rate': 0.014421045634867659, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9310567273209095, 'colsample_bytree': 0.6417282622502803, 'gamma': 2.3455411474290293, 'reg_alpha': 0.3781885298913678, 'reg_lambda': 0.8327027131922948}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:02,038] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 143, 'learning_rate': 0.013884728405798323, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9433423609456856, 'colsample_bytree': 0.6336060981631687, 'gamma': 3.1114904624377706, 'reg_alpha': 0.3605349907209846, 'reg_lambda': 0.9051124508267514}. Best is trial 29 with value: 0.7321428571428572.
[I 2025-11-03 20:12:02,266] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.014850543435977671, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.967834186827655, 'colsample_bytree': 0.6463757092796911, 'gamma': 2.243003603191614, 'reg_alpha': 0.4909464997498665, 'reg_lambda': 1.274624474209449}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:02,550] Trial 35 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 94, 'learning_rate': 0.015563561129513513, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9967273918804028, 'colsample_bytree': 0.6380689568859506, 'gamma': 2.3350701089449934, 'reg_alpha': 0.4883567697660022, 'reg_lambda': 1.2366156387089993}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:02,732] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.039793611087602196, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9662351386450858, 'colsample_bytree': 0.6535736477507903, 'gamma': 2.231455385856045, 'reg_alpha': 0.4636024191977227, 'reg_lambda': 1.6121047051513873}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:02,907] Trial 37 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.04375801600563167, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9657954290433095, 'colsample_bytree': 0.7064211038466116, 'gamma': 3.254595894641111, 'reg_alpha': 0.6621094134792563, 'reg_lambda': 1.7468926143885015}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,227] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.1522328467768629, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9654897012452484, 'colsample_bytree': 0.660927554666724, 'gamma': 2.8029904971270336, 'reg_alpha': 0.46719397345825064, 'reg_lambda': 1.8799771587259482}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,432] Trial 39 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 118, 'learning_rate': 0.17300712345022876, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9815891735125831, 'colsample_bytree': 0.6577319124688433, 'gamma': 2.7477114587177343, 'reg_alpha': 0.48985039627755683, 'reg_lambda': 1.9283727481283188}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,589] Trial 40 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 43, 'learning_rate': 0.27284589802490467, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9631317274215548, 'colsample_bytree': 0.707222169445337, 'gamma': 2.163207129481678, 'reg_alpha': 0.6149684744383186, 'reg_lambda': 2.185517677647835}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:03,825] Trial 41 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 85, 'learning_rate': 0.11857155000790814, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9435331475239854, 'colsample_bytree': 0.6136710327943352, 'gamma': 2.745754595445464, 'reg_alpha': 0.5459381579153404, 'reg_lambda': 1.6040870555359021}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,041] Trial 42 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 77, 'learning_rate': 0.23487655879669905, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9838348104965731, 'colsample_bytree': 0.6655825928612884, 'gamma': 2.5106432443906357, 'reg_alpha': 0.44797669976541366, 'reg_lambda': 1.85394402205056}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,290] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 98, 'learning_rate': 0.03277930566326214, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9094499672167782, 'colsample_bytree': 0.6899662701465835, 'gamma': 2.9115120432301427, 'reg_alpha': 0.7100136758404343, 'reg_lambda': 2.760354982296499}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,593] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.07019233419375322, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8749531966001277, 'colsample_bytree': 0.6548041864857317, 'gamma': 3.3309597616519877, 'reg_alpha': 0.2974781823493562, 'reg_lambda': 1.393717881374331}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,712] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 46, 'learning_rate': 0.08820429244384145, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9590724996981799, 'colsample_bytree': 0.6297203223223962, 'gamma': 2.1891043760682587, 'reg_alpha': 0.4551034972286064, 'reg_lambda': 1.5854323133426163}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:04,947] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.1579673396027193, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9281160885196531, 'colsample_bytree': 0.727969153950391, 'gamma': 3.8789014464555986, 'reg_alpha': 0.18822115205271292, 'reg_lambda': 2.1876186421446353}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,038] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.11101828653778405, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8863933403700696, 'colsample_bytree': 0.6025879037640873, 'gamma': 1.6768916021951483, 'reg_alpha': 0.32367563186175935, 'reg_lambda': 2.400047058602538}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,386] Trial 48 finished with value: 0.6875 and parameters: {'n_estimators': 96, 'learning_rate': 0.049016608328113734, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9990036544252042, 'colsample_bytree': 0.7523112682669849, 'gamma': 4.914450153170662, 'reg_alpha': 0.5324403747195492, 'reg_lambda': 1.6773677108902665}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,566] Trial 49 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 82, 'learning_rate': 0.06461347646259474, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9788865294895064, 'colsample_bytree': 0.6473292662011579, 'gamma': 2.6636331690623285, 'reg_alpha': 0.5856468583819048, 'reg_lambda': 1.2919256228311786}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:05,808] Trial 50 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.12944986625450025, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9502024333175921, 'colsample_bytree': 0.762838831902702, 'gamma': 3.5262258925291388, 'reg_alpha': 0.5092123592610172, 'reg_lambda': 1.4724526705714736}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,025] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.011729482476206267, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9275238581023295, 'colsample_bytree': 0.6683598586509926, 'gamma': 2.3956309011362666, 'reg_alpha': 0.4262474288696103, 'reg_lambda': 0.6612536076800313}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,334] Trial 52 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 118, 'learning_rate': 0.01589864993325385, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9187402744719151, 'colsample_bytree': 0.6221141776563821, 'gamma': 2.327283237487133, 'reg_alpha': 0.25089312558798027, 'reg_lambda': 0.9581695048091974}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,552] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.021426085239553538, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8972763804039546, 'colsample_bytree': 0.6401887910812271, 'gamma': 3.0733448862321655, 'reg_alpha': 0.3796295284003204, 'reg_lambda': 0.718041450301076}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:06,850] Trial 54 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 102, 'learning_rate': 0.211665749171431, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8594656135972828, 'colsample_bytree': 0.6694960040494065, 'gamma': 3.1968014382491305, 'reg_alpha': 0.4618940047931818, 'reg_lambda': 0.6782617478057422}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,161] Trial 55 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 133, 'learning_rate': 0.037647878104890335, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8304056477074865, 'colsample_bytree': 0.6521259154680943, 'gamma': 2.9019409747971365, 'reg_alpha': 0.2695986981194502, 'reg_lambda': 1.8804053893295358}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,498] Trial 56 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 151, 'learning_rate': 0.0231252391653893, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8915524620062383, 'colsample_bytree': 0.6914309937954712, 'gamma': 2.6108577446788335, 'reg_alpha': 0.33886435154309585, 'reg_lambda': 1.1999609233437318}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,691] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.019767590674478308, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7741109451232226, 'colsample_bytree': 0.7259769267589717, 'gamma': 2.0876745538832484, 'reg_alpha': 0.39371198309957184, 'reg_lambda': 2.3925748369677713}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:07,999] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 112, 'learning_rate': 0.01101053424385667, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9001974314856147, 'colsample_bytree': 0.8996872007162117, 'gamma': 3.0264388707396104, 'reg_alpha': 0.520879689572488, 'reg_lambda': 1.4019776371137858}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,191] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 70, 'learning_rate': 0.021609678724568634, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.940313589871292, 'colsample_bytree': 0.9718786169932231, 'gamma': 3.43069345397675, 'reg_alpha': 0.2151961877691767, 'reg_lambda': 2.8597338458798376}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,464] Trial 60 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.021831705642002062, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9421767475720765, 'colsample_bytree': 0.8541330960255938, 'gamma': 3.687486122189819, 'reg_alpha': 0.14192785014359777, 'reg_lambda': 2.799881426414955}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,685] Trial 61 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 82, 'learning_rate': 0.029337394874991592, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9614713968966395, 'colsample_bytree': 0.9760091416691308, 'gamma': 4.192665892444747, 'reg_alpha': 0.2279365371153803, 'reg_lambda': 2.8838155564111103}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:08,929] Trial 62 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 48, 'learning_rate': 0.017606295332389995, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.621158400002516, 'colsample_bytree': 0.958142252246596, 'gamma': 3.411288047840471, 'reg_alpha': 0.1813964397341055, 'reg_lambda': 2.66500008969033}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,151] Trial 63 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 148, 'learning_rate': 0.021517084590137653, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9810770453476726, 'colsample_bytree': 0.9565378838378038, 'gamma': 2.8125412495302817, 'reg_alpha': 0.30697348549115955, 'reg_lambda': 2.881010998265743}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,578] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 136, 'learning_rate': 0.02969096555789413, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9521605339967509, 'colsample_bytree': 0.9930311529691768, 'gamma': 3.355012351896666, 'reg_alpha': 0.20752017535360862, 'reg_lambda': 2.6682196000323173}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,798] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 75, 'learning_rate': 0.014641515921460027, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9712137388315681, 'colsample_bytree': 0.9807406374521911, 'gamma': 1.8302577174684926, 'reg_alpha': 0.34952857580998864, 'reg_lambda': 2.5685238439204063}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:09,998] Trial 66 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 127, 'learning_rate': 0.0884400263721413, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8630896488146763, 'colsample_bytree': 0.938902909061537, 'gamma': 3.1901261654769772, 'reg_alpha': 0.10810755710212425, 'reg_lambda': 2.9870130128133767}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:10,276] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.059346521250909993, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7091770049183512, 'colsample_bytree': 0.6761490492606504, 'gamma': 3.0756902162929642, 'reg_alpha': 0.4311854109385896, 'reg_lambda': 0.7149920287074492}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:10,612] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.017659915392808763, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.9082280881353288, 'colsample_bytree': 0.6240783509187677, 'gamma': 2.536807500499864, 'reg_alpha': 0.2452935131907884, 'reg_lambda': 0.6162789853873895}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:10,826] Trial 69 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.037250536136037404, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9230203505641988, 'colsample_bytree': 0.6096685032910366, 'gamma': 3.8655825373306243, 'reg_alpha': 0.5694783879286748, 'reg_lambda': 0.8960872899717639}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,080] Trial 70 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.012900262766674586, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9374823048559918, 'colsample_bytree': 0.91404718992324, 'gamma': 2.19398305606045, 'reg_alpha': 0.4759173087998594, 'reg_lambda': 2.2978495605390807}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,430] Trial 71 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 142, 'learning_rate': 0.010310279420833936, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9378974749555125, 'colsample_bytree': 0.6478381218113171, 'gamma': 2.357657705892195, 'reg_alpha': 0.28106500967747633, 'reg_lambda': 0.8049742757736277}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,664] Trial 72 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 157, 'learning_rate': 0.0110495374019861, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.953529450455347, 'colsample_bytree': 0.6447976781367956, 'gamma': 2.8487074548865805, 'reg_alpha': 0.3787312885281257, 'reg_lambda': 0.5133802645736107}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:11,954] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.010158667643085996, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9748987474546699, 'colsample_bytree': 0.6346901778694277, 'gamma': 1.988365598363449, 'reg_alpha': 0.3291534676268276, 'reg_lambda': 0.8266731936341565}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:12,250] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.010154828316078415, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.98596326974339, 'colsample_bytree': 0.6314258085809732, 'gamma': 1.5232742996776465, 'reg_alpha': 0.26286699694511095, 'reg_lambda': 0.7751997713173071}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:12,505] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 140, 'learning_rate': 0.012023346785901978, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9958926631848732, 'colsample_bytree': 0.6602747725608281, 'gamma': 1.5037588607176922, 'reg_alpha': 0.2764315113976919, 'reg_lambda': 0.9833170349021655}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:12,743] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.013961595305233485, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9879163996489803, 'colsample_bytree': 0.6994545322557464, 'gamma': 1.7787205512608755, 'reg_alpha': 0.39228211974206656, 'reg_lambda': 0.6061462874451823}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,020] Trial 77 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.01599825492897869, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9688973211629127, 'colsample_bytree': 0.6199687190046047, 'gamma': 1.0216453316408183, 'reg_alpha': 0.2054687784128802, 'reg_lambda': 0.7801472887685194}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,387] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.010170686825570926, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9377499881219298, 'colsample_bytree': 0.6381253597469668, 'gamma': 2.6495469919962633, 'reg_alpha': 0.2901384006099126, 'reg_lambda': 1.0402089076266483}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,734] Trial 79 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 163, 'learning_rate': 0.013183043614735948, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9164575860494901, 'colsample_bytree': 0.6783278287944466, 'gamma': 1.4188295810410287, 'reg_alpha': 0.15773651597725385, 'reg_lambda': 1.1942265350258578}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:13,969] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.011897802866592607, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9495560657405107, 'colsample_bytree': 0.6294632082740859, 'gamma': 2.257908282724285, 'reg_alpha': 0.44535744374407316, 'reg_lambda': 0.9118412120343423}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,212] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 149, 'learning_rate': 0.016317161876788826, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9686711852313361, 'colsample_bytree': 0.6134178772839114, 'gamma': 1.1438605093436451, 'reg_alpha': 0.193939152531792, 'reg_lambda': 0.7310767952270647}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,506] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 123, 'learning_rate': 0.014760161510462718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9607177787525695, 'colsample_bytree': 0.6463706875331565, 'gamma': 1.0792786786192465, 'reg_alpha': 0.23702830925665933, 'reg_lambda': 0.8187364352342643}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,735] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.020416940515624277, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9871832013292205, 'colsample_bytree': 0.6245336066912857, 'gamma': 0.9412763178410762, 'reg_alpha': 0.08043663116289002, 'reg_lambda': 0.6017225260173954}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:14,971] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.017312797230988764, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9727258206222802, 'colsample_bytree': 0.6002132700780829, 'gamma': 0.5409338869402938, 'reg_alpha': 0.2651298500935623, 'reg_lambda': 0.6593788372934427}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:15,209] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.02582207578821243, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.93175905667275, 'colsample_bytree': 0.6044455386629042, 'gamma': 0.1371455729658484, 'reg_alpha': 0.3151060701049402, 'reg_lambda': 0.5053306679985896}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:15,500] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.03397620735466338, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9040317449640862, 'colsample_bytree': 0.601597571014384, 'gamma': 0.23145768439253706, 'reg_alpha': 0.3180475515896997, 'reg_lambda': 2.089119394155415}. Best is trial 34 with value: 0.7559523809523809.
[I 2025-11-03 20:12:15,724] Trial 87 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 131, 'learning_rate': 0.02721184734886038, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8850685348446105, 'colsample_bytree': 0.600031013861951, 'gamma': 0.040927146041472406, 'reg_alpha': 0.26659343455023843, 'reg_lambda': 0.5068045940151185}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,018] Trial 88 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.025285990777306172, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8865398746192127, 'colsample_bytree': 0.6112354669901682, 'gamma': 0.16270744087146394, 'reg_alpha': 0.2704953138398061, 'reg_lambda': 0.5381451137907902}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,253] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 154, 'learning_rate': 0.034649252681602585, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9054605419902882, 'colsample_bytree': 0.6024950527026999, 'gamma': 0.03864683732232016, 'reg_alpha': 0.34944798971575475, 'reg_lambda': 0.6895715919878596}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,500] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.03364522414226794, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9062118974598603, 'colsample_bytree': 0.6001916557833277, 'gamma': 0.37643070241749355, 'reg_alpha': 0.3539608767429792, 'reg_lambda': 0.6439340052640528}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,775] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.027764149077670018, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8778668761263294, 'colsample_bytree': 0.6015605204093085, 'gamma': 0.01307499240047533, 'reg_alpha': 0.3516021056751366, 'reg_lambda': 0.6813561233918527}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:16,965] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.02781872603001657, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8923285184015985, 'colsample_bytree': 0.600614337696643, 'gamma': 0.03640163690271193, 'reg_alpha': 0.3216269299033936, 'reg_lambda': 0.6920342262998824}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:17,215] Trial 93 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 153, 'learning_rate': 0.027220322107624376, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9181579846893663, 'colsample_bytree': 0.6057621822618056, 'gamma': 0.6783791616623068, 'reg_alpha': 0.25863588384238073, 'reg_lambda': 0.7772800676033808}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:17,534] Trial 94 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 138, 'learning_rate': 0.02391045776374135, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8774582394203575, 'colsample_bytree': 0.6184208478007592, 'gamma': 0.3552317994947498, 'reg_alpha': 0.29222125258211584, 'reg_lambda': 0.5811255680640727}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:17,790] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.01823715808625102, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8621408843686313, 'colsample_bytree': 0.6179622139455212, 'gamma': 0.013126070185286326, 'reg_alpha': 0.2988372201618928, 'reg_lambda': 0.5761031320163379}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,042] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.02332976053564328, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8848163280561637, 'colsample_bytree': 0.629463762788913, 'gamma': 0.35840150224447115, 'reg_alpha': 0.3721943477209905, 'reg_lambda': 0.8849283925763194}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,295] Trial 97 finished with value: 0.738095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.024586643491708776, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8758604225301321, 'colsample_bytree': 0.611959877905111, 'gamma': 0.48215283062086994, 'reg_alpha': 0.3438849443362848, 'reg_lambda': 0.6594966701482922}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,598] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 115, 'learning_rate': 0.031133987290129162, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8304547064382949, 'colsample_bytree': 0.6204223088881832, 'gamma': 0.3127036344275369, 'reg_alpha': 0.2721637100322763, 'reg_lambda': 0.7457030468049899}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:18,855] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.04428337842499004, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9331697797629614, 'colsample_bytree': 0.6349217606073795, 'gamma': 0.5767779910519694, 'reg_alpha': 0.3929258270572094, 'reg_lambda': 0.566053925017709}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,082] Trial 100 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 145, 'learning_rate': 0.020447543994582096, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8696826168472293, 'colsample_bytree': 0.6090297322135643, 'gamma': 0.12821088876573009, 'reg_alpha': 0.2915310782614907, 'reg_lambda': 0.5001196748485032}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,348] Trial 101 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.034439892337809384, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8982841947204809, 'colsample_bytree': 0.6272590455689825, 'gamma': 0.22128217479122778, 'reg_alpha': 0.32740479189378424, 'reg_lambda': 0.636271296393472}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,581] Trial 102 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.027860264933237167, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9083472967375018, 'colsample_bytree': 0.6001280530622822, 'gamma': 0.09885613040210448, 'reg_alpha': 0.23407210364292388, 'reg_lambda': 0.6876940380943564}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:19,857] Trial 103 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 107, 'learning_rate': 0.03546907489037391, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.852705483997724, 'colsample_bytree': 0.6173509567284398, 'gamma': 0.2554425814407197, 'reg_alpha': 0.3055286760344696, 'reg_lambda': 0.7467659299983772}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,106] Trial 104 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 132, 'learning_rate': 0.031455221045400716, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9230895856293366, 'colsample_bytree': 0.6416796294657706, 'gamma': 0.45487190140864403, 'reg_alpha': 0.41320254041843285, 'reg_lambda': 0.592093940675033}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,338] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 100, 'learning_rate': 0.023918264167726865, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8805760548671523, 'colsample_bytree': 0.6518479868830767, 'gamma': 0.626365727844474, 'reg_alpha': 0.3481362057886429, 'reg_lambda': 0.8629861215791708}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,671] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 153, 'learning_rate': 0.041090727192542954, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8387833195869708, 'colsample_bytree': 0.6073836599736079, 'gamma': 0.7728752614569561, 'reg_alpha': 0.2496499888637216, 'reg_lambda': 0.8094394636157884}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:20,890] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.025877347985421822, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8706038068665912, 'colsample_bytree': 0.6348158636550599, 'gamma': 0.2097407874574479, 'reg_alpha': 0.32054243434729635, 'reg_lambda': 2.074322409485209}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:21,297] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 159, 'learning_rate': 0.01914888192316331, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8926029030693089, 'colsample_bytree': 0.6185176289299167, 'gamma': 0.008095263443735647, 'reg_alpha': 0.28725596255114083, 'reg_lambda': 0.5478337829346996}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:21,505] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.016899927482768067, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9057543645218146, 'colsample_bytree': 0.6279178928901034, 'gamma': 0.12319913519632732, 'reg_alpha': 0.3626881959103089, 'reg_lambda': 0.9466789841563792}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:21,948] Trial 110 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 169, 'learning_rate': 0.0224412618514755, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9470743876060628, 'colsample_bytree': 0.6060674092609187, 'gamma': 0.4406123584165922, 'reg_alpha': 0.26507959380216384, 'reg_lambda': 0.6968228917237553}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,161] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.029443747001466798, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9097488141432478, 'colsample_bytree': 0.6001524011078809, 'gamma': 0.35340609724465455, 'reg_alpha': 0.3496651182607302, 'reg_lambda': 0.763375001262732}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,373] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.04619564540523359, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9008889715822294, 'colsample_bytree': 0.6131691509025107, 'gamma': 0.314467146407234, 'reg_alpha': 0.3659349878635682, 'reg_lambda': 0.6398978523787517}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,712] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.03403944615111347, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9294124277693127, 'colsample_bytree': 0.6012412010826241, 'gamma': 0.513744474349773, 'reg_alpha': 0.2232566399928589, 'reg_lambda': 0.641581375327052}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:22,938] Trial 114 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.03239056289929102, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9147235030277787, 'colsample_bytree': 0.6233044447332868, 'gamma': 0.6914004025196951, 'reg_alpha': 0.4278151053437305, 'reg_lambda': 0.5634599305221538}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:23,272] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.0288953935603293, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8834304476579697, 'colsample_bytree': 0.6381720191040902, 'gamma': 0.40605733072270644, 'reg_alpha': 0.3122452843304561, 'reg_lambda': 0.7064255361705888}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:23,501] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 120, 'learning_rate': 0.036076305734460926, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9911256224547332, 'colsample_bytree': 0.6093925783386478, 'gamma': 0.841444861899713, 'reg_alpha': 0.3933820083840411, 'reg_lambda': 0.8593439124309067}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:23,814] Trial 117 finished with value: 0.744047619047619 and parameters: {'n_estimators': 106, 'learning_rate': 0.011120210001770735, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9784228698593093, 'colsample_bytree': 0.6466092589812517, 'gamma': 0.21458962776659485, 'reg_alpha': 0.2832179351948302, 'reg_lambda': 1.0220301459665533}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,105] Trial 118 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.011693944368224383, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9758312056459089, 'colsample_bytree': 0.6481833230535267, 'gamma': 0.26121199241768733, 'reg_alpha': 0.1621372351699572, 'reg_lambda': 1.0856960214183864}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,337] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 145, 'learning_rate': 0.011023723466391213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9551463448112628, 'colsample_bytree': 0.6542316443412522, 'gamma': 0.08827659881981587, 'reg_alpha': 0.2835363970632761, 'reg_lambda': 1.024343834444617}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,650] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 107, 'learning_rate': 0.015261580405131422, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9827689817727787, 'colsample_bytree': 0.6701549295622771, 'gamma': 0.1718162935594186, 'reg_alpha': 0.25219431490809696, 'reg_lambda': 1.1479622076867508}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:24,865] Trial 121 finished with value: 0.761904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.014848796304301299, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9761537502452731, 'colsample_bytree': 0.6608999951797918, 'gamma': 0.17900832489819574, 'reg_alpha': 0.2543703266500984, 'reg_lambda': 1.1572178404745712}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,184] Trial 122 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 96, 'learning_rate': 0.01530245740109502, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9822157952768521, 'colsample_bytree': 0.6713282533748798, 'gamma': 0.15241583282799226, 'reg_alpha': 0.2521108537528827, 'reg_lambda': 1.1441370435020095}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,426] Trial 123 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 99, 'learning_rate': 0.015077854156187462, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9801769520507617, 'colsample_bytree': 0.6729878654246938, 'gamma': 0.0015158101412652836, 'reg_alpha': 0.21552827963741475, 'reg_lambda': 1.1650212591204607}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,633] Trial 124 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 99, 'learning_rate': 0.014600166271200282, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.998444710229121, 'colsample_bytree': 0.6698326992322056, 'gamma': 0.0076011737567431015, 'reg_alpha': 0.20052436329082593, 'reg_lambda': 1.2757276048789647}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:25,919] Trial 125 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 85, 'learning_rate': 0.015422265303761918, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9828370054615769, 'colsample_bytree': 0.6850105083999931, 'gamma': 0.10294931920929298, 'reg_alpha': 0.2448865596912027, 'reg_lambda': 1.1821426603792466}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,104] Trial 126 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.013718921282863459, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.98504508315615, 'colsample_bytree': 0.6959535444087438, 'gamma': 0.17557946380791997, 'reg_alpha': 0.23429192861511774, 'reg_lambda': 1.1464822808389434}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,311] Trial 127 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.014985115729431621, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9743792464648935, 'colsample_bytree': 0.6788469935726107, 'gamma': 0.5525726632511507, 'reg_alpha': 0.2481057414137638, 'reg_lambda': 1.3850935758717646}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,659] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 91, 'learning_rate': 0.01513162269399718, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9919315098009456, 'colsample_bytree': 0.673418192903432, 'gamma': 1.3001264210311987, 'reg_alpha': 0.12497235787734573, 'reg_lambda': 1.3620411599119202}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:26,873] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.0166238730226657, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9776612361332163, 'colsample_bytree': 0.7132550243375683, 'gamma': 0.5332261498193902, 'reg_alpha': 0.17675968950578036, 'reg_lambda': 1.17879773818324}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,183] Trial 130 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.012853408608704974, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.99998180062428, 'colsample_bytree': 0.7188219516906869, 'gamma': 0.3155460095553102, 'reg_alpha': 0.18364865932921662, 'reg_lambda': 1.1716137780687084}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,380] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.017230460284663095, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9717422497670732, 'colsample_bytree': 0.688171802967469, 'gamma': 0.5387556770546867, 'reg_alpha': 0.21393220978049254, 'reg_lambda': 1.2316580626471718}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,732] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.018534379664505548, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9628065743527774, 'colsample_bytree': 0.6811543959546507, 'gamma': 0.566586208913259, 'reg_alpha': 0.21390985180037098, 'reg_lambda': 1.2401618154577885}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:27,921] Trial 133 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 78, 'learning_rate': 0.015684497067043383, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9799323911382555, 'colsample_bytree': 0.6869225903707069, 'gamma': 0.681199755415041, 'reg_alpha': 0.14471344031530575, 'reg_lambda': 1.1084043507658483}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,119] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 97, 'learning_rate': 0.012376313750723691, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.989147788583688, 'colsample_bytree': 0.6594392368248155, 'gamma': 0.4146026501583963, 'reg_alpha': 0.1843632211426409, 'reg_lambda': 1.3254222034225707}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,400] Trial 135 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.016556755183867025, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9702391235920627, 'colsample_bytree': 0.7121857036804704, 'gamma': 0.12012606965409393, 'reg_alpha': 0.24365698318516918, 'reg_lambda': 1.2391270855425855}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,594] Trial 136 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 81, 'learning_rate': 0.01388391634870162, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9570605354708355, 'colsample_bytree': 0.6831588492368206, 'gamma': 0.9322122711671987, 'reg_alpha': 0.21953745231510022, 'reg_lambda': 1.3388032539742007}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:28,877] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.015493512298455098, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9842679474551694, 'colsample_bytree': 0.7010778080563724, 'gamma': 0.2835638831785114, 'reg_alpha': 0.16392415917750852, 'reg_lambda': 1.4024285755175416}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,147] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.015177791209046857, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9836492118763537, 'colsample_bytree': 0.667385982572763, 'gamma': 0.2800171662407665, 'reg_alpha': 0.7855203533309774, 'reg_lambda': 1.516971630577147}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,392] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.01298674420666757, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8147218925629189, 'colsample_bytree': 0.6999257746144988, 'gamma': 0.1609468249753094, 'reg_alpha': 0.1669209548356656, 'reg_lambda': 1.4366111818206315}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,597] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 106, 'learning_rate': 0.014246499223805572, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9626955949889121, 'colsample_bytree': 0.666630018600742, 'gamma': 0.013023866949009245, 'reg_alpha': 0.2569526327849408, 'reg_lambda': 1.282054228661387}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:29,895] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.01750172420993844, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9760299069394393, 'colsample_bytree': 0.6882879654590865, 'gamma': 0.49681153308228154, 'reg_alpha': 0.20345661358986158, 'reg_lambda': 1.1573795675794574}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,098] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.015970541700636793, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9869628447171047, 'colsample_bytree': 0.7044900322706796, 'gamma': 1.6265872509085444, 'reg_alpha': 0.12961943190126463, 'reg_lambda': 1.0933469750241418}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,329] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.016671025763950322, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9698983456888749, 'colsample_bytree': 0.6769787681773488, 'gamma': 0.3707266964606378, 'reg_alpha': 0.23958146196776303, 'reg_lambda': 1.1918401304552737}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,598] Trial 144 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.019893028690158403, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9911764320150492, 'colsample_bytree': 0.6932109060626955, 'gamma': 0.25604061916924176, 'reg_alpha': 0.21894337764360902, 'reg_lambda': 1.3762434388504563}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:30,819] Trial 145 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.018467530804079757, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9777518761708929, 'colsample_bytree': 0.6609997628251437, 'gamma': 0.5852211127021314, 'reg_alpha': 0.1943211861937106, 'reg_lambda': 1.433300987985602}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,025] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 64, 'learning_rate': 0.01496396407591712, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9581935477934077, 'colsample_bytree': 0.6750361531373223, 'gamma': 0.1179099127284652, 'reg_alpha': 0.16405262666504045, 'reg_lambda': 1.0556431511554802}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,261] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.012231550810365225, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9688854772623288, 'colsample_bytree': 0.7328884891517571, 'gamma': 0.422900479668082, 'reg_alpha': 0.25444639318290846, 'reg_lambda': 1.5285953259949783}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,500] Trial 148 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.013382470320930645, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9810521141496046, 'colsample_bytree': 0.7157897629201053, 'gamma': 0.20847614752350405, 'reg_alpha': 0.09912361879512453, 'reg_lambda': 1.2275468924645987}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,798] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.010424481350062204, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9835393113138978, 'colsample_bytree': 0.765847846317433, 'gamma': 0.21421171040072362, 'reg_alpha': 0.03240512500132768, 'reg_lambda': 1.2955215201035128}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:31,973] Trial 150 finished with value: 0.755952380952381 and parameters: {'n_estimators': 74, 'learning_rate': 0.013550507375295538, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.999388247746034, 'colsample_bytree': 0.7068204415690936, 'gamma': 2.4707218701279876, 'reg_alpha': 0.07175813564497106, 'reg_lambda': 1.1322275420036012}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:32,202] Trial 151 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 66, 'learning_rate': 0.013521197021294012, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9962117274072807, 'colsample_bytree': 0.7186475080558581, 'gamma': 2.404810832639542, 'reg_alpha': 0.030373954737219225, 'reg_lambda': 1.1345154608820216}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:32,486] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.011465544612169672, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9937624768847892, 'colsample_bytree': 0.7197275769709215, 'gamma': 2.518849944947015, 'reg_alpha': 0.14861070463108172, 'reg_lambda': 1.2107150999804508}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:32,756] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 74, 'learning_rate': 0.012717975818826803, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9800656825587296, 'colsample_bytree': 0.7419980274846747, 'gamma': 2.079337896935273, 'reg_alpha': 0.0743848137008758, 'reg_lambda': 0.9445450254262979}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,009] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.012953794231930394, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9835680524842837, 'colsample_bytree': 0.7416552597455127, 'gamma': 2.03985529567338, 'reg_alpha': 0.08921572190699181, 'reg_lambda': 1.124360657871288}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,389] Trial 155 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.010666519905804799, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9499737785709227, 'colsample_bytree': 0.7030393598590648, 'gamma': 2.294399473684564, 'reg_alpha': 0.06192072055747763, 'reg_lambda': 1.005001705632185}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,592] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 78, 'learning_rate': 0.01006188594469384, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9922975378753283, 'colsample_bytree': 0.6566899910289868, 'gamma': 2.106327372767417, 'reg_alpha': 0.023306282912404802, 'reg_lambda': 0.9265662297607562}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:33,812] Trial 157 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 72, 'learning_rate': 0.012119413164925463, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.961041035048684, 'colsample_bytree': 0.6821867368796367, 'gamma': 2.461460321525699, 'reg_alpha': 0.06241074007101716, 'reg_lambda': 0.9608841662348875}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:34,052] Trial 158 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 74, 'learning_rate': 0.013739669090844614, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9621059773698076, 'colsample_bytree': 0.6953023015288787, 'gamma': 2.595677534743529, 'reg_alpha': 0.07796028919666038, 'reg_lambda': 0.9826439137736009}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:34,313] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 69, 'learning_rate': 0.011946666618802384, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9661366474407406, 'colsample_bytree': 0.750320670005949, 'gamma': 2.45934934821104, 'reg_alpha': 0.10632037456544437, 'reg_lambda': 1.0905177589279627}. Best is trial 87 with value: 0.7738095238095237.
[I 2025-11-03 20:12:34,478] Trial 160 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.01440898479727546, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9677129449097382, 'colsample_bytree': 0.7515002209152264, 'gamma': 0.004453564123652463, 'reg_alpha': 0.10968780019021541, 'reg_lambda': 1.062679197877982}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:34,702] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.014482928961914209, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9677693122998847, 'colsample_bytree': 0.7518631739188819, 'gamma': 0.07796105696624983, 'reg_alpha': 0.11462046698700558, 'reg_lambda': 1.0661868819402858}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:34,886] Trial 162 finished with value: 0.7619047619047621 and parameters: {'n_estimators': 59, 'learning_rate': 0.012176157438923954, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9640123050835906, 'colsample_bytree': 0.7534017894990297, 'gamma': 2.4945974355268867, 'reg_alpha': 0.10013087407984236, 'reg_lambda': 0.9800654749721902}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,213] Trial 163 finished with value: 0.755952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.012380007797215627, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.947492582806474, 'colsample_bytree': 0.7546116370629283, 'gamma': 0.0770469171577222, 'reg_alpha': 0.10938637159464319, 'reg_lambda': 1.0673291341986306}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,395] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 53, 'learning_rate': 0.013868173005488834, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9558149304458203, 'colsample_bytree': 0.7819492389503915, 'gamma': 2.4160412076735107, 'reg_alpha': 0.05762194261975205, 'reg_lambda': 0.9510546676105468}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,725] Trial 165 finished with value: 0.7380952380952382 and parameters: {'n_estimators': 62, 'learning_rate': 0.012323650376915135, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9660968055105732, 'colsample_bytree': 0.7703678745301823, 'gamma': 0.006540484204529263, 'reg_alpha': 0.11069065257475336, 'reg_lambda': 1.0722185116395764}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:35,909] Trial 166 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 68, 'learning_rate': 0.011719364568226684, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7871259857239397, 'colsample_bytree': 0.7560867669912917, 'gamma': 2.6633517618186264, 'reg_alpha': 0.06620205729179983, 'reg_lambda': 1.0126061398764639}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,191] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.01443823462375149, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9751497152571293, 'colsample_bytree': 0.7479983906460564, 'gamma': 7.062841334452147e-06, 'reg_alpha': 0.10243112333534989, 'reg_lambda': 1.1064666899309001}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,367] Trial 168 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 69, 'learning_rate': 0.014554675605623398, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7417549879776566, 'colsample_bytree': 0.7467027320239186, 'gamma': 0.1031932337400308, 'reg_alpha': 0.0985796151708018, 'reg_lambda': 1.6580201761928757}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,684] Trial 169 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.01569182261782424, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9741623322787055, 'colsample_bytree': 0.7728511150244498, 'gamma': 0.30277395831605713, 'reg_alpha': 0.04353647145312886, 'reg_lambda': 1.0551485527829783}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:36,890] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.015347598539112356, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9641070093748169, 'colsample_bytree': 0.773244300658717, 'gamma': 0.3238217941904044, 'reg_alpha': 0.012217884719576487, 'reg_lambda': 1.0351382233629103}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:37,066] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.013128767672684064, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9765392463446912, 'colsample_bytree': 0.7359433900424995, 'gamma': 0.2262098118126096, 'reg_alpha': 0.04563485458669077, 'reg_lambda': 1.0902322464717815}. Best is trial 160 with value: 0.7738095238095238.
[I 2025-11-03 20:12:37,241] Trial 172 finished with value: 0.7886904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.012975930973033513, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.973391095323069, 'colsample_bytree': 0.7287721113812314, 'gamma': 0.24479754724377298, 'reg_alpha': 0.047182233583820815, 'reg_lambda': 0.9630971827935023}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,033] Trial 173 finished with value: 0.636904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.013167945139676908, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9556989911484779, 'colsample_bytree': 0.7300035058402353, 'gamma': 0.2878458766734137, 'reg_alpha': 0.04205010457047304, 'reg_lambda': 0.9790409552480197}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,228] Trial 174 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 37, 'learning_rate': 0.01157206095972736, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9718322024230727, 'colsample_bytree': 0.7377648929400177, 'gamma': 0.20246545247769926, 'reg_alpha': 0.04148965629357002, 'reg_lambda': 0.9469671993943625}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,408] Trial 175 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.011441024032640457, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.972640591764511, 'colsample_bytree': 0.7376413871566333, 'gamma': 4.475344387169445, 'reg_alpha': 0.0386715517148165, 'reg_lambda': 0.9076697894238507}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,522] Trial 176 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.012384082887260364, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9431081398839752, 'colsample_bytree': 0.7573811087110152, 'gamma': 0.20969233134006238, 'reg_alpha': 0.12039094956185527, 'reg_lambda': 1.0609568307689656}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,712] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.013182602184577103, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9640836257284907, 'colsample_bytree': 0.7417799752615198, 'gamma': 0.35064791630202513, 'reg_alpha': 0.00600248414227382, 'reg_lambda': 0.954191961942026}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:38,839] Trial 178 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.011209493928584788, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9752939929550208, 'colsample_bytree': 0.7285292990172538, 'gamma': 0.25380735430551576, 'reg_alpha': 0.05172085159022157, 'reg_lambda': 0.978193549648586}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,211] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.012445673472366458, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9512579835723153, 'colsample_bytree': 0.7950783588951321, 'gamma': 0.4190293371057021, 'reg_alpha': 0.08534619778283793, 'reg_lambda': 0.8864329261135335}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,362] Trial 180 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.013997361324247275, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9698127500402759, 'colsample_bytree': 0.7634491223266736, 'gamma': 0.13752759750543653, 'reg_alpha': 0.051573838627967106, 'reg_lambda': 1.0600103592388062}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,565] Trial 181 finished with value: 0.7827380952380953 and parameters: {'n_estimators': 39, 'learning_rate': 0.014139127762812113, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9705313812674291, 'colsample_bytree': 0.7763130000605538, 'gamma': 0.10522569405398292, 'reg_alpha': 0.07925132111657787, 'reg_lambda': 1.0309417136484211}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,715] Trial 182 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 39, 'learning_rate': 0.011879164375811137, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9779094953002694, 'colsample_bytree': 0.7786274849404127, 'gamma': 0.1846094934065445, 'reg_alpha': 0.051451759403159346, 'reg_lambda': 1.0209973851153933}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:39,856] Trial 183 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.011916933459099598, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.974924347590568, 'colsample_bytree': 0.7868804661924098, 'gamma': 0.1701170258925941, 'reg_alpha': 0.07345926047638505, 'reg_lambda': 1.0085170965600425}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,113] Trial 184 finished with value: 0.625 and parameters: {'n_estimators': 38, 'learning_rate': 0.011730624402662515, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9590642030587472, 'colsample_bytree': 0.7810036460617595, 'gamma': 0.1658859746574018, 'reg_alpha': 0.05646013549030623, 'reg_lambda': 1.0124102463074272}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,283] Trial 185 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.010934202520424798, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9777677610300142, 'colsample_bytree': 0.8070597744215199, 'gamma': 0.19663188409901167, 'reg_alpha': 0.00313953614192361, 'reg_lambda': 0.9542314757643191}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,481] Trial 186 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.012824107820060686, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9688034564574445, 'colsample_bytree': 0.7762850471970983, 'gamma': 0.13402419268194604, 'reg_alpha': 0.07930931689749586, 'reg_lambda': 1.0384655345296288}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,681] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.012122953697768566, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.967063846944444, 'colsample_bytree': 0.7761603400818989, 'gamma': 0.1206763854812676, 'reg_alpha': 0.080745329451737, 'reg_lambda': 0.913523417642157}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:40,933] Trial 188 finished with value: 0.636904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.012819446038765687, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.956442104296887, 'colsample_bytree': 0.7892298677923991, 'gamma': 0.08799394720083142, 'reg_alpha': 0.04262853219077537, 'reg_lambda': 1.028963513287458}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,156] Trial 189 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 42, 'learning_rate': 0.011623224058464492, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9685854240660908, 'colsample_bytree': 0.7604128508456958, 'gamma': 0.2670103827374209, 'reg_alpha': 0.09162749965669993, 'reg_lambda': 1.0720567689402396}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,297] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.01119308664314413, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9861810676527497, 'colsample_bytree': 0.7656633970651444, 'gamma': 0.36802728070606483, 'reg_alpha': 0.02341899778145748, 'reg_lambda': 0.8640071113985706}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,558] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 34, 'learning_rate': 0.013939326124868994, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9809371953495091, 'colsample_bytree': 0.7903476920763403, 'gamma': 0.1806415123590546, 'reg_alpha': 0.06599115964416792, 'reg_lambda': 0.995449481626423}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,735] Trial 192 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 34, 'learning_rate': 0.01363103081793949, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9799185425432658, 'colsample_bytree': 0.8267124768614498, 'gamma': 0.0015195876259589125, 'reg_alpha': 0.06503680245029837, 'reg_lambda': 0.9945362125893388}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:41,830] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 21, 'learning_rate': 0.013530511038567476, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9897247465096952, 'colsample_bytree': 0.8138421592120827, 'gamma': 0.08231485593959809, 'reg_alpha': 0.060930834064314994, 'reg_lambda': 1.1015922028581477}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,014] Trial 194 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 32, 'learning_rate': 0.013164541107340689, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9801420837667266, 'colsample_bytree': 0.7975743095822408, 'gamma': 0.18619568822389787, 'reg_alpha': 0.07529314841806628, 'reg_lambda': 1.009312598209339}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,168] Trial 195 finished with value: 0.7827380952380952 and parameters: {'n_estimators': 36, 'learning_rate': 0.013985443232629879, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9728679868828133, 'colsample_bytree': 0.8472994266053739, 'gamma': 0.016188185950927747, 'reg_alpha': 0.050558672219685956, 'reg_lambda': 0.9107351608458611}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,414] Trial 196 finished with value: 0.619047619047619 and parameters: {'n_estimators': 34, 'learning_rate': 0.014089569554681129, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.990485014896132, 'colsample_bytree': 0.836684750290404, 'gamma': 0.04673970484025396, 'reg_alpha': 0.050847645935535084, 'reg_lambda': 0.916119075617119}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,514] Trial 197 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 29, 'learning_rate': 0.013904083615283789, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9780354540644534, 'colsample_bytree': 0.8550756482668145, 'gamma': 0.29687478698569764, 'reg_alpha': 0.02507327474244768, 'reg_lambda': 0.940448347711694}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,745] Trial 198 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 25, 'learning_rate': 0.016023438163168608, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9735841646215336, 'colsample_bytree': 0.8695994550864198, 'gamma': 0.2900518741172296, 'reg_alpha': 0.02833738506524995, 'reg_lambda': 0.8630916133942079}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,979] Trial 199 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 27, 'learning_rate': 0.016085190387331853, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9592702913296239, 'colsample_bytree': 0.8583946654414327, 'gamma': 0.2962692178455867, 'reg_alpha': 0.03286984179243521, 'reg_lambda': 0.8802688787572412}. Best is trial 172 with value: 0.7886904761904762.
[I 2025-11-03 20:12:42,983] A new study created in memory with name: no-name-987be5db-d072-47af-a28f-f4dc314a43bf
[I 2025-11-03 20:12:43,320] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.11451899926344439, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.6080280020819486, 'colsample_bytree': 0.9646615261878948, 'gamma': 3.6624607814217662, 'reg_alpha': 0.7239467075516166, 'reg_lambda': 2.1300060688261775}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:12:43,638] Trial 1 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 224, 'learning_rate': 0.016864835760726945, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9180452317726036, 'colsample_bytree': 0.9980280553823638, 'gamma': 2.927472929502812, 'reg_alpha': 0.22401126519881664, 'reg_lambda': 2.2188040755598366}. Best is trial 1 with value: 0.6726190476190477.
[I 2025-11-03 20:12:43,878] Trial 2 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.16004054991940414, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9819795480234937, 'colsample_bytree': 0.9175638654212769, 'gamma': 4.2696745001650624, 'reg_alpha': 0.4503009179491133, 'reg_lambda': 1.867892206617602}. Best is trial 1 with value: 0.6726190476190477.
[I 2025-11-03 20:12:44,086] Trial 3 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 124, 'learning_rate': 0.05600462364562181, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7411680089720836, 'colsample_bytree': 0.7129885242689967, 'gamma': 1.6432415648306926, 'reg_alpha': 0.576903885202897, 'reg_lambda': 2.5358235086462804}. Best is trial 3 with value: 0.7083333333333333.
[I 2025-11-03 20:12:44,330] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.018141603541967137, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9896529270323663, 'colsample_bytree': 0.6688096248561234, 'gamma': 2.158791743018695, 'reg_alpha': 0.9562123922128554, 'reg_lambda': 1.8991773961540346}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:44,622] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 236, 'learning_rate': 0.04348485370482503, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7530056404357776, 'colsample_bytree': 0.606468704646971, 'gamma': 2.4405693733485583, 'reg_alpha': 0.8045816080498642, 'reg_lambda': 1.4852622629822645}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:44,935] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.15970045420234152, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6839988462006127, 'colsample_bytree': 0.960737400207356, 'gamma': 0.3029786051990896, 'reg_alpha': 0.6031306470464493, 'reg_lambda': 0.8428656035729525}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:45,202] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.013745183602147562, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8292827892781566, 'colsample_bytree': 0.8986890405678191, 'gamma': 3.077905191280184, 'reg_alpha': 0.5725086182449812, 'reg_lambda': 0.8758427591659006}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:45,697] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.28111204497330117, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9196110731692408, 'colsample_bytree': 0.7386985890702022, 'gamma': 2.389432012180877, 'reg_alpha': 0.9319008771776485, 'reg_lambda': 1.094070555934655}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:45,801] Trial 9 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 61, 'learning_rate': 0.10377244283499373, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.7893731251124156, 'colsample_bytree': 0.9426924295292233, 'gamma': 4.207687337467975, 'reg_alpha': 0.5901548972565145, 'reg_lambda': 1.137519838950268}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,004] Trial 10 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 21, 'learning_rate': 0.0332721248604053, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.995268748485174, 'colsample_bytree': 0.6073287209850114, 'gamma': 1.023690873629275, 'reg_alpha': 0.9794525677824326, 'reg_lambda': 2.933819457286604}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,184] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 66, 'learning_rate': 0.07301303881279836, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8332900612394885, 'colsample_bytree': 0.8287598637241465, 'gamma': 4.800097299117961, 'reg_alpha': 0.04859322102760927, 'reg_lambda': 1.3978342683459872}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,415] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.010713028915215278, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.899656374242128, 'colsample_bytree': 0.8123247343239927, 'gamma': 1.8832100683081803, 'reg_alpha': 0.38059154947608637, 'reg_lambda': 0.6047202407534096}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,646] Trial 13 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 64, 'learning_rate': 0.023681920879016202, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7726945691656605, 'colsample_bytree': 0.7003810830766831, 'gamma': 3.6793767078042556, 'reg_alpha': 0.7644237190402184, 'reg_lambda': 1.4697341130844641}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,715] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.08614273332883708, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.866108011513031, 'colsample_bytree': 0.8670506114252976, 'gamma': 4.888844839936095, 'reg_alpha': 0.34184797747037793, 'reg_lambda': 1.850988682845467}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:46,989] Trial 15 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 113, 'learning_rate': 0.02661493977188127, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6751636588568917, 'colsample_bytree': 0.7643792019078643, 'gamma': 1.1386293835439378, 'reg_alpha': 0.9105991425949912, 'reg_lambda': 1.2766732965571133}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,143] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.04396962257325181, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7928905335399896, 'colsample_bytree': 0.6717477497345435, 'gamma': 3.666020195257005, 'reg_alpha': 0.18968669235343272, 'reg_lambda': 1.7279232954363715}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,449] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.26057511273140493, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7151830089228863, 'colsample_bytree': 0.6701651097597289, 'gamma': 2.9327832292950466, 'reg_alpha': 0.7287789799445297, 'reg_lambda': 2.3991131994394235}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,775] Trial 18 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 155, 'learning_rate': 0.020014351445729824, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9570311699352644, 'colsample_bytree': 0.7811018081340835, 'gamma': 4.221974723505986, 'reg_alpha': 0.8647038846663193, 'reg_lambda': 1.0991956730394463}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:47,892] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.12144333795787371, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8391551318396612, 'colsample_bytree': 0.8501585635026948, 'gamma': 0.17838168489642658, 'reg_alpha': 0.6152215364836517, 'reg_lambda': 0.5264759540651114}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,203] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.06662902386088983, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6064955885476957, 'colsample_bytree': 0.64419670187271, 'gamma': 1.9399707950314138, 'reg_alpha': 0.47685122322495527, 'reg_lambda': 2.764529767601214}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,426] Trial 21 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 144, 'learning_rate': 0.041746679354188916, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7564282886270006, 'colsample_bytree': 0.6238778989627636, 'gamma': 2.5297801041036063, 'reg_alpha': 0.8164792782593785, 'reg_lambda': 1.6279754662770216}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,729] Trial 22 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 200, 'learning_rate': 0.03636897105184058, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7188951059762759, 'colsample_bytree': 0.6068574674546452, 'gamma': 2.368866777361738, 'reg_alpha': 0.7020487666688351, 'reg_lambda': 2.118414823321604}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:48,917] Trial 23 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 73, 'learning_rate': 0.08873751032145279, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8024522113864931, 'colsample_bytree': 0.6558194369609982, 'gamma': 1.209705356367551, 'reg_alpha': 0.8285401439750402, 'reg_lambda': 1.5840848495034199}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,148] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.02856933014730626, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8759299105811198, 'colsample_bytree': 0.7006265851347109, 'gamma': 3.3163118852062823, 'reg_alpha': 0.960891301336866, 'reg_lambda': 1.231521069094137}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,262] Trial 25 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 39, 'learning_rate': 0.02947880656187685, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8764406095689723, 'colsample_bytree': 0.7103590675556429, 'gamma': 4.228090466365169, 'reg_alpha': 0.9826797070611992, 'reg_lambda': 1.1347769004982629}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,562] Trial 26 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.016942882287958545, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9386339953079383, 'colsample_bytree': 0.75028426094095, 'gamma': 3.4580115699118306, 'reg_alpha': 0.6758744330102143, 'reg_lambda': 1.976313390291203}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:49,822] Trial 27 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 36, 'learning_rate': 0.010529991126358497, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9547804986966059, 'colsample_bytree': 0.6894672845030964, 'gamma': 3.260626465377198, 'reg_alpha': 0.868740345513579, 'reg_lambda': 0.8998422574781726}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:50,124] Trial 28 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.021276230799532992, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8692034446857518, 'colsample_bytree': 0.7304897421837656, 'gamma': 3.996520016638238, 'reg_alpha': 0.9909267712766243, 'reg_lambda': 1.3090167316932224}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:12:50,328] Trial 29 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 123, 'learning_rate': 0.1229952559753606, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8958101675227149, 'colsample_bytree': 0.7898694257194212, 'gamma': 4.64555597999661, 'reg_alpha': 0.9088345012987126, 'reg_lambda': 0.7031993498174454}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:50,542] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 120, 'learning_rate': 0.013096684468431674, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8940798821284031, 'colsample_bytree': 0.7828705908639118, 'gamma': 4.657545287009714, 'reg_alpha': 0.9168150259569534, 'reg_lambda': 0.7311614590825811}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:50,853] Trial 31 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.1257125382482349, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8122715149789153, 'colsample_bytree': 0.9274406856396897, 'gamma': 4.519856894342459, 'reg_alpha': 0.9009505352422065, 'reg_lambda': 1.0339948021257512}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,011] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.17179717515922685, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8484462745668524, 'colsample_bytree': 0.9829138025597186, 'gamma': 3.8979533187015676, 'reg_alpha': 0.7532632532675904, 'reg_lambda': 0.7245644668908802}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,169] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.20596087541389876, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9711759345526315, 'colsample_bytree': 0.8681875624340601, 'gamma': 4.371688308629603, 'reg_alpha': 0.6701978515397311, 'reg_lambda': 1.242904133326906}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,392] Trial 34 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.23973472108530136, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9761737998578514, 'colsample_bytree': 0.8917657442744717, 'gamma': 2.758012771244909, 'reg_alpha': 0.6605304578600584, 'reg_lambda': 2.234925429036717}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,628] Trial 35 finished with value: 0.6875 and parameters: {'n_estimators': 125, 'learning_rate': 0.19241478250996671, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9285127902752504, 'colsample_bytree': 0.8423172448629951, 'gamma': 4.497737422668488, 'reg_alpha': 0.8146048999995816, 'reg_lambda': 1.7586532077639765}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:51,931] Trial 36 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.21176458740715157, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9640653251278076, 'colsample_bytree': 0.8006909997400083, 'gamma': 4.964440903297099, 'reg_alpha': 0.957952490798377, 'reg_lambda': 1.3061332370246197}. Best is trial 29 with value: 0.7351190476190476.
[I 2025-11-03 20:12:52,126] Trial 37 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.13958510962691664, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9986168017293168, 'colsample_bytree': 0.8935460596862523, 'gamma': 2.0715961272345425, 'reg_alpha': 0.524795773986446, 'reg_lambda': 2.04610061401556}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:52,444] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.05159741138381077, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9979585630978953, 'colsample_bytree': 0.7310138034511444, 'gamma': 2.0686499064888033, 'reg_alpha': 0.22369760515733367, 'reg_lambda': 2.0299785152322305}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:52,691] Trial 39 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.05361984407443478, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9989537487521764, 'colsample_bytree': 0.7271200326747881, 'gamma': 1.4529647824642278, 'reg_alpha': 0.21705374719234172, 'reg_lambda': 2.0646330448041947}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:53,038] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 208, 'learning_rate': 0.14074923636785203, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9995489128694014, 'colsample_bytree': 0.77705105949307, 'gamma': 1.4820718941698194, 'reg_alpha': 0.10372712840731281, 'reg_lambda': 2.3179746445432174}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:53,287] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.054703542351152955, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.98728137174791, 'colsample_bytree': 0.7276902269117014, 'gamma': 2.063071739844097, 'reg_alpha': 0.25836734967547037, 'reg_lambda': 2.030540072027491}. Best is trial 37 with value: 0.7440476190476191.
[I 2025-11-03 20:12:53,629] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.05361888524628661, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.93992260747309, 'colsample_bytree': 0.759576116791256, 'gamma': 0.6143093153580894, 'reg_alpha': 0.26758533020117936, 'reg_lambda': 2.5470904317940786}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:53,929] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.06746789754552196, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9426399638342612, 'colsample_bytree': 0.7567207953483817, 'gamma': 0.6340476915207359, 'reg_alpha': 0.2865939757838294, 'reg_lambda': 2.5935249623955774}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:54,311] Trial 44 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.09809820838725289, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9081654636292269, 'colsample_bytree': 0.8177078659024862, 'gamma': 0.6407021218812345, 'reg_alpha': 0.4184724919180063, 'reg_lambda': 2.463793591041052}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:54,661] Trial 45 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 164, 'learning_rate': 0.07648114780332986, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9448528563823764, 'colsample_bytree': 0.8036342654103744, 'gamma': 1.7354326712030927, 'reg_alpha': 0.14063981844738088, 'reg_lambda': 2.1772405008785953}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:54,896] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 187, 'learning_rate': 0.14910196770974019, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9755497985723409, 'colsample_bytree': 0.6835326207800173, 'gamma': 1.4354920540203275, 'reg_alpha': 0.5240682522737602, 'reg_lambda': 1.8967977212621885}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,172] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.06138375217551011, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9186583200052946, 'colsample_bytree': 0.7483590639877622, 'gamma': 0.779791414754403, 'reg_alpha': 0.35576921957582913, 'reg_lambda': 2.6685095907158907}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,389] Trial 48 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.0489301102727745, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6330771381669204, 'colsample_bytree': 0.7168356371181199, 'gamma': 2.210219102623842, 'reg_alpha': 0.012828225040035668, 'reg_lambda': 2.3134895403940865}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,640] Trial 49 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.03562376455092247, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9813802975259779, 'colsample_bytree': 0.7718754626545257, 'gamma': 0.03207832532320509, 'reg_alpha': 0.31895547706563626, 'reg_lambda': 2.9364596350590193}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:55,855] Trial 50 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 149, 'learning_rate': 0.10744308078960943, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9592393838792406, 'colsample_bytree': 0.7909393790271347, 'gamma': 1.6557854575337099, 'reg_alpha': 0.1778627248677701, 'reg_lambda': 1.805341551389005}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:56,141] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.04895789319650488, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9975993784271837, 'colsample_bytree': 0.7391149853564548, 'gamma': 2.5876690966215596, 'reg_alpha': 0.21489669991018112, 'reg_lambda': 1.946741266985925}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:56,387] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.08350200942196895, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9869614982334813, 'colsample_bytree': 0.7179530498774083, 'gamma': 2.2464707708505154, 'reg_alpha': 0.08548747191178563, 'reg_lambda': 2.07202650234822}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:56,596] Trial 53 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 106, 'learning_rate': 0.04048534643066893, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9397029677478257, 'colsample_bytree': 0.7624002370979225, 'gamma': 0.9280150329050865, 'reg_alpha': 0.4164747804691423, 'reg_lambda': 1.6688072536462664}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,025] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.05734334210063394, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.965659351200297, 'colsample_bytree': 0.8302304950118832, 'gamma': 1.3324334125505684, 'reg_alpha': 0.2542786984335442, 'reg_lambda': 2.82120588095501}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,399] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 171, 'learning_rate': 0.1322903408978053, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9882392054356515, 'colsample_bytree': 0.6584196366086406, 'gamma': 1.8676326430253802, 'reg_alpha': 0.1322397158210375, 'reg_lambda': 2.2487300639145182}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,784] Trial 56 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 190, 'learning_rate': 0.0946278972525674, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9303706442829734, 'colsample_bytree': 0.6242417445436761, 'gamma': 2.065184860643847, 'reg_alpha': 0.5512319340524772, 'reg_lambda': 1.5187296696060166}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:57,987] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 118, 'learning_rate': 0.11335331321193563, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9020416687967143, 'colsample_bytree': 0.6963545967090122, 'gamma': 2.790271281952123, 'reg_alpha': 0.3094585342089487, 'reg_lambda': 2.496856712333906}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:58,224] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.03255288394635748, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9997931795844429, 'colsample_bytree': 0.952243674328891, 'gamma': 0.381609368880635, 'reg_alpha': 0.22595186496102312, 'reg_lambda': 2.1224736106283073}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:58,544] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 129, 'learning_rate': 0.01719778256634394, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9518490156910357, 'colsample_bytree': 0.9668379222156904, 'gamma': 0.2760650004999155, 'reg_alpha': 0.18732999791506022, 'reg_lambda': 2.10874619159169}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:58,759] Trial 60 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.024329029596028534, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.972000837897061, 'colsample_bytree': 0.9006228446698555, 'gamma': 0.41462636265538916, 'reg_alpha': 0.865381243607673, 'reg_lambda': 2.3472604420832384}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,058] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.024229016883086783, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9744249212975195, 'colsample_bytree': 0.9074622508530653, 'gamma': 0.5229975754779495, 'reg_alpha': 0.8662659542586291, 'reg_lambda': 2.371001498161971}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,282] Trial 62 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 88, 'learning_rate': 0.024757435860993496, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9718863681639941, 'colsample_bytree': 0.9047568057563897, 'gamma': 0.4736928835659165, 'reg_alpha': 0.8496965311795539, 'reg_lambda': 2.399397138967171}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,622] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.0241422349770155, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9731250414348191, 'colsample_bytree': 0.9045037457174585, 'gamma': 0.46950115991086977, 'reg_alpha': 0.8630356286569775, 'reg_lambda': 2.402404977403883}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:12:59,845] Trial 64 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 109, 'learning_rate': 0.01939120400023834, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9655505118096257, 'colsample_bytree': 0.9439023817822982, 'gamma': 0.5090834529469854, 'reg_alpha': 0.7564257545823734, 'reg_lambda': 2.6477391393023453}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,046] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 100, 'learning_rate': 0.03136722795819043, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.980359753954604, 'colsample_bytree': 0.9166838106341477, 'gamma': 1.0323890090708687, 'reg_alpha': 0.4638077441289079, 'reg_lambda': 2.377808655239439}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,328] Trial 66 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 89, 'learning_rate': 0.013362381739547888, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9293016482463735, 'colsample_bytree': 0.8730883572385276, 'gamma': 0.38909751087598604, 'reg_alpha': 0.7873866065840739, 'reg_lambda': 2.552776043755222}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,595] Trial 67 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 97, 'learning_rate': 0.025302141375435003, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9902725073485785, 'colsample_bytree': 0.8826860940668191, 'gamma': 0.0006778996981562369, 'reg_alpha': 0.8452072266248143, 'reg_lambda': 2.1635715336965133}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:00,865] Trial 68 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 69, 'learning_rate': 0.021993460750900865, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9500926612343779, 'colsample_bytree': 0.9380945455293701, 'gamma': 0.24716471730649814, 'reg_alpha': 0.6238310167447667, 'reg_lambda': 2.3075303595806655}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,060] Trial 69 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 83, 'learning_rate': 0.02719907821185986, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9594497446992961, 'colsample_bytree': 0.9569232016931172, 'gamma': 0.8932295895439989, 'reg_alpha': 0.7218656812323391, 'reg_lambda': 2.7623757879296265}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,282] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.037511086801083365, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.9994941447239449, 'colsample_bytree': 0.9085303769807276, 'gamma': 0.6881069726106588, 'reg_alpha': 0.262771393107755, 'reg_lambda': 2.441180186724778}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,491] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 89, 'learning_rate': 0.022315596132739902, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9755048346539191, 'colsample_bytree': 0.8993427607399193, 'gamma': 0.4687051093639193, 'reg_alpha': 0.872346946806186, 'reg_lambda': 2.3767376580636292}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,755] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 73, 'learning_rate': 0.01552903622264941, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9701390392432648, 'colsample_bytree': 0.9244803221802095, 'gamma': 0.14155239863171937, 'reg_alpha': 0.8465339606752338, 'reg_lambda': 2.225739725460009}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:01,990] Trial 73 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 102, 'learning_rate': 0.03136341062302836, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.983438768257146, 'colsample_bytree': 0.9903894910191696, 'gamma': 0.4937264674904551, 'reg_alpha': 0.7838570096218689, 'reg_lambda': 2.5361123082033012}. Best is trial 42 with value: 0.75.
[I 2025-11-03 20:13:02,213] Trial 74 finished with value: 0.755952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.01894084615567441, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9702743596708902, 'colsample_bytree': 0.8527377922127686, 'gamma': 0.814278190889382, 'reg_alpha': 0.9397289312175958, 'reg_lambda': 2.270301805055132}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:02,497] Trial 75 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 113, 'learning_rate': 0.015177259040207208, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.954101388580826, 'colsample_bytree': 0.8542244240382141, 'gamma': 1.1357467299571664, 'reg_alpha': 0.9624890043675152, 'reg_lambda': 2.2827311354820163}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:02,722] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.019846937737160508, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9133417917629503, 'colsample_bytree': 0.8838802918082607, 'gamma': 0.7808635698847399, 'reg_alpha': 0.9376585390936474, 'reg_lambda': 2.1660804098327997}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:02,976] Trial 77 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 146, 'learning_rate': 0.028449591365456772, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9364938805914218, 'colsample_bytree': 0.8891985880265851, 'gamma': 1.2926721167407988, 'reg_alpha': 0.8877737170958696, 'reg_lambda': 2.027752383513939}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:03,290] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.04537574198955789, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9893316639072832, 'colsample_bytree': 0.9345652160785167, 'gamma': 0.34977707831301535, 'reg_alpha': 0.9434116656291146, 'reg_lambda': 2.6470487871982304}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:03,495] Trial 79 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 112, 'learning_rate': 0.04526980572567554, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9896555773882745, 'colsample_bytree': 0.9684681050890472, 'gamma': 0.33775568007197476, 'reg_alpha': 0.9934699453135531, 'reg_lambda': 2.6998972813571793}. Best is trial 74 with value: 0.755952380952381.
[I 2025-11-03 20:13:03,798] Trial 80 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 132, 'learning_rate': 0.03844007463170945, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9996937433020212, 'colsample_bytree': 0.9352821659267037, 'gamma': 0.8675108438319119, 'reg_alpha': 0.9306809723749974, 'reg_lambda': 2.6040501348635074}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,090] Trial 81 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.04120718523055878, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9910913842721731, 'colsample_bytree': 0.9355423162552157, 'gamma': 0.8598015083018257, 'reg_alpha': 0.9323551619843528, 'reg_lambda': 2.815682536863578}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,302] Trial 82 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 119, 'learning_rate': 0.03436150167498996, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9812290190213059, 'colsample_bytree': 0.9577984109089701, 'gamma': 0.6316403212067176, 'reg_alpha': 0.9401464584825034, 'reg_lambda': 2.5893750480942583}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,613] Trial 83 finished with value: 0.738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.04610289969808224, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9617431829409129, 'colsample_bytree': 0.9475389311035726, 'gamma': 0.9839064933641981, 'reg_alpha': 0.8887691770709932, 'reg_lambda': 2.4739203687037623}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:04,828] Trial 84 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 104, 'learning_rate': 0.03791164262000081, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9990808990861647, 'colsample_bytree': 0.9165724112988145, 'gamma': 0.16428507861905195, 'reg_alpha': 0.15760438137633218, 'reg_lambda': 2.631933002638333}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,075] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 118, 'learning_rate': 0.03158127266441744, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9474307413247957, 'colsample_bytree': 0.918178213204134, 'gamma': 0.7670754679511127, 'reg_alpha': 0.9673183869593329, 'reg_lambda': 1.939942613343636}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,311] Trial 86 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 164, 'learning_rate': 0.06469154209062637, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9829784833532923, 'colsample_bytree': 0.9320601605081438, 'gamma': 1.0966529831038279, 'reg_alpha': 0.9133266244686019, 'reg_lambda': 2.7435374625132445}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,505] Trial 87 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.054373958853835766, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.968644790813083, 'colsample_bytree': 0.850017804570343, 'gamma': 0.5545502333194586, 'reg_alpha': 0.3567355158733808, 'reg_lambda': 2.4992431335819423}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:05,864] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.03995490661184294, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9992990401969212, 'colsample_bytree': 0.8752859476774605, 'gamma': 0.33582458412232397, 'reg_alpha': 0.22263831063279066, 'reg_lambda': 1.8310332059287742}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:06,070] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.07244797490424552, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9999474131100268, 'colsample_bytree': 0.864797562735437, 'gamma': 1.4529640801282429, 'reg_alpha': 0.24071396770940656, 'reg_lambda': 1.8510952988567153}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:06,388] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 153, 'learning_rate': 0.05822262490377559, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8874448735060758, 'colsample_bytree': 0.8944107861929392, 'gamma': 0.12335937611949621, 'reg_alpha': 0.22140907192302495, 'reg_lambda': 2.099395060177577}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:06,684] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.039672711197128334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.989846952513298, 'colsample_bytree': 0.8762135914694082, 'gamma': 0.333221011889403, 'reg_alpha': 0.2867935912169641, 'reg_lambda': 2.8836925456509928}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,072] Trial 92 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 112, 'learning_rate': 0.049352246108413565, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9781339694829569, 'colsample_bytree': 0.947474082240032, 'gamma': 0.7423379522701938, 'reg_alpha': 0.20619602760843275, 'reg_lambda': 2.001488026618263}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,298] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.05100970141068197, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9761859856327416, 'colsample_bytree': 0.8319090115733956, 'gamma': 0.7316841549320653, 'reg_alpha': 0.20201964802312886, 'reg_lambda': 1.9826454003342953}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,519] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.02629669182746181, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9605085318985211, 'colsample_bytree': 0.9521366511549566, 'gamma': 0.5859573359472535, 'reg_alpha': 0.17009425347218748, 'reg_lambda': 1.747963237063066}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:07,845] Trial 95 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.03323107552749605, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9807470522548343, 'colsample_bytree': 0.970248684221679, 'gamma': 1.254520793014627, 'reg_alpha': 0.10184654098534056, 'reg_lambda': 2.1950111902180107}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:08,089] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 183, 'learning_rate': 0.03507879554520715, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9828820928338371, 'colsample_bytree': 0.9757432893560485, 'gamma': 1.2032213783889523, 'reg_alpha': 0.077767024848442, 'reg_lambda': 1.8177979134123239}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:08,465] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 199, 'learning_rate': 0.042640798826842574, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9508322182408739, 'colsample_bytree': 0.8610550635684734, 'gamma': 0.8462684790626639, 'reg_alpha': 0.11951354032911779, 'reg_lambda': 2.195403118742623}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:08,667] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.29233435995965795, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9932472986072538, 'colsample_bytree': 0.9741527847886018, 'gamma': 0.9848472272524668, 'reg_alpha': 0.04666825667165196, 'reg_lambda': 2.056862873006221}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,072] Trial 99 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 214, 'learning_rate': 0.029344158135964995, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7698475998572283, 'colsample_bytree': 0.9998955188601112, 'gamma': 1.5982043001407253, 'reg_alpha': 0.2881657192668689, 'reg_lambda': 2.1407360829836968}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,302] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.011907787754847778, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8498720739942569, 'colsample_bytree': 0.9253157334307133, 'gamma': 1.2748047435442271, 'reg_alpha': 0.24118686564042907, 'reg_lambda': 1.684766226103428}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,715] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.018620223886516227, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.968034798089487, 'colsample_bytree': 0.9865311512965397, 'gamma': 0.6768672801385255, 'reg_alpha': 0.16103011107067022, 'reg_lambda': 2.258969587791521}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:09,968] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.032450749709749954, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9672522337484558, 'colsample_bytree': 0.9932162924107503, 'gamma': 0.6778390497169503, 'reg_alpha': 0.16222406370301543, 'reg_lambda': 2.270605850129307}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:10,227] Trial 103 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 193, 'learning_rate': 0.05031392789964789, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9808728761981372, 'colsample_bytree': 0.9630036476272648, 'gamma': 1.0506658675448848, 'reg_alpha': 0.20347706055942769, 'reg_lambda': 1.908683720270136}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:10,574] Trial 104 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.01833254150129868, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9357048201762197, 'colsample_bytree': 0.96449108459451, 'gamma': 1.069189322505983, 'reg_alpha': 0.19933409823337753, 'reg_lambda': 1.9044749892095003}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:10,838] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 198, 'learning_rate': 0.048773650000717, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.980539166437715, 'colsample_bytree': 0.9444191856817067, 'gamma': 0.904528019839666, 'reg_alpha': 0.14770644027446464, 'reg_lambda': 1.9671577993173128}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:11,195] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.051858862300264874, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9592055202382399, 'colsample_bytree': 0.9871532742982634, 'gamma': 1.4018452358059565, 'reg_alpha': 0.09337209636996815, 'reg_lambda': 2.011681538542952}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:11,451] Trial 107 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.06078875523498574, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7168227651040174, 'colsample_bytree': 0.9781692554474406, 'gamma': 1.7620652731694921, 'reg_alpha': 0.11409628122040189, 'reg_lambda': 1.8055886844920923}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:11,813] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.07345365059585507, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9443225490531156, 'colsample_bytree': 0.9837627640950102, 'gamma': 0.7856277222055752, 'reg_alpha': 0.0405019842118188, 'reg_lambda': 2.22016946923776}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,068] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 181, 'learning_rate': 0.04783169745297927, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9770383045474128, 'colsample_bytree': 0.9099115271455046, 'gamma': 1.1771067784927296, 'reg_alpha': 0.13467885119079379, 'reg_lambda': 1.8845810812027086}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,474] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.03823076342711115, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.967642945871176, 'colsample_bytree': 0.9566331305199863, 'gamma': 1.541843358613347, 'reg_alpha': 0.068996297338028, 'reg_lambda': 1.5842736035014833}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,731] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 175, 'learning_rate': 0.04283406349230362, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.99356050844329, 'colsample_bytree': 0.9506110181436425, 'gamma': 0.577625009972182, 'reg_alpha': 0.17984565376390127, 'reg_lambda': 2.3269576604790774}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:12,997] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.01807153002343926, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9820749837737435, 'colsample_bytree': 0.967029050521459, 'gamma': 1.0157438758156807, 'reg_alpha': 0.2692964797808123, 'reg_lambda': 2.057352138599391}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:13,297] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 192, 'learning_rate': 0.02194733927056801, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9237108378981209, 'colsample_bytree': 0.9205458141364277, 'gamma': 0.8401646579418394, 'reg_alpha': 0.20718279837041428, 'reg_lambda': 2.0945675531517454}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:13,521] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.05456027115439111, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9955486053868798, 'colsample_bytree': 0.7440338361157992, 'gamma': 0.227823445277627, 'reg_alpha': 0.23451021566835678, 'reg_lambda': 2.1219431470239245}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:13,764] Trial 115 finished with value: 0.755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.01586974614109047, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9744675154326383, 'colsample_bytree': 0.9715809264776752, 'gamma': 0.6624652168783672, 'reg_alpha': 0.4052723370614335, 'reg_lambda': 1.9337098846060499}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,097] Trial 116 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 171, 'learning_rate': 0.014059613678388054, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6841564076315169, 'colsample_bytree': 0.8144913484514705, 'gamma': 0.9329089044248761, 'reg_alpha': 0.39999350249788923, 'reg_lambda': 1.9387407582802603}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,396] Trial 117 finished with value: 0.699404761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.01613672693332792, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.95773086661838, 'colsample_bytree': 0.9771913757055539, 'gamma': 0.7050145615964927, 'reg_alpha': 0.5122390652421844, 'reg_lambda': 2.2538611874325203}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,686] Trial 118 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.012098584711332296, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9762055985297022, 'colsample_bytree': 0.9607215733783522, 'gamma': 1.271898415090071, 'reg_alpha': 0.31056211529493694, 'reg_lambda': 2.4442826441190495}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:14,962] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.020844628724808193, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9656094477037108, 'colsample_bytree': 0.9394844772814255, 'gamma': 1.0928197677033515, 'reg_alpha': 0.3294163867801395, 'reg_lambda': 1.6945063126201323}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:15,271] Trial 120 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 168, 'learning_rate': 0.062096213491196525, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.987660530832993, 'colsample_bytree': 0.7254882696463106, 'gamma': 1.3591496518664197, 'reg_alpha': 0.441829559888472, 'reg_lambda': 1.998413191072403}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:15,536] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.014746807911384692, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9854815220445081, 'colsample_bytree': 0.9701125454883865, 'gamma': 0.4702763440508082, 'reg_alpha': 0.18244792687634193, 'reg_lambda': 2.206598193730316}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:15,919] Trial 122 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 157, 'learning_rate': 0.016485594705431435, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.998162180096223, 'colsample_bytree': 0.9462017518941073, 'gamma': 0.5978149078226987, 'reg_alpha': 0.2190021419824636, 'reg_lambda': 1.9313534025006367}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:16,146] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.018764558437750364, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9697735268115625, 'colsample_bytree': 0.9933610399362928, 'gamma': 0.38689335358818905, 'reg_alpha': 0.14868803949249332, 'reg_lambda': 2.1433232949126495}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:16,559] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.02305887145370654, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.955109533852575, 'colsample_bytree': 0.9293505985313069, 'gamma': 0.7004230866004333, 'reg_alpha': 0.5697369588866614, 'reg_lambda': 1.8733677267494893}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:16,794] Trial 125 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 105, 'learning_rate': 0.033801141557868446, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9749414842135554, 'colsample_bytree': 0.8770732397133897, 'gamma': 2.323338459349571, 'reg_alpha': 0.2469395957340233, 'reg_lambda': 2.3534690487072147}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,133] Trial 126 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 121, 'learning_rate': 0.04019744047894442, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9996636380413588, 'colsample_bytree': 0.91229525087136, 'gamma': 0.5527844770161687, 'reg_alpha': 0.2049574255389351, 'reg_lambda': 1.7853596855526108}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,354] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.04420501195607245, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9890080107557231, 'colsample_bytree': 0.8857877375861886, 'gamma': 0.29515266352590197, 'reg_alpha': 0.27359864571749754, 'reg_lambda': 2.0660274699659653}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,568] Trial 128 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 115, 'learning_rate': 0.06811517225092499, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6227186310506305, 'colsample_bytree': 0.9815603142854773, 'gamma': 0.824894536138304, 'reg_alpha': 0.11029556954983627, 'reg_lambda': 2.1726579010427596}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:17,861] Trial 129 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 100, 'learning_rate': 0.017370683567863678, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8238589347800988, 'colsample_bytree': 0.706683805528317, 'gamma': 1.960266286868599, 'reg_alpha': 0.3671719691560487, 'reg_lambda': 2.4193678437945234}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,122] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.03587985867093886, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9803092018416452, 'colsample_bytree': 0.9534322829841302, 'gamma': 0.9345362835356286, 'reg_alpha': 0.18789004562813416, 'reg_lambda': 2.285579105659794}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,395] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.03545086736330353, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9828926911893846, 'colsample_bytree': 0.9528834365245531, 'gamma': 0.6426665423663276, 'reg_alpha': 0.16372696612856613, 'reg_lambda': 2.2502342866481952}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,617] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 122, 'learning_rate': 0.03564264235120169, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9743713700954838, 'colsample_bytree': 0.9631932739587982, 'gamma': 1.0108765820956742, 'reg_alpha': 0.4821760586111286, 'reg_lambda': 2.5515477893119285}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:18,876] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.052698667920329706, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9839299449132721, 'colsample_bytree': 0.9528767432556482, 'gamma': 0.9004332909296391, 'reg_alpha': 0.17001917087501728, 'reg_lambda': 2.3003014505541883}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,122] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.0472188030362359, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9628274086712423, 'colsample_bytree': 0.9560391790613307, 'gamma': 0.9156236807310516, 'reg_alpha': 0.16538976752676451, 'reg_lambda': 2.296582861913626}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,405] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 138, 'learning_rate': 0.037916260103935534, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9808071836823874, 'colsample_bytree': 0.9402903532445896, 'gamma': 0.6561911606858397, 'reg_alpha': 0.13050482583462938, 'reg_lambda': 2.273039250823607}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,642] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.03964818691790358, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9457486705343924, 'colsample_bytree': 0.943409467110213, 'gamma': 0.6715552612360298, 'reg_alpha': 0.1865513113612483, 'reg_lambda': 2.3784015824692584}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:19,977] Trial 137 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 146, 'learning_rate': 0.02966039390084016, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9524450363063522, 'colsample_bytree': 0.9381473458203591, 'gamma': 0.7773473041023572, 'reg_alpha': 0.12794680812659076, 'reg_lambda': 2.2653953712200137}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:20,201] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.036276373017822855, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9823642206508009, 'colsample_bytree': 0.9304626179290414, 'gamma': 0.5139528411174118, 'reg_alpha': 0.15506342391270944, 'reg_lambda': 2.5102265292601125}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:20,437] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.05766157653368024, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9655690032712094, 'colsample_bytree': 0.9705979223967125, 'gamma': 0.6317726493471518, 'reg_alpha': 0.1357929597282941, 'reg_lambda': 2.3047420927551965}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:20,871] Trial 140 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.05789760177168839, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9635789962217288, 'colsample_bytree': 0.9697479765848077, 'gamma': 0.5994147779972026, 'reg_alpha': 0.09248745907390192, 'reg_lambda': 2.345764478136077}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,106] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.05095943006461934, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9708788422840469, 'colsample_bytree': 0.9527272463223853, 'gamma': 0.7264497492076407, 'reg_alpha': 0.12606816165129237, 'reg_lambda': 2.2999798938782408}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,432] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.04352110353389025, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9807491618833629, 'colsample_bytree': 0.9858398970283562, 'gamma': 0.8776202858253184, 'reg_alpha': 0.06746701467543802, 'reg_lambda': 2.430517248790816}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,649] Trial 143 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.04155982115608307, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9845489259954562, 'colsample_bytree': 0.9856219497309099, 'gamma': 0.9554185594065611, 'reg_alpha': 0.004638792137021383, 'reg_lambda': 2.418010104077599}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:21,955] Trial 144 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.03779155883308534, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9858810358804294, 'colsample_bytree': 0.9947084826051382, 'gamma': 1.173166363295864, 'reg_alpha': 0.05341279848398588, 'reg_lambda': 2.2133294950328826}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,164] Trial 145 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.04171890291115307, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.9889500893784176, 'colsample_bytree': 0.9786242747995545, 'gamma': 0.4247923778297321, 'reg_alpha': 0.009110918153201787, 'reg_lambda': 2.480091838463082}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,391] Trial 146 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 144, 'learning_rate': 0.031013157202375734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9386162753678844, 'colsample_bytree': 0.9611496505878351, 'gamma': 1.0452772692307957, 'reg_alpha': 0.028601450198658875, 'reg_lambda': 2.6038274793408434}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,710] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.04542426733400733, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9568301424182423, 'colsample_bytree': 0.9674797112182693, 'gamma': 0.9201204431747063, 'reg_alpha': 0.10247275363913767, 'reg_lambda': 2.3789895123245977}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:22,924] Trial 148 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 132, 'learning_rate': 0.0344433213315438, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9725809189848778, 'colsample_bytree': 0.9741291421725531, 'gamma': 0.6149306490540762, 'reg_alpha': 0.17282240006998728, 'reg_lambda': 2.333914822810153}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:23,350] Trial 149 finished with value: 0.755952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.056016556914430526, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9675377176366062, 'colsample_bytree': 0.9880255296477239, 'gamma': 0.08700447069900252, 'reg_alpha': 0.14885235803742702, 'reg_lambda': 2.2822692364250656}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:23,540] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.027170471812687957, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9904706161282605, 'colsample_bytree': 0.9860037096192366, 'gamma': 0.17236583078727313, 'reg_alpha': 0.1497536572882734, 'reg_lambda': 2.4115520827249695}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:23,852] Trial 151 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 126, 'learning_rate': 0.05540313271529999, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9643305552963065, 'colsample_bytree': 0.9991362347305556, 'gamma': 0.8181826997477686, 'reg_alpha': 0.1357636378224606, 'reg_lambda': 2.29279354145566}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:24,063] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.053412337759218775, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9499023369662698, 'colsample_bytree': 0.9969905422912099, 'gamma': 0.056757151768088154, 'reg_alpha': 0.17123189102565298, 'reg_lambda': 2.2536788488471267}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:24,395] Trial 153 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 123, 'learning_rate': 0.06414212673447552, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9729741676978244, 'colsample_bytree': 0.9879067651324811, 'gamma': 0.8020611625605449, 'reg_alpha': 0.11544317041284922, 'reg_lambda': 2.259278852376141}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:24,691] Trial 154 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 135, 'learning_rate': 0.03871358629778948, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9803283900473605, 'colsample_bytree': 0.9826509829374702, 'gamma': 0.25641304172518864, 'reg_alpha': 0.1928551358436219, 'reg_lambda': 2.1888541342077805}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,075] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.04728297326025234, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7424603172536546, 'colsample_bytree': 0.9577016368301638, 'gamma': 1.1290013444711684, 'reg_alpha': 0.07216157796164945, 'reg_lambda': 2.4662948160918434}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,303] Trial 156 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 141, 'learning_rate': 0.04185952401185822, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9634761149393274, 'colsample_bytree': 0.8372460594611791, 'gamma': 0.9569899040779986, 'reg_alpha': 0.14355275924076152, 'reg_lambda': 2.5355808131161597}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,619] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.041942906904126026, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9616428458915959, 'colsample_bytree': 0.8464273969297336, 'gamma': 0.4216668292519007, 'reg_alpha': 0.13534836070238093, 'reg_lambda': 2.545855497924883}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:25,902] Trial 158 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 139, 'learning_rate': 0.020207156481556316, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9663555929813438, 'colsample_bytree': 0.8308628798814389, 'gamma': 0.9848012396118416, 'reg_alpha': 0.08846859226956885, 'reg_lambda': 2.599121011214567}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:26,195] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.0544091955107826, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9920901485233597, 'colsample_bytree': 0.8640304587664454, 'gamma': 0.5329143516369871, 'reg_alpha': 0.15382351746774423, 'reg_lambda': 2.511395400980129}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:26,620] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.04998667274788188, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9555929891457672, 'colsample_bytree': 0.8408551637448513, 'gamma': 0.8350967932143996, 'reg_alpha': 0.8950725335269968, 'reg_lambda': 2.431149522328302}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:26,897] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.03276827220508761, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9817254045851738, 'colsample_bytree': 0.9977068234684383, 'gamma': 0.9638294182047069, 'reg_alpha': 0.18399260518991428, 'reg_lambda': 2.3525851054327753}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:27,238] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.03558513743117217, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9719733924049481, 'colsample_bytree': 0.8559969035283806, 'gamma': 0.7032842766027348, 'reg_alpha': 0.22454088087952712, 'reg_lambda': 2.2243183274842595}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:27,503] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.04431902412395436, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9786186163505587, 'colsample_bytree': 0.9758481423651101, 'gamma': 0.8057485247365583, 'reg_alpha': 0.6415693883262752, 'reg_lambda': 2.691820816488606}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:27,724] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.03759958220269978, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9916997105193417, 'colsample_bytree': 0.7953133645523165, 'gamma': 1.0741960659437748, 'reg_alpha': 0.10980322735866901, 'reg_lambda': 2.3041779083334766}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,040] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.04067976053823301, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9855113847707282, 'colsample_bytree': 0.9908599003265064, 'gamma': 1.2505219669527277, 'reg_alpha': 0.1604906357366069, 'reg_lambda': 2.262244932360678}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,250] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 121, 'learning_rate': 0.05949499848628886, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9478529979829167, 'colsample_bytree': 0.9641122078649639, 'gamma': 0.923347927657486, 'reg_alpha': 0.20103188103850092, 'reg_lambda': 2.398566574312528}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,535] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.04748349177195595, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9626532570661246, 'colsample_bytree': 0.9486095198831402, 'gamma': 0.7257383077854223, 'reg_alpha': 0.0009527279029636349, 'reg_lambda': 2.16598279781238}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:28,833] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.02959808173300586, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9697771029257559, 'colsample_bytree': 0.8039036345103312, 'gamma': 0.327002880518147, 'reg_alpha': 0.13632581381209985, 'reg_lambda': 2.3698912478796705}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:29,065] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.05090481495214808, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9771832667797626, 'colsample_bytree': 0.769290865579403, 'gamma': 0.48311520226537974, 'reg_alpha': 0.181052708523971, 'reg_lambda': 2.4632873399303574}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:29,542] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.03668071542845744, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9572887813025593, 'colsample_bytree': 0.9804600288651455, 'gamma': 0.08847581057983286, 'reg_alpha': 0.23285018545978448, 'reg_lambda': 2.3148635664537522}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:29,769] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.05708093792626408, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9646614611929085, 'colsample_bytree': 0.9709547992766789, 'gamma': 0.6222533474600432, 'reg_alpha': 0.13843550489830705, 'reg_lambda': 2.301030915905331}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,134] Trial 172 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 152, 'learning_rate': 0.056051049538012036, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9860122159563626, 'colsample_bytree': 0.9999344186106175, 'gamma': 0.8518374527574694, 'reg_alpha': 0.12091500204905586, 'reg_lambda': 2.2052146307464526}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,367] Trial 173 finished with value: 0.738095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.06863655381313975, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9928503026312105, 'colsample_bytree': 0.9995415499814917, 'gamma': 0.8600624125210092, 'reg_alpha': 0.9773954265388415, 'reg_lambda': 2.219192846753876}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,591] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.062078476517072295, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9848472429929476, 'colsample_bytree': 0.9892261317914393, 'gamma': 0.9891601363190197, 'reg_alpha': 0.9246908766000002, 'reg_lambda': 2.565793831710827}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:30,863] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.04434950135014615, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9769316157631645, 'colsample_bytree': 0.9386586602489366, 'gamma': 1.1442915170008232, 'reg_alpha': 0.15256865747147827, 'reg_lambda': 2.1459357009885722}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:31,074] Trial 176 finished with value: 0.755952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.01569979827095785, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9991323551580975, 'colsample_bytree': 0.8383080170774714, 'gamma': 0.75047606873145, 'reg_alpha': 0.09891492027386117, 'reg_lambda': 2.3508397857076266}. Best is trial 80 with value: 0.7678571428571428.
[I 2025-11-03 20:13:31,477] Trial 177 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 174, 'learning_rate': 0.01653387383561094, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9998405721734668, 'colsample_bytree': 0.8406372878038426, 'gamma': 0.6848100833972675, 'reg_alpha': 0.1142841477069813, 'reg_lambda': 2.3598677512725112}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:31,715] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.014051508220281832, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997226152960449, 'colsample_bytree': 0.8453078448613516, 'gamma': 0.7998811494170057, 'reg_alpha': 0.10096578543751258, 'reg_lambda': 2.3579821483089063}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,029] Trial 179 finished with value: 0.6875 and parameters: {'n_estimators': 166, 'learning_rate': 0.01379314454498167, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9971997940940792, 'colsample_bytree': 0.8398005638922873, 'gamma': 0.7783841089544179, 'reg_alpha': 0.07816416185890909, 'reg_lambda': 2.499095423476115}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,265] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 158, 'learning_rate': 0.0151744505225265, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9937013395800148, 'colsample_bytree': 0.8308176177800235, 'gamma': 0.8524234609686516, 'reg_alpha': 0.060298156713531934, 'reg_lambda': 2.3906779194106873}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,572] Trial 181 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 175, 'learning_rate': 0.012290158720314692, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9986455154572513, 'colsample_bytree': 0.822278486356083, 'gamma': 0.8846753883197697, 'reg_alpha': 0.04780523466209634, 'reg_lambda': 2.4211083529752275}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:32,938] Trial 182 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 174, 'learning_rate': 0.012085720808569572, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9980178042526594, 'colsample_bytree': 0.8162106814299871, 'gamma': 0.8508870083398238, 'reg_alpha': 0.03653207379488384, 'reg_lambda': 2.4027019329932515}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:33,226] Trial 183 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.012172920650265455, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992454960119459, 'colsample_bytree': 0.8388446077528104, 'gamma': 1.0620349686867327, 'reg_alpha': 0.03408155634903339, 'reg_lambda': 2.41720383732795}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:33,475] Trial 184 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 173, 'learning_rate': 0.011439286896835611, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9963700151850614, 'colsample_bytree': 0.8238748423340045, 'gamma': 1.084244646598815, 'reg_alpha': 0.04216900370547623, 'reg_lambda': 2.4256475912500144}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:33,720] Trial 185 finished with value: 0.761904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.012763334681778907, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9973181223818235, 'colsample_bytree': 0.8363097769031442, 'gamma': 1.0290411923900078, 'reg_alpha': 0.02330692131994909, 'reg_lambda': 2.3527140890192686}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,015] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.01288795245789879, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9995220099118255, 'colsample_bytree': 0.8208041971462792, 'gamma': 1.202358473235305, 'reg_alpha': 0.0245469929768686, 'reg_lambda': 2.36279686733157}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,297] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.012907020142858555, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9983050336813014, 'colsample_bytree': 0.821539470245084, 'gamma': 1.1382895900856007, 'reg_alpha': 0.01822472677303014, 'reg_lambda': 2.355651447795492}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,604] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 174, 'learning_rate': 0.010068804553039726, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9994581825418323, 'colsample_bytree': 0.8196984354752884, 'gamma': 1.3170574367851655, 'reg_alpha': 0.02232224479717927, 'reg_lambda': 2.3667489650608067}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:34,901] Trial 189 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 167, 'learning_rate': 0.012587364589181938, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9934348259168615, 'colsample_bytree': 0.8260073122216867, 'gamma': 1.1999809142527513, 'reg_alpha': 0.05282314203064122, 'reg_lambda': 2.3454379464360278}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:35,304] Trial 190 finished with value: 0.755952380952381 and parameters: {'n_estimators': 180, 'learning_rate': 0.010967474625251921, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9979993555795298, 'colsample_bytree': 0.8120473118271806, 'gamma': 1.1630836312972692, 'reg_alpha': 0.029050146394771468, 'reg_lambda': 2.390386870896176}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:35,562] Trial 191 finished with value: 0.761904761904762 and parameters: {'n_estimators': 177, 'learning_rate': 0.013117768524336316, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9965610436705116, 'colsample_bytree': 0.8092612226703173, 'gamma': 1.2156733079875595, 'reg_alpha': 0.027846143049135103, 'reg_lambda': 2.3423897785042356}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:35,827] Trial 192 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 180, 'learning_rate': 0.010975803597020977, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997731033967099, 'colsample_bytree': 0.8093419769467972, 'gamma': 1.364015393364973, 'reg_alpha': 0.03215746634397682, 'reg_lambda': 2.3918853504542668}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:36,235] Trial 193 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 177, 'learning_rate': 0.014742075472756267, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992976995803302, 'colsample_bytree': 0.8106698085123719, 'gamma': 1.1843663784747664, 'reg_alpha': 0.058585757062208005, 'reg_lambda': 2.4551816899542294}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:36,491] Trial 194 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 175, 'learning_rate': 0.012756513479508423, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9991595963377836, 'colsample_bytree': 0.8107492422416, 'gamma': 1.20232072787914, 'reg_alpha': 0.0584659583065886, 'reg_lambda': 2.44712824682147}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:36,805] Trial 195 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.012924297880357241, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9998689512145906, 'colsample_bytree': 0.8092956657683728, 'gamma': 1.4843824985814487, 'reg_alpha': 0.05540307805271895, 'reg_lambda': 2.4912784051735124}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:37,048] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 170, 'learning_rate': 0.014959419078411267, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9999821438028226, 'colsample_bytree': 0.8259768100600644, 'gamma': 1.1591282214112915, 'reg_alpha': 0.03133713555424502, 'reg_lambda': 2.4347539619289833}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:37,437] Trial 197 finished with value: 0.6875 and parameters: {'n_estimators': 170, 'learning_rate': 0.014561571797429817, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9913834815550137, 'colsample_bytree': 0.788154866186287, 'gamma': 1.1205659470700566, 'reg_alpha': 0.026591715464133053, 'reg_lambda': 2.4471430734490673}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:37,693] Trial 198 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 176, 'learning_rate': 0.01569745602338358, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.992296210766887, 'colsample_bytree': 0.8169355183235049, 'gamma': 1.1957396145288768, 'reg_alpha': 0.060710804047810804, 'reg_lambda': 2.455983521749551}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:38,117] Trial 199 finished with value: 0.755952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.015282801881470992, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9923306589728587, 'colsample_bytree': 0.8199942334625685, 'gamma': 1.2800991163700983, 'reg_alpha': 0.057771960458857415, 'reg_lambda': 2.470784920579813}. Best is trial 177 with value: 0.7678571428571429.
[I 2025-11-03 20:13:38,121] A new study created in memory with name: no-name-9e7ec7d3-60be-41ad-81f5-92fcd51cb0f7
[I 2025-11-03 20:13:38,462] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.026354191856823563, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8329970538390981, 'colsample_bytree': 0.6653316582905567, 'gamma': 1.7660398197451788, 'reg_alpha': 0.8951608691798769, 'reg_lambda': 2.3550308602789247}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:13:38,684] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.06138657071843969, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.7995853761414988, 'colsample_bytree': 0.8652861128081928, 'gamma': 0.7823139536799384, 'reg_alpha': 0.8220403453951329, 'reg_lambda': 2.393051808123377}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:13:39,030] Trial 2 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.01781008483443874, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6635524664353415, 'colsample_bytree': 0.8828767159189825, 'gamma': 4.292841017939525, 'reg_alpha': 0.5475433239810004, 'reg_lambda': 1.8835545539694662}. Best is trial 2 with value: 0.6488095238095238.
[I 2025-11-03 20:13:39,304] Trial 3 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 116, 'learning_rate': 0.019210757066298528, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6969575712291072, 'colsample_bytree': 0.848484217994666, 'gamma': 3.28151383067629, 'reg_alpha': 0.698184148887627, 'reg_lambda': 0.7860937001924826}. Best is trial 3 with value: 0.6607142857142858.
[I 2025-11-03 20:13:39,410] Trial 4 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 48, 'learning_rate': 0.04246881749963355, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.993485062180272, 'colsample_bytree': 0.8524042566954045, 'gamma': 4.65147219928061, 'reg_alpha': 0.4131438892834005, 'reg_lambda': 0.7450734009742384}. Best is trial 3 with value: 0.6607142857142858.
[I 2025-11-03 20:13:39,694] Trial 5 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 72, 'learning_rate': 0.037843047374838276, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8435377155622759, 'colsample_bytree': 0.6979900577379532, 'gamma': 0.8255471968157624, 'reg_alpha': 0.8586931847096114, 'reg_lambda': 2.3016018045693145}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:39,940] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.032331277153684966, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.9105692572649957, 'colsample_bytree': 0.7831752313907427, 'gamma': 3.127449887464204, 'reg_alpha': 0.7698488307042896, 'reg_lambda': 2.810195635304032}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,155] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.254841207920849, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.6479503709431672, 'colsample_bytree': 0.9131741890292603, 'gamma': 2.6368570265677587, 'reg_alpha': 0.7116367489373762, 'reg_lambda': 1.0555933086754954}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,215] Trial 8 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 25, 'learning_rate': 0.030089692669242715, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6405048325836248, 'colsample_bytree': 0.6306457899399607, 'gamma': 4.923771407906126, 'reg_alpha': 0.2987359125268738, 'reg_lambda': 1.9153957156713657}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,525] Trial 9 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.17866227710569316, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9648433068287525, 'colsample_bytree': 0.6139763184567345, 'gamma': 4.4831624442326605, 'reg_alpha': 0.9910617361988288, 'reg_lambda': 2.4700417535019117}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:40,729] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.08706065469981619, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.7721203826034069, 'colsample_bytree': 0.7342651850950732, 'gamma': 0.03129343909449622, 'reg_alpha': 0.018647690301911157, 'reg_lambda': 1.4901153817575903}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:41,150] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 245, 'learning_rate': 0.17716390017387618, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9931906887465709, 'colsample_bytree': 0.6951134083687455, 'gamma': 1.542393484741671, 'reg_alpha': 0.9701864237257671, 'reg_lambda': 2.9248813709716206}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:41,465] Trial 12 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.1118196102954892, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9030499328535162, 'colsample_bytree': 0.6017112358157303, 'gamma': 3.782598999647708, 'reg_alpha': 0.9330556408058072, 'reg_lambda': 2.3854492852322924}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:41,818] Trial 13 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 188, 'learning_rate': 0.010547031799558303, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9108675918210706, 'colsample_bytree': 0.7351590097639801, 'gamma': 1.909320108458371, 'reg_alpha': 0.5665853636120383, 'reg_lambda': 2.1207350722363536}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:42,098] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.1295166126953695, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8576901070878977, 'colsample_bytree': 0.677377653268963, 'gamma': 0.694160399054766, 'reg_alpha': 0.9921993877935709, 'reg_lambda': 2.6786210728074584}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:42,569] Trial 15 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.29940365790354173, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7441653696107217, 'colsample_bytree': 0.9922057334246452, 'gamma': 2.3703215136301417, 'reg_alpha': 0.654676486694895, 'reg_lambda': 1.4625344976163703}. Best is trial 5 with value: 0.7083333333333333.
[I 2025-11-03 20:13:42,977] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.05667201882266137, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9433299007701622, 'colsample_bytree': 0.7483671719237077, 'gamma': 1.143758594919683, 'reg_alpha': 0.8369505640777893, 'reg_lambda': 2.5635124354547214}. Best is trial 16 with value: 0.7142857142857143.
[I 2025-11-03 20:13:43,236] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 82, 'learning_rate': 0.060194602396738864, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8594536155625397, 'colsample_bytree': 0.7870317653196837, 'gamma': 1.0261164014148267, 'reg_alpha': 0.37235471226058875, 'reg_lambda': 2.1017878296864185}. Best is trial 16 with value: 0.7142857142857143.
[I 2025-11-03 20:13:43,446] Trial 18 finished with value: 0.75 and parameters: {'n_estimators': 89, 'learning_rate': 0.05643206419957493, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9384172351216267, 'colsample_bytree': 0.7929467960163323, 'gamma': 0.12498848852086364, 'reg_alpha': 0.2509622900264034, 'reg_lambda': 1.5552865289768276}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:43,608] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.0805355254840824, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9450123724161259, 'colsample_bytree': 0.8172803079781811, 'gamma': 0.10551018292911003, 'reg_alpha': 0.13540564328045618, 'reg_lambda': 1.5786744134054382}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:43,806] Trial 20 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 20, 'learning_rate': 0.07335909789107752, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9452696541279847, 'colsample_bytree': 0.8174171564266173, 'gamma': 0.17585784561875034, 'reg_alpha': 0.15929899466858566, 'reg_lambda': 1.4235152409448255}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,036] Trial 21 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 21, 'learning_rate': 0.08013221875050003, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9446028859932221, 'colsample_bytree': 0.8222766839580276, 'gamma': 0.05221683746245809, 'reg_alpha': 0.12136507963581189, 'reg_lambda': 1.5318481645944255}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,151] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 44, 'learning_rate': 0.09682798604547888, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8908949044747476, 'colsample_bytree': 0.9255958413891933, 'gamma': 0.27829234508148126, 'reg_alpha': 0.17529938726101682, 'reg_lambda': 1.233760051364336}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,430] Trial 23 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.10549605228669524, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8852527440977574, 'colsample_bytree': 0.9497337114511142, 'gamma': 0.46541274319779147, 'reg_alpha': 0.2588556278541694, 'reg_lambda': 1.1413228746294581}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,594] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 41, 'learning_rate': 0.04527695719875488, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8835366444606699, 'colsample_bytree': 0.9135789496262127, 'gamma': 1.3324114583385491, 'reg_alpha': 0.0068819188984897695, 'reg_lambda': 1.1965096643983926}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,826] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.16151705617077788, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9652667708080058, 'colsample_bytree': 0.9152700843666337, 'gamma': 0.5111872422854863, 'reg_alpha': 0.13906268183089526, 'reg_lambda': 0.538119377408041}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:44,989] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.09494340796937598, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8203199478630828, 'colsample_bytree': 0.9997393902191609, 'gamma': 0.3673757393319558, 'reg_alpha': 0.23523910902017292, 'reg_lambda': 1.6904537070597019}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:45,172] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.13477687551750986, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9195038202602016, 'colsample_bytree': 0.7669616934219032, 'gamma': 2.32718971766277, 'reg_alpha': 0.07411265101885947, 'reg_lambda': 1.2867090817608329}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:45,489] Trial 28 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.04968181207036758, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.6021712923093279, 'colsample_bytree': 0.9571101575885633, 'gamma': 1.2648306633919846, 'reg_alpha': 0.38006261326889224, 'reg_lambda': 0.9505922507094562}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:45,713] Trial 29 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 151, 'learning_rate': 0.07174270147048842, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8749760208099452, 'colsample_bytree': 0.8872097004611328, 'gamma': 1.7283233142947645, 'reg_alpha': 0.20497749766631385, 'reg_lambda': 1.7984727461062529}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:46,072] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.02441197371504426, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9696926054471555, 'colsample_bytree': 0.8269325284191718, 'gamma': 0.2798355625556763, 'reg_alpha': 0.32284066476375933, 'reg_lambda': 1.340864968769995}. Best is trial 18 with value: 0.75.
[I 2025-11-03 20:13:46,295] Trial 31 finished with value: 0.755952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.017700595191262547, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9990847161583086, 'colsample_bytree': 0.820811423252428, 'gamma': 0.015128549455400903, 'reg_alpha': 0.2947053286835626, 'reg_lambda': 1.294576562694143}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:46,639] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 134, 'learning_rate': 0.017866756150285202, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9747191811322086, 'colsample_bytree': 0.8177929034624294, 'gamma': 0.01827881057222061, 'reg_alpha': 0.3455161116863965, 'reg_lambda': 1.640140010241021}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:46,868] Trial 33 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.012097929695084046, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9324023509002559, 'colsample_bytree': 0.8341282085828683, 'gamma': 0.7413766499537366, 'reg_alpha': 0.4508859546070897, 'reg_lambda': 1.2979913472450424}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,137] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 112, 'learning_rate': 0.011303532355623966, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9974075610410728, 'colsample_bytree': 0.8674829167303734, 'gamma': 0.8859522776133262, 'reg_alpha': 0.4445544316770213, 'reg_lambda': 1.3186548062030328}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,341] Trial 35 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 129, 'learning_rate': 0.02419841580491048, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9975834526871392, 'colsample_bytree': 0.8808875906323379, 'gamma': 0.5995007216303619, 'reg_alpha': 0.5031414787188659, 'reg_lambda': 0.9245759253582368}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,677] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 114, 'learning_rate': 0.01334956699949608, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9781235771636708, 'colsample_bytree': 0.8609116105355367, 'gamma': 1.060923304910263, 'reg_alpha': 0.2905752273864718, 'reg_lambda': 1.3903324267581658}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:47,929] Trial 37 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.021964058198683824, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9660754142698608, 'colsample_bytree': 0.7954296476369765, 'gamma': 0.8916941244454083, 'reg_alpha': 0.4425808136988773, 'reg_lambda': 1.887704927880859}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,150] Trial 38 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 111, 'learning_rate': 0.014523985496573829, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9991376908972243, 'colsample_bytree': 0.8430461970549779, 'gamma': 0.3574857230732439, 'reg_alpha': 0.31524881656773696, 'reg_lambda': 1.0567514310748687}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,443] Trial 39 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 102, 'learning_rate': 0.01488110296594206, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7286740312869612, 'colsample_bytree': 0.7602617082235348, 'gamma': 2.024391433329398, 'reg_alpha': 0.5219425439272939, 'reg_lambda': 1.769237207338433}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,667] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 126, 'learning_rate': 0.03391400350258639, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9243004565928156, 'colsample_bytree': 0.8759594587107058, 'gamma': 2.776461056356374, 'reg_alpha': 0.42341291008366194, 'reg_lambda': 0.7839465544173189}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:48,977] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.010313672966001997, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9378818585974086, 'colsample_bytree': 0.8425271018006327, 'gamma': 0.7545069035736268, 'reg_alpha': 0.44910919031727703, 'reg_lambda': 1.328752064999434}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,189] Trial 42 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 89, 'learning_rate': 0.012328709552639028, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9778595762058124, 'colsample_bytree': 0.8305237646805357, 'gamma': 0.6040175639362725, 'reg_alpha': 0.5738477173316695, 'reg_lambda': 1.093453670356391}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,493] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 142, 'learning_rate': 0.020531557792517974, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9587001886707971, 'colsample_bytree': 0.7745070939797809, 'gamma': 1.4354415823139623, 'reg_alpha': 0.47086174645340323, 'reg_lambda': 1.3152289019911638}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,745] Trial 44 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.017299490323739675, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9845608893186862, 'colsample_bytree': 0.8021874840741119, 'gamma': 0.918623691539876, 'reg_alpha': 0.348577532381185, 'reg_lambda': 0.9727966174141127}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:49,975] Trial 45 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 161, 'learning_rate': 0.03008763985269888, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9951658539161473, 'colsample_bytree': 0.8005620090699036, 'gamma': 0.9526423706368496, 'reg_alpha': 0.34242920479449634, 'reg_lambda': 0.9134891001072312}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:50,275] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 169, 'learning_rate': 0.016503233743128332, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.955323882412076, 'colsample_bytree': 0.7998594628209164, 'gamma': 0.3062103324551822, 'reg_alpha': 0.2635417458126797, 'reg_lambda': 0.5056969146232495}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:50,514] Trial 47 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 182, 'learning_rate': 0.026233113928365717, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.979634983419897, 'colsample_bytree': 0.7243213873285862, 'gamma': 3.5109327244346744, 'reg_alpha': 0.38218490409529804, 'reg_lambda': 2.017989148401976}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:50,885] Trial 48 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.040327214298979695, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8014750531670772, 'colsample_bytree': 0.8595062908967457, 'gamma': 0.46957302667187917, 'reg_alpha': 0.2156752723683678, 'reg_lambda': 0.6377512905855408}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,148] Trial 49 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 120, 'learning_rate': 0.016805220404476028, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9863763167228232, 'colsample_bytree': 0.8926462315762751, 'gamma': 1.6515961150371787, 'reg_alpha': 0.2955709227274126, 'reg_lambda': 1.6151197750642452}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,335] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.022876225925866467, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9121841846495712, 'colsample_bytree': 0.7824701574283991, 'gamma': 4.1739441661822525, 'reg_alpha': 0.6398991198544097, 'reg_lambda': 1.0189021627912584}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,610] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.012667787482507296, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9302217651857608, 'colsample_bytree': 0.8349530288624455, 'gamma': 0.776517349413967, 'reg_alpha': 0.40884394842715005, 'reg_lambda': 1.173403235534419}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:51,824] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.011414458898170384, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9581663929581664, 'colsample_bytree': 0.8503547334725261, 'gamma': 0.24523202218130968, 'reg_alpha': 0.34056832298807344, 'reg_lambda': 1.3776158303654666}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,124] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 137, 'learning_rate': 0.019488298913310515, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9012855566002136, 'colsample_bytree': 0.8082600168950406, 'gamma': 1.1381616994040087, 'reg_alpha': 0.47711052853964697, 'reg_lambda': 1.4777867002284049}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,339] Trial 54 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 95, 'learning_rate': 0.014845393070304143, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9289328075081048, 'colsample_bytree': 0.8684370095253915, 'gamma': 0.7144217854305209, 'reg_alpha': 0.5559619686990043, 'reg_lambda': 1.1934070773494518}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,591] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.011466823975164043, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9821023378488004, 'colsample_bytree': 0.7518402216310942, 'gamma': 0.005463413198545812, 'reg_alpha': 0.26744341247078535, 'reg_lambda': 0.8584175532603051}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,783] Trial 56 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 77, 'learning_rate': 0.010165122905956347, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9574425828738169, 'colsample_bytree': 0.895834597996454, 'gamma': 0.847637239351934, 'reg_alpha': 0.6105358028802341, 'reg_lambda': 1.5167677923589569}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:52,959] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 86, 'learning_rate': 0.028616570282288416, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6921563555574739, 'colsample_bytree': 0.7172298844210191, 'gamma': 0.5550210659247565, 'reg_alpha': 0.408635576309627, 'reg_lambda': 1.0010985124949094}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:53,244] Trial 58 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.03691141204521959, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9995385066962663, 'colsample_bytree': 0.829353616579704, 'gamma': 0.15484890610307395, 'reg_alpha': 0.32006879899046947, 'reg_lambda': 1.259456059547793}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:53,476] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.014309346175582832, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9448875935713086, 'colsample_bytree': 0.6466141555824542, 'gamma': 0.41347049193510255, 'reg_alpha': 0.3663397217683356, 'reg_lambda': 0.6695552035425836}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:53,823] Trial 60 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 63, 'learning_rate': 0.01782892350963518, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.97065088665459, 'colsample_bytree': 0.7853948454430844, 'gamma': 1.2618100050120211, 'reg_alpha': 0.18829498459659866, 'reg_lambda': 1.6975449331812753}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,034] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 75, 'learning_rate': 0.0542930647222085, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7940836389077486, 'colsample_bytree': 0.8560132027526165, 'gamma': 0.5136570886305476, 'reg_alpha': 0.22712825981594892, 'reg_lambda': 1.1279572450541993}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,259] Trial 62 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 110, 'learning_rate': 0.026795873846318336, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7866235688911439, 'colsample_bytree': 0.8085584876484444, 'gamma': 0.22128826260244477, 'reg_alpha': 0.20325583568803404, 'reg_lambda': 0.6909972256858108}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,580] Trial 63 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 67, 'learning_rate': 0.04366734893623841, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7436945147094155, 'colsample_bytree': 0.8639453295288385, 'gamma': 0.4074709118067693, 'reg_alpha': 0.23987088754018976, 'reg_lambda': 0.8421718122104728}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:54,871] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.03854962612277965, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8392826962728406, 'colsample_bytree': 0.8380948095986542, 'gamma': 0.9489094670948737, 'reg_alpha': 0.2831804094478204, 'reg_lambda': 0.5811389479056428}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,024] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.06751505563524322, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8095299952294892, 'colsample_bytree': 0.9009528469646138, 'gamma': 0.6753363909208976, 'reg_alpha': 0.39725247194108076, 'reg_lambda': 1.4175679178918494}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,186] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.07158425632547588, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8585139192043761, 'colsample_bytree': 0.9064301608509135, 'gamma': 1.477050076235929, 'reg_alpha': 0.4862688778416132, 'reg_lambda': 1.552580609029163}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,492] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 160, 'learning_rate': 0.06515169594051483, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9873681164247345, 'colsample_bytree': 0.9392536590391761, 'gamma': 0.6454193943596971, 'reg_alpha': 0.5264719533870419, 'reg_lambda': 1.4258673390918128}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:55,772] Trial 68 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.016436066378465647, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9509055588627782, 'colsample_bytree': 0.8162286970000603, 'gamma': 2.043347657008609, 'reg_alpha': 0.39951480502905706, 'reg_lambda': 1.3161610515199482}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,043] Trial 69 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 33, 'learning_rate': 0.05284310694002913, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8258191182478996, 'colsample_bytree': 0.8736560926004981, 'gamma': 0.17489273356115476, 'reg_alpha': 0.44530167879780014, 'reg_lambda': 1.371983951203243}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,233] Trial 70 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.04855408008396432, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9332363670722409, 'colsample_bytree': 0.9023847376071954, 'gamma': 1.1919670722165456, 'reg_alpha': 0.3261794077054084, 'reg_lambda': 1.234782460232984}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,393] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 59, 'learning_rate': 0.06365990112042805, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8178624266205285, 'colsample_bytree': 0.8475980690400332, 'gamma': 0.4378714579209953, 'reg_alpha': 0.352477235727808, 'reg_lambda': 1.4588733311746653}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,624] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.06006832506457901, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8152960956935125, 'colsample_bytree': 0.8279755976553993, 'gamma': 0.8225309875104284, 'reg_alpha': 0.3673461113294618, 'reg_lambda': 1.456137169075393}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,863] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.06669427048960266, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7674258848897728, 'colsample_bytree': 0.8472008166758508, 'gamma': 1.059788016511884, 'reg_alpha': 0.786465064039818, 'reg_lambda': 1.5868987575347286}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:56,996] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.08555352144245836, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9705081351062339, 'colsample_bytree': 0.7742888487432784, 'gamma': 0.32764259377296623, 'reg_alpha': 0.43264698818114933, 'reg_lambda': 1.6791517954005337}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:57,111] Trial 75 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 31, 'learning_rate': 0.011298175254838972, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8686410279769669, 'colsample_bytree': 0.8829431051266456, 'gamma': 0.6672333767179399, 'reg_alpha': 0.3579428917781099, 'reg_lambda': 1.7991952043844677}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:57,387] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.013190382991630493, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8984463796238018, 'colsample_bytree': 0.8078460519850973, 'gamma': 0.08596644931989883, 'reg_alpha': 0.09684081449368792, 'reg_lambda': 1.511886342379327}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:57,586] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.021084396863687706, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.845229060672357, 'colsample_bytree': 0.9259133524512998, 'gamma': 0.2592304003200146, 'reg_alpha': 0.3995467902707984, 'reg_lambda': 1.107417990150323}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:58,062] Trial 78 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 119, 'learning_rate': 0.07861761089890139, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.769905355706187, 'colsample_bytree': 0.795809749488909, 'gamma': 0.0020314325524712906, 'reg_alpha': 0.46340074016357125, 'reg_lambda': 1.343219901739408}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:58,254] Trial 79 finished with value: 0.726190476190476 and parameters: {'n_estimators': 72, 'learning_rate': 0.03376003936595635, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9187378477582392, 'colsample_bytree': 0.820148330982257, 'gamma': 0.49516463310380615, 'reg_alpha': 0.3157268125309307, 'reg_lambda': 1.2705866909155663}. Best is trial 31 with value: 0.755952380952381.
[I 2025-11-03 20:13:58,552] Trial 80 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 91, 'learning_rate': 0.018709952830013764, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9906436670787192, 'colsample_bytree': 0.8519178465982495, 'gamma': 0.9226857380273332, 'reg_alpha': 0.5048130110531184, 'reg_lambda': 1.4389244533164185}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:58,763] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.015815950120236066, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9861159482772377, 'colsample_bytree': 0.8517294285515792, 'gamma': 0.9314111180726066, 'reg_alpha': 0.5104095091568805, 'reg_lambda': 1.4302415405392206}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,027] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.013530390604548878, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9666796138753362, 'colsample_bytree': 0.8400474556924278, 'gamma': 0.7323794914617574, 'reg_alpha': 0.2519500087483089, 'reg_lambda': 1.619798030212517}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,228] Trial 83 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.01976143126367782, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9868237077378124, 'colsample_bytree': 0.8273378593299155, 'gamma': 0.5589434839282283, 'reg_alpha': 0.5939940650016631, 'reg_lambda': 1.2124573042110496}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,429] Trial 84 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 113, 'learning_rate': 0.024811790835809623, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9917894538482189, 'colsample_bytree': 0.8655970834831489, 'gamma': 2.8403656318816775, 'reg_alpha': 0.28270557772546834, 'reg_lambda': 1.3999659805454538}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,773] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 142, 'learning_rate': 0.02264301726815631, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9988424839391916, 'colsample_bytree': 0.8707455326260409, 'gamma': 2.7691560946984826, 'reg_alpha': 0.29218069736769675, 'reg_lambda': 1.390787475318639}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:13:59,986] Trial 86 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 113, 'learning_rate': 0.018420384142826676, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9748731483687325, 'colsample_bytree': 0.8853228736422617, 'gamma': 3.529176938311948, 'reg_alpha': 0.15317814111464234, 'reg_lambda': 1.730952471034888}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:00,255] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 91, 'learning_rate': 0.026391629439539998, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8087815291090349, 'colsample_bytree': 0.8636163698549087, 'gamma': 2.8361513001386736, 'reg_alpha': 0.37876929231152767, 'reg_lambda': 1.4803670334841301}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:00,584] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 173, 'learning_rate': 0.02489876057107805, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9641232493672706, 'colsample_bytree': 0.969995774270997, 'gamma': 2.8801916255576288, 'reg_alpha': 0.2728084007953011, 'reg_lambda': 2.2445839615155188}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:00,793] Trial 89 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 123, 'learning_rate': 0.05875520481761519, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9920166343392706, 'colsample_bytree': 0.9227044341041556, 'gamma': 2.47616487423314, 'reg_alpha': 0.32740869168555337, 'reg_lambda': 1.5753377527292745}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,085] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.11385162505003132, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9775432143387345, 'colsample_bytree': 0.7934638911923094, 'gamma': 0.12905497357402862, 'reg_alpha': 0.30051454280664536, 'reg_lambda': 1.8500854329421768}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,303] Trial 91 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 150, 'learning_rate': 0.15328354175095632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9806556507495005, 'colsample_bytree': 0.7897774233816781, 'gamma': 2.952461521141758, 'reg_alpha': 0.3070092401020965, 'reg_lambda': 1.9707252021350072}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,693] Trial 92 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.2012738836814974, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9483936492339334, 'colsample_bytree': 0.7720808444743417, 'gamma': 3.100885051862926, 'reg_alpha': 0.3518525752530465, 'reg_lambda': 1.8422029092409717}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:01,943] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.09215746761482574, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9895814227498488, 'colsample_bytree': 0.7602044795218079, 'gamma': 0.1452100991470532, 'reg_alpha': 0.24885224590964655, 'reg_lambda': 1.6369833450855116}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:02,287] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.11591211298049264, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9920580343891376, 'colsample_bytree': 0.7452943314488064, 'gamma': 0.14374597107946585, 'reg_alpha': 0.2524884210921295, 'reg_lambda': 1.6625308862137407}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:02,581] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.10187205271623445, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9763881428822095, 'colsample_bytree': 0.7577112399587511, 'gamma': 2.624254399346639, 'reg_alpha': 0.17461734750893812, 'reg_lambda': 1.542972534330067}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:02,931] Trial 96 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 235, 'learning_rate': 0.0930681325144015, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9896715025061648, 'colsample_bytree': 0.8098933429283076, 'gamma': 0.38422948503622656, 'reg_alpha': 0.2148329673313675, 'reg_lambda': 1.7650875632663425}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:03,261] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.13519019620646439, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9624128023080615, 'colsample_bytree': 0.7663317380392188, 'gamma': 0.11862628579540926, 'reg_alpha': 0.42000578175806047, 'reg_lambda': 1.9508133590401937}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:03,489] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.06623278000636595, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9390954814640214, 'colsample_bytree': 0.7901751493688723, 'gamma': 0.3252846296724181, 'reg_alpha': 0.53834576387533, 'reg_lambda': 2.109529493876584}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:03,876] Trial 99 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 187, 'learning_rate': 0.04981571770270155, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9999720344273574, 'colsample_bytree': 0.7416339169038564, 'gamma': 3.282350932067393, 'reg_alpha': 0.39090241626173317, 'reg_lambda': 1.6371467700784632}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:04,122] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.08542796656929542, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7848685483826731, 'colsample_bytree': 0.8013440147978336, 'gamma': 1.362486637619332, 'reg_alpha': 0.28155519663840894, 'reg_lambda': 1.410141302283383}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:04,481] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 141, 'learning_rate': 0.07660069992592788, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9702028702709289, 'colsample_bytree': 0.8460230712372567, 'gamma': 0.2605683387817541, 'reg_alpha': 0.3363150851319554, 'reg_lambda': 1.167833860272648}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:04,722] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.07521280653169267, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9523098778439083, 'colsample_bytree': 0.894506238297669, 'gamma': 0.23593390006012246, 'reg_alpha': 0.23675167252017712, 'reg_lambda': 1.293157157761834}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,008] Trial 103 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 147, 'learning_rate': 0.11863854752347579, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6291174531797207, 'colsample_bytree': 0.8514439024278802, 'gamma': 0.46669191719788816, 'reg_alpha': 0.3400654384924122, 'reg_lambda': 1.047445368247518}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,247] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 160, 'learning_rate': 0.09347390067921424, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9822014127774473, 'colsample_bytree': 0.876013265850131, 'gamma': 0.5909192904192483, 'reg_alpha': 0.2956922041608885, 'reg_lambda': 1.1307451950618923}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,547] Trial 105 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.10702859566427861, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9697624650076148, 'colsample_bytree': 0.843892516893931, 'gamma': 0.10456772635529168, 'reg_alpha': 0.26172581671075756, 'reg_lambda': 0.9565154568911214}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:05,830] Trial 106 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 116, 'learning_rate': 0.129966004639849, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6969342205367978, 'colsample_bytree': 0.8572209257708141, 'gamma': 0.0033220063504175446, 'reg_alpha': 0.19216318191114934, 'reg_lambda': 0.9919125112275089}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,072] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 209, 'learning_rate': 0.10724843062858812, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9581671998889244, 'colsample_bytree': 0.7807803557740266, 'gamma': 0.12291806530711441, 'reg_alpha': 0.2667268302022432, 'reg_lambda': 1.4835090383960852}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,294] Trial 108 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 127, 'learning_rate': 0.12463105369556125, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9768932285771345, 'colsample_bytree': 0.8372651246649704, 'gamma': 0.3935508179346326, 'reg_alpha': 0.8848098506070878, 'reg_lambda': 1.8285970258128337}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,490] Trial 109 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 110, 'learning_rate': 0.09998126882726603, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.719374167063247, 'colsample_bytree': 0.8181762458015653, 'gamma': 2.233016872821203, 'reg_alpha': 0.22631462240713407, 'reg_lambda': 1.5861823676873663}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,737] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 132, 'learning_rate': 0.15156038026777455, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9905788173036529, 'colsample_bytree': 0.7311715643435992, 'gamma': 0.6508825023151162, 'reg_alpha': 0.30838306381743535, 'reg_lambda': 1.3467874327726974}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:06,976] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 123, 'learning_rate': 0.06781042466582435, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9734132069299296, 'colsample_bytree': 0.8426516363690267, 'gamma': 0.09504396540214044, 'reg_alpha': 0.4903917993862383, 'reg_lambda': 0.8872810351827041}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:07,261] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 47, 'learning_rate': 0.06265333080852359, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9658197628041667, 'colsample_bytree': 0.8649354396558521, 'gamma': 0.2334215031599919, 'reg_alpha': 0.3576385457375623, 'reg_lambda': 1.0638952883595216}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:07,439] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.08012244191451727, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9827960788563367, 'colsample_bytree': 0.7083403592989649, 'gamma': 1.0158948991476129, 'reg_alpha': 0.37591281998724463, 'reg_lambda': 1.1685234188761344}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:07,825] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.07189936645285845, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9932833906465182, 'colsample_bytree': 0.8323727713852287, 'gamma': 0.8362854191962361, 'reg_alpha': 0.3299282738704916, 'reg_lambda': 1.2229071303768002}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,068] Trial 115 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.09066394759934847, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9711676933139292, 'colsample_bytree': 0.8781045558688028, 'gamma': 0.2934301611650523, 'reg_alpha': 0.4621158192758855, 'reg_lambda': 0.7769163856342809}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,425] Trial 116 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 189, 'learning_rate': 0.11011678666417361, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9487941354998584, 'colsample_bytree': 0.9030540324319496, 'gamma': 0.46754791683173746, 'reg_alpha': 0.416516937163324, 'reg_lambda': 0.8145834562240033}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,619] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 87, 'learning_rate': 0.05641697624047757, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9535216547838221, 'colsample_bytree': 0.8996297603621299, 'gamma': 0.525799912356122, 'reg_alpha': 0.4561659962959864, 'reg_lambda': 0.7097373890163419}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:08,978] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.11228063491584912, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.941177574440687, 'colsample_bytree': 0.8789322349339759, 'gamma': 0.3969285490243738, 'reg_alpha': 0.43844212744764716, 'reg_lambda': 0.7881260532802712}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,174] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.08726802744157124, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6746102768713151, 'colsample_bytree': 0.9115843897213748, 'gamma': 4.794541952298251, 'reg_alpha': 0.4145204603161701, 'reg_lambda': 0.6347745407431091}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,394] Trial 120 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.01563903998242891, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.9624063224591519, 'colsample_bytree': 0.8876102080288245, 'gamma': 0.7540010327426827, 'reg_alpha': 0.4752072938695911, 'reg_lambda': 0.7817620378235867}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,692] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.10575939229879282, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9996211625151858, 'colsample_bytree': 0.9353350754622821, 'gamma': 0.1494754353880372, 'reg_alpha': 0.24308878021662286, 'reg_lambda': 0.9560817689909487}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:09,921] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.13907541225678696, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9835745889858956, 'colsample_bytree': 0.8900533114440301, 'gamma': 0.3151567220384764, 'reg_alpha': 0.27649558622678877, 'reg_lambda': 0.7432917538065842}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:10,207] Trial 123 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.0903237743868006, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9711966938618688, 'colsample_bytree': 0.8717160634546431, 'gamma': 0.49310577891771923, 'reg_alpha': 0.5037045767090274, 'reg_lambda': 1.534087970316805}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:10,521] Trial 124 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.01865414012206533, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9844873948681228, 'colsample_bytree': 0.9036712494198971, 'gamma': 1.1575940352955894, 'reg_alpha': 0.42531969650388046, 'reg_lambda': 0.8280098233729557}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:10,801] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 195, 'learning_rate': 0.018558021081875233, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9484283824660892, 'colsample_bytree': 0.9179477106818571, 'gamma': 1.1448949054602413, 'reg_alpha': 0.4060996344746002, 'reg_lambda': 0.8521840696917142}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:11,219] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.0212349319739402, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9800582619464089, 'colsample_bytree': 0.8586169617533815, 'gamma': 0.8818637561535376, 'reg_alpha': 0.425066489865471, 'reg_lambda': 0.8051433858488655}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:11,499] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.021007057430571855, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8311291266907387, 'colsample_bytree': 0.9072966830527734, 'gamma': 0.9073644990031382, 'reg_alpha': 0.4346274651658473, 'reg_lambda': 0.8074821840458026}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:11,740] Trial 128 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 200, 'learning_rate': 0.019648355104504547, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9584774968964536, 'colsample_bytree': 0.8556492223305884, 'gamma': 1.2488014920178354, 'reg_alpha': 0.4500143462479999, 'reg_lambda': 0.9399906262428377}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:12,120] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 234, 'learning_rate': 0.023346736162935155, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.755364135896265, 'colsample_bytree': 0.8696488311616429, 'gamma': 1.5942275199964282, 'reg_alpha': 0.47034462234769836, 'reg_lambda': 0.9062380500434031}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:12,458] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.01688226219248352, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9879418936103721, 'colsample_bytree': 0.8816351676097633, 'gamma': 0.6809217933113398, 'reg_alpha': 0.38812098123397626, 'reg_lambda': 0.6136733731502209}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:12,784] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 119, 'learning_rate': 0.021863899020552777, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9780280724969148, 'colsample_bytree': 0.8992383427029226, 'gamma': 0.8053178117840558, 'reg_alpha': 0.3675842194102758, 'reg_lambda': 0.9838586254560199}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:13,173] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.017365077969989734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9713834935669696, 'colsample_bytree': 0.8581623107505948, 'gamma': 1.037603300600916, 'reg_alpha': 0.5182291612395357, 'reg_lambda': 0.7398785217221989}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:13,565] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.01725055660322369, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9699751257500092, 'colsample_bytree': 0.8600685410344938, 'gamma': 1.0772841587459876, 'reg_alpha': 0.5537041118682922, 'reg_lambda': 0.7258620058284049}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:13,875] Trial 134 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 225, 'learning_rate': 0.015771458660548274, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9942814594954531, 'colsample_bytree': 0.8234955328666397, 'gamma': 0.9990648257196149, 'reg_alpha': 0.5281674522515551, 'reg_lambda': 0.8477019015169155}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:14,194] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.01404794316853243, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8050631122163631, 'colsample_bytree': 0.8665142050252628, 'gamma': 0.8939597524773365, 'reg_alpha': 0.4967174838895572, 'reg_lambda': 0.5800310434507185}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:14,462] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.019260790515940516, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9838600442540003, 'colsample_bytree': 0.848615079544722, 'gamma': 1.3602264588655524, 'reg_alpha': 0.4321925404786922, 'reg_lambda': 0.7706111909470804}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:14,723] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.029066684695743743, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9675325376761119, 'colsample_bytree': 0.8908412158588485, 'gamma': 1.0944955059790067, 'reg_alpha': 0.513688435063519, 'reg_lambda': 0.6691686592254188}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,075] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 219, 'learning_rate': 0.017894613052106555, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8469901892986229, 'colsample_bytree': 0.8789912456525204, 'gamma': 0.6433196359211639, 'reg_alpha': 0.4201984344997571, 'reg_lambda': 0.89708550623497}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,355] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.020508965086210845, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.938130969410919, 'colsample_bytree': 0.8351437395779108, 'gamma': 0.9685548204444224, 'reg_alpha': 0.480727472181941, 'reg_lambda': 0.8091244261896781}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,600] Trial 140 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.04765708572848288, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.9584822338362629, 'colsample_bytree': 0.8124720895505347, 'gamma': 4.1823449807237765, 'reg_alpha': 0.5869934679736366, 'reg_lambda': 1.430633235452952}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:15,906] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.12134217206600861, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9761238763101014, 'colsample_bytree': 0.8001268636723236, 'gamma': 0.5995562991923498, 'reg_alpha': 0.3963855503593776, 'reg_lambda': 1.370638565300181}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,161] Trial 142 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 52, 'learning_rate': 0.015446088200516595, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8173913800146819, 'colsample_bytree': 0.8450001226669103, 'gamma': 1.21588168436935, 'reg_alpha': 0.29210806244100296, 'reg_lambda': 1.4622701505849265}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,461] Trial 143 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 240, 'learning_rate': 0.01849772249465096, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9831465679723611, 'colsample_bytree': 0.8534632598795026, 'gamma': 0.4404924094692957, 'reg_alpha': 0.36010968345547645, 'reg_lambda': 1.2994422863133772}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,670] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.05294607554396297, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9986604346419901, 'colsample_bytree': 0.8610541212081165, 'gamma': 0.8157837033806667, 'reg_alpha': 0.3101460043230946, 'reg_lambda': 0.8286960436298141}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:16,935] Trial 145 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 39, 'learning_rate': 0.012670062890871105, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9794425352359408, 'colsample_bytree': 0.8745339209424273, 'gamma': 0.2891132934719691, 'reg_alpha': 0.45823295358583, 'reg_lambda': 0.7261216095297969}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,164] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.0984640910998217, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9911594330629111, 'colsample_bytree': 0.9040805352931344, 'gamma': 0.7292441949414956, 'reg_alpha': 0.3821695296706115, 'reg_lambda': 0.6891220160805016}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,344] Trial 147 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 63, 'learning_rate': 0.016701461657609412, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9513062073690742, 'colsample_bytree': 0.8251335045341026, 'gamma': 0.04435400203397319, 'reg_alpha': 0.34447087231522466, 'reg_lambda': 1.5030430440713216}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,594] Trial 148 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 81, 'learning_rate': 0.024666472395203715, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9654119730832191, 'colsample_bytree': 0.806118588877946, 'gamma': 0.16799787329536733, 'reg_alpha': 0.5395905730237932, 'reg_lambda': 0.8986091549080437}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:17,842] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.011151724894442617, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.9230474451617949, 'colsample_bytree': 0.9295125890474082, 'gamma': 1.8027947196534966, 'reg_alpha': 0.4207520288714778, 'reg_lambda': 0.7570102229042359}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,147] Trial 150 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.10757135179101993, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9706808789812323, 'colsample_bytree': 0.7947422094974138, 'gamma': 0.36040036938229686, 'reg_alpha': 0.4636149775958248, 'reg_lambda': 0.5209435806548431}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,402] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.062235648461955624, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9885778793552923, 'colsample_bytree': 0.783993989428986, 'gamma': 0.21377832568577468, 'reg_alpha': 0.25890340287752894, 'reg_lambda': 1.7128184584556372}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,660] Trial 152 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.0585275388924334, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9875520737761404, 'colsample_bytree': 0.7750449411784243, 'gamma': 0.05140579360309318, 'reg_alpha': 0.27225663807232364, 'reg_lambda': 1.6973080388167552}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:18,989] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.0695529081600788, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9758558313199629, 'colsample_bytree': 0.7895055093226181, 'gamma': 0.20155965448024604, 'reg_alpha': 0.31555236384160124, 'reg_lambda': 1.8630781898854203}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:19,238] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.06222096546841958, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997762479512509, 'colsample_bytree': 0.9123120103764595, 'gamma': 0.5377473494830357, 'reg_alpha': 0.21698324840573105, 'reg_lambda': 1.7374750466289428}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:19,585] Trial 155 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 182, 'learning_rate': 0.06756706114959982, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9885180641403504, 'colsample_bytree': 0.9127059137961586, 'gamma': 0.5620850715432644, 'reg_alpha': 0.21523201375936232, 'reg_lambda': 1.81180796521634}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:19,828] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 177, 'learning_rate': 0.05981823414781979, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9988532127268062, 'colsample_bytree': 0.8956867044121689, 'gamma': 0.22987023477601612, 'reg_alpha': 0.1676424396885901, 'reg_lambda': 1.738736431844179}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,129] Trial 157 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.05443218750330893, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.993141313416195, 'colsample_bytree': 0.9452436932480905, 'gamma': 0.8496670345108297, 'reg_alpha': 0.25693088171349465, 'reg_lambda': 2.0370800647506897}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,397] Trial 158 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.07270958517546594, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9754312815810086, 'colsample_bytree': 0.7827601843233025, 'gamma': 3.085156821526091, 'reg_alpha': 0.2269333407601985, 'reg_lambda': 1.7442615946811622}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,631] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.08260740454362589, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9998157415071913, 'colsample_bytree': 0.8851703413672025, 'gamma': 1.0040524227167689, 'reg_alpha': 0.20019363798576334, 'reg_lambda': 1.9021294751624938}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:20,951] Trial 160 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.06275377021530815, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.982361560350047, 'colsample_bytree': 0.923928295541616, 'gamma': 0.32468383128364975, 'reg_alpha': 0.48926650456412524, 'reg_lambda': 1.0052713827860256}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:21,193] Trial 161 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.04588911257099253, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9850287964930511, 'colsample_bytree': 0.925261075881611, 'gamma': 0.3158767235741818, 'reg_alpha': 0.49718964172925184, 'reg_lambda': 1.0862424603805998}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:21,476] Trial 162 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 186, 'learning_rate': 0.06275623086278817, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9625887532157719, 'colsample_bytree': 0.9176886275024793, 'gamma': 2.617961407094113, 'reg_alpha': 0.43944213230180484, 'reg_lambda': 0.9655138578113829}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:21,751] Trial 163 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 157, 'learning_rate': 0.06904852343617827, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9804996774506918, 'colsample_bytree': 0.906781268964261, 'gamma': 0.4786906070872953, 'reg_alpha': 0.5180592384582321, 'reg_lambda': 1.0223529949142571}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:22,057] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.05089607003701139, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9756817508149106, 'colsample_bytree': 0.9546390238427302, 'gamma': 0.19831365612659366, 'reg_alpha': 0.5708969665176018, 'reg_lambda': 0.8426591411883433}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:22,322] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.0556134214745546, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9937825844251285, 'colsample_bytree': 0.9138201310104191, 'gamma': 0.7140517449898686, 'reg_alpha': 0.7133854303978728, 'reg_lambda': 2.912108002020191}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:22,716] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.06102993426284637, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9703828497487159, 'colsample_bytree': 0.7873765034459179, 'gamma': 0.40186482278350166, 'reg_alpha': 0.483277981774049, 'reg_lambda': 0.926564356541123}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,000] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.04242774601964349, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.955799046200612, 'colsample_bytree': 0.802684679231713, 'gamma': 0.36172656444662504, 'reg_alpha': 0.4839735569732378, 'reg_lambda': 0.9361142287455058}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,336] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.06064316933375931, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9687291926681062, 'colsample_bytree': 0.7868170377971745, 'gamma': 0.23536225546441716, 'reg_alpha': 0.4728238312532635, 'reg_lambda': 1.0112309521120275}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,581] Trial 169 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.02172337872011673, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9828377535922026, 'colsample_bytree': 0.7660482786143258, 'gamma': 0.021637881804234534, 'reg_alpha': 0.5499742759664622, 'reg_lambda': 0.8800663223253432}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:23,912] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 160, 'learning_rate': 0.014815709130358453, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9736480848771525, 'colsample_bytree': 0.7802136872311238, 'gamma': 0.5630636318541062, 'reg_alpha': 0.03729830668053108, 'reg_lambda': 1.878418771176666}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:24,147] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.01723023957939231, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.973609212758564, 'colsample_bytree': 0.783347467093068, 'gamma': 0.5648252280103567, 'reg_alpha': 0.09648289957593387, 'reg_lambda': 1.944485826648267}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:24,421] Trial 172 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 151, 'learning_rate': 0.02004418893612678, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9890061478985978, 'colsample_bytree': 0.7769789901561227, 'gamma': 0.42329339941756833, 'reg_alpha': 0.13366732982315443, 'reg_lambda': 2.013255785563539}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:24,681] Trial 173 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.014853784925000372, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9903226720047108, 'colsample_bytree': 0.7762390410275095, 'gamma': 0.4313358144154106, 'reg_alpha': 0.5085783181846675, 'reg_lambda': 2.0735255480960038}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,028] Trial 174 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 154, 'learning_rate': 0.019245204694216405, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9866130323422277, 'colsample_bytree': 0.9340097554349923, 'gamma': 0.5220912064076423, 'reg_alpha': 0.042914992712674516, 'reg_lambda': 2.2088108801458586}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,280] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 165, 'learning_rate': 0.018912151235373032, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9797217331010408, 'colsample_bytree': 0.9299679219735301, 'gamma': 0.5234764515060696, 'reg_alpha': 0.010369323601524469, 'reg_lambda': 2.4238373141519065}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,688] Trial 176 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 159, 'learning_rate': 0.017718808209952266, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9638557820308806, 'colsample_bytree': 0.9372900426295261, 'gamma': 0.5056432357626004, 'reg_alpha': 0.03126113452478987, 'reg_lambda': 2.577610643696565}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:25,925] Trial 177 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 167, 'learning_rate': 0.01396031948785778, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9809841622050959, 'colsample_bytree': 0.9327002866779933, 'gamma': 0.6457774657352143, 'reg_alpha': 0.029920219156442593, 'reg_lambda': 2.387722704564741}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:26,246] Trial 178 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 163, 'learning_rate': 0.018720790462075237, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.973246238256678, 'colsample_bytree': 0.9475321657439043, 'gamma': 0.9115381023933042, 'reg_alpha': 0.0028185763151678117, 'reg_lambda': 2.16158183411641}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:26,554] Trial 179 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 172, 'learning_rate': 0.016012897393650496, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9807944178910278, 'colsample_bytree': 0.9609298537719541, 'gamma': 0.35497237881816385, 'reg_alpha': 0.06783413884053716, 'reg_lambda': 2.552885635606831}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:26,884] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 153, 'learning_rate': 0.02035251255134205, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9653078597578131, 'colsample_bytree': 0.9408589757173121, 'gamma': 0.7901482119788559, 'reg_alpha': 0.06460787934499501, 'reg_lambda': 2.2111552391226095}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:27,129] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 178, 'learning_rate': 0.022606689411627454, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9917308276546527, 'colsample_bytree': 0.9222843335064889, 'gamma': 0.29695770611889544, 'reg_alpha': 0.08427807468322707, 'reg_lambda': 2.277487329673789}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:27,528] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.019083129195248, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9931782511183509, 'colsample_bytree': 0.9259591872711055, 'gamma': 0.29903834841353416, 'reg_alpha': 0.020359388219016956, 'reg_lambda': 2.5023594439313355}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:27,854] Trial 183 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.0169972146893468, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9988146776459035, 'colsample_bytree': 0.9318661890729966, 'gamma': 0.6004333287275481, 'reg_alpha': 0.049868519139320173, 'reg_lambda': 2.448294860588608}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:28,204] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.01845774023389202, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9840547476368499, 'colsample_bytree': 0.9199757978712385, 'gamma': 0.20122442396692236, 'reg_alpha': 0.012409927867412116, 'reg_lambda': 2.403573578728472}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:28,546] Trial 185 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 184, 'learning_rate': 0.019216814366994513, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9727926581100569, 'colsample_bytree': 0.9285608544745649, 'gamma': 0.5102456578959723, 'reg_alpha': 0.043660648113751116, 'reg_lambda': 2.71227341549096}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:28,855] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.015449858023113912, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.984991175014865, 'colsample_bytree': 0.9727065055645765, 'gamma': 1.1208266923175794, 'reg_alpha': 0.020174197430129683, 'reg_lambda': 1.8862151157173512}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:29,086] Trial 187 finished with value: 0.738095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.02053970139211223, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9594611657511971, 'colsample_bytree': 0.9098866078364279, 'gamma': 0.35388849224151286, 'reg_alpha': 0.04832986446087592, 'reg_lambda': 2.5375979074495905}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:29,463] Trial 188 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.017790445049065923, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9780446908939093, 'colsample_bytree': 0.7889835017360766, 'gamma': 0.10035253657650184, 'reg_alpha': 0.11038756872500705, 'reg_lambda': 2.4793738010119437}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:29,713] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 161, 'learning_rate': 0.019106576659401065, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991577911096811, 'colsample_bytree': 0.9421619035812391, 'gamma': 0.26032421545330875, 'reg_alpha': 0.49123973972694185, 'reg_lambda': 0.8099436113618158}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,042] Trial 190 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 179, 'learning_rate': 0.01932869684515164, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9993119676778094, 'colsample_bytree': 0.950431453013299, 'gamma': 0.24988872623727607, 'reg_alpha': 0.5266980020225781, 'reg_lambda': 2.6378079490255573}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,277] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.01687893843112366, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9924569315323721, 'colsample_bytree': 0.9366630387196748, 'gamma': 0.4362019801088465, 'reg_alpha': 0.0023261616900730545, 'reg_lambda': 0.7999623478895838}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,653] Trial 192 finished with value: 0.755952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.017075572566495115, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.992018127493955, 'colsample_bytree': 0.92610166614191, 'gamma': 0.42535365229333855, 'reg_alpha': 0.011634147215504468, 'reg_lambda': 0.8589833045339809}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:30,928] Trial 193 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.016189806199158486, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9914255486574571, 'colsample_bytree': 0.9460081471497036, 'gamma': 0.17791309837381258, 'reg_alpha': 0.010679087829197098, 'reg_lambda': 0.8116367534191767}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:31,367] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.016424396661986206, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9924855426127239, 'colsample_bytree': 0.9428666640459648, 'gamma': 0.18610067430306826, 'reg_alpha': 0.009998635317975143, 'reg_lambda': 0.7903265260694421}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:31,642] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.017695694998452593, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991561019314208, 'colsample_bytree': 0.9601994440863034, 'gamma': 0.13960603176061465, 'reg_alpha': 0.0019112141013880694, 'reg_lambda': 0.7434926861593556}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:31,914] Trial 196 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.017271406640242744, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9920615536157523, 'colsample_bytree': 0.9631770953709762, 'gamma': 0.08243908112065305, 'reg_alpha': 0.00038592813585537795, 'reg_lambda': 2.319911414187619}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:32,288] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.017309961017556347, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9917088901794187, 'colsample_bytree': 0.9681102824916225, 'gamma': 0.006131993271352054, 'reg_alpha': 0.000529704822831559, 'reg_lambda': 0.7533041080409802}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:32,577] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.018201995456320712, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9894216394484917, 'colsample_bytree': 0.9612938270800286, 'gamma': 0.1560848003497884, 'reg_alpha': 0.05921556120481255, 'reg_lambda': 2.293710430876162}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:33,081] Trial 199 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.016140030697978012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.999330866830987, 'colsample_bytree': 0.9835311875611699, 'gamma': 0.07738787896391287, 'reg_alpha': 0.02965724134159497, 'reg_lambda': 2.3222692081127008}. Best is trial 80 with value: 0.7678571428571429.
[I 2025-11-03 20:14:33,085] A new study created in memory with name: no-name-f8bc2f6f-8547-4d23-8b01-82b20cf4f544
[I 2025-11-03 20:14:33,357] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.023852763629750584, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8351620294147899, 'colsample_bytree': 0.9876386447985755, 'gamma': 0.4348463756807086, 'reg_alpha': 0.20870967786109418, 'reg_lambda': 2.382525382716821}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:14:33,621] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.01192963481545347, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6362733713195551, 'colsample_bytree': 0.8666023148894445, 'gamma': 4.7060673469416745, 'reg_alpha': 0.1373773049226774, 'reg_lambda': 2.0735847136921572}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:33,879] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.2809940091832862, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9920904523465386, 'colsample_bytree': 0.6117872984292198, 'gamma': 2.415767971060188, 'reg_alpha': 0.04509806765638957, 'reg_lambda': 2.672114575242468}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,167] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.024895544872995473, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8347255887715566, 'colsample_bytree': 0.8321401180154699, 'gamma': 2.5234460676639574, 'reg_alpha': 0.7562984022834052, 'reg_lambda': 0.7832744463478531}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,295] Trial 4 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 60, 'learning_rate': 0.010727556063379133, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6954355180290477, 'colsample_bytree': 0.7514526774024306, 'gamma': 0.4990433167651698, 'reg_alpha': 0.0006611283203057372, 'reg_lambda': 2.4228263165070816}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,532] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.06695616255408043, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.7086698670347081, 'colsample_bytree': 0.9716260965499011, 'gamma': 4.672819664890869, 'reg_alpha': 0.6118989444164992, 'reg_lambda': 2.5949435234059965}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:34,819] Trial 6 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 150, 'learning_rate': 0.0654109461223738, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6609179409656366, 'colsample_bytree': 0.9474402662658643, 'gamma': 3.76436632517398, 'reg_alpha': 0.22555073097079958, 'reg_lambda': 2.110154969958014}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,001] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 94, 'learning_rate': 0.015560025283279226, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9635043900818226, 'colsample_bytree': 0.7135058085390995, 'gamma': 2.7503714315606893, 'reg_alpha': 0.11342516524982005, 'reg_lambda': 1.5121108744155194}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,331] Trial 8 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 175, 'learning_rate': 0.02437596836907738, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7725490402243431, 'colsample_bytree': 0.8311283370612502, 'gamma': 1.169034945440156, 'reg_alpha': 0.017540206545443415, 'reg_lambda': 2.454706460923611}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,538] Trial 9 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 140, 'learning_rate': 0.02293810435553241, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7166825517405255, 'colsample_bytree': 0.7066023986423308, 'gamma': 4.7128501624272525, 'reg_alpha': 0.28609626614279826, 'reg_lambda': 2.8252345172483624}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:35,932] Trial 10 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 249, 'learning_rate': 0.13445111442106417, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6280379410026941, 'colsample_bytree': 0.8933330573175248, 'gamma': 3.6757855379855346, 'reg_alpha': 0.9752496845917371, 'reg_lambda': 1.4925931131509786}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:36,320] Trial 11 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 192, 'learning_rate': 0.01008549110107884, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7663968800799856, 'colsample_bytree': 0.8432035326550069, 'gamma': 1.4690416807434197, 'reg_alpha': 0.3961515244707034, 'reg_lambda': 2.080322077823087}. Best is trial 1 with value: 0.7083333333333334.
[I 2025-11-03 20:14:36,640] Trial 12 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.010564364547402848, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6001235618906002, 'colsample_bytree': 0.8832689299380916, 'gamma': 1.544158855638494, 'reg_alpha': 0.4146706460842199, 'reg_lambda': 1.861929649137912}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:36,940] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 227, 'learning_rate': 0.042737861621344395, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6194739310824549, 'colsample_bytree': 0.9166548961169889, 'gamma': 1.6108167826531652, 'reg_alpha': 0.5039275786675952, 'reg_lambda': 1.0909281338522745}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:37,243] Trial 14 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 247, 'learning_rate': 0.04274035676154889, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6043487701212937, 'colsample_bytree': 0.929014423820529, 'gamma': 1.456822922943067, 'reg_alpha': 0.5215729599382977, 'reg_lambda': 0.9084242572378991}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:37,562] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.11581249607639925, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6045046795052584, 'colsample_bytree': 0.9291435983641241, 'gamma': 1.9448058596061633, 'reg_alpha': 0.6516464447551826, 'reg_lambda': 0.6360330960989167}. Best is trial 12 with value: 0.7261904761904762.
[I 2025-11-03 20:14:37,903] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 244, 'learning_rate': 0.04176134571685843, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6810344506440116, 'colsample_bytree': 0.7980035916526987, 'gamma': 1.0303312023598976, 'reg_alpha': 0.39535627130577256, 'reg_lambda': 1.1148009012259181}. Best is trial 16 with value: 0.7261904761904763.
[I 2025-11-03 20:14:38,205] Trial 17 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.11424134328386701, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9085518896589111, 'colsample_bytree': 0.7488477127883857, 'gamma': 0.0665057218731786, 'reg_alpha': 0.36844366666562345, 'reg_lambda': 1.2765513245086186}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:38,445] Trial 18 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.11028624223871163, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9133413066776634, 'colsample_bytree': 0.7749403297441662, 'gamma': 0.22430798179887756, 'reg_alpha': 0.35788784704393, 'reg_lambda': 1.2482944655062522}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:38,743] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.15256062105626098, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9168673539070953, 'colsample_bytree': 0.6466773965209668, 'gamma': 0.08798926784720454, 'reg_alpha': 0.30979792719866783, 'reg_lambda': 1.4081507791731183}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:39,073] Trial 20 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 179, 'learning_rate': 0.21510411057293755, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8983128867924388, 'colsample_bytree': 0.7768737009160342, 'gamma': 0.02526611528449786, 'reg_alpha': 0.8480925483451554, 'reg_lambda': 1.22787734955508}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:39,325] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 164, 'learning_rate': 0.11122843231881031, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9090389289736001, 'colsample_bytree': 0.6510957378975121, 'gamma': 0.05631711571036293, 'reg_alpha': 0.33382416945231774, 'reg_lambda': 1.463015941380489}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,181] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.16018944949888306, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9147047380709983, 'colsample_bytree': 0.6804035109111849, 'gamma': 0.685634985768021, 'reg_alpha': 0.3010101034388597, 'reg_lambda': 1.7081521548675092}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,411] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 158, 'learning_rate': 0.09594883263027194, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8638874323758624, 'colsample_bytree': 0.7474084500322097, 'gamma': 0.759354985087602, 'reg_alpha': 0.4411465187492245, 'reg_lambda': 1.2844710540158752}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,640] Trial 24 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.18102926926187174, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9451674285710707, 'colsample_bytree': 0.6079289558567771, 'gamma': 0.332814420780905, 'reg_alpha': 0.5616768103563807, 'reg_lambda': 0.522249283509527}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:40,935] Trial 25 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 174, 'learning_rate': 0.08159416378497626, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8661775653601593, 'colsample_bytree': 0.6527432993345942, 'gamma': 0.9649535338136661, 'reg_alpha': 0.1845818063108192, 'reg_lambda': 0.9495668593039628}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:41,205] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 213, 'learning_rate': 0.22476997151153263, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9438123569392841, 'colsample_bytree': 0.7415088938943264, 'gamma': 0.3264124488228783, 'reg_alpha': 0.33033133812478227, 'reg_lambda': 1.721361640138964}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:41,408] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 86, 'learning_rate': 0.15012005343041923, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9946612301447552, 'colsample_bytree': 0.7809080504335141, 'gamma': 2.0008980688570963, 'reg_alpha': 0.24126801554004157, 'reg_lambda': 1.3097487063800706}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:41,682] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.072773481374419, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8762920636639069, 'colsample_bytree': 0.6951515296390618, 'gamma': 0.14265358299404055, 'reg_alpha': 0.47371296133526064, 'reg_lambda': 1.8455294414694745}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,030] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.09958329435741374, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8376318738528538, 'colsample_bytree': 0.656056514673392, 'gamma': 0.6215385853077408, 'reg_alpha': 0.1587135021139116, 'reg_lambda': 1.5858181517584522}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,128] Trial 30 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 22, 'learning_rate': 0.2743903696780683, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8175535492675639, 'colsample_bytree': 0.7314078149564358, 'gamma': 3.208620756164611, 'reg_alpha': 0.35411260499374325, 'reg_lambda': 1.0421816683777358}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,444] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.12193355134527016, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9169267174232181, 'colsample_bytree': 0.6488754638448185, 'gamma': 0.016879630414785206, 'reg_alpha': 0.2814490509477104, 'reg_lambda': 1.401529758237189}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:42,684] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 164, 'learning_rate': 0.09823185611486028, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8965169596064929, 'colsample_bytree': 0.6362384151283337, 'gamma': 0.3371962979397284, 'reg_alpha': 0.3706244439302267, 'reg_lambda': 1.214455081359292}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:14:43,084] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.17807828056056277, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9529068317384389, 'colsample_bytree': 0.6804393629966807, 'gamma': 0.7513465265841867, 'reg_alpha': 0.2456265045903009, 'reg_lambda': 1.5869566062329983}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:43,371] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 194, 'learning_rate': 0.19222473822871483, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9666900465983411, 'colsample_bytree': 0.679470343726042, 'gamma': 0.9110805583553837, 'reg_alpha': 0.07421327222892721, 'reg_lambda': 1.9362652863246628}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:43,735] Trial 35 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.1491367621424112, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9367998653784877, 'colsample_bytree': 0.7642454116844676, 'gamma': 0.5022551833788229, 'reg_alpha': 0.22605463721848834, 'reg_lambda': 1.6442271010387204}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,089] Trial 36 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.2789095739683199, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.9717097125757842, 'colsample_bytree': 0.7214485748831391, 'gamma': 1.2749851687009395, 'reg_alpha': 0.12289039343505102, 'reg_lambda': 0.7640529726166725}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,442] Trial 37 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.055316626243269655, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8804934169098944, 'colsample_bytree': 0.8131060509458744, 'gamma': 0.6260626582792459, 'reg_alpha': 0.2622761363376504, 'reg_lambda': 1.3935801204508413}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,716] Trial 38 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 183, 'learning_rate': 0.08399106731441769, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.843670998806848, 'colsample_bytree': 0.6258842093472669, 'gamma': 0.3499371416618437, 'reg_alpha': 0.6575543737910385, 'reg_lambda': 0.8476591054513907}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:44,991] Trial 39 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 148, 'learning_rate': 0.23595124515144145, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9347421884788826, 'colsample_bytree': 0.6827355871624294, 'gamma': 1.9516453618492435, 'reg_alpha': 0.18480325134911246, 'reg_lambda': 1.5762153948725937}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:45,196] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.18034293014433125, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9775509098199016, 'colsample_bytree': 0.7627687620782022, 'gamma': 0.8169693762674682, 'reg_alpha': 0.5680830925728989, 'reg_lambda': 1.1499370070120527}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:45,522] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 169, 'learning_rate': 0.1189080764623623, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9146909531033608, 'colsample_bytree': 0.6218596084810329, 'gamma': 0.15421505377894373, 'reg_alpha': 0.45051740194371703, 'reg_lambda': 1.404104049521659}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:45,803] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.13738569331426992, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8982244129326804, 'colsample_bytree': 0.6660669707336998, 'gamma': 0.012973941730428984, 'reg_alpha': 0.32152209690173844, 'reg_lambda': 2.2905362753359957}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,068] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.1173198999445935, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9532043121282571, 'colsample_bytree': 0.7013220616420178, 'gamma': 0.4575122241654973, 'reg_alpha': 0.3402959360056331, 'reg_lambda': 1.4892838958531651}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,308] Trial 44 finished with value: 0.6577380952380951 and parameters: {'n_estimators': 185, 'learning_rate': 0.17602227833029052, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7839424301448296, 'colsample_bytree': 0.6372999763218997, 'gamma': 4.274945127596358, 'reg_alpha': 0.24327213263256095, 'reg_lambda': 1.3392921432070544}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,730] Trial 45 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.05720985753340152, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9282996300926226, 'colsample_bytree': 0.7218253573060812, 'gamma': 0.23246236059400524, 'reg_alpha': 0.4119358796328817, 'reg_lambda': 1.835686551994721}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:46,991] Trial 46 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 196, 'learning_rate': 0.10222487582458527, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7494105607099601, 'colsample_bytree': 0.6021151237735854, 'gamma': 1.1987109073906477, 'reg_alpha': 0.07498235817938168, 'reg_lambda': 2.971883013645024}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:47,554] Trial 47 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.08087458546448116, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9981775153631828, 'colsample_bytree': 0.8033344370048883, 'gamma': 0.496683713680985, 'reg_alpha': 0.3137126644042839, 'reg_lambda': 1.4514702287637484}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:47,790] Trial 48 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 48, 'learning_rate': 0.13516846361016807, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8526787747671696, 'colsample_bytree': 0.9824986856408594, 'gamma': 0.7610962550884404, 'reg_alpha': 0.3797943630428023, 'reg_lambda': 0.9976539557675432}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,039] Trial 49 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 206, 'learning_rate': 0.06434199076546585, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8829528901424325, 'colsample_bytree': 0.850297282882759, 'gamma': 2.73247997848752, 'reg_alpha': 0.19122419711758232, 'reg_lambda': 1.9902448036255058}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,388] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.16266081892326845, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.817427632099601, 'colsample_bytree': 0.673462972735598, 'gamma': 0.2039560068580939, 'reg_alpha': 0.49033251695380775, 'reg_lambda': 1.176052024822234}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,718] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.20868659030836764, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9131868532992098, 'colsample_bytree': 0.6917206179893415, 'gamma': 0.6348804794132412, 'reg_alpha': 0.3041820434845956, 'reg_lambda': 1.6994076403133325}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:48,964] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.16100545496050192, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.922473571170889, 'colsample_bytree': 0.6643096355818812, 'gamma': 1.021400161297043, 'reg_alpha': 0.2891634004649325, 'reg_lambda': 1.5634070567734315}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:49,318] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 234, 'learning_rate': 0.139040571061911, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9568528608020931, 'colsample_bytree': 0.7130610715358916, 'gamma': 0.015437461666117536, 'reg_alpha': 0.36908489481099604, 'reg_lambda': 1.7736539410297465}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:49,571] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 177, 'learning_rate': 0.03649144497839846, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8935650965306664, 'colsample_bytree': 0.6239185282044197, 'gamma': 0.6768455049737074, 'reg_alpha': 0.44927344552273907, 'reg_lambda': 1.2717499069100509}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:49,864] Trial 55 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 157, 'learning_rate': 0.015756443464717686, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9770693630150773, 'colsample_bytree': 0.6464642520971333, 'gamma': 0.4928111222857269, 'reg_alpha': 0.2656283230676761, 'reg_lambda': 1.613384145888277}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,163] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 206, 'learning_rate': 0.10691117550358678, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9162607072998993, 'colsample_bytree': 0.7345419890565394, 'gamma': 1.7062980502218874, 'reg_alpha': 0.22028879108218438, 'reg_lambda': 2.203079671912634}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,539] Trial 57 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 217, 'learning_rate': 0.24238609882487644, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8617724199744357, 'colsample_bytree': 0.7579391071223875, 'gamma': 4.9908537795177335, 'reg_alpha': 0.14835618590129004, 'reg_lambda': 1.7245521435693383}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,733] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.09093844300772416, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9050973471187558, 'colsample_bytree': 0.6922131274541821, 'gamma': 0.25013993807093415, 'reg_alpha': 0.41800411256512854, 'reg_lambda': 1.4935223244405453}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:50,961] Trial 59 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.16420221636864105, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9441220215335316, 'colsample_bytree': 0.7792645353941773, 'gamma': 1.387671183013434, 'reg_alpha': 0.5496551495221079, 'reg_lambda': 1.3302806537319407}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:51,216] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 130, 'learning_rate': 0.2010608793754774, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9844963564271189, 'colsample_bytree': 0.8218165396138332, 'gamma': 2.380726873495776, 'reg_alpha': 0.34454904985163515, 'reg_lambda': 2.0014657536341796}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:51,494] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.1505949206990878, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9360729650960188, 'colsample_bytree': 0.7883988030566071, 'gamma': 0.492165153770452, 'reg_alpha': 0.21163695248017061, 'reg_lambda': 1.6503269567850716}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:51,899] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.12721741402689235, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9316292637663668, 'colsample_bytree': 0.7637172240670891, 'gamma': 0.8557895909586446, 'reg_alpha': 0.2758768334078826, 'reg_lambda': 1.0889939120426761}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:52,158] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.1112318661747177, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9557051720510155, 'colsample_bytree': 0.7448660659539053, 'gamma': 1.1072889404840627, 'reg_alpha': 0.24081874156094465, 'reg_lambda': 1.6867143690042068}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:52,517] Trial 64 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.1446644773883249, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8758392918124739, 'colsample_bytree': 0.7268563556742302, 'gamma': 0.1216839248598505, 'reg_alpha': 0.30895210526589734, 'reg_lambda': 1.5133297590515453}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:52,886] Trial 65 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.24824653639100971, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8862027202188225, 'colsample_bytree': 0.7087993465662923, 'gamma': 0.1468743534704974, 'reg_alpha': 0.3927456589838193, 'reg_lambda': 1.536541703833234}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:53,199] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.19016540771660753, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8721210258928239, 'colsample_bytree': 0.7262468120431306, 'gamma': 0.3659221424352497, 'reg_alpha': 0.9884168596294143, 'reg_lambda': 1.4271046210466654}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:53,444] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.12946439095774112, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.908626363624, 'colsample_bytree': 0.6640445954156552, 'gamma': 0.20954123908063207, 'reg_alpha': 0.3186827262813916, 'reg_lambda': 1.3280226081060345}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:53,825] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.08851358916980379, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8511380845688824, 'colsample_bytree': 0.6798577338369639, 'gamma': 0.008295323495210866, 'reg_alpha': 0.3513347307795771, 'reg_lambda': 1.7939673350529162}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,066] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.0700233497923425, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.8221445807840818, 'colsample_bytree': 0.6361522490242434, 'gamma': 0.6715981532662783, 'reg_alpha': 0.4219348192591058, 'reg_lambda': 1.2387447444492186}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,400] Trial 70 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 154, 'learning_rate': 0.14849062514514727, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9030959444670346, 'colsample_bytree': 0.6899952955528876, 'gamma': 0.2809875499977846, 'reg_alpha': 0.9259251373783215, 'reg_lambda': 1.9026558768979585}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,687] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.14883551628071776, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9434511706104034, 'colsample_bytree': 0.769969134157561, 'gamma': 0.5003022770093407, 'reg_alpha': 0.16230556158854187, 'reg_lambda': 1.608619388826625}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:54,991] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 200, 'learning_rate': 0.10934055290507877, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9261933679312933, 'colsample_bytree': 0.7964131641764405, 'gamma': 0.4101304180845708, 'reg_alpha': 0.11163081885465212, 'reg_lambda': 1.3981939055008177}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:55,266] Trial 73 finished with value: 0.75 and parameters: {'n_estimators': 219, 'learning_rate': 0.16834769677384048, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.960465210542595, 'colsample_bytree': 0.7721504055027524, 'gamma': 0.11690064943252754, 'reg_alpha': 0.17947281722357822, 'reg_lambda': 1.5159845719125522}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:55,658] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.1735514609687859, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9611795336147988, 'colsample_bytree': 0.7702610098897092, 'gamma': 0.10885535881682278, 'reg_alpha': 0.10480472563672297, 'reg_lambda': 1.5141249028247368}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,015] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.21380204143613082, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9510806244130198, 'colsample_bytree': 0.7699689095689078, 'gamma': 0.15667209414937316, 'reg_alpha': 0.08565311784591634, 'reg_lambda': 1.5332241308253005}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,283] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.17037360890935832, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9676564077977693, 'colsample_bytree': 0.7504146990167517, 'gamma': 0.5396877877437936, 'reg_alpha': 0.0045945299198254935, 'reg_lambda': 1.1903001329144147}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,626] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 221, 'learning_rate': 0.26210936525578254, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9620139994265311, 'colsample_bytree': 0.8102721177605771, 'gamma': 0.34727838082563833, 'reg_alpha': 0.16360470788659812, 'reg_lambda': 1.5942506790791093}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:56,955] Trial 78 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.18862891326763445, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9817705837976162, 'colsample_bytree': 0.7850609755189476, 'gamma': 3.4903346601710106, 'reg_alpha': 0.1043372366087929, 'reg_lambda': 1.3779172324682316}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:57,223] Trial 79 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 226, 'learning_rate': 0.29354220294184385, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9453585306632447, 'colsample_bytree': 0.7727563551792187, 'gamma': 0.11630191238587513, 'reg_alpha': 0.05172874089926301, 'reg_lambda': 1.2768176699279712}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:57,554] Trial 80 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 246, 'learning_rate': 0.14865446326629653, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9869238636469547, 'colsample_bytree': 0.7380989483300272, 'gamma': 0.8587507736758307, 'reg_alpha': 0.13613589488905556, 'reg_lambda': 1.4906117101765337}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:57,821] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.12788267506045387, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9268646478125846, 'colsample_bytree': 0.7534626827209029, 'gamma': 0.12694084573989514, 'reg_alpha': 0.24591502884518635, 'reg_lambda': 1.435488390803704}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:58,161] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.1393112503666467, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9395125086885675, 'colsample_bytree': 0.7541255812002462, 'gamma': 0.27040974615999425, 'reg_alpha': 0.17983882313378663, 'reg_lambda': 1.4567862009751362}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:58,478] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.12427634157354998, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9268961234398763, 'colsample_bytree': 0.7941290925122252, 'gamma': 0.11137237357864946, 'reg_alpha': 0.03744297700653024, 'reg_lambda': 1.1076859920855648}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:58,898] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.1730998050727573, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6556888110590551, 'colsample_bytree': 0.8369472706574533, 'gamma': 0.5718400937608822, 'reg_alpha': 0.2566316060992897, 'reg_lambda': 1.6429962843769315}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:59,173] Trial 85 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.196148558354967, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.892374236161236, 'colsample_bytree': 0.7735502339453689, 'gamma': 0.40187257574178525, 'reg_alpha': 0.20041013047754183, 'reg_lambda': 1.355522479479617}. Best is trial 33 with value: 0.7559523809523809.
[I 2025-11-03 20:14:59,573] Trial 86 finished with value: 0.755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.2271174743502121, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9647705364709855, 'colsample_bytree': 0.7223583837613288, 'gamma': 0.004641657742336797, 'reg_alpha': 0.17003636136334732, 'reg_lambda': 1.5287382393124502}. Best is trial 86 with value: 0.755952380952381.
[I 2025-11-03 20:14:59,836] Trial 87 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.21625499400315729, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.967486240721615, 'colsample_bytree': 0.7187734265315774, 'gamma': 0.020763313770782707, 'reg_alpha': 0.15876622078741073, 'reg_lambda': 1.7686245572800756}. Best is trial 87 with value: 0.7619047619047619.
[I 2025-11-03 20:15:00,153] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.2226800461143983, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9708818908436123, 'colsample_bytree': 0.7217025335318605, 'gamma': 0.0016053758902576654, 'reg_alpha': 0.09207835204056533, 'reg_lambda': 1.7679265600607237}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:00,452] Trial 89 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 203, 'learning_rate': 0.22626613890753408, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9716597469477929, 'colsample_bytree': 0.718543035226713, 'gamma': 0.010253595493592865, 'reg_alpha': 0.16316864375721116, 'reg_lambda': 1.8121889608486204}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:00,787] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 205, 'learning_rate': 0.22438423488693326, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9940020460440089, 'colsample_bytree': 0.7179810982283318, 'gamma': 0.25957948903503236, 'reg_alpha': 0.13682478795215375, 'reg_lambda': 1.7726174253314593}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:01,102] Trial 91 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 250, 'learning_rate': 0.26387291683924696, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9708956610201702, 'colsample_bytree': 0.7021591940405699, 'gamma': 0.3880657106188835, 'reg_alpha': 0.16896815579351174, 'reg_lambda': 1.8270514516180367}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:01,479] Trial 92 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.22823119624421828, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9505754052930737, 'colsample_bytree': 0.7285320686802841, 'gamma': 0.25388972240275165, 'reg_alpha': 0.2203577210954339, 'reg_lambda': 1.8657884327266723}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:01,819] Trial 93 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 197, 'learning_rate': 0.2128430195130774, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.972876095161437, 'colsample_bytree': 0.7431194437270534, 'gamma': 0.014858304460099836, 'reg_alpha': 0.15020629174698893, 'reg_lambda': 2.0115085906084738}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:02,110] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.19864523691638455, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9910256669477873, 'colsample_bytree': 0.7069936795646682, 'gamma': 0.7414378285804921, 'reg_alpha': 0.04878964454828967, 'reg_lambda': 1.929759119354833}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:02,497] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 208, 'learning_rate': 0.26117532759685447, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9806889637432041, 'colsample_bytree': 0.7326983962537881, 'gamma': 0.013545172942474724, 'reg_alpha': 0.08811440162885878, 'reg_lambda': 2.1429264774796573}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:02,843] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 192, 'learning_rate': 0.24051672427769483, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9586195773591906, 'colsample_bytree': 0.7155990046004129, 'gamma': 0.4544748513186944, 'reg_alpha': 0.12697217296845548, 'reg_lambda': 2.600416962557118}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:03,151] Trial 97 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 218, 'learning_rate': 0.18561978238672705, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9657523266595913, 'colsample_bytree': 0.7396320664897356, 'gamma': 0.5860979387101269, 'reg_alpha': 0.215110245461313, 'reg_lambda': 1.6635019351818474}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:03,412] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.15827858687502566, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9463214140072899, 'colsample_bytree': 0.7220355699470621, 'gamma': 0.19412023416398827, 'reg_alpha': 0.19326231416907247, 'reg_lambda': 1.6007876917200452}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:03,726] Trial 99 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 212, 'learning_rate': 0.29085984747041077, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9973366240408065, 'colsample_bytree': 0.7634684061277731, 'gamma': 0.3219832203924802, 'reg_alpha': 0.28562715065265254, 'reg_lambda': 1.7504397014488593}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:04,011] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.2167127774688251, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.935567626598689, 'colsample_bytree': 0.726414069014814, 'gamma': 0.10436678732227067, 'reg_alpha': 0.23118199542429385, 'reg_lambda': 1.6940663149986583}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:04,426] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.17327795583943567, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9621955174845455, 'colsample_bytree': 0.6989677637278777, 'gamma': 0.11047670870718704, 'reg_alpha': 0.10404972303642746, 'reg_lambda': 1.5208289002348694}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:04,700] Trial 102 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.24890151216859135, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9753813459456272, 'colsample_bytree': 0.7480215267224459, 'gamma': 0.22508500804865902, 'reg_alpha': 0.17195121613668607, 'reg_lambda': 1.5507364916583273}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:05,072] Trial 103 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 243, 'learning_rate': 0.24860391948764726, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9756674147803663, 'colsample_bytree': 0.7446857002425129, 'gamma': 0.39744443938045315, 'reg_alpha': 0.15660408652070332, 'reg_lambda': 1.7982118734967636}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:05,375] Trial 104 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 241, 'learning_rate': 0.2301765270683088, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9737682635268069, 'colsample_bytree': 0.7457120671184826, 'gamma': 0.43866778526254, 'reg_alpha': 0.14305138307900808, 'reg_lambda': 1.8128163438032567}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:05,781] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 240, 'learning_rate': 0.24456915881361133, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.973801732714762, 'colsample_bytree': 0.7491179470425252, 'gamma': 0.5338593382572782, 'reg_alpha': 0.15463174034855587, 'reg_lambda': 1.9055007859213071}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:06,048] Trial 106 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 243, 'learning_rate': 0.27238886322532585, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9839264925558531, 'colsample_bytree': 0.7564532570605851, 'gamma': 4.102051586097359, 'reg_alpha': 0.1270380765373062, 'reg_lambda': 1.7440825248528826}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:15:06,534] Trial 107 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.22604513840863702, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7313850817552401, 'colsample_bytree': 0.712210385260073, 'gamma': 0.7313423852651206, 'reg_alpha': 0.06939221062347802, 'reg_lambda': 1.9642798875290433}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:06,819] Trial 108 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.2309243748405054, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7801041056280325, 'colsample_bytree': 0.7106567858990529, 'gamma': 0.7933882991047496, 'reg_alpha': 0.021981180231225875, 'reg_lambda': 2.0535467869613053}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:07,139] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 244, 'learning_rate': 0.20360061174578353, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7240083974213992, 'colsample_bytree': 0.6841909396065443, 'gamma': 0.9487091784592848, 'reg_alpha': 0.06646179643004514, 'reg_lambda': 1.8257999364139919}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:07,569] Trial 110 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 249, 'learning_rate': 0.25145085686162233, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7384135454597592, 'colsample_bytree': 0.7360671463271996, 'gamma': 0.7086953922364402, 'reg_alpha': 0.08807130491022601, 'reg_lambda': 1.9722456187337172}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:07,837] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.29923189836830366, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6779652776524604, 'colsample_bytree': 0.740671268951265, 'gamma': 0.4137941858436799, 'reg_alpha': 0.16785396156872165, 'reg_lambda': 1.788576052707147}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:08,246] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.23599432877307414, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9993174600599393, 'colsample_bytree': 0.7143868751065364, 'gamma': 0.2805120401187462, 'reg_alpha': 0.20074454073384465, 'reg_lambda': 1.8992761299853183}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:08,526] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.22092198068368749, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9775053645840787, 'colsample_bytree': 0.6730355910753342, 'gamma': 0.4648316391951887, 'reg_alpha': 0.06250661781582653, 'reg_lambda': 2.1049291413136473}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:08,793] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.2111191452482387, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.989816708878531, 'colsample_bytree': 0.7007521995108694, 'gamma': 0.5741426166843263, 'reg_alpha': 0.03089785937538031, 'reg_lambda': 2.269396164573578}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:09,158] Trial 115 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.27462818547185536, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9789420922993188, 'colsample_bytree': 0.6687922670643609, 'gamma': 2.2479178768714814, 'reg_alpha': 0.07143166513357925, 'reg_lambda': 2.119381399532848}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:09,468] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.22355399295789188, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.968824922858645, 'colsample_bytree': 0.6871047079158099, 'gamma': 0.4300110202098133, 'reg_alpha': 0.057908567695502684, 'reg_lambda': 2.1792054832519097}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:09,863] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.031892413440170506, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9527489383103356, 'colsample_bytree': 0.6740301593904251, 'gamma': 1.1238803906478494, 'reg_alpha': 0.14982321211726146, 'reg_lambda': 2.062490613481911}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:10,165] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.1845385326324922, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7576094212491833, 'colsample_bytree': 0.720280340850102, 'gamma': 0.6722158186930018, 'reg_alpha': 0.11503792478133881, 'reg_lambda': 1.9706471455799766}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:10,546] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.2537347613072613, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7005784331908002, 'colsample_bytree': 0.9594793764616495, 'gamma': 0.2175064158578344, 'reg_alpha': 0.09652627691132312, 'reg_lambda': 2.4020266532467263}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:10,821] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.20177385906439424, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8015396167475185, 'colsample_bytree': 0.7321515382581207, 'gamma': 0.3286069732577404, 'reg_alpha': 0.13679314424713007, 'reg_lambda': 1.7146347520655207}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:11,167] Trial 121 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 221, 'learning_rate': 0.20157047229030808, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7960112618255746, 'colsample_bytree': 0.7312260836976231, 'gamma': 0.34911270122996474, 'reg_alpha': 0.130318684178656, 'reg_lambda': 1.8603743129487764}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:11,434] Trial 122 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 230, 'learning_rate': 0.22697085020275454, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9757781875883715, 'colsample_bytree': 0.7469997151911769, 'gamma': 3.0139340802123353, 'reg_alpha': 0.1674301954969621, 'reg_lambda': 1.6276390941261878}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:11,704] Trial 123 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.18853437414913093, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9846184664084391, 'colsample_bytree': 0.7083584118718238, 'gamma': 0.5096837615131309, 'reg_alpha': 0.12115899771277994, 'reg_lambda': 1.7020821817741372}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:12,070] Trial 124 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.24572143634723112, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9533736143220601, 'colsample_bytree': 0.6569817142891304, 'gamma': 0.2943209170738944, 'reg_alpha': 0.1426233511553428, 'reg_lambda': 1.573228316142397}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:12,362] Trial 125 finished with value: 0.761904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.2073169574817421, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9409285184164973, 'colsample_bytree': 0.7583497895074394, 'gamma': 0.1742517251865272, 'reg_alpha': 0.1874384023406474, 'reg_lambda': 1.7932481689183737}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:12,755] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 72, 'learning_rate': 0.28063573474646314, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9411686963741528, 'colsample_bytree': 0.6950822422277811, 'gamma': 0.01263443213838017, 'reg_alpha': 0.6950861597105895, 'reg_lambda': 1.8046939361567749}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:13,038] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.227341932276327, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6328263051459074, 'colsample_bytree': 0.7325696268864197, 'gamma': 0.8801220020631821, 'reg_alpha': 0.1855959500899228, 'reg_lambda': 1.7470841797199232}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:13,511] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.20831020886290882, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9674227143605629, 'colsample_bytree': 0.7606987208617517, 'gamma': 0.1955568174856341, 'reg_alpha': 0.07898229482525126, 'reg_lambda': 1.856227433648875}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:13,790] Trial 129 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.1981399215013935, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6117227203688106, 'colsample_bytree': 0.7225982152668997, 'gamma': 0.6227936346239156, 'reg_alpha': 0.20837843169391257, 'reg_lambda': 1.651355672260882}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:14,192] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.1993929537596377, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6532318158505265, 'colsample_bytree': 0.7184717691483504, 'gamma': 0.9917139882329573, 'reg_alpha': 0.2085317009520517, 'reg_lambda': 1.6676862517901028}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:14,474] Trial 131 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.216095070509463, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6174900911568534, 'colsample_bytree': 0.7436853474235456, 'gamma': 0.651347935949702, 'reg_alpha': 0.17618701064271314, 'reg_lambda': 1.729730318715581}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:14,944] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.18012478430784482, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6461146056368199, 'colsample_bytree': 0.7040468426630653, 'gamma': 0.6264629426261129, 'reg_alpha': 0.17742729333515617, 'reg_lambda': 1.7338739496430096}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:15,226] Trial 133 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.19222494910710505, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6126750644201343, 'colsample_bytree': 0.7029563151922803, 'gamma': 0.6164695063610193, 'reg_alpha': 0.18074422741329327, 'reg_lambda': 1.722370826764764}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:15,587] Trial 134 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.18025644524316867, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6213727929508642, 'colsample_bytree': 0.7009690953672687, 'gamma': 0.7944500859121877, 'reg_alpha': 0.18764987304732106, 'reg_lambda': 1.6153007681424771}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:15,902] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.1574576552042845, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6077800956034877, 'colsample_bytree': 0.6899463364467775, 'gamma': 1.2329925557775354, 'reg_alpha': 0.22801884150073606, 'reg_lambda': 1.573520430080486}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:16,318] Trial 136 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 208, 'learning_rate': 0.21222227717961087, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6090934662296837, 'colsample_bytree': 0.707717698518856, 'gamma': 0.6827323932434347, 'reg_alpha': 0.17389029404627532, 'reg_lambda': 1.6621628525447438}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:16,679] Trial 137 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.18623238764761083, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6438440761107256, 'colsample_bytree': 0.6765263347519014, 'gamma': 1.0650686148411084, 'reg_alpha': 0.0011294107290864275, 'reg_lambda': 1.743037851445673}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:17,139] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 227, 'learning_rate': 0.012338783815591944, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6178192495410427, 'colsample_bytree': 0.7239990858091822, 'gamma': 0.6010963736273425, 'reg_alpha': 0.25693520063278275, 'reg_lambda': 2.0371770768147623}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:17,423] Trial 139 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 235, 'learning_rate': 0.16439151818399397, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6241547045889856, 'colsample_bytree': 0.6951352571549989, 'gamma': 0.9171392004954478, 'reg_alpha': 0.20809329758760906, 'reg_lambda': 1.9527895110043998}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:17,795] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.19540416437481184, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.600821429463204, 'colsample_bytree': 0.7140707011271945, 'gamma': 1.7474916131531657, 'reg_alpha': 0.24228118046206715, 'reg_lambda': 1.8959204951323427}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:18,062] Trial 141 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.21015484906817486, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6398920254364591, 'colsample_bytree': 0.7280073911357121, 'gamma': 0.5253784933484102, 'reg_alpha': 0.11644005966705953, 'reg_lambda': 1.7229775799710396}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:18,339] Trial 142 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2138241848073764, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6413137138129708, 'colsample_bytree': 0.7064575500827627, 'gamma': 0.7557989900304054, 'reg_alpha': 0.10559993560795634, 'reg_lambda': 1.695081607635731}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:18,712] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 228, 'learning_rate': 0.2605785149081975, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6122309759675798, 'colsample_bytree': 0.7253710197333395, 'gamma': 0.5948147114810252, 'reg_alpha': 0.19187190973618817, 'reg_lambda': 1.5587124006287203}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:19,044] Trial 144 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.27382336147287184, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6314484782002984, 'colsample_bytree': 0.7222052863625835, 'gamma': 0.5998288061670854, 'reg_alpha': 0.1895209959651928, 'reg_lambda': 1.7431758916253448}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:19,405] Trial 145 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.2611019917410656, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6136631854077761, 'colsample_bytree': 0.720603541360259, 'gamma': 0.5897661981801076, 'reg_alpha': 0.19409060963905322, 'reg_lambda': 1.8694828125449543}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:19,768] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.26746334915117514, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6348020173887322, 'colsample_bytree': 0.7383695838387859, 'gamma': 0.5050785237101393, 'reg_alpha': 0.1194829187360579, 'reg_lambda': 1.6509539440386378}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:20,126] Trial 147 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.23881181369368132, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6268542440776422, 'colsample_bytree': 0.7242180860136125, 'gamma': 0.6264333677502107, 'reg_alpha': 0.17762774201608164, 'reg_lambda': 1.7613247586633631}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:20,471] Trial 148 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.28669045053349096, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6459772055446561, 'colsample_bytree': 0.7125787249575295, 'gamma': 0.2209556486132518, 'reg_alpha': 0.2204483653380595, 'reg_lambda': 1.7119464122914694}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:20,847] Trial 149 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.28277066835309994, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6478210489877436, 'colsample_bytree': 0.7123510124095418, 'gamma': 0.8236735364123831, 'reg_alpha': 0.8257935849237186, 'reg_lambda': 1.727071935890882}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,062] Trial 150 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.2948556636298261, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6607736987813532, 'colsample_bytree': 0.728697349208526, 'gamma': 0.8245014282544723, 'reg_alpha': 0.9626522629165464, 'reg_lambda': 1.7900239318078188}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,348] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.2745420142313113, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6514013721402211, 'colsample_bytree': 0.7130956518151204, 'gamma': 0.18581782430422064, 'reg_alpha': 0.6301560624967664, 'reg_lambda': 1.7049896868786483}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,679] Trial 152 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 238, 'learning_rate': 0.2513495415502584, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6425952108862462, 'colsample_bytree': 0.7023843141502015, 'gamma': 0.6753372975604797, 'reg_alpha': 0.21270600188805008, 'reg_lambda': 1.7395665920879348}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:21,950] Trial 153 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.2563930031598986, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6312703320273654, 'colsample_bytree': 0.7136207184105747, 'gamma': 0.45902047057806966, 'reg_alpha': 0.2269852605639891, 'reg_lambda': 1.835554262971392}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:22,222] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 239, 'learning_rate': 0.26013016594443455, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6358839593313632, 'colsample_bytree': 0.6974726090849809, 'gamma': 0.7234823575959676, 'reg_alpha': 0.7190086734238935, 'reg_lambda': 1.664072663514325}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:22,720] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.2815785689903624, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6643328688021599, 'colsample_bytree': 0.7089909600913098, 'gamma': 0.4811008206883224, 'reg_alpha': 0.2180632683911663, 'reg_lambda': 1.9301905757195728}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:22,998] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.24884643502257578, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6748652735373443, 'colsample_bytree': 0.7382525411792792, 'gamma': 0.912043570960054, 'reg_alpha': 0.27055219321249724, 'reg_lambda': 1.8359048975107268}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:23,369] Trial 157 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.29666623482204046, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6284926091924935, 'colsample_bytree': 0.6864570091334256, 'gamma': 0.41465489973352276, 'reg_alpha': 0.19944619089118445, 'reg_lambda': 1.623592332366}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:23,645] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 247, 'learning_rate': 0.2946644150981409, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6161348757779815, 'colsample_bytree': 0.7034789532419773, 'gamma': 0.5438844503593007, 'reg_alpha': 0.23767924083081457, 'reg_lambda': 1.6183539185374698}. Best is trial 107 with value: 0.7797619047619048.
[I 2025-11-03 20:15:23,925] Trial 159 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 249, 'learning_rate': 0.2781957132019698, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6147182951787286, 'colsample_bytree': 0.6851083240039383, 'gamma': 0.7116272268408329, 'reg_alpha': 0.2343096229744117, 'reg_lambda': 1.6146654023172833}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:24,234] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.29909362145508583, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6246735649892639, 'colsample_bytree': 0.684030734127877, 'gamma': 0.7231554958808669, 'reg_alpha': 0.20940800386530173, 'reg_lambda': 1.5736973907119935}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:24,515] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 247, 'learning_rate': 0.2780093884681692, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6178412642154617, 'colsample_bytree': 0.693993848391444, 'gamma': 0.601620234999293, 'reg_alpha': 0.2400620092427938, 'reg_lambda': 1.616996424116337}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:24,871] Trial 162 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 250, 'learning_rate': 0.26460835280742273, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6117590652648442, 'colsample_bytree': 0.685275357618256, 'gamma': 0.7878722669171585, 'reg_alpha': 0.26649270056047014, 'reg_lambda': 1.640796750028864}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:25,151] Trial 163 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.2953237556649882, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6332126288938595, 'colsample_bytree': 0.6699753841882673, 'gamma': 0.4908289066321143, 'reg_alpha': 0.23294002072670153, 'reg_lambda': 1.5531715028362345}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:25,559] Trial 164 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.2484813482886016, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6308816195553545, 'colsample_bytree': 0.6995916668976341, 'gamma': 0.6704367079026373, 'reg_alpha': 0.2196731496707401, 'reg_lambda': 1.6999834682993453}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:25,842] Trial 165 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 238, 'learning_rate': 0.24650823367364733, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6421650588267694, 'colsample_bytree': 0.8956850284269864, 'gamma': 0.6655128165189151, 'reg_alpha': 0.8094292828578337, 'reg_lambda': 1.7017050395718767}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:26,151] Trial 166 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.2587713513198298, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6689811145336841, 'colsample_bytree': 0.6601723264781622, 'gamma': 1.0322859931564448, 'reg_alpha': 0.8674465512362471, 'reg_lambda': 1.4571840736674115}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:26,534] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.24056011448527329, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6019150795329011, 'colsample_bytree': 0.6870215224077139, 'gamma': 0.4276889083409538, 'reg_alpha': 0.04858064245105965, 'reg_lambda': 1.7384422561808246}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:26,800] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.2752659836979621, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6292646092602444, 'colsample_bytree': 0.6985478950452692, 'gamma': 0.36482877277423076, 'reg_alpha': 0.20392971491408984, 'reg_lambda': 1.686714885643498}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:27,200] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.23680782656192967, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6491738745684068, 'colsample_bytree': 0.6789099480799426, 'gamma': 0.8241578209101916, 'reg_alpha': 0.30071181877088526, 'reg_lambda': 1.5725144925661843}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:27,478] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.2578191565893038, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6929277774659387, 'colsample_bytree': 0.713474292545634, 'gamma': 0.9084398496895527, 'reg_alpha': 0.2211884766547068, 'reg_lambda': 1.7535682711000655}. Best is trial 159 with value: 0.7857142857142857.
[I 2025-11-03 20:15:27,864] Trial 171 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 247, 'learning_rate': 0.2796384951041986, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6153657297530171, 'colsample_bytree': 0.7014628357975181, 'gamma': 0.5421609006030885, 'reg_alpha': 0.24739316562798486, 'reg_lambda': 1.6332612378184876}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:28,131] Trial 172 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.27436580362837576, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.6287470937852863, 'colsample_bytree': 0.6918693761153976, 'gamma': 0.6732788089488844, 'reg_alpha': 0.25723681784031555, 'reg_lambda': 1.6534171657952008}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:28,490] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.2792292852581675, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6409886295352751, 'colsample_bytree': 0.7052400772378462, 'gamma': 0.558142854856065, 'reg_alpha': 0.5816489607509296, 'reg_lambda': 1.7042863766908867}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:28,783] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.02126501929339393, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6081773070520602, 'colsample_bytree': 0.7288721700095936, 'gamma': 0.43337459398524586, 'reg_alpha': 0.288349698273982, 'reg_lambda': 1.4982003445275305}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:29,142] Trial 175 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.2555791742048342, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6211285636037996, 'colsample_bytree': 0.7135065751999896, 'gamma': 0.6882875357561596, 'reg_alpha': 0.20071625391172648, 'reg_lambda': 1.6145998397410526}. Best is trial 171 with value: 0.7857142857142858.
[I 2025-11-03 20:15:29,413] Trial 176 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 225, 'learning_rate': 0.22362840162405442, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6104740022534278, 'colsample_bytree': 0.6975251705748219, 'gamma': 0.3221636157714166, 'reg_alpha': 0.2191626808694449, 'reg_lambda': 1.8240908147282913}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:29,704] Trial 177 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 223, 'learning_rate': 0.22723496495369896, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6125816792144071, 'colsample_bytree': 0.6760209346478532, 'gamma': 0.33134317227687493, 'reg_alpha': 0.2303885804672124, 'reg_lambda': 1.8633685588203552}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:29,985] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2217824660444422, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6005819399777763, 'colsample_bytree': 0.6757152721216415, 'gamma': 0.29625587160228095, 'reg_alpha': 0.25394655311420633, 'reg_lambda': 1.866858735330797}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:30,291] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.2401407806267099, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6119990780356186, 'colsample_bytree': 0.7014724617154628, 'gamma': 0.5440098340317434, 'reg_alpha': 0.22175464919038393, 'reg_lambda': 1.824326495805333}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:30,582] Trial 180 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 233, 'learning_rate': 0.22016143345821232, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6184678922999893, 'colsample_bytree': 0.6678534459121124, 'gamma': 0.2908380937679237, 'reg_alpha': 0.22950026579684088, 'reg_lambda': 1.9930304004103472}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:30,914] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.23919189855988018, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6106070853982426, 'colsample_bytree': 0.7007517167376727, 'gamma': 0.5691176433095427, 'reg_alpha': 0.22236282004715802, 'reg_lambda': 1.8335408627543794}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:31,235] Trial 182 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.23554359769382152, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6144264135775891, 'colsample_bytree': 0.6940445395017111, 'gamma': 0.5038880393881047, 'reg_alpha': 0.21703031392311328, 'reg_lambda': 1.9288841946721507}. Best is trial 176 with value: 0.7976190476190477.
[I 2025-11-03 20:15:31,540] Trial 183 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 229, 'learning_rate': 0.219234865844365, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6072226495244746, 'colsample_bytree': 0.7214069495001223, 'gamma': 0.35752012371264136, 'reg_alpha': 0.27464432512144327, 'reg_lambda': 1.7794212873011532}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:31,835] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.2263893366475791, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6242015129572507, 'colsample_bytree': 0.722861193977467, 'gamma': 0.35679271679568164, 'reg_alpha': 0.26391305100471996, 'reg_lambda': 2.101050096598153}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:32,288] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.05151169682920353, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6002045750342039, 'colsample_bytree': 0.732883442652497, 'gamma': 0.3840400677440823, 'reg_alpha': 0.2804524045635, 'reg_lambda': 1.7809147882180167}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:32,566] Trial 186 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 223, 'learning_rate': 0.20966162875078828, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6336645227729429, 'colsample_bytree': 0.7173352107134132, 'gamma': 0.2390755871578744, 'reg_alpha': 0.24329499334120502, 'reg_lambda': 1.8756335084056066}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:32,836] Trial 187 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 223, 'learning_rate': 0.19585681050874515, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6193166363908545, 'colsample_bytree': 0.7230999239773359, 'gamma': 0.2312460622770641, 'reg_alpha': 0.19206245580987866, 'reg_lambda': 1.9078208580888436}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:33,194] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 220, 'learning_rate': 0.19881639375871946, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6071594340634743, 'colsample_bytree': 0.7228211122524038, 'gamma': 0.3048311948306676, 'reg_alpha': 0.18733042429971505, 'reg_lambda': 1.9071565186160189}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:33,488] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.20739926500735079, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6206936705155893, 'colsample_bytree': 0.7281321716918089, 'gamma': 0.6205034740753963, 'reg_alpha': 0.24567501836130456, 'reg_lambda': 1.9664745755546056}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:33,942] Trial 190 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 215, 'learning_rate': 0.21750653071325912, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6382156292656427, 'colsample_bytree': 0.7370927577625216, 'gamma': 0.7433007504444625, 'reg_alpha': 0.14992630692038425, 'reg_lambda': 1.8842696251324136}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:34,317] Trial 191 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 229, 'learning_rate': 0.19623289201807004, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.617493818771646, 'colsample_bytree': 0.7170045084444784, 'gamma': 0.19647406226050423, 'reg_alpha': 0.1932199617758363, 'reg_lambda': 1.7717745806575467}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:34,769] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.18961935715491993, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6166912807157218, 'colsample_bytree': 0.7187555549681474, 'gamma': 0.18905268923444785, 'reg_alpha': 0.1958281114707607, 'reg_lambda': 1.7794738705728774}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:34,936] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 45, 'learning_rate': 0.19666615454120576, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6072938235206903, 'colsample_bytree': 0.7089165618616023, 'gamma': 0.2563802829428729, 'reg_alpha': 0.06461948963933745, 'reg_lambda': 2.032620027371252}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:35,210] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.21518442238348526, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6248034899454935, 'colsample_bytree': 0.7272843096236624, 'gamma': 0.12148192249508437, 'reg_alpha': 0.17373930978105037, 'reg_lambda': 1.7669085942919915}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:35,534] Trial 195 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 227, 'learning_rate': 0.20424855065449282, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6364814182582351, 'colsample_bytree': 0.6786274520211388, 'gamma': 0.3585215586673562, 'reg_alpha': 0.19143012196599335, 'reg_lambda': 2.246507154647927}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:35,810] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.22907286879521999, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6143931247981395, 'colsample_bytree': 0.7053982205858119, 'gamma': 0.4669627972664676, 'reg_alpha': 0.2462290565556257, 'reg_lambda': 1.8690736029485133}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,195] Trial 197 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 216, 'learning_rate': 0.19149700898782063, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.607395924571722, 'colsample_bytree': 0.6958590182510194, 'gamma': 0.24311937855369498, 'reg_alpha': 0.16966591372827056, 'reg_lambda': 1.8107955757841756}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,459] Trial 198 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.2160423671415462, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.622464823533067, 'colsample_bytree': 0.7439833109677535, 'gamma': 0.558630734378214, 'reg_alpha': 0.09516124361284423, 'reg_lambda': 1.6683337148180386}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,715] Trial 199 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 230, 'learning_rate': 0.24413008686191823, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6260819240820394, 'colsample_bytree': 0.71819679529399, 'gamma': 0.6496994771188724, 'reg_alpha': 0.02623639322742672, 'reg_lambda': 1.7375120581552608}. Best is trial 183 with value: 0.8095238095238095.
[I 2025-11-03 20:15:36,719] A new study created in memory with name: no-name-5a602df5-bf2b-45bc-adb7-fbb162003501
[I 2025-11-03 20:15:37,048] Trial 0 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 68, 'learning_rate': 0.04128258806126713, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9953949588460027, 'colsample_bytree': 0.7893930182746071, 'gamma': 2.2731833532720507, 'reg_alpha': 0.18827588651031846, 'reg_lambda': 0.655770938365599}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:37,316] Trial 1 finished with value: 0.6875 and parameters: {'n_estimators': 239, 'learning_rate': 0.154456174460963, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7124470627286993, 'colsample_bytree': 0.7982824903981023, 'gamma': 3.6403891265390427, 'reg_alpha': 0.3894575457552124, 'reg_lambda': 1.0995892478262825}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:37,600] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 128, 'learning_rate': 0.052156149816074075, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8886119659780045, 'colsample_bytree': 0.8377473656428162, 'gamma': 0.5248997915563308, 'reg_alpha': 0.6749860192142929, 'reg_lambda': 1.7681261437904419}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:37,836] Trial 3 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 142, 'learning_rate': 0.011030897533267846, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8790389286068698, 'colsample_bytree': 0.8528227029476096, 'gamma': 0.15189796951596057, 'reg_alpha': 0.07152278834016257, 'reg_lambda': 2.2001311516931983}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:15:38,147] Trial 4 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 136, 'learning_rate': 0.049861122506558296, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9186915386390913, 'colsample_bytree': 0.6258875259657056, 'gamma': 0.49153472032160306, 'reg_alpha': 0.10800897944123855, 'reg_lambda': 1.2565490151944008}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:38,385] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.13487731027029487, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.6782783077033351, 'colsample_bytree': 0.6847484874138607, 'gamma': 4.099648548714049, 'reg_alpha': 0.7271247958913449, 'reg_lambda': 1.154547434788819}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:38,616] Trial 6 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.020718920029761525, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7921169056271382, 'colsample_bytree': 0.9833971712396646, 'gamma': 1.2150581647469538, 'reg_alpha': 0.6992780671988298, 'reg_lambda': 0.7652046939816011}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:38,954] Trial 7 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 170, 'learning_rate': 0.2700062640961131, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8658399605248011, 'colsample_bytree': 0.9091505871185535, 'gamma': 1.0162512535735202, 'reg_alpha': 0.8536464866088881, 'reg_lambda': 1.3953979348375385}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:39,212] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.0721473457416104, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.7191098436794099, 'colsample_bytree': 0.8005289591745411, 'gamma': 0.33600275881019215, 'reg_alpha': 0.661939841145375, 'reg_lambda': 2.789509115301975}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:39,700] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 244, 'learning_rate': 0.012654748622280635, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7375346829481673, 'colsample_bytree': 0.727139186130492, 'gamma': 1.6941018082754977, 'reg_alpha': 0.9920650529281753, 'reg_lambda': 2.390495570192545}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:39,791] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 29, 'learning_rate': 0.028356397660291438, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9969879125126485, 'colsample_bytree': 0.6009852341175529, 'gamma': 3.3544023122434066, 'reg_alpha': 0.35089535523618676, 'reg_lambda': 1.675105708354184}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,097] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 87, 'learning_rate': 0.23784128057366485, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8911186951087027, 'colsample_bytree': 0.940686307278708, 'gamma': 1.3872329936150884, 'reg_alpha': 0.9027483508041635, 'reg_lambda': 1.4984935984197136}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,337] Trial 12 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 191, 'learning_rate': 0.08709109874812629, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9246812362070329, 'colsample_bytree': 0.9064466450038282, 'gamma': 4.878273214509511, 'reg_alpha': 0.042060149353324305, 'reg_lambda': 1.2754787318531347}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,638] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.28093556173660633, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6039194766888658, 'colsample_bytree': 0.6006385690524499, 'gamma': 0.9938966609093697, 'reg_alpha': 0.4923442909904563, 'reg_lambda': 1.9479613580834192}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:40,865] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 154, 'learning_rate': 0.09642165247130156, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8374628511228965, 'colsample_bytree': 0.6853672806399799, 'gamma': 2.140268424908502, 'reg_alpha': 0.3006874699433528, 'reg_lambda': 0.8901548004223672}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:41,239] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.032174285597148584, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9432218106113041, 'colsample_bytree': 0.9069360840339402, 'gamma': 0.7353019873418395, 'reg_alpha': 0.8477907284052921, 'reg_lambda': 1.3809709591406643}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:41,441] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.16351688966716268, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8162584687798549, 'colsample_bytree': 0.733319502073698, 'gamma': 0.014297723861509404, 'reg_alpha': 0.5596128684387596, 'reg_lambda': 1.0127558442968614}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:41,741] Trial 17 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.06176932640762831, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.94849268490193, 'colsample_bytree': 0.9858283744785705, 'gamma': 2.8874308286298986, 'reg_alpha': 0.22449384309764306, 'reg_lambda': 2.014222080455816}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:42,099] Trial 18 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.021782790053324005, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7745750670259152, 'colsample_bytree': 0.6635220920363758, 'gamma': 1.8330450240125418, 'reg_alpha': 0.47766017560793955, 'reg_lambda': 1.60955315916349}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:42,420] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.11180147393913432, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8409287392213367, 'colsample_bytree': 0.8793354940098173, 'gamma': 0.9238045531709973, 'reg_alpha': 0.8281407415013363, 'reg_lambda': 0.5384341720612107}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:42,530] Trial 20 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.19638225590632694, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.860549661805736, 'colsample_bytree': 0.9442302882040001, 'gamma': 2.6831849056902595, 'reg_alpha': 0.15397876287369494, 'reg_lambda': 2.456506335800345}. Best is trial 4 with value: 0.7261904761904763.
[I 2025-11-03 20:15:43,013] Trial 21 finished with value: 0.755952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.09484749130033188, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8293582393847587, 'colsample_bytree': 0.6404105204081052, 'gamma': 2.1424701330612197, 'reg_alpha': 0.29700226599882984, 'reg_lambda': 0.8728442152877226}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:43,237] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 120, 'learning_rate': 0.04648856331228947, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9178166346518255, 'colsample_bytree': 0.6460371460271177, 'gamma': 1.5559891814947941, 'reg_alpha': 0.1271755626119219, 'reg_lambda': 0.8888605337412416}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:43,574] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 175, 'learning_rate': 0.07990355074283124, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7731708762690249, 'colsample_bytree': 0.7277290918013583, 'gamma': 2.019858419837211, 'reg_alpha': 0.006943592511515606, 'reg_lambda': 1.3563525414033366}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:43,793] Trial 24 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 148, 'learning_rate': 0.21159144194105559, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8191978344908581, 'colsample_bytree': 0.6369309738524325, 'gamma': 1.248193911758558, 'reg_alpha': 0.25910214008447974, 'reg_lambda': 1.1824561016196662}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,226] Trial 25 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 213, 'learning_rate': 0.11474510515840917, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9608008481179878, 'colsample_bytree': 0.7583433378529894, 'gamma': 0.5633730546762308, 'reg_alpha': 0.3919384843806616, 'reg_lambda': 0.919755537031983}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,429] Trial 26 finished with value: 0.630952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.29912760071114974, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8639285875130838, 'colsample_bytree': 0.632274553795792, 'gamma': 2.4939106206078376, 'reg_alpha': 0.5709905851716452, 'reg_lambda': 1.4107777165864135}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,768] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.03622182411768169, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9094925491750895, 'colsample_bytree': 0.7032907072561374, 'gamma': 3.1276769316213713, 'reg_alpha': 0.2966234636875213, 'reg_lambda': 0.7113927586821434}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:44,953] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.0597464440319722, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.844642043707524, 'colsample_bytree': 0.8375897599304583, 'gamma': 1.1343226153209, 'reg_alpha': 0.11452026962566123, 'reg_lambda': 1.8177171931158114}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,140] Trial 29 finished with value: 0.738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.04354043516710703, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9720128103351663, 'colsample_bytree': 0.7696107726670035, 'gamma': 2.2621895668854477, 'reg_alpha': 0.19886274239748608, 'reg_lambda': 0.5726278446454585}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,375] Trial 30 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 66, 'learning_rate': 0.042950469299547094, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9833764809723323, 'colsample_bytree': 0.7711482007708768, 'gamma': 2.347115387218298, 'reg_alpha': 0.19725724151724092, 'reg_lambda': 0.5458671864968312}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,590] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.024962993907334998, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.906708449589796, 'colsample_bytree': 0.6644611503466666, 'gamma': 1.8554676619845296, 'reg_alpha': 0.18092336569609188, 'reg_lambda': 0.718781129724018}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:45,828] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.024321608996630606, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9791346111228254, 'colsample_bytree': 0.6644582729433739, 'gamma': 2.020223399366835, 'reg_alpha': 0.1952564069519614, 'reg_lambda': 0.7599381336015133}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,032] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.018364723984785333, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.979859448104987, 'colsample_bytree': 0.6678485560482688, 'gamma': 1.9640263731731522, 'reg_alpha': 0.3889985164946476, 'reg_lambda': 0.6619156111966642}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,298] Trial 34 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 36, 'learning_rate': 0.026057461074438373, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9571779582815693, 'colsample_bytree': 0.6834013108289974, 'gamma': 2.7266557889977685, 'reg_alpha': 0.1910104599422501, 'reg_lambda': 0.5095864203460438}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,507] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 76, 'learning_rate': 0.01763154700308872, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9687183447018098, 'colsample_bytree': 0.8082109385768927, 'gamma': 2.301586009506545, 'reg_alpha': 0.25867534367901557, 'reg_lambda': 0.7826901591101365}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,804] Trial 36 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.013860435454261629, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9346704420954696, 'colsample_bytree': 0.7546627680406299, 'gamma': 1.6119042636233627, 'reg_alpha': 0.08000281776183248, 'reg_lambda': 1.025789577318938}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:46,906] Trial 37 finished with value: 0.630952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.03558527887297064, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8954598249023944, 'colsample_bytree': 0.7127834491919983, 'gamma': 3.6889415456994055, 'reg_alpha': 0.42468935756666193, 'reg_lambda': 0.8038489985365767}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,137] Trial 38 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 53, 'learning_rate': 0.030042297533462888, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.99258535599636, 'colsample_bytree': 0.6636645635055375, 'gamma': 3.0352015044828615, 'reg_alpha': 0.32513468626625286, 'reg_lambda': 1.0684141113572048}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,252] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.052083987334577676, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.991679902816413, 'colsample_bytree': 0.6922192059136797, 'gamma': 3.85450041905263, 'reg_alpha': 0.3105444115978736, 'reg_lambda': 1.0635471283346882}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,556] Trial 40 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 124, 'learning_rate': 0.06728572881607985, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.68447392028258, 'colsample_bytree': 0.6216407960407885, 'gamma': 4.349953186153589, 'reg_alpha': 0.34550811721210734, 'reg_lambda': 0.6383952607850369}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:47,764] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.025132840605115635, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9995536103745474, 'colsample_bytree': 0.6488882353431822, 'gamma': 3.1267703974015117, 'reg_alpha': 0.2418280451363191, 'reg_lambda': 0.6599877983686646}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,055] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.031007033957499083, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9962422380773889, 'colsample_bytree': 0.6530828876052446, 'gamma': 3.168502962932206, 'reg_alpha': 0.24682504972220992, 'reg_lambda': 0.936506245243611}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,275] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.03861092016184966, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691552817508475, 'colsample_bytree': 0.6141538858093831, 'gamma': 3.4373722512590117, 'reg_alpha': 0.25102091085220596, 'reg_lambda': 0.8783136963940196}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,524] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 91, 'learning_rate': 0.03624153157522133, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9658890384833959, 'colsample_bytree': 0.6157323568097632, 'gamma': 3.3649463085687974, 'reg_alpha': 0.2594527399260123, 'reg_lambda': 0.9558803205740891}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:48,841] Trial 45 finished with value: 0.755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.04219256112880209, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9987955115669511, 'colsample_bytree': 0.6496833708598357, 'gamma': 3.4628724766998316, 'reg_alpha': 0.23180173822651395, 'reg_lambda': 1.1666321794484311}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,133] Trial 46 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.016119256035318292, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9996864826792184, 'colsample_bytree': 0.6448034328719244, 'gamma': 3.3792866065084857, 'reg_alpha': 0.44168575306780344, 'reg_lambda': 1.1441325361981187}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,364] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 134, 'learning_rate': 0.052259365229392694, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9353085819924446, 'colsample_bytree': 0.6169769105440613, 'gamma': 3.9425931631643856, 'reg_alpha': 0.26351194798549044, 'reg_lambda': 1.2422818636903261}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,626] Trial 48 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 113, 'learning_rate': 0.03773573531862412, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6207958498141315, 'colsample_bytree': 0.6479776695172789, 'gamma': 4.267427975987738, 'reg_alpha': 0.06892227185110944, 'reg_lambda': 0.8690884456254043}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:49,862] Trial 49 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.03157916377926255, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9480119728325754, 'colsample_bytree': 0.6068794575104741, 'gamma': 3.5960613697376633, 'reg_alpha': 0.14031396238332794, 'reg_lambda': 1.530676902904012}. Best is trial 21 with value: 0.755952380952381.
[I 2025-11-03 20:15:50,069] Trial 50 finished with value: 0.761904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.021317771899388823, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.99999426866883, 'colsample_bytree': 0.7090980701736618, 'gamma': 3.0309961522016304, 'reg_alpha': 0.36179241373255866, 'reg_lambda': 1.2332630374186309}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:50,262] Trial 51 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 85, 'learning_rate': 0.02250731987050755, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9998492829725137, 'colsample_bytree': 0.6308503888736383, 'gamma': 3.2069536004330312, 'reg_alpha': 0.3684692278509227, 'reg_lambda': 1.2612390371010151}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:50,523] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.027955881943064222, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9810883564776077, 'colsample_bytree': 0.681077813705464, 'gamma': 2.845841757363028, 'reg_alpha': 0.2927924185813955, 'reg_lambda': 1.1154553402650944}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:50,703] Trial 53 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.01014868807678672, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.955502872416714, 'colsample_bytree': 0.7012226495666198, 'gamma': 2.537669971127354, 'reg_alpha': 0.23141449059976343, 'reg_lambda': 2.9489008277911717}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,002] Trial 54 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 85, 'learning_rate': 0.020340752146881032, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9385423651007556, 'colsample_bytree': 0.6509007219439189, 'gamma': 3.5738605480931778, 'reg_alpha': 0.42364093586203255, 'reg_lambda': 0.9732620419155904}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,219] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.014724239301006883, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9690246556769322, 'colsample_bytree': 0.7128977041510562, 'gamma': 2.9676755548866804, 'reg_alpha': 0.34321771969309955, 'reg_lambda': 0.8548650624231101}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,443] Trial 56 finished with value: 0.6875 and parameters: {'n_estimators': 117, 'learning_rate': 0.016441908637959943, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9719301413947503, 'colsample_bytree': 0.7292838829093615, 'gamma': 2.8313650834847, 'reg_alpha': 0.3407397655980088, 'reg_lambda': 0.8640288907525165}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:51,754] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 101, 'learning_rate': 0.01269143526752142, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8774797458830729, 'colsample_bytree': 0.7094218190168188, 'gamma': 2.9690851544733765, 'reg_alpha': 0.5238335334312105, 'reg_lambda': 1.3044286351636183}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,006] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 158, 'learning_rate': 0.014473820781641344, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7422429327920486, 'colsample_bytree': 0.6034798419304078, 'gamma': 3.4541063657963167, 'reg_alpha': 0.4562536226964497, 'reg_lambda': 1.475065874828056}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,273] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 130, 'learning_rate': 0.01958729933844441, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9228405291395154, 'colsample_bytree': 0.7422282758055856, 'gamma': 2.589757968863956, 'reg_alpha': 0.3745114382669572, 'reg_lambda': 1.1842675219956633}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,515] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 106, 'learning_rate': 0.09489175893434083, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.6395161132974463, 'colsample_bytree': 0.7153163425177397, 'gamma': 4.613996523787604, 'reg_alpha': 0.6217382036443769, 'reg_lambda': 0.959796595231244}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:52,774] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.03293488864363269, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9834527747955611, 'colsample_bytree': 0.652999766590393, 'gamma': 3.26925294297694, 'reg_alpha': 0.16094153543318485, 'reg_lambda': 0.6289617398312872}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:53,021] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.04134031362179376, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9844755600995985, 'colsample_bytree': 0.6717019533406197, 'gamma': 3.2249269699171275, 'reg_alpha': 0.2877089910031025, 'reg_lambda': 0.6227762041925324}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:53,450] Trial 63 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 109, 'learning_rate': 0.04756373297540065, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9562013047778318, 'colsample_bytree': 0.6276123351048736, 'gamma': 3.9295250983531163, 'reg_alpha': 0.1698217735731839, 'reg_lambda': 0.8265457380093836}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:53,698] Trial 64 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 146, 'learning_rate': 0.05927522876988499, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.967889006529275, 'colsample_bytree': 0.6908545026075658, 'gamma': 3.736372079556843, 'reg_alpha': 0.2297783507044534, 'reg_lambda': 1.032871157312579}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,017] Trial 65 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 124, 'learning_rate': 0.033274107240898236, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9491810783861279, 'colsample_bytree': 0.6406435388508441, 'gamma': 3.261195862167391, 'reg_alpha': 0.32280586549292273, 'reg_lambda': 0.724066536625057}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,221] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 66, 'learning_rate': 0.1344192796597794, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.927013248279464, 'colsample_bytree': 0.6184584084879078, 'gamma': 3.5115654179075477, 'reg_alpha': 0.09576731707303976, 'reg_lambda': 0.8976231780679099}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,582] Trial 67 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 85, 'learning_rate': 0.028054711093307292, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7891551186707022, 'colsample_bytree': 0.6726643617226967, 'gamma': 3.035415323344497, 'reg_alpha': 0.40392586232998184, 'reg_lambda': 2.4268236722419227}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:54,830] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.011977957417942652, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.984475823533384, 'colsample_bytree': 0.6547599126961487, 'gamma': 2.7394675156572954, 'reg_alpha': 0.13043142947552505, 'reg_lambda': 1.1820404634448927}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,096] Trial 69 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 42, 'learning_rate': 0.07643131287621807, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7474938728545314, 'colsample_bytree': 0.8128446649363481, 'gamma': 4.094573713104337, 'reg_alpha': 0.037271123097317116, 'reg_lambda': 0.8021342443768188}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,324] Trial 70 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.023007281880311863, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9023372458227809, 'colsample_bytree': 0.7859875112244153, 'gamma': 2.924086949963029, 'reg_alpha': 0.163551122477348, 'reg_lambda': 2.145923862819746}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,577] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 167, 'learning_rate': 0.01445099518004433, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9895841980842796, 'colsample_bytree': 0.6508953862998407, 'gamma': 2.722983784268584, 'reg_alpha': 0.1281178358700723, 'reg_lambda': 1.2064610311782344}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:55,992] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 184, 'learning_rate': 0.012654640082029264, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.974411682623006, 'colsample_bytree': 0.635030968501057, 'gamma': 3.345505540222565, 'reg_alpha': 0.2103891948476196, 'reg_lambda': 1.094835113561117}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:56,224] Trial 73 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.03879128569440288, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9859589073000435, 'colsample_bytree': 0.6597329016584754, 'gamma': 3.096427864859291, 'reg_alpha': 0.2814345893763284, 'reg_lambda': 0.983006764824893}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:56,582] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.011580257212337297, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9632328683354734, 'colsample_bytree': 0.6792949878437378, 'gamma': 2.3333466981448536, 'reg_alpha': 0.15413466569789294, 'reg_lambda': 1.3233753017077259}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:56,849] Trial 75 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 90, 'learning_rate': 0.010015632141893004, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9776131090555699, 'colsample_bytree': 0.6580672366738739, 'gamma': 2.5120498981944936, 'reg_alpha': 0.2147532242411706, 'reg_lambda': 1.67263336515578}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:57,157] Trial 76 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 118, 'learning_rate': 0.04501460853211919, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9412249858999775, 'colsample_bytree': 0.6958907007545063, 'gamma': 3.777619104476555, 'reg_alpha': 0.34133304965022543, 'reg_lambda': 1.408282223952872}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:57,437] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.033984499881083395, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9916977849629615, 'colsample_bytree': 0.6115614456834619, 'gamma': 2.6963769168015386, 'reg_alpha': 0.11078405803600333, 'reg_lambda': 0.7040327012618562}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:57,741] Trial 78 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.02965235838298346, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8139225576458089, 'colsample_bytree': 0.6336608412525092, 'gamma': 2.8065934146318203, 'reg_alpha': 0.24572383489170355, 'reg_lambda': 0.5696682540932547}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,034] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.018460473064904042, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9539167044811078, 'colsample_bytree': 0.717891154142897, 'gamma': 2.1097448233009883, 'reg_alpha': 0.04968312652910889, 'reg_lambda': 0.9138730646198275}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,306] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.016101103035101687, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9155669794532262, 'colsample_bytree': 0.7445191158831616, 'gamma': 3.2866013821468534, 'reg_alpha': 0.009441501286687845, 'reg_lambda': 2.5457865664849817}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,544] Trial 81 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 67, 'learning_rate': 0.03927029569353082, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.995023734503271, 'colsample_bytree': 0.6540893818349299, 'gamma': 3.0747463955991563, 'reg_alpha': 0.2672454312140972, 'reg_lambda': 0.6452891525111364}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:58,868] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.025815028726450903, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9974801568953678, 'colsample_bytree': 0.6245045646654185, 'gamma': 3.468208413587721, 'reg_alpha': 0.2293089360550391, 'reg_lambda': 0.7531224508986537}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,072] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.020813012494773207, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9667537817946429, 'colsample_bytree': 0.6751381790290827, 'gamma': 3.2034418417507196, 'reg_alpha': 0.3082779706362151, 'reg_lambda': 0.8407794807713088}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,418] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.011413224668716958, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9643598284551026, 'colsample_bytree': 0.67741798591391, 'gamma': 2.9542833432245703, 'reg_alpha': 0.365298170580775, 'reg_lambda': 0.8364688745058556}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,625] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.02216928332607637, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9814005567794812, 'colsample_bytree': 0.6392564272527341, 'gamma': 2.414408046128734, 'reg_alpha': 0.30760855047038116, 'reg_lambda': 1.1147636333458142}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:15:59,934] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 110, 'learning_rate': 0.05647408622318722, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9728275043187198, 'colsample_bytree': 0.6862038112693922, 'gamma': 3.1992232629284243, 'reg_alpha': 0.18027807795348014, 'reg_lambda': 1.0185659187288554}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:00,131] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.049397966965707585, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9288709947054422, 'colsample_bytree': 0.6726273289155149, 'gamma': 3.6737752066319733, 'reg_alpha': 0.2804659498947416, 'reg_lambda': 0.9109836211970885}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:00,355] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.03136295873548011, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9443975970674533, 'colsample_bytree': 0.9685645217173025, 'gamma': 2.1631927454138657, 'reg_alpha': 0.31857141307068776, 'reg_lambda': 1.1568510395816647}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:00,726] Trial 89 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.015309791858115544, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9636251268734657, 'colsample_bytree': 0.6588932575422117, 'gamma': 2.6120145892287137, 'reg_alpha': 0.1989686870263082, 'reg_lambda': 0.7847972595184664}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:01,105] Trial 90 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 203, 'learning_rate': 0.017563640776472583, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9615842461338785, 'colsample_bytree': 0.7012223703641969, 'gamma': 3.428477579041388, 'reg_alpha': 0.2067093789119972, 'reg_lambda': 0.7719759620350501}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:01,552] Trial 91 finished with value: 0.738095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.01295558558998765, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.981084734270972, 'colsample_bytree': 0.6408807879436934, 'gamma': 2.6114938464471646, 'reg_alpha': 0.2493012532194022, 'reg_lambda': 0.8395273528907355}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:01,775] Trial 92 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 81, 'learning_rate': 0.014610977138147501, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6942030496647559, 'colsample_bytree': 0.6595055445158552, 'gamma': 2.8085134543208543, 'reg_alpha': 0.14004376978175087, 'reg_lambda': 0.5945406934058742}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,125] Trial 93 finished with value: 0.738095238095238 and parameters: {'n_estimators': 191, 'learning_rate': 0.01563302779482648, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8500270907880966, 'colsample_bytree': 0.6256833224694363, 'gamma': 3.5713937106769515, 'reg_alpha': 0.18026529651005743, 'reg_lambda': 0.5088424174209105}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,326] Trial 94 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.02133220436184364, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9739804296612277, 'colsample_bytree': 0.6087002059762473, 'gamma': 2.4548943556088174, 'reg_alpha': 0.39810865771142423, 'reg_lambda': 0.6889324609968734}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,716] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.02018429546918415, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8776575234554997, 'colsample_bytree': 0.6008302901320763, 'gamma': 1.8939901766051488, 'reg_alpha': 0.39192787595148726, 'reg_lambda': 0.7039082469981256}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:02,913] Trial 96 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 92, 'learning_rate': 0.026886523352271766, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9518506613050849, 'colsample_bytree': 0.6191324646246351, 'gamma': 2.4427957852426, 'reg_alpha': 0.35252940755658374, 'reg_lambda': 0.6751617198559122}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:03,175] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.023659970479177936, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9684292451240081, 'colsample_bytree': 0.610541486766488, 'gamma': 2.250907000323429, 'reg_alpha': 0.4741164818423638, 'reg_lambda': 0.7730447542755359}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:03,478] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.02124724103823186, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9749300098660664, 'colsample_bytree': 0.6446957748304841, 'gamma': 2.9800448498722663, 'reg_alpha': 0.5160305292115616, 'reg_lambda': 0.9441875550705062}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:03,795] Trial 99 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.18333598036784413, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9881231390697884, 'colsample_bytree': 0.6656509231917782, 'gamma': 1.7457586983117888, 'reg_alpha': 0.42413462235206484, 'reg_lambda': 1.0469770016921394}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:04,106] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.018479003238995158, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.935355953577803, 'colsample_bytree': 0.6295127850097277, 'gamma': 3.1650248956838647, 'reg_alpha': 0.27591707070397764, 'reg_lambda': 0.8444824210093125}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:04,343] Trial 101 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 90, 'learning_rate': 0.06721503581536441, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9892148463094258, 'colsample_bytree': 0.6545295613609879, 'gamma': 2.6156665024983567, 'reg_alpha': 0.30142470205441607, 'reg_lambda': 0.6104312148157919}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:04,743] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 206, 'learning_rate': 0.017236590934971565, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.961264158338935, 'colsample_bytree': 0.6917550078308498, 'gamma': 2.892712077330327, 'reg_alpha': 0.33681116141077844, 'reg_lambda': 0.9744067366921572}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,027] Trial 103 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 174, 'learning_rate': 0.01364033693543326, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9762096929385202, 'colsample_bytree': 0.8843853746228303, 'gamma': 3.3524454093663785, 'reg_alpha': 0.40609731467696064, 'reg_lambda': 1.2148866466399306}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,340] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.010923518528703253, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9856328827096551, 'colsample_bytree': 0.6100837554833093, 'gamma': 3.03987858556192, 'reg_alpha': 0.09414616594461073, 'reg_lambda': 0.90277509146138}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,544] Trial 105 finished with value: 0.744047619047619 and parameters: {'n_estimators': 98, 'learning_rate': 0.04130003810338202, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9977091902765454, 'colsample_bytree': 0.6689987724480547, 'gamma': 2.7706312929063572, 'reg_alpha': 0.9394540447699575, 'reg_lambda': 1.079653500960241}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,783] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.0351959321590749, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9482162512318225, 'colsample_bytree': 0.7236079499893772, 'gamma': 2.2073485414410188, 'reg_alpha': 0.24042937505310663, 'reg_lambda': 0.732127229841872}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:05,999] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 106, 'learning_rate': 0.01503231684152692, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8292775637084578, 'colsample_bytree': 0.635537916155753, 'gamma': 3.2706822201947316, 'reg_alpha': 0.3733488241216022, 'reg_lambda': 1.0055769380198678}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:06,313] Trial 108 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 152, 'learning_rate': 0.030407360620374243, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9669319176751047, 'colsample_bytree': 0.6447197971522521, 'gamma': 2.352615523712145, 'reg_alpha': 0.32490204727503885, 'reg_lambda': 0.790342515379692}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:06,509] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.019335604801468953, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9579075329727359, 'colsample_bytree': 0.6794542103579578, 'gamma': 2.639539374331582, 'reg_alpha': 0.7737673063691719, 'reg_lambda': 0.6740276613394222}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:06,711] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.013299498687097372, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9866366946012539, 'colsample_bytree': 0.7093394869793174, 'gamma': 2.0415125240237417, 'reg_alpha': 0.19585137066350178, 'reg_lambda': 0.8641176398290012}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,048] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.022615966804663372, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9790632762847784, 'colsample_bytree': 0.6390269936795749, 'gamma': 2.4154545261022893, 'reg_alpha': 0.3049606355341642, 'reg_lambda': 1.0970101565890835}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,281] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 95, 'learning_rate': 0.027499448705693864, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9818896280515662, 'colsample_bytree': 0.6515229618636427, 'gamma': 2.4365823460040317, 'reg_alpha': 0.29749969143305083, 'reg_lambda': 1.1321051149772434}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,571] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 88, 'learning_rate': 0.021026538923498123, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7629280685985882, 'colsample_bytree': 0.6227870694054912, 'gamma': 3.1297539716371245, 'reg_alpha': 0.2213522762306972, 'reg_lambda': 1.2333818625936515}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,782] Trial 114 finished with value: 0.738095238095238 and parameters: {'n_estimators': 78, 'learning_rate': 0.024593580566221497, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9914209260496224, 'colsample_bytree': 0.6612894613224298, 'gamma': 2.906253832211535, 'reg_alpha': 0.2534469230305844, 'reg_lambda': 1.3445795224210129}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:07,996] Trial 115 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 110, 'learning_rate': 0.021876505167505236, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7223643464973726, 'colsample_bytree': 0.630713264336862, 'gamma': 2.5465681783036827, 'reg_alpha': 0.14254448530010388, 'reg_lambda': 0.9274828927612935}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:08,301] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.012104695798462038, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.967654949984073, 'colsample_bytree': 0.6153123342100087, 'gamma': 2.717176293994374, 'reg_alpha': 0.35648846162046344, 'reg_lambda': 1.266318123661094}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:08,571] Trial 117 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 61, 'learning_rate': 0.1325754463166927, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9748204540092517, 'colsample_bytree': 0.6434454085897224, 'gamma': 3.339500471288108, 'reg_alpha': 0.27885668000832486, 'reg_lambda': 1.1527736311681713}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:08,835] Trial 118 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.017053373235759773, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9996432896775912, 'colsample_bytree': 0.6503289063767392, 'gamma': 1.4451139317263284, 'reg_alpha': 0.31432668049665474, 'reg_lambda': 0.8104708596533328}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,040] Trial 119 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.03891278551569353, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.957359644112943, 'colsample_bytree': 0.6741888558846304, 'gamma': 3.004677541374642, 'reg_alpha': 0.2679123425359451, 'reg_lambda': 1.4760487833121276}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,364] Trial 120 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.03302846552363123, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9435619320067732, 'colsample_bytree': 0.6877957267133405, 'gamma': 3.595626621943256, 'reg_alpha': 0.16724996643987136, 'reg_lambda': 1.0012470787842225}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,581] Trial 121 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 135, 'learning_rate': 0.04499840155948566, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6556961886484832, 'colsample_bytree': 0.697253711090594, 'gamma': 3.47748171779398, 'reg_alpha': 0.1847340423581626, 'reg_lambda': 1.0535873140457779}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:09,903] Trial 122 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.08646922578518129, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9747737110479253, 'colsample_bytree': 0.6860012361254914, 'gamma': 3.1890765540470083, 'reg_alpha': 0.2240088151184336, 'reg_lambda': 1.0127192165073033}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,114] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 109, 'learning_rate': 0.056817990527495026, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9708791259118144, 'colsample_bytree': 0.6651458362409264, 'gamma': 3.247312928225265, 'reg_alpha': 0.2036886161433475, 'reg_lambda': 0.945688873214457}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,353] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 105, 'learning_rate': 0.12212412679832993, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.986486176256108, 'colsample_bytree': 0.6660179977710293, 'gamma': 3.8409555201983494, 'reg_alpha': 0.1244109509609303, 'reg_lambda': 1.9120770393574233}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,558] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 115, 'learning_rate': 0.05233223515088316, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9923606394996028, 'colsample_bytree': 0.6377214359414224, 'gamma': 2.8788439384900233, 'reg_alpha': 0.2051949542290409, 'reg_lambda': 0.9394425335613339}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:10,979] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 195, 'learning_rate': 0.09983126007840755, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9690403725316767, 'colsample_bytree': 0.6538196873203622, 'gamma': 3.093860780583903, 'reg_alpha': 0.33402563405975405, 'reg_lambda': 0.8742022183999545}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,195] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 121, 'learning_rate': 0.02899166807228629, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9511582892252491, 'colsample_bytree': 0.6596370033493748, 'gamma': 3.4186425521600907, 'reg_alpha': 0.23636786685772293, 'reg_lambda': 0.7376193293484076}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,516] Trial 128 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.03672577016272692, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9832213815396078, 'colsample_bytree': 0.8360392667475036, 'gamma': 3.281467806593726, 'reg_alpha': 0.4506537202604015, 'reg_lambda': 0.8171245418739177}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,711] Trial 129 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.019186439544646394, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9992518959687187, 'colsample_bytree': 0.6234982149848666, 'gamma': 2.7361129982510874, 'reg_alpha': 0.3833303439987479, 'reg_lambda': 0.536512051460484}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:11,962] Trial 130 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 103, 'learning_rate': 0.16292861348232515, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9611844000393714, 'colsample_bytree': 0.7367204784728829, 'gamma': 3.526374453877133, 'reg_alpha': 0.15426065816598522, 'reg_lambda': 0.8770071255907622}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,202] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.055915746975393706, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9734621622603049, 'colsample_bytree': 0.6800853324269994, 'gamma': 3.2488961227079223, 'reg_alpha': 0.17533178162828655, 'reg_lambda': 0.951011579024011}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,523] Trial 132 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 111, 'learning_rate': 0.0697180402548178, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9760960443683141, 'colsample_bytree': 0.6674751778064906, 'gamma': 3.1653562932603707, 'reg_alpha': 0.25461733345471343, 'reg_lambda': 1.0904198876841336}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,735] Trial 133 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 129, 'learning_rate': 0.04293065148428376, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9823281493262399, 'colsample_bytree': 0.7069216171494411, 'gamma': 3.0299370988808256, 'reg_alpha': 0.2911898216180276, 'reg_lambda': 1.0323720365496631}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:12,928] Trial 134 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.048362301848223044, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.965865819689283, 'colsample_bytree': 0.6024013170949537, 'gamma': 2.526799539194932, 'reg_alpha': 0.18853818893221652, 'reg_lambda': 1.185615099991988}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:13,281] Trial 135 finished with value: 0.738095238095238 and parameters: {'n_estimators': 81, 'learning_rate': 0.06072171262975006, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9902911633715421, 'colsample_bytree': 0.6314835566490458, 'gamma': 3.649472785397928, 'reg_alpha': 0.3134501397329606, 'reg_lambda': 0.691896272084917}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:13,517] Trial 136 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 119, 'learning_rate': 0.05435411017610019, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9306948403567625, 'colsample_bytree': 0.686286730887562, 'gamma': 2.8090256313006754, 'reg_alpha': 0.21638735513023608, 'reg_lambda': 1.2999416213052486}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:13,870] Trial 137 finished with value: 0.738095238095238 and parameters: {'n_estimators': 88, 'learning_rate': 0.07667759383214627, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9551037339689, 'colsample_bytree': 0.6727408605464777, 'gamma': 3.3958189148952043, 'reg_alpha': 0.0745789606933015, 'reg_lambda': 0.7620393361024206}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,079] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 101, 'learning_rate': 0.06399144061863453, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9708649584207211, 'colsample_bytree': 0.6448341103585743, 'gamma': 3.1574014392126797, 'reg_alpha': 0.35509762951993157, 'reg_lambda': 0.986483187055482}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,422] Trial 139 finished with value: 0.7023809523809522 and parameters: {'n_estimators': 110, 'learning_rate': 0.025827455510311455, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7974463247958787, 'colsample_bytree': 0.6580163502903902, 'gamma': 2.3252952986153694, 'reg_alpha': 0.11091411713825941, 'reg_lambda': 0.6019697704489644}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,639] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 92, 'learning_rate': 0.010635856200186734, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9396223585877981, 'colsample_bytree': 0.7204594334215133, 'gamma': 2.1086563502670113, 'reg_alpha': 0.4051184757862421, 'reg_lambda': 1.1245180545750393}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:14,901] Trial 141 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 95, 'learning_rate': 0.019262164752105383, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.958090450072089, 'colsample_bytree': 0.6759775940946825, 'gamma': 2.618398153735526, 'reg_alpha': 0.613390003512802, 'reg_lambda': 0.6641614541647782}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,100] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 83, 'learning_rate': 0.01564671187145326, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9829116632247401, 'colsample_bytree': 0.6817363832448027, 'gamma': 2.652263354405731, 'reg_alpha': 0.71490431184027, 'reg_lambda': 0.8213561452079405}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,338] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.023118919722944636, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9616439656729058, 'colsample_bytree': 0.690865050813633, 'gamma': 2.4227340762954714, 'reg_alpha': 0.1382457213595686, 'reg_lambda': 0.6538846937817611}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,778] Trial 144 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.018553277481364632, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9917947968191435, 'colsample_bytree': 0.6974786335771466, 'gamma': 2.981002493928773, 'reg_alpha': 0.684392585497806, 'reg_lambda': 0.91108691853544}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:15,996] Trial 145 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 91, 'learning_rate': 0.021202964432982304, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9462896260172368, 'colsample_bytree': 0.6626093298129592, 'gamma': 2.876059180991272, 'reg_alpha': 0.20296584871441592, 'reg_lambda': 0.7214358420905163}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:16,292] Trial 146 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 100, 'learning_rate': 0.014358012527054455, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9775053409433488, 'colsample_bytree': 0.6395165127787443, 'gamma': 3.2117323382169816, 'reg_alpha': 0.7492440648681578, 'reg_lambda': 0.8606122162472486}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:16,608] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.02034654907999237, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9699188173827593, 'colsample_bytree': 0.6483552822360268, 'gamma': 2.237653445702525, 'reg_alpha': 0.7611137155545755, 'reg_lambda': 1.0687257905469987}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:16,866] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 87, 'learning_rate': 0.017035086385834255, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9947197959831724, 'colsample_bytree': 0.6705561424477099, 'gamma': 3.3203855936741795, 'reg_alpha': 0.2710326020564389, 'reg_lambda': 0.7864305660426916}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,084] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.03189448487466201, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.999579468064758, 'colsample_bytree': 0.6171634959861391, 'gamma': 2.6969930045333412, 'reg_alpha': 0.8301020029890145, 'reg_lambda': 0.5620797305653367}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,349] Trial 150 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 106, 'learning_rate': 0.023879928134065143, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9545824866841474, 'colsample_bytree': 0.7034061241808546, 'gamma': 3.066321264166915, 'reg_alpha': 0.16470417125533193, 'reg_lambda': 0.9605682862660947}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,605] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 162, 'learning_rate': 0.012672555830401565, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9650095373930087, 'colsample_bytree': 0.6098915126523347, 'gamma': 2.694819510203761, 'reg_alpha': 0.35591377478934083, 'reg_lambda': 1.2393528785578924}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:17,839] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.011381631499408452, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9814869870789392, 'colsample_bytree': 0.6185186224204613, 'gamma': 2.519433057269845, 'reg_alpha': 0.8839060227120457, 'reg_lambda': 1.1935500570044708}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:18,185] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.015142490665454667, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9690511698292981, 'colsample_bytree': 0.6263389635968263, 'gamma': 2.801022141757119, 'reg_alpha': 0.3352972880861012, 'reg_lambda': 1.295477567444068}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:18,406] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 92, 'learning_rate': 0.013629698598117822, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9857668505658861, 'colsample_bytree': 0.6541262943582835, 'gamma': 2.9135447777406256, 'reg_alpha': 0.2975641162871172, 'reg_lambda': 1.357805806054601}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:18,650] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.012036653909229568, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9756065451304797, 'colsample_bytree': 0.6357465113086185, 'gamma': 2.6319274078964057, 'reg_alpha': 0.3726007269639769, 'reg_lambda': 1.5716523180974131}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,009] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.012145410917988658, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8885398351952525, 'colsample_bytree': 0.6002837600349786, 'gamma': 2.370255481244018, 'reg_alpha': 0.32264855025676037, 'reg_lambda': 1.2648277935004322}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,247] Trial 157 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 185, 'learning_rate': 0.056283914632317, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9593085010431963, 'colsample_bytree': 0.6149018508236105, 'gamma': 3.50997785245993, 'reg_alpha': 0.2683380696552905, 'reg_lambda': 1.132925806744377}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,520] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.03521368135018551, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9902769106170497, 'colsample_bytree': 0.6812275967347717, 'gamma': 3.083196019325658, 'reg_alpha': 0.994976253572781, 'reg_lambda': 1.406225844375377}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,736] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 81, 'learning_rate': 0.016030800846539614, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9508077636446542, 'colsample_bytree': 0.64865738508555, 'gamma': 4.9991561383596315, 'reg_alpha': 0.23426553360487085, 'reg_lambda': 1.0223339888976763}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:19,939] Trial 160 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.01766148283340376, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9722857158088029, 'colsample_bytree': 0.6619419748842045, 'gamma': 1.9732909934752847, 'reg_alpha': 0.25422702999217855, 'reg_lambda': 0.8935855740780941}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:20,120] Trial 161 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 84, 'learning_rate': 0.015832508574055007, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9806634796330311, 'colsample_bytree': 0.679449120684328, 'gamma': 2.6465175299467507, 'reg_alpha': 0.7604984838398414, 'reg_lambda': 0.8393081550475605}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:20,467] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 85, 'learning_rate': 0.03977147577211872, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9799629484168798, 'colsample_bytree': 0.6750453299554752, 'gamma': 2.4814168336712927, 'reg_alpha': 0.7594051419754551, 'reg_lambda': 0.7738633197993797}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:20,925] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.0140172901487661, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9660482601925765, 'colsample_bytree': 0.6676196251698534, 'gamma': 2.7540741806625006, 'reg_alpha': 0.5491940892413796, 'reg_lambda': 0.8131994177159229}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:21,281] Trial 164 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.020011611422258987, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9887069811736467, 'colsample_bytree': 0.6906204935985809, 'gamma': 2.9664010949135298, 'reg_alpha': 0.35099238002063543, 'reg_lambda': 0.6992630334777687}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:21,508] Trial 165 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.018118250537948508, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9787561237232996, 'colsample_bytree': 0.6409476975589714, 'gamma': 2.5763071103564976, 'reg_alpha': 0.18583890492179403, 'reg_lambda': 0.6317911538774479}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:21,762] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.016377177030878796, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.961232675887812, 'colsample_bytree': 0.6550811995351565, 'gamma': 3.2418927390928642, 'reg_alpha': 0.8108429365905822, 'reg_lambda': 0.8500370253896691}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,008] Trial 167 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 158, 'learning_rate': 0.02257044479150215, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.6009332508358821, 'colsample_bytree': 0.6284493881213998, 'gamma': 3.371981498058993, 'reg_alpha': 0.9508316670232386, 'reg_lambda': 0.9194913516702359}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,280] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.01197981547629365, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9935635712858623, 'colsample_bytree': 0.6823899102111662, 'gamma': 2.8316150699462934, 'reg_alpha': 0.28869227520838164, 'reg_lambda': 0.736437661103688}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,492] Trial 169 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.02604011564570667, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9707057422458798, 'colsample_bytree': 0.6083550469511475, 'gamma': 2.2452346870353193, 'reg_alpha': 0.4313290314178563, 'reg_lambda': 0.9946294144668536}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:22,822] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.028832278495126568, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9824305626801619, 'colsample_bytree': 0.6591238968196403, 'gamma': 3.1627559850470592, 'reg_alpha': 0.7851967064723226, 'reg_lambda': 1.1789956671795807}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,071] Trial 171 finished with value: 0.738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.015206685262438133, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9839494368890159, 'colsample_bytree': 0.6800994584680179, 'gamma': 2.6805457242770827, 'reg_alpha': 0.7763740566362173, 'reg_lambda': 0.8443390474891209}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,324] Trial 172 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.013233462364492535, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9760366126984302, 'colsample_bytree': 0.6714142188975597, 'gamma': 2.6375612244746165, 'reg_alpha': 0.6495665170327092, 'reg_lambda': 0.8036434383536741}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,504] Trial 173 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.01602768429818333, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9997839512183853, 'colsample_bytree': 0.71200398199153, 'gamma': 2.431246340446454, 'reg_alpha': 0.2089927559540349, 'reg_lambda': 0.9591167512295639}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,669] Trial 174 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 65, 'learning_rate': 0.2601492096097995, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9868250040316047, 'colsample_bytree': 0.6981685089000914, 'gamma': 2.5467645562262726, 'reg_alpha': 0.8131549842509004, 'reg_lambda': 0.8909602288702684}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:23,888] Trial 175 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 94, 'learning_rate': 0.019129870568899688, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9655979234477288, 'colsample_bytree': 0.6654707281586106, 'gamma': 2.7687368113588917, 'reg_alpha': 0.7844814550764527, 'reg_lambda': 0.7552222569677699}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,114] Trial 176 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 140, 'learning_rate': 0.015019236343322044, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9528783914181538, 'colsample_bytree': 0.6843070121142351, 'gamma': 3.429181885002086, 'reg_alpha': 0.7475540714344696, 'reg_lambda': 1.0903894589754717}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,428] Trial 177 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.021378673522860072, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.992178547679103, 'colsample_bytree': 0.6462906687317601, 'gamma': 2.9330938642409743, 'reg_alpha': 0.3100753881922178, 'reg_lambda': 0.6674020357385103}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,615] Trial 178 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.04601015442368411, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.868618977256465, 'colsample_bytree': 0.9970134557329523, 'gamma': 3.303924349181867, 'reg_alpha': 0.714000163515484, 'reg_lambda': 0.8323978563088541}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:24,934] Trial 179 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 115, 'learning_rate': 0.017077038024982973, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9720084658609512, 'colsample_bytree': 0.7879544549427786, 'gamma': 3.0300021200744083, 'reg_alpha': 0.7305581864441455, 'reg_lambda': 0.9301221691672058}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,175] Trial 180 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.01066823792465748, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.984687857020946, 'colsample_bytree': 0.6360242116787327, 'gamma': 2.3325275723796914, 'reg_alpha': 0.38856753625781426, 'reg_lambda': 1.0652976836674288}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,424] Trial 181 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 72, 'learning_rate': 0.023905617177720766, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9598939493738132, 'colsample_bytree': 0.6898020706046121, 'gamma': 2.51464197938108, 'reg_alpha': 0.09367262855497707, 'reg_lambda': 0.6016552446643608}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,602] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.022157448287423637, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9459064137529712, 'colsample_bytree': 0.693588862028976, 'gamma': 2.4069547093178048, 'reg_alpha': 0.13095328318736427, 'reg_lambda': 0.6842926031709462}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:25,884] Trial 183 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.020480349158174534, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9607111885438578, 'colsample_bytree': 0.704736486789908, 'gamma': 2.1212069692662405, 'reg_alpha': 0.15667402438198708, 'reg_lambda': 0.7440811441905848}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,093] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.023779450190019067, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9790183155084873, 'colsample_bytree': 0.6778097545798452, 'gamma': 2.6533887086950285, 'reg_alpha': 0.17583089711452624, 'reg_lambda': 0.6376180085678219}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,374] Trial 185 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 58, 'learning_rate': 0.03403769161629968, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9682458738146996, 'colsample_bytree': 0.6543769251362832, 'gamma': 2.4325523604109103, 'reg_alpha': 0.23936142802805815, 'reg_lambda': 0.7934559277816999}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,573] Trial 186 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 83, 'learning_rate': 0.03688821582331277, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9922887281087206, 'colsample_bytree': 0.6912386215324241, 'gamma': 2.8117725065667947, 'reg_alpha': 0.13239675422936376, 'reg_lambda': 0.5447985503833548}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:26,828] Trial 187 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 108, 'learning_rate': 0.050496987927246745, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7826411577744377, 'colsample_bytree': 0.6683485619655761, 'gamma': 0.3559869115234413, 'reg_alpha': 0.15308313802857304, 'reg_lambda': 0.8703616395590992}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,036] Trial 188 finished with value: 0.755952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.04208545050832654, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9995660770413269, 'colsample_bytree': 0.676520102005119, 'gamma': 2.586798299553345, 'reg_alpha': 0.1962732347848804, 'reg_lambda': 0.7218439969738618}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,449] Trial 189 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 167, 'learning_rate': 0.040784240027870296, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8095921761558758, 'colsample_bytree': 0.7646792753682359, 'gamma': 2.732830001060495, 'reg_alpha': 0.23417791424202777, 'reg_lambda': 0.8192444340260074}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,650] Trial 190 finished with value: 0.738095238095238 and parameters: {'n_estimators': 103, 'learning_rate': 0.04198356860906109, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9972712727125802, 'colsample_bytree': 0.6602168841321977, 'gamma': 2.5823641674484037, 'reg_alpha': 0.19035606646471703, 'reg_lambda': 0.7100445971000193}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:27,938] Trial 191 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 98, 'learning_rate': 0.04384052867922304, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9819933830095186, 'colsample_bytree': 0.6780024783579776, 'gamma': 2.464222786842646, 'reg_alpha': 0.21096234609745929, 'reg_lambda': 0.6549962856432698}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,166] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 111, 'learning_rate': 0.10422357447166473, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9728086358179183, 'colsample_bytree': 0.6868018344953224, 'gamma': 2.6461259809486144, 'reg_alpha': 0.3360086503272612, 'reg_lambda': 0.596280544979323}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,428] Trial 193 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 112, 'learning_rate': 0.09196366227994555, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9771952990894163, 'colsample_bytree': 0.6736996793870722, 'gamma': 2.6428468503482807, 'reg_alpha': 0.3349638775801772, 'reg_lambda': 2.6244685192693176}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,644] Trial 194 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.11361924944326603, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9876632158961158, 'colsample_bytree': 0.6641422639927949, 'gamma': 2.8797064979568034, 'reg_alpha': 0.3746599469014269, 'reg_lambda': 0.583685652724679}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:28,849] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.10680193191136605, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9741616648488374, 'colsample_bytree': 0.6831387926520447, 'gamma': 3.125715512239725, 'reg_alpha': 0.34585422822003675, 'reg_lambda': 1.7481544432327012}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,130] Trial 196 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 94, 'learning_rate': 0.08297100218672235, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9907012382004758, 'colsample_bytree': 0.6496225815528741, 'gamma': 2.6808911616100093, 'reg_alpha': 0.27857873212583517, 'reg_lambda': 1.1470468383507728}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,324] Trial 197 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 110, 'learning_rate': 0.10684092459249281, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9990001127505842, 'colsample_bytree': 0.619798754908338, 'gamma': 3.235052943667662, 'reg_alpha': 0.3120509372449867, 'reg_lambda': 0.7665635314052976}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,703] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.06427181220657176, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.967874192611769, 'colsample_bytree': 0.6703235568285215, 'gamma': 2.7504392764760706, 'reg_alpha': 0.3629245301344419, 'reg_lambda': 0.9946631106336974}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,955] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 116, 'learning_rate': 0.04797976911369326, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9809183458496918, 'colsample_bytree': 0.6445902825917184, 'gamma': 2.9864993347539577, 'reg_alpha': 0.2585422586364177, 'reg_lambda': 0.9044290281004871}. Best is trial 50 with value: 0.761904761904762.
[I 2025-11-03 20:16:29,958] A new study created in memory with name: no-name-0deaa81b-f8c7-4744-974c-8a117e6d24f8
[I 2025-11-03 20:16:30,298] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.03743185376926242, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.7304161601470327, 'colsample_bytree': 0.7296585222245122, 'gamma': 3.3782942246443093, 'reg_alpha': 0.43122190600097177, 'reg_lambda': 2.1915083104748936}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:16:30,386] Trial 1 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 38, 'learning_rate': 0.016089245349067242, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8601078578230843, 'colsample_bytree': 0.8061026007309757, 'gamma': 4.4454118353149275, 'reg_alpha': 0.023230833971476517, 'reg_lambda': 2.9248099007776127}. Best is trial 1 with value: 0.6547619047619048.
[I 2025-11-03 20:16:30,673] Trial 2 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 60, 'learning_rate': 0.012690401813385764, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8027309758654293, 'colsample_bytree': 0.6046470347724303, 'gamma': 4.173808677233344, 'reg_alpha': 0.11905458798935986, 'reg_lambda': 1.598268081690942}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:30,913] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.1221759739845336, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.8410234543514512, 'colsample_bytree': 0.6642650130446618, 'gamma': 3.2772457607829617, 'reg_alpha': 0.8667228787947422, 'reg_lambda': 2.0320613566807166}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:31,181] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 189, 'learning_rate': 0.18191091262079895, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6246837911667157, 'colsample_bytree': 0.9831793667567669, 'gamma': 0.7501835929431455, 'reg_alpha': 0.8819546727325059, 'reg_lambda': 1.5147920183490078}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:31,425] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 131, 'learning_rate': 0.19170476469381292, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.7561202353290482, 'colsample_bytree': 0.9205904609690838, 'gamma': 0.7557707756248155, 'reg_alpha': 0.17961474365051122, 'reg_lambda': 1.55471398170083}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:31,718] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.17784510620322846, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8202779208818822, 'colsample_bytree': 0.7899081090694471, 'gamma': 3.816056928593544, 'reg_alpha': 0.04327268548436347, 'reg_lambda': 2.198370985902611}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:32,062] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 230, 'learning_rate': 0.2434145239896626, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.952459891191675, 'colsample_bytree': 0.840626923473121, 'gamma': 2.31703074534504, 'reg_alpha': 0.631049152136921, 'reg_lambda': 1.2095703849211799}. Best is trial 2 with value: 0.6726190476190476.
[I 2025-11-03 20:16:32,264] Trial 8 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 123, 'learning_rate': 0.1343749867120316, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7495419635262074, 'colsample_bytree': 0.6776943428327009, 'gamma': 0.5392126562352495, 'reg_alpha': 0.23427868952403674, 'reg_lambda': 2.2024857931504016}. Best is trial 8 with value: 0.6785714285714286.
[I 2025-11-03 20:16:32,462] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.11994790971251709, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.6622813884988297, 'colsample_bytree': 0.8363763947536161, 'gamma': 0.9717955009763696, 'reg_alpha': 0.23360934300927716, 'reg_lambda': 0.9087439832663731}. Best is trial 8 with value: 0.6785714285714286.
[I 2025-11-03 20:16:32,670] Trial 10 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.05478348507696012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9881027419132871, 'colsample_bytree': 0.6852437235983448, 'gamma': 1.9568545677596347, 'reg_alpha': 0.3993748347420864, 'reg_lambda': 2.8445167740341235}. Best is trial 10 with value: 0.7202380952380952.
[I 2025-11-03 20:16:32,854] Trial 11 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 91, 'learning_rate': 0.048961244858585266, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9928524595564635, 'colsample_bytree': 0.691163783251551, 'gamma': 1.8131462149118058, 'reg_alpha': 0.3888104673039693, 'reg_lambda': 2.9395129249087537}. Best is trial 11 with value: 0.7291666666666667.
[I 2025-11-03 20:16:33,104] Trial 12 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.048883140115215565, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9992731809665989, 'colsample_bytree': 0.7227621347444427, 'gamma': 1.9916218376106927, 'reg_alpha': 0.4397866814920332, 'reg_lambda': 2.899872805023438}. Best is trial 11 with value: 0.7291666666666667.
[I 2025-11-03 20:16:33,304] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.029303687274291657, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9129264122834289, 'colsample_bytree': 0.6203127262909787, 'gamma': 1.7807061144300533, 'reg_alpha': 0.6293651243581233, 'reg_lambda': 2.5906294722851007}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:16:33,594] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 82, 'learning_rate': 0.025779634168974386, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9137168311940039, 'colsample_bytree': 0.6095632162192997, 'gamma': 1.323412381658596, 'reg_alpha': 0.6571817529977696, 'reg_lambda': 2.564360678070064}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:33,864] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 63, 'learning_rate': 0.02437257869633037, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9153748455644767, 'colsample_bytree': 0.613330350095523, 'gamma': 1.3430634422184389, 'reg_alpha': 0.663583674546772, 'reg_lambda': 2.6295695804673813}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,169] Trial 16 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 167, 'learning_rate': 0.026554415993669075, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8992855714519096, 'colsample_bytree': 0.6382089911573737, 'gamma': 0.20775390751931733, 'reg_alpha': 0.6968951576395661, 'reg_lambda': 2.4969377061907565}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,264] Trial 17 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.01014637450008997, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8827198524268435, 'colsample_bytree': 0.7709700353019777, 'gamma': 2.677711278712546, 'reg_alpha': 0.9721768980030379, 'reg_lambda': 2.5169430098517953}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,537] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.08062281931430605, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9257972486851761, 'colsample_bytree': 0.7404784146933236, 'gamma': 1.316573397433478, 'reg_alpha': 0.5840881683385862, 'reg_lambda': 1.8515614537298841}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,742] Trial 19 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.02217623889837103, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9540513225649901, 'colsample_bytree': 0.6393184624142274, 'gamma': 4.920065509637796, 'reg_alpha': 0.7833714008502258, 'reg_lambda': 0.6375696185607418}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:34,902] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 21, 'learning_rate': 0.03406184668436203, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.871984680441504, 'colsample_bytree': 0.6035821058136253, 'gamma': 2.8434665792987266, 'reg_alpha': 0.5605446936874849, 'reg_lambda': 2.3949838228943117}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,196] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.06089877868366066, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9559839430630345, 'colsample_bytree': 0.6950663670150676, 'gamma': 1.5861522895486049, 'reg_alpha': 0.35096133560468984, 'reg_lambda': 2.645478752055614}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,412] Trial 22 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 106, 'learning_rate': 0.07990383323939257, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9389355246254596, 'colsample_bytree': 0.650580366489905, 'gamma': 1.4175608167410876, 'reg_alpha': 0.5194867717423799, 'reg_lambda': 2.6299286460214506}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,704] Trial 23 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 76, 'learning_rate': 0.018241480153935546, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9501030597837655, 'colsample_bytree': 0.7044205388702318, 'gamma': 1.6600231775061967, 'reg_alpha': 0.7488290043646925, 'reg_lambda': 2.685554854458742}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:35,987] Trial 24 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 111, 'learning_rate': 0.03307179970464966, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9034771447806202, 'colsample_bytree': 0.6357424574210114, 'gamma': 2.355044735968467, 'reg_alpha': 0.2940465519609332, 'reg_lambda': 2.3599165331936764}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,253] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.06913286850296012, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8458641836275187, 'colsample_bytree': 0.7531371885300356, 'gamma': 0.007779479693652558, 'reg_alpha': 0.3517083980340819, 'reg_lambda': 1.921593124419901}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,367] Trial 26 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.036618808676649364, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9615999592435324, 'colsample_bytree': 0.6668766765265363, 'gamma': 1.1044021018338945, 'reg_alpha': 0.49203291673681815, 'reg_lambda': 2.7272245631243264}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,653] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 106, 'learning_rate': 0.01686388962848452, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7747814005729075, 'colsample_bytree': 0.6271596209010273, 'gamma': 2.179809939074537, 'reg_alpha': 0.7542345941058137, 'reg_lambda': 2.3325957504409063}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:36,892] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 148, 'learning_rate': 0.06303598570290517, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.701330383777845, 'colsample_bytree': 0.7050999085009139, 'gamma': 1.6399771918365778, 'reg_alpha': 0.6117816399336645, 'reg_lambda': 2.0950775107825006}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:37,192] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 193, 'learning_rate': 0.04237268696449215, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8948339943796626, 'colsample_bytree': 0.7237957189228037, 'gamma': 3.024725727430071, 'reg_alpha': 0.4661260193859813, 'reg_lambda': 2.7512301330801905}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:16:37,518] Trial 30 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.027516223420574207, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9672408059047395, 'colsample_bytree': 0.8981046504431528, 'gamma': 0.42098256545219104, 'reg_alpha': 0.8476611469305232, 'reg_lambda': 1.728130426727355}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:37,975] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 248, 'learning_rate': 0.028567539227738244, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9711167375127804, 'colsample_bytree': 0.9013499268722737, 'gamma': 0.37164707238853234, 'reg_alpha': 0.8298937242592382, 'reg_lambda': 1.369101427371412}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:38,310] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.026507947820912422, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9736370719545885, 'colsample_bytree': 0.9042551474313578, 'gamma': 0.37869518837287025, 'reg_alpha': 0.8334965199768647, 'reg_lambda': 1.280464706536426}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:38,845] Trial 33 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 214, 'learning_rate': 0.02138072179088042, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9318242959246192, 'colsample_bytree': 0.9058624209576908, 'gamma': 0.9357560581063317, 'reg_alpha': 0.9838782666176102, 'reg_lambda': 1.7516338209062503}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:39,127] Trial 34 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.031050508877295845, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8679527351413993, 'colsample_bytree': 0.9487816070003439, 'gamma': 0.5603904157693931, 'reg_alpha': 0.9244889596932435, 'reg_lambda': 1.3457829879797558}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:39,399] Trial 35 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 213, 'learning_rate': 0.011487013896684068, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9790016068903555, 'colsample_bytree': 0.8545217147495777, 'gamma': 0.08404472310910843, 'reg_alpha': 0.8006481460859787, 'reg_lambda': 0.9988696166037596}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:39,795] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.013962339264890062, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8091198373571851, 'colsample_bytree': 0.8820237862184397, 'gamma': 0.42874744437139933, 'reg_alpha': 0.7263635633730091, 'reg_lambda': 1.433027849627995}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,050] Trial 37 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 175, 'learning_rate': 0.019335034933175822, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8318790362212815, 'colsample_bytree': 0.9696734278268196, 'gamma': 1.0633867538673876, 'reg_alpha': 0.8761317475825371, 'reg_lambda': 1.1635364607597647}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,359] Trial 38 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.015139581805912565, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9204857659410374, 'colsample_bytree': 0.9453781461361768, 'gamma': 0.8031411601532826, 'reg_alpha': 0.6563248126046055, 'reg_lambda': 1.643104072670981}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,676] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 240, 'learning_rate': 0.02787078786006462, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7852865291768247, 'colsample_bytree': 0.8237563928343331, 'gamma': 0.6363773723298933, 'reg_alpha': 0.8335218737579404, 'reg_lambda': 1.68718009233657}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:40,926] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.03822252920946237, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.851426423399635, 'colsample_bytree': 0.8612259797708662, 'gamma': 3.738825174587011, 'reg_alpha': 0.9261035079516189, 'reg_lambda': 2.0131283144973193}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:42,521] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.01432700173795019, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8115976429169249, 'colsample_bytree': 0.8791169120017377, 'gamma': 0.26470062030735386, 'reg_alpha': 0.7113172017863927, 'reg_lambda': 1.4378542056300534}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:43,050] Trial 42 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.013155138906289476, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.725599834865719, 'colsample_bytree': 0.8797933055094271, 'gamma': 0.454899800052771, 'reg_alpha': 0.721457505832434, 'reg_lambda': 1.5134278423998202}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:43,536] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.0447367117198023, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9765544754906457, 'colsample_bytree': 0.8086490310965795, 'gamma': 1.1701818470718273, 'reg_alpha': 0.5586055369559013, 'reg_lambda': 1.1356298405642988}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:43,832] Trial 44 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.020904916796636284, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8824409918957822, 'colsample_bytree': 0.9134247830362472, 'gamma': 0.7668753171723935, 'reg_alpha': 0.7929066746260335, 'reg_lambda': 1.8149984885213077}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:44,177] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.02178722729192439, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9079175857956214, 'colsample_bytree': 0.9951007782271503, 'gamma': 0.8074783985024812, 'reg_alpha': 0.8073745072752229, 'reg_lambda': 1.820118090071616}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:44,403] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.01988391614876863, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.936982789700372, 'colsample_bytree': 0.9415200565173405, 'gamma': 0.7203826552891909, 'reg_alpha': 0.9145018345393086, 'reg_lambda': 2.219250356001364}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:44,729] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.02689171392433626, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8821247222034037, 'colsample_bytree': 0.9701862304452367, 'gamma': 1.3943633792566246, 'reg_alpha': 0.6663241952575534, 'reg_lambda': 0.8255352437637631}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,004] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 136, 'learning_rate': 0.030128243067127542, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.970775525501491, 'colsample_bytree': 0.9238208014886253, 'gamma': 1.95223874756286, 'reg_alpha': 0.8606283870825168, 'reg_lambda': 2.988668871169218}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,162] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.01698700999825074, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.99964741439067, 'colsample_bytree': 0.8989456327223061, 'gamma': 1.2299432134632093, 'reg_alpha': 0.7729014670399171, 'reg_lambda': 1.9332528974003775}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,574] Trial 50 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.024262640333135042, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8910319338667019, 'colsample_bytree': 0.7864992733527678, 'gamma': 0.9264795992898782, 'reg_alpha': 0.6152795956312226, 'reg_lambda': 2.5054354572930237}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:45,898] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 224, 'learning_rate': 0.012332945190612116, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9192716935121201, 'colsample_bytree': 0.9276849412468899, 'gamma': 0.29717179787855136, 'reg_alpha': 0.6835562518089585, 'reg_lambda': 1.3853355272579455}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:46,409] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.023332120389875182, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8267730018865066, 'colsample_bytree': 0.873792557360491, 'gamma': 0.48979319551488987, 'reg_alpha': 0.7320122268482686, 'reg_lambda': 1.536547009738864}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:46,710] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.010079861713433225, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7904015225285855, 'colsample_bytree': 0.8922362364555073, 'gamma': 0.6461368458342955, 'reg_alpha': 0.8338008366005515, 'reg_lambda': 1.0176484728843946}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,091] Trial 54 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 228, 'learning_rate': 0.015319323431918701, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6246144191198941, 'colsample_bytree': 0.6181233317407899, 'gamma': 0.1276843041952127, 'reg_alpha': 0.07647076220776428, 'reg_lambda': 1.6151561261492784}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,289] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 84, 'learning_rate': 0.01876798341610644, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9486560502158772, 'colsample_bytree': 0.8430922681971741, 'gamma': 0.28354172363208385, 'reg_alpha': 0.6368589802212822, 'reg_lambda': 1.7338086330294993}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,591] Trial 56 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 234, 'learning_rate': 0.029087874521080494, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8698474815707521, 'colsample_bytree': 0.8257824901550643, 'gamma': 0.8233742750059477, 'reg_alpha': 0.7746125820474663, 'reg_lambda': 1.4767060571555122}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:47,888] Trial 57 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 64, 'learning_rate': 0.034141058488726235, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6599522056748157, 'colsample_bytree': 0.9155364813569178, 'gamma': 1.7693410985146463, 'reg_alpha': 0.5729071422487642, 'reg_lambda': 1.2437400220626604}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:48,145] Trial 58 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 183, 'learning_rate': 0.27931755608909087, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.936598653407907, 'colsample_bytree': 0.6587406960550073, 'gamma': 1.423640364801915, 'reg_alpha': 0.5257152743706308, 'reg_lambda': 2.077463862841}. Best is trial 30 with value: 0.7559523809523809.
[I 2025-11-03 20:16:48,317] Trial 59 finished with value: 0.761904761904762 and parameters: {'n_estimators': 39, 'learning_rate': 0.040339220414533854, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8591620944847091, 'colsample_bytree': 0.6023766566447117, 'gamma': 1.039230666059516, 'reg_alpha': 0.6961909785430868, 'reg_lambda': 2.300672705023895}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:48,539] Trial 60 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 37, 'learning_rate': 0.04054922159632189, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8828716905265074, 'colsample_bytree': 0.6050933604577718, 'gamma': 1.0416002373760174, 'reg_alpha': 0.8951124469996428, 'reg_lambda': 2.4516922991027035}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:48,749] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 42, 'learning_rate': 0.051713012993593786, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8570785756596229, 'colsample_bytree': 0.6053395129782078, 'gamma': 1.045696248685745, 'reg_alpha': 0.8921248098743243, 'reg_lambda': 2.3938606930035213}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:48,855] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.04051747146308336, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8839570366020466, 'colsample_bytree': 0.6278912763240182, 'gamma': 1.5941659330776257, 'reg_alpha': 0.9589936147618575, 'reg_lambda': 2.2723418941754896}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,107] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.04008875484714643, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8816641279622455, 'colsample_bytree': 0.6000934041450124, 'gamma': 1.1605231599344221, 'reg_alpha': 0.9491904732078533, 'reg_lambda': 2.308072522591166}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,267] Trial 64 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 39, 'learning_rate': 0.04502298914951069, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8388913291869242, 'colsample_bytree': 0.6066597683008075, 'gamma': 1.2747640373326048, 'reg_alpha': 0.9411684060812333, 'reg_lambda': 2.821683167113602}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,554] Trial 65 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 31, 'learning_rate': 0.034074799922700474, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9055369439339994, 'colsample_bytree': 0.6505392484144161, 'gamma': 0.628146564716929, 'reg_alpha': 0.9936553362648609, 'reg_lambda': 2.467384154429908}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,726] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 46, 'learning_rate': 0.037534512509611664, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8618668149909143, 'colsample_bytree': 0.6790952175840153, 'gamma': 0.951870600612149, 'reg_alpha': 0.8957323292085365, 'reg_lambda': 2.2855314841126635}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:49,915] Trial 67 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 48, 'learning_rate': 0.05580046003441142, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8645486730900483, 'colsample_bytree': 0.6451562602998311, 'gamma': 0.943031411826634, 'reg_alpha': 0.885854532899954, 'reg_lambda': 2.2774327446205844}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,157] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.059087404373971884, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8614526697099482, 'colsample_bytree': 0.6813203196611084, 'gamma': 0.9076863473723585, 'reg_alpha': 0.8960360586640407, 'reg_lambda': 2.160956176354327}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,315] Trial 69 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.07282075561395852, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8211131910875706, 'colsample_bytree': 0.6440027508422608, 'gamma': 1.0376439393684067, 'reg_alpha': 0.8579558754571182, 'reg_lambda': 2.2823999976429965}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,491] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 54, 'learning_rate': 0.08813572485497313, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8407682175395234, 'colsample_bytree': 0.6716308468466418, 'gamma': 1.5136752402428608, 'reg_alpha': 0.9568564926729428, 'reg_lambda': 2.450828472999867}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,680] Trial 71 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.048462606509229324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.892659846455985, 'colsample_bytree': 0.6258658765878723, 'gamma': 1.2196770572646496, 'reg_alpha': 0.9054936880611939, 'reg_lambda': 2.5451279171304155}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:50,857] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 47, 'learning_rate': 0.038096112722232456, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8755648001867276, 'colsample_bytree': 0.6004151286551793, 'gamma': 1.1117551110685828, 'reg_alpha': 0.8312660440268201, 'reg_lambda': 2.1514926708147013}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,031] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.04125112432482668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8508004369653318, 'colsample_bytree': 0.614732160043796, 'gamma': 0.5454293858260619, 'reg_alpha': 0.87092154097626, 'reg_lambda': 2.3046985645775218}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,359] Trial 74 finished with value: 0.636904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.05315998857555982, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.965516637856682, 'colsample_bytree': 0.6328193495062607, 'gamma': 4.592443088212057, 'reg_alpha': 0.8193714882757155, 'reg_lambda': 2.5883468669536955}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,537] Trial 75 finished with value: 0.6875 and parameters: {'n_estimators': 61, 'learning_rate': 0.032347889868473936, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9899391713845196, 'colsample_bytree': 0.6488131976499593, 'gamma': 2.08245879786932, 'reg_alpha': 0.9411442030764675, 'reg_lambda': 2.4114777129238933}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,755] Trial 76 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.0372249283191213, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9255301953924863, 'colsample_bytree': 0.6595392893045536, 'gamma': 0.0017508482596120811, 'reg_alpha': 0.8468167777656107, 'reg_lambda': 1.958048326232254}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:51,921] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.04492463734205373, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8633757953417593, 'colsample_bytree': 0.6331626943129279, 'gamma': 0.9414644597907255, 'reg_alpha': 0.9979338057208001, 'reg_lambda': 2.2423676088961133}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,235] Trial 78 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 68, 'learning_rate': 0.025236017473112066, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9030109343743334, 'colsample_bytree': 0.617714818072543, 'gamma': 0.39090318242897404, 'reg_alpha': 0.8778961574873543, 'reg_lambda': 2.106254913701104}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,390] Trial 79 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 27, 'learning_rate': 0.060212147804243527, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6020724605652512, 'colsample_bytree': 0.6097422292961607, 'gamma': 0.34586840147212383, 'reg_alpha': 0.9647755497684344, 'reg_lambda': 2.031581893212179}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,646] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.04832874788601608, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9040573738015621, 'colsample_bytree': 0.6181759362450454, 'gamma': 0.18639276867795446, 'reg_alpha': 0.8806969331912838, 'reg_lambda': 2.146527192237726}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:52,821] Trial 81 finished with value: 0.738095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.02534159349555765, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9160732988273265, 'colsample_bytree': 0.6219346787087805, 'gamma': 0.7070116427024755, 'reg_alpha': 0.7567311688794375, 'reg_lambda': 2.349153929403389}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,073] Trial 82 finished with value: 0.755952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.02944213847535869, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9477428594288777, 'colsample_bytree': 0.6020971933325817, 'gamma': 0.4693341689258725, 'reg_alpha': 0.9308653121324499, 'reg_lambda': 2.427824336692852}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,352] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.031226747287514345, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.984298202122071, 'colsample_bytree': 0.644301635784312, 'gamma': 0.41317108013081727, 'reg_alpha': 0.9279110995345117, 'reg_lambda': 2.102593388672679}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,531] Trial 84 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 56, 'learning_rate': 0.03746944175691388, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.947379210532649, 'colsample_bytree': 0.6169800598739604, 'gamma': 0.8389342700626231, 'reg_alpha': 0.9090409334328986, 'reg_lambda': 2.214153115290505}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:53,811] Trial 85 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 37, 'learning_rate': 0.029835405571241303, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9555710998000787, 'colsample_bytree': 0.6010097362454093, 'gamma': 0.48805523878740054, 'reg_alpha': 0.8792217660873711, 'reg_lambda': 2.4234660358393474}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,064] Trial 86 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 150, 'learning_rate': 0.03531201208760145, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8957322676816869, 'colsample_bytree': 0.6357461060064661, 'gamma': 0.17249474505005297, 'reg_alpha': 0.8084075349461115, 'reg_lambda': 2.3418452729171273}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,438] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 65, 'learning_rate': 0.0280095860894435, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8743024953194685, 'colsample_bytree': 0.6944827879016285, 'gamma': 0.5880027017808238, 'reg_alpha': 0.944525148568235, 'reg_lambda': 1.9671144139107128}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,584] Trial 88 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 58, 'learning_rate': 0.040611061373044634, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9654187475170689, 'colsample_bytree': 0.7365643640424543, 'gamma': 0.6994627033228324, 'reg_alpha': 0.9749562304900946, 'reg_lambda': 1.8943626481505182}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,836] Trial 89 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 25, 'learning_rate': 0.06667295868307221, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9282856566696132, 'colsample_bytree': 0.6595612743840119, 'gamma': 2.494337917420035, 'reg_alpha': 0.8541628985254693, 'reg_lambda': 2.641673973733899}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:54,969] Trial 90 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 51, 'learning_rate': 0.022971799546507205, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.9455441161238686, 'colsample_bytree': 0.6705900887387233, 'gamma': 0.3736145429017742, 'reg_alpha': 0.9014486060009528, 'reg_lambda': 2.5175519281854535}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,230] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 97, 'learning_rate': 0.03209081564271159, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8896277429347829, 'colsample_bytree': 0.6107025372573189, 'gamma': 1.1481040599441619, 'reg_alpha': 0.9288279437332009, 'reg_lambda': 2.7209725206146786}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,478] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.025304415179295252, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8543756228016458, 'colsample_bytree': 0.7542765194168968, 'gamma': 1.3301372148992066, 'reg_alpha': 0.8652408349065296, 'reg_lambda': 2.5635469550731798}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,800] Trial 93 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 86, 'learning_rate': 0.028203873628796013, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9131340482973047, 'colsample_bytree': 0.6252768693262339, 'gamma': 3.4147322423768305, 'reg_alpha': 0.7887477244183144, 'reg_lambda': 2.3931459833475297}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:55,973] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.05467347873918989, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9397370406210648, 'colsample_bytree': 0.6099937484722486, 'gamma': 0.8721480070284104, 'reg_alpha': 0.6947821069657443, 'reg_lambda': 2.474711974937236}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:56,306] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.04364423317239446, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9008636394400835, 'colsample_bytree': 0.6424076232665378, 'gamma': 1.004158850433565, 'reg_alpha': 0.754800518968584, 'reg_lambda': 2.80666607089658}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:56,507] Trial 96 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 73, 'learning_rate': 0.020389831178078875, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8765243089638849, 'colsample_bytree': 0.6008370087704226, 'gamma': 1.73705868596918, 'reg_alpha': 0.8407830393452445, 'reg_lambda': 2.273051271073255}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:56,869] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.026096862033653852, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8377948912543657, 'colsample_bytree': 0.6292404483370743, 'gamma': 0.5081155209312522, 'reg_alpha': 0.8122663609111959, 'reg_lambda': 2.342146727462706}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,104] Trial 98 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 124, 'learning_rate': 0.09522604412831015, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9803981396302575, 'colsample_bytree': 0.6156536104370393, 'gamma': 0.743280570445537, 'reg_alpha': 0.8915957519280322, 'reg_lambda': 2.1042786232232205}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,271] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.03443332227603296, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9612148365694643, 'colsample_bytree': 0.706386755293912, 'gamma': 1.5355549311202472, 'reg_alpha': 0.776319600282237, 'reg_lambda': 2.2041884693283085}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,468] Trial 100 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 33, 'learning_rate': 0.02407837010262218, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9092073121033398, 'colsample_bytree': 0.9357511874242931, 'gamma': 0.11021972266608654, 'reg_alpha': 0.9745516228673572, 'reg_lambda': 2.689921684997433}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:57,820] Trial 101 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.021737568891772426, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8665877916901205, 'colsample_bytree': 0.9587981927522938, 'gamma': 0.2575016962931933, 'reg_alpha': 0.7954528808451558, 'reg_lambda': 1.6965816975867256}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:58,126] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.017800197579121903, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8852994345847656, 'colsample_bytree': 0.955017502403382, 'gamma': 0.22582020785510631, 'reg_alpha': 0.9142046010095382, 'reg_lambda': 1.6761411321117632}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:58,509] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.021868175107186826, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8608366454212314, 'colsample_bytree': 0.9857229197731389, 'gamma': 0.3324455312439436, 'reg_alpha': 0.7393692716049198, 'reg_lambda': 1.7736931108991134}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:58,665] Trial 104 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.030446624067749135, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8485182110466923, 'colsample_bytree': 0.8672933106953848, 'gamma': 0.629204044773521, 'reg_alpha': 0.8534646035202789, 'reg_lambda': 2.311363156992459}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,061] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.029963935900716946, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.84830098774407, 'colsample_bytree': 0.8879172947960918, 'gamma': 0.5920227994731364, 'reg_alpha': 0.8229221639111552, 'reg_lambda': 2.292625659927097}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,183] Trial 106 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 44, 'learning_rate': 0.15672064159238872, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8326154733332721, 'colsample_bytree': 0.8650920943931908, 'gamma': 0.4173722739950043, 'reg_alpha': 0.8547050287208905, 'reg_lambda': 1.8649379193985443}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,447] Trial 107 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 39, 'learning_rate': 0.03943096684800501, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8673811901140972, 'colsample_bytree': 0.9561997173227198, 'gamma': 0.6621065789600011, 'reg_alpha': 0.8824424154585477, 'reg_lambda': 1.3426180657026912}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,569] Trial 108 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 38, 'learning_rate': 0.04696853179451856, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8453516629679847, 'colsample_bytree': 0.9034059065800251, 'gamma': 0.9948367876164629, 'reg_alpha': 0.9463659530617128, 'reg_lambda': 1.356619106071087}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:16:59,809] Trial 109 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 29, 'learning_rate': 0.039669911956770845, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.880052456586593, 'colsample_bytree': 0.8443618178129988, 'gamma': 0.6527306114880446, 'reg_alpha': 0.8828471145046463, 'reg_lambda': 1.286921268024995}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,023] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 23, 'learning_rate': 0.035486058247221716, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8095316667889945, 'colsample_bytree': 0.7926283032402468, 'gamma': 0.7984949664233782, 'reg_alpha': 0.1632076651625604, 'reg_lambda': 1.579765773321263}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,241] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 40, 'learning_rate': 0.03295179702421328, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8702730598476701, 'colsample_bytree': 0.9602401898521983, 'gamma': 0.25841272472082827, 'reg_alpha': 0.9218136379690369, 'reg_lambda': 0.5852314667679739}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,408] Trial 112 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.05124471944589553, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8657836676098168, 'colsample_bytree': 0.9382826368068354, 'gamma': 0.04847463602327651, 'reg_alpha': 0.8746165897798819, 'reg_lambda': 1.0288993029028355}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,563] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.057173422215846974, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8211594227778332, 'colsample_bytree': 0.9303348927323883, 'gamma': 0.5209790931145131, 'reg_alpha': 0.8328147115689444, 'reg_lambda': 1.1061715398893182}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,783] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 60, 'learning_rate': 0.027784082348095627, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8543044543654691, 'colsample_bytree': 0.9636128261334382, 'gamma': 0.8953642559934105, 'reg_alpha': 0.8916606517838541, 'reg_lambda': 1.492510109205084}. Best is trial 59 with value: 0.761904761904762.
[I 2025-11-03 20:17:00,950] Trial 115 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 59, 'learning_rate': 0.04181917549836586, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8530165633950664, 'colsample_bytree': 0.9728051338179526, 'gamma': 1.1401293494460556, 'reg_alpha': 0.9053556605021652, 'reg_lambda': 1.4458041525625687}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,102] Trial 116 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.04237314609264556, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8321375528430095, 'colsample_bytree': 0.9129955578695235, 'gamma': 1.2010058993705657, 'reg_alpha': 0.9071622782345374, 'reg_lambda': 1.4712370514960469}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,266] Trial 117 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.02746770920903465, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.79843865445343, 'colsample_bytree': 0.865875941167621, 'gamma': 1.1291843599224847, 'reg_alpha': 0.9617804100715132, 'reg_lambda': 1.559251882817689}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,515] Trial 118 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 62, 'learning_rate': 0.031355945251892225, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8539889884093365, 'colsample_bytree': 0.9728293601108359, 'gamma': 0.8813299921468092, 'reg_alpha': 0.9344631401401058, 'reg_lambda': 1.3997002301898138}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,689] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.035996196030126916, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8426807103313692, 'colsample_bytree': 0.9961533803631966, 'gamma': 1.0327004340031867, 'reg_alpha': 0.8504739702107234, 'reg_lambda': 2.2380264631764972}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:01,851] Trial 120 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 50, 'learning_rate': 0.02901438354574938, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9925892692393147, 'colsample_bytree': 0.8209241392722313, 'gamma': 1.2518823652240114, 'reg_alpha': 0.9837431155237314, 'reg_lambda': 2.3755488875328914}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,157] Trial 121 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 59, 'learning_rate': 0.03881454354329925, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8606431837394866, 'colsample_bytree': 0.968394133240307, 'gamma': 1.4144037312343782, 'reg_alpha': 0.8902916509156861, 'reg_lambda': 1.3379914822286663}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,313] Trial 122 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.04176135979629086, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8887517046953434, 'colsample_bytree': 0.9796947457287013, 'gamma': 0.74721703386625, 'reg_alpha': 0.8649771948854043, 'reg_lambda': 1.2723428327350088}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,692] Trial 123 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.045802568114333087, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8864535839106629, 'colsample_bytree': 0.9764913644297415, 'gamma': 0.7629140603306483, 'reg_alpha': 0.8647879826639723, 'reg_lambda': 1.236425025420893}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:02,796] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 34, 'learning_rate': 0.04985603469882084, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8956484115569415, 'colsample_bytree': 0.6233948970984707, 'gamma': 0.9194297587265828, 'reg_alpha': 0.9141093441655512, 'reg_lambda': 1.5037437543934076}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,071] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 46, 'learning_rate': 0.033453454359600135, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8555323363115693, 'colsample_bytree': 0.9795536834190351, 'gamma': 0.9700258337411626, 'reg_alpha': 0.8433330536532808, 'reg_lambda': 1.3019123523604275}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,309] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.026130054819725433, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8748058635613548, 'colsample_bytree': 0.9832688534523273, 'gamma': 1.0742047903406182, 'reg_alpha': 0.9040835123448209, 'reg_lambda': 1.1837427173972979}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,742] Trial 127 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 169, 'learning_rate': 0.03676845966665565, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9705665939280427, 'colsample_bytree': 0.9892513164410444, 'gamma': 0.5687438385531467, 'reg_alpha': 0.9442596114403127, 'reg_lambda': 1.4467316971020219}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:03,852] Trial 128 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 28, 'learning_rate': 0.043876446227886196, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8278506672086681, 'colsample_bytree': 0.6082545140975861, 'gamma': 0.8089687988124241, 'reg_alpha': 0.8111501265613676, 'reg_lambda': 2.4402469469024393}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,018] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.030951338662567787, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9231820937920429, 'colsample_bytree': 0.6016259753457652, 'gamma': 0.37723314075038766, 'reg_alpha': 0.43438462185138244, 'reg_lambda': 2.1761546250173613}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,220] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 63, 'learning_rate': 0.041246009050574864, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8990041375442396, 'colsample_bytree': 0.89590381723473, 'gamma': 0.7313732973280721, 'reg_alpha': 0.8664210274707123, 'reg_lambda': 1.6170507562479774}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,317] Trial 131 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.03866971058851512, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.8783926763113928, 'colsample_bytree': 0.952600266219228, 'gamma': 0.6398358845890234, 'reg_alpha': 0.8870211449832734, 'reg_lambda': 1.404556294935554}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,502] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.024003573002756847, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8468832775009536, 'colsample_bytree': 0.9653313262857218, 'gamma': 0.48438062359586387, 'reg_alpha': 0.9256294622956924, 'reg_lambda': 1.3164368896084402}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,779] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 43, 'learning_rate': 0.035223290305232184, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8665480452380291, 'colsample_bytree': 0.9195001009881161, 'gamma': 0.6708293018343388, 'reg_alpha': 0.007279212268592128, 'reg_lambda': 1.222208566709304}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:04,909] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 49, 'learning_rate': 0.02858606580573384, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.887026790785614, 'colsample_bytree': 0.8744106717512484, 'gamma': 0.8845209352723344, 'reg_alpha': 0.08509051070851614, 'reg_lambda': 1.126673909859297}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,058] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.031900054132065966, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8588379894302363, 'colsample_bytree': 0.9210034521752349, 'gamma': 1.3067796777201897, 'reg_alpha': 0.21708529585878447, 'reg_lambda': 1.2327588247120935}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,297] Trial 136 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 33, 'learning_rate': 0.0344390685336893, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7703617979249116, 'colsample_bytree': 0.9452042882309936, 'gamma': 1.1552873655683338, 'reg_alpha': 0.26139026495301776, 'reg_lambda': 2.331989818527204}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,456] Trial 137 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.04221328902712582, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8667958345846214, 'colsample_bytree': 0.6177466621541164, 'gamma': 0.4357487620407181, 'reg_alpha': 0.35356933764455906, 'reg_lambda': 2.4945435679016112}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,552] Trial 138 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 27, 'learning_rate': 0.05585255913131038, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8512866055268978, 'colsample_bytree': 0.8876481502904581, 'gamma': 4.066391010903196, 'reg_alpha': 0.9557210479646746, 'reg_lambda': 1.070249633747292}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,761] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.06443079406152738, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8738201338891609, 'colsample_bytree': 0.9075493284321368, 'gamma': 0.9719842938811132, 'reg_alpha': 0.020792322107872234, 'reg_lambda': 2.3053435644837794}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:05,918] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.026565043311660343, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8393651767344509, 'colsample_bytree': 0.6367312835931879, 'gamma': 0.7161551844578686, 'reg_alpha': 0.8267797021143013, 'reg_lambda': 2.0732917559403714}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:06,125] Trial 141 finished with value: 0.761904761904762 and parameters: {'n_estimators': 41, 'learning_rate': 0.026752966719887025, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8337553786287843, 'colsample_bytree': 0.6526725488491021, 'gamma': 0.7116559635174335, 'reg_alpha': 0.46228284826922583, 'reg_lambda': 2.1296400920079854}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:06,309] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.02757678992873083, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8388054077741595, 'colsample_bytree': 0.6356982692823471, 'gamma': 0.5684885852140629, 'reg_alpha': 0.5356910260920533, 'reg_lambda': 2.012796162114898}. Best is trial 115 with value: 0.7678571428571428.
[I 2025-11-03 20:17:06,468] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 41, 'learning_rate': 0.024891218126004477, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8145945363785303, 'colsample_bytree': 0.6261457803617715, 'gamma': 0.6911903542473626, 'reg_alpha': 0.46816704512959717, 'reg_lambda': 2.080823937738158}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:06,776] Trial 144 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 142, 'learning_rate': 0.024900973228509864, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8023909815959951, 'colsample_bytree': 0.6279229971757531, 'gamma': 0.7034525613281013, 'reg_alpha': 0.49404247592518047, 'reg_lambda': 2.0965021222069185}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,093] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 44, 'learning_rate': 0.023073093511738498, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8181250884666563, 'colsample_bytree': 0.855826095715419, 'gamma': 0.831238529466141, 'reg_alpha': 0.40237775901696254, 'reg_lambda': 1.9983469957779936}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,305] Trial 146 finished with value: 0.744047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.026526037460253157, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8287532074058293, 'colsample_bytree': 0.6138143835976857, 'gamma': 0.4646156791200474, 'reg_alpha': 0.45417214851582477, 'reg_lambda': 2.064641648307464}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,506] Trial 147 finished with value: 0.755952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.02933656603456165, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8341961730712295, 'colsample_bytree': 0.6549138600381271, 'gamma': 0.33223480628623936, 'reg_alpha': 0.5036781449276243, 'reg_lambda': 2.2439912989500073}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,689] Trial 148 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 59, 'learning_rate': 0.031234028757614996, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8205431771087702, 'colsample_bytree': 0.651761317388683, 'gamma': 0.38552627615019114, 'reg_alpha': 0.0023371654233323436, 'reg_lambda': 2.2692532456880334}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:07,902] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 80, 'learning_rate': 0.029612432343884495, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8126393516231429, 'colsample_bytree': 0.9143174964789734, 'gamma': 0.16093314608059378, 'reg_alpha': 0.5984416184457124, 'reg_lambda': 2.176133604177456}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,130] Trial 150 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 51, 'learning_rate': 0.01980794957572074, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.834073479001203, 'colsample_bytree': 0.6843591209103893, 'gamma': 0.2995888211706218, 'reg_alpha': 0.4787778057092752, 'reg_lambda': 2.2227054440394727}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,324] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 43, 'learning_rate': 0.026183770903934922, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8430696228664146, 'colsample_bytree': 0.6612234360891153, 'gamma': 0.6070325222710504, 'reg_alpha': 0.4191857712714407, 'reg_lambda': 2.147048062005263}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,533] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 55, 'learning_rate': 0.028625586575463203, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8495953785135969, 'colsample_bytree': 0.6733634639940985, 'gamma': 0.6982867807100236, 'reg_alpha': 0.29557415913822843, 'reg_lambda': 2.1254828652160924}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:08,776] Trial 153 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.029445074916775643, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8503219760179234, 'colsample_bytree': 0.675388166117142, 'gamma': 0.533650789130007, 'reg_alpha': 0.3172599577375391, 'reg_lambda': 2.1483677811951623}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,041] Trial 154 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 115, 'learning_rate': 0.024158343456249176, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7934550857580123, 'colsample_bytree': 0.6634932573737652, 'gamma': 0.7809941554991808, 'reg_alpha': 0.37454622496418294, 'reg_lambda': 2.3802403854524115}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,224] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.03466191667698619, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9602547793561477, 'colsample_bytree': 0.6927709225176626, 'gamma': 0.31179860668842474, 'reg_alpha': 0.14595802431629112, 'reg_lambda': 2.2062862201826317}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,466] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.03290574171340046, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8581873632750425, 'colsample_bytree': 0.6541707297461827, 'gamma': 0.6402818198950401, 'reg_alpha': 0.5406388960557371, 'reg_lambda': 2.2341466542796544}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,581] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.02824997931212307, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8286433017113777, 'colsample_bytree': 0.6765400643215103, 'gamma': 0.4960515976827155, 'reg_alpha': 0.4730982323668756, 'reg_lambda': 1.2636625168162676}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:09,855] Trial 158 finished with value: 0.755952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.022487532369820783, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9762606887918482, 'colsample_bytree': 0.6221628102177534, 'gamma': 2.808614276269733, 'reg_alpha': 0.22332763041365639, 'reg_lambda': 2.1185891676152795}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,053] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 65, 'learning_rate': 0.02222423731790797, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.977417674472084, 'colsample_bytree': 0.6233524351470188, 'gamma': 2.409364141123059, 'reg_alpha': 0.3131978247856878, 'reg_lambda': 2.1161658228790485}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,232] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.022497972907223534, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9794395712314888, 'colsample_bytree': 0.6238273807459407, 'gamma': 2.882360523613124, 'reg_alpha': 0.2548661795232894, 'reg_lambda': 2.1097280591154663}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,486] Trial 161 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 66, 'learning_rate': 0.02121414792223421, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9959905353382928, 'colsample_bytree': 0.7707662308549794, 'gamma': 3.209844649527493, 'reg_alpha': 0.20854432641842321, 'reg_lambda': 2.0521551273043435}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,671] Trial 162 finished with value: 0.744047619047619 and parameters: {'n_estimators': 70, 'learning_rate': 0.01863146610904832, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9705423138525926, 'colsample_bytree': 0.6113800070253846, 'gamma': 2.684384731073428, 'reg_alpha': 0.25734380050050754, 'reg_lambda': 1.915880558108209}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:10,904] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.025004997494733748, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.987113707426009, 'colsample_bytree': 0.6411434423671432, 'gamma': 2.2790279075102604, 'reg_alpha': 0.3027576973337339, 'reg_lambda': 1.984462770081085}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,231] Trial 164 finished with value: 0.738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.02049758773519961, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9819274544526684, 'colsample_bytree': 0.6216797136492898, 'gamma': 2.57431676301877, 'reg_alpha': 0.2801383623485603, 'reg_lambda': 2.114566702830457}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,399] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 51, 'learning_rate': 0.02429338471930646, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9755328301715783, 'colsample_bytree': 0.6001386814702371, 'gamma': 3.047639731756849, 'reg_alpha': 0.20715016324790522, 'reg_lambda': 2.178173259672847}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,641] Trial 166 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 57, 'learning_rate': 0.022755782930961907, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9547135484226115, 'colsample_bytree': 0.6312208725271364, 'gamma': 2.6960989934064763, 'reg_alpha': 0.5106584370881435, 'reg_lambda': 2.2699832252525995}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:11,827] Trial 167 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 76, 'learning_rate': 0.027483323930952184, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.964978212511914, 'colsample_bytree': 0.6685504190787042, 'gamma': 3.514850502923521, 'reg_alpha': 0.18744536591194355, 'reg_lambda': 2.352859906960834}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,130] Trial 168 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 65, 'learning_rate': 0.030141913967041016, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9717771519799046, 'colsample_bytree': 0.991216646628471, 'gamma': 3.0265160207867106, 'reg_alpha': 0.317339541643601, 'reg_lambda': 2.142468522165287}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,422] Trial 169 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.026010748112847606, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.84616470370591, 'colsample_bytree': 0.7126239310692514, 'gamma': 0.22000227915013876, 'reg_alpha': 0.3448547806656718, 'reg_lambda': 2.0254415677610154}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,596] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 49, 'learning_rate': 0.023117416706902132, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9460828981916742, 'colsample_bytree': 0.6467369331373534, 'gamma': 0.8462270559885319, 'reg_alpha': 0.23830664290051992, 'reg_lambda': 2.3284178256439563}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,710] Trial 171 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 38, 'learning_rate': 0.03728863418986561, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8549198868707811, 'colsample_bytree': 0.6079620821937144, 'gamma': 0.6859787039681469, 'reg_alpha': 0.13064150070259856, 'reg_lambda': 1.1954731473260685}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:12,965] Trial 172 finished with value: 0.744047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.03721461365198315, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8365228124751402, 'colsample_bytree': 0.608821480972505, 'gamma': 2.795242301680922, 'reg_alpha': 0.13046666733056506, 'reg_lambda': 2.2516620786513815}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,106] Trial 173 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 31, 'learning_rate': 0.03292789411433675, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8552206109204786, 'colsample_bytree': 0.6181436053322454, 'gamma': 0.44045653615576247, 'reg_alpha': 0.3684366063622978, 'reg_lambda': 1.5339024193959212}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,239] Trial 174 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 24, 'learning_rate': 0.028887958278107476, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8229051358748966, 'colsample_bytree': 0.6080059265656694, 'gamma': 0.9079335400451248, 'reg_alpha': 0.10583291496516362, 'reg_lambda': 1.8020959568284003}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,553] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.025169981439769465, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8473767000528677, 'colsample_bytree': 0.6280772994793117, 'gamma': 0.5492635860593417, 'reg_alpha': 0.41399748748627085, 'reg_lambda': 1.4030218174596933}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,729] Trial 176 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.030484129928251693, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8587677673171826, 'colsample_bytree': 0.612862791323817, 'gamma': 1.0717619738112518, 'reg_alpha': 0.07411098290447873, 'reg_lambda': 2.2094408287892606}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:13,941] Trial 177 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 47, 'learning_rate': 0.037103383738310854, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9998573254084895, 'colsample_bytree': 0.6005645801651671, 'gamma': 0.7542583235960204, 'reg_alpha': 0.4550905001348781, 'reg_lambda': 2.4196768688829637}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,205] Trial 178 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 53, 'learning_rate': 0.026920810120403003, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8732271683989598, 'colsample_bytree': 0.6392973424305944, 'gamma': 0.38092476453080637, 'reg_alpha': 0.28530773595107595, 'reg_lambda': 1.1828386371573625}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,371] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.02747842941001879, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.990262983725642, 'colsample_bytree': 0.6396012482452512, 'gamma': 0.33246177667390897, 'reg_alpha': 0.28243806022923845, 'reg_lambda': 2.291253640562842}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,545] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.023969547722956022, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8130048938084086, 'colsample_bytree': 0.8335121434484992, 'gamma': 0.375532639781408, 'reg_alpha': 0.17678227326538595, 'reg_lambda': 0.9255692583968622}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:14,823] Trial 181 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 40, 'learning_rate': 0.03173445014006099, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8730158297884796, 'colsample_bytree': 0.6533646630737661, 'gamma': 0.5983165874090397, 'reg_alpha': 0.3149204136996544, 'reg_lambda': 1.2861037455254571}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,005] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.03209174299362206, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8766377735709783, 'colsample_bytree': 0.6350177839777689, 'gamma': 0.5771259810947471, 'reg_alpha': 0.3292142799494351, 'reg_lambda': 1.1636317634716056}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,162] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 39, 'learning_rate': 0.03184104593785454, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8721159598312274, 'colsample_bytree': 0.6549287336450611, 'gamma': 0.5686035345780963, 'reg_alpha': 0.33230617531028334, 'reg_lambda': 1.0456528394559743}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,439] Trial 184 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.03288624679378783, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8753946340483997, 'colsample_bytree': 0.64387612837637, 'gamma': 0.0971391221504409, 'reg_alpha': 0.2893820914606484, 'reg_lambda': 1.1834289437558752}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,600] Trial 185 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 33, 'learning_rate': 0.029951659862987087, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8623323615853763, 'colsample_bytree': 0.6349838466874431, 'gamma': 0.4596682037016383, 'reg_alpha': 0.27161457044297466, 'reg_lambda': 0.7517152070982563}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,820] Trial 186 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 33, 'learning_rate': 0.028465758588950837, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8798057147061012, 'colsample_bytree': 0.6343833858278947, 'gamma': 0.22358429695529908, 'reg_alpha': 0.3062490466343195, 'reg_lambda': 0.7321996070691941}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:15,970] Trial 187 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 28, 'learning_rate': 0.035353703048293585, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.862985640449621, 'colsample_bytree': 0.6253528657948089, 'gamma': 2.4494331287864304, 'reg_alpha': 0.2776829527882764, 'reg_lambda': 1.1378541388764576}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,186] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 48, 'learning_rate': 0.026099598327301757, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9534907893688139, 'colsample_bytree': 0.6468251984343591, 'gamma': 0.4477212306337691, 'reg_alpha': 0.338092907841147, 'reg_lambda': 0.8199797594282887}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,401] Trial 189 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.021923751808370005, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.869689380492747, 'colsample_bytree': 0.6528614742344864, 'gamma': 0.3398383454911922, 'reg_alpha': 0.3209647180376325, 'reg_lambda': 0.9535703271129472}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,593] Trial 190 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 68, 'learning_rate': 0.228913214245066, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8615182447149893, 'colsample_bytree': 0.6202191024613811, 'gamma': 0.47726876649510275, 'reg_alpha': 0.25509183038134925, 'reg_lambda': 1.2025780542776858}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:16,760] Trial 191 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 42, 'learning_rate': 0.03008051065897736, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8428637852358731, 'colsample_bytree': 0.6641324171244709, 'gamma': 0.6324709835873662, 'reg_alpha': 0.2939136263264265, 'reg_lambda': 0.518905579873367}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,037] Trial 192 finished with value: 0.761904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.03118996268211129, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8488433364360749, 'colsample_bytree': 0.8071764412921908, 'gamma': 0.5834736797980693, 'reg_alpha': 0.2729986246050838, 'reg_lambda': 2.064920852191868}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,193] Trial 193 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 34, 'learning_rate': 0.02731464275445128, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8536222705406524, 'colsample_bytree': 0.8049277366780536, 'gamma': 0.5139610530873262, 'reg_alpha': 0.27048901404379827, 'reg_lambda': 2.057845311638248}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,375] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 47, 'learning_rate': 0.0333858605963651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8703179675298188, 'colsample_bytree': 0.6333503562304408, 'gamma': 0.3982519096485864, 'reg_alpha': 0.22928062023636797, 'reg_lambda': 2.135298956325141}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,568] Trial 195 finished with value: 0.755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.034482988541687895, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8678975637885394, 'colsample_bytree': 0.6360327197526052, 'gamma': 2.021826673034786, 'reg_alpha': 0.2259684762070298, 'reg_lambda': 2.1299069930393513}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,737] Trial 196 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 47, 'learning_rate': 0.033418079745735914, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8671676840900101, 'colsample_bytree': 0.6381069473982077, 'gamma': 2.3635190092235088, 'reg_alpha': 0.23067781981615332, 'reg_lambda': 1.9496539661429817}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:17,981] Trial 197 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 50, 'learning_rate': 0.03154703060915925, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8345773260190728, 'colsample_bytree': 0.6331612084320756, 'gamma': 1.923792014004754, 'reg_alpha': 0.23512416255037422, 'reg_lambda': 2.160989443110248}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:18,199] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 52, 'learning_rate': 0.035912316991216865, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8595758559653696, 'colsample_bytree': 0.6542491736663296, 'gamma': 0.26540187579176433, 'reg_alpha': 0.20260092889341574, 'reg_lambda': 2.0424757006511873}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:18,356] Trial 199 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 42, 'learning_rate': 0.029620195333152, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8498722703302638, 'colsample_bytree': 0.6450174588778227, 'gamma': 0.6785105661043084, 'reg_alpha': 0.23313262677744898, 'reg_lambda': 2.0996485223046784}. Best is trial 143 with value: 0.7797619047619048.
[I 2025-11-03 20:17:18,362] A new study created in memory with name: no-name-04ee7bdc-22e6-49de-8ed2-3a60263b75a6
[I 2025-11-03 20:17:18,538] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.03539581086390858, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.6038450140288979, 'colsample_bytree': 0.9128554917412738, 'gamma': 4.079557469697635, 'reg_alpha': 0.3685559360288583, 'reg_lambda': 1.9626283822439754}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:17:18,794] Trial 1 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 128, 'learning_rate': 0.019208102224191812, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8804818454818776, 'colsample_bytree': 0.9051712879526385, 'gamma': 3.0207988011196467, 'reg_alpha': 0.044592115147834566, 'reg_lambda': 0.7362554438791822}. Best is trial 1 with value: 0.6964285714285715.
[I 2025-11-03 20:17:19,227] Trial 2 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 128, 'learning_rate': 0.06846779064212201, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.8033647155127998, 'colsample_bytree': 0.7732269096382176, 'gamma': 3.784834280162293, 'reg_alpha': 0.8738165853641175, 'reg_lambda': 2.654798823853949}. Best is trial 2 with value: 0.7142857142857143.
[I 2025-11-03 20:17:19,500] Trial 3 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.10313258565695624, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9855979718565329, 'colsample_bytree': 0.9463971996853737, 'gamma': 1.1573254446617125, 'reg_alpha': 0.6102186339067459, 'reg_lambda': 2.5861826854198133}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:19,686] Trial 4 finished with value: 0.675595238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.021075252990119735, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7996867463876354, 'colsample_bytree': 0.6646957406295984, 'gamma': 1.808212122602132, 'reg_alpha': 0.6168771675400834, 'reg_lambda': 2.934478779652016}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:19,935] Trial 5 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.017929947745860944, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8097227367644062, 'colsample_bytree': 0.9395819526863319, 'gamma': 2.890282844970776, 'reg_alpha': 0.10397658080515648, 'reg_lambda': 2.9757244411539894}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,202] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.02504577938069662, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6481800853453547, 'colsample_bytree': 0.852037941541421, 'gamma': 4.053270710044922, 'reg_alpha': 0.08685738007182853, 'reg_lambda': 2.5895983090477928}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,391] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 24, 'learning_rate': 0.19479408158674624, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.6097772923701129, 'colsample_bytree': 0.7024785303338665, 'gamma': 4.345538615054028, 'reg_alpha': 0.7907118390935961, 'reg_lambda': 0.8372714361662899}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,726] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.1540405335265585, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8583252731578399, 'colsample_bytree': 0.8055490596962641, 'gamma': 2.1726662754945707, 'reg_alpha': 0.44174187173365376, 'reg_lambda': 2.7148395966397}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:20,972] Trial 9 finished with value: 0.5833333333333334 and parameters: {'n_estimators': 216, 'learning_rate': 0.04429216051485468, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6188443395653808, 'colsample_bytree': 0.6727108890540512, 'gamma': 1.227233434312267, 'reg_alpha': 0.6665174136415676, 'reg_lambda': 2.0408309304534535}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:21,269] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.09975426999848508, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.9523287414534697, 'colsample_bytree': 0.9586445877664183, 'gamma': 0.39453416565780375, 'reg_alpha': 0.3680734653205436, 'reg_lambda': 1.4212195235864027}. Best is trial 3 with value: 0.7321428571428572.
[I 2025-11-03 20:17:21,644] Trial 11 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.09148321454369594, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9881788965242209, 'colsample_bytree': 0.9945292388097555, 'gamma': 0.06337752171352418, 'reg_alpha': 0.22136221774736953, 'reg_lambda': 2.293260538898306}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:21,980] Trial 12 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.09363347190790784, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9968710732416807, 'colsample_bytree': 0.9929006383591709, 'gamma': 0.22290700106131356, 'reg_alpha': 0.24855618457282408, 'reg_lambda': 2.2886568304522488}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:22,236] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.29723439713671856, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9430467973205543, 'colsample_bytree': 0.9974788299844188, 'gamma': 1.0789435685453654, 'reg_alpha': 0.5881462308019532, 'reg_lambda': 1.457448298173429}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:22,641] Trial 14 finished with value: 0.738095238095238 and parameters: {'n_estimators': 250, 'learning_rate': 0.2626441580576338, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9261081911871637, 'colsample_bytree': 0.9998705420944134, 'gamma': 0.013456681926302005, 'reg_alpha': 0.2776012653363423, 'reg_lambda': 1.399971663274356}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:22,881] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.2932361053320974, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9081358116865027, 'colsample_bytree': 0.8653283017160174, 'gamma': 0.8020931243024725, 'reg_alpha': 0.9809293069802716, 'reg_lambda': 1.4932644843108844}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:23,188] Trial 16 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.011755457702871636, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.718180820450834, 'colsample_bytree': 0.7536651148595892, 'gamma': 1.6997473892168662, 'reg_alpha': 0.5256697984541855, 'reg_lambda': 1.032803213029486}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:23,444] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 112, 'learning_rate': 0.15864558605549395, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9487882333804495, 'colsample_bytree': 0.8508499541934469, 'gamma': 0.7721629327475885, 'reg_alpha': 0.2213910203239308, 'reg_lambda': 1.7407750704828087}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:23,609] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.05572720320222748, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8507375480404735, 'colsample_bytree': 0.6230841417869311, 'gamma': 1.3869094390431251, 'reg_alpha': 0.7404889145368351, 'reg_lambda': 1.1596401633481879}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:24,004] Trial 19 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 223, 'learning_rate': 0.2046625833688368, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7465924426298565, 'colsample_bytree': 0.8968353010679859, 'gamma': 0.5407988314970527, 'reg_alpha': 0.4914586326864072, 'reg_lambda': 2.1703646998058943}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:24,342] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.13370840692317457, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9662668192285272, 'colsample_bytree': 0.9720268590568673, 'gamma': 2.3259298615772668, 'reg_alpha': 0.16454959718262774, 'reg_lambda': 0.5165054758432226}. Best is trial 11 with value: 0.7440476190476191.
[I 2025-11-03 20:17:24,707] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2778962497413702, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9220101645886265, 'colsample_bytree': 0.9931764160898833, 'gamma': 0.01794697162936463, 'reg_alpha': 0.3033933266369607, 'reg_lambda': 1.6553475757980438}. Best is trial 21 with value: 0.75.
[I 2025-11-03 20:17:24,990] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.22970839387135653, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.90822903068825, 'colsample_bytree': 0.996300151977412, 'gamma': 0.020524287451244128, 'reg_alpha': 0.3498696759754837, 'reg_lambda': 1.7702522880501577}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:25,387] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.22038539038469135, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.892953815064628, 'colsample_bytree': 0.9295155138706355, 'gamma': 0.26100273542851404, 'reg_alpha': 0.329278386980806, 'reg_lambda': 1.7559989737889028}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:25,717] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.0704503355230065, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.918232940085585, 'colsample_bytree': 0.8792009944987439, 'gamma': 0.0454773893904301, 'reg_alpha': 0.1491704158465814, 'reg_lambda': 1.7901607082530626}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:26,106] Trial 25 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.12399765176116079, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8444542128858736, 'colsample_bytree': 0.8828981034398596, 'gamma': 4.924064810632938, 'reg_alpha': 0.004980605381126435, 'reg_lambda': 1.744107634560453}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:26,408] Trial 26 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.06681590567491466, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9126761435540527, 'colsample_bytree': 0.8111645501646856, 'gamma': 0.6934684357375844, 'reg_alpha': 0.14954569219787775, 'reg_lambda': 1.8920519307965311}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:26,755] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.03257339782163879, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8807456336199833, 'colsample_bytree': 0.9548270569404651, 'gamma': 1.6780020365346369, 'reg_alpha': 0.4317325145426578, 'reg_lambda': 1.2159329221788304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,002] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.1874101523655495, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8359950151462986, 'colsample_bytree': 0.8253963638458756, 'gamma': 0.0029616956581463676, 'reg_alpha': 0.17813380927420858, 'reg_lambda': 1.615081638714649}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,239] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.03563799404708407, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7522549450906179, 'colsample_bytree': 0.9147568529034976, 'gamma': 0.9219461740770165, 'reg_alpha': 0.32168958625874877, 'reg_lambda': 1.9526272143335395}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,682] Trial 30 finished with value: 0.738095238095238 and parameters: {'n_estimators': 237, 'learning_rate': 0.2391990947030382, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9273619650418438, 'colsample_bytree': 0.7742371038688344, 'gamma': 0.4850708674355128, 'reg_alpha': 0.4078550897863264, 'reg_lambda': 2.165826945817708}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:27,899] Trial 31 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.19463387359806195, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8219490219145523, 'colsample_bytree': 0.8275719162489896, 'gamma': 0.021987659464980394, 'reg_alpha': 0.1663259506859493, 'reg_lambda': 1.6232916143280516}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:28,246] Trial 32 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 147, 'learning_rate': 0.15838244039729374, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8744794040002077, 'colsample_bytree': 0.7347499961000639, 'gamma': 0.4283665229973003, 'reg_alpha': 0.2989770267813469, 'reg_lambda': 1.8631352774146444}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:28,472] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.17445518102641222, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8971179786469138, 'colsample_bytree': 0.887641109387981, 'gamma': 3.141384721931445, 'reg_alpha': 0.07988399870243695, 'reg_lambda': 1.6380645463863996}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:28,776] Trial 34 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 133, 'learning_rate': 0.1260274918234936, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8362618000014348, 'colsample_bytree': 0.9163220675141813, 'gamma': 0.33156756561750994, 'reg_alpha': 0.198428296647563, 'reg_lambda': 1.2880000919429304}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:29,093] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 188, 'learning_rate': 0.07774709163907566, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7816651806652581, 'colsample_bytree': 0.9696466776664441, 'gamma': 0.0074841353261421335, 'reg_alpha': 0.3567973412808578, 'reg_lambda': 1.5805586029342389}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:29,450] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.25392909628282506, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8691628057328252, 'colsample_bytree': 0.8373692052758723, 'gamma': 1.384889868720076, 'reg_alpha': 0.12400195562771311, 'reg_lambda': 1.0386809261042933}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:29,677] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 44, 'learning_rate': 0.22757866115995956, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9701157457858015, 'colsample_bytree': 0.8703806140428875, 'gamma': 0.6885871645980418, 'reg_alpha': 0.021638290595614618, 'reg_lambda': 2.1017442419963572}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,138] Trial 38 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 223, 'learning_rate': 0.11483645058422574, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9266839687737602, 'colsample_bytree': 0.7793270160450791, 'gamma': 3.5174133031904966, 'reg_alpha': 0.26875135459510424, 'reg_lambda': 2.341619340187813}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,341] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.17991302427715056, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.7783611132302495, 'colsample_bytree': 0.9340113646310044, 'gamma': 1.0057048252434315, 'reg_alpha': 0.5010379447006972, 'reg_lambda': 1.8456977023028374}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,640] Trial 40 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 165, 'learning_rate': 0.0761497773680788, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8228412582030623, 'colsample_bytree': 0.9741887034339244, 'gamma': 2.0163476348586613, 'reg_alpha': 0.07168242953026133, 'reg_lambda': 1.3281945555702945}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:30,908] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.05057318658204531, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9799508283376182, 'colsample_bytree': 0.9792660233064434, 'gamma': 0.17064787643517085, 'reg_alpha': 0.20479699773224438, 'reg_lambda': 2.4298642437717355}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:31,398] Trial 42 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.0840857051164731, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9953292147574474, 'colsample_bytree': 0.944638598776679, 'gamma': 0.5087502066028357, 'reg_alpha': 0.23916053874318233, 'reg_lambda': 2.024563830685088}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:31,674] Trial 43 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.1443334091566275, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9575978227425797, 'colsample_bytree': 0.9840009274791542, 'gamma': 0.20052763733168522, 'reg_alpha': 0.38976475947726963, 'reg_lambda': 2.7984495328031063}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:31,883] Trial 44 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 143, 'learning_rate': 0.15142595564527683, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9551329843632186, 'colsample_bytree': 0.7929794025642323, 'gamma': 0.2316643219687213, 'reg_alpha': 0.3970519329259769, 'reg_lambda': 2.7686404950403136}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:32,199] Trial 45 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.10803467062334525, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9376148728134396, 'colsample_bytree': 0.9255183886950942, 'gamma': 0.6440181567824953, 'reg_alpha': 0.4603051160406709, 'reg_lambda': 2.8229893874169845}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:32,467] Trial 46 finished with value: 0.7559523809523808 and parameters: {'n_estimators': 205, 'learning_rate': 0.10553177761807503, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8918384440255567, 'colsample_bytree': 0.9087439511967835, 'gamma': 0.6204671541877209, 'reg_alpha': 0.5370294471899272, 'reg_lambda': 2.5407700441687533}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:32,869] Trial 47 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 206, 'learning_rate': 0.061795413618417304, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9071780912064957, 'colsample_bytree': 0.9078826744986582, 'gamma': 2.653484446829287, 'reg_alpha': 0.5793545813379133, 'reg_lambda': 2.8780210951206993}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:33,121] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.11465034911508257, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.935570301408466, 'colsample_bytree': 0.9258956880105754, 'gamma': 1.3124945672618784, 'reg_alpha': 0.6965658209101692, 'reg_lambda': 2.5228768233027505}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:33,521] Trial 49 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.10511661567285298, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8857391006926958, 'colsample_bytree': 0.8965884554730894, 'gamma': 0.6901237020735671, 'reg_alpha': 0.46674028193694983, 'reg_lambda': 2.678164549136241}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:33,831] Trial 50 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 249, 'learning_rate': 0.04229391753617979, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9141461624344731, 'colsample_bytree': 0.9579878561583917, 'gamma': 1.1408795436706938, 'reg_alpha': 0.5337512369013425, 'reg_lambda': 2.979022623813524}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:34,205] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 187, 'learning_rate': 0.281015936184868, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8595754306419164, 'colsample_bytree': 0.8635086085589947, 'gamma': 0.4226778834331119, 'reg_alpha': 0.6352965520378513, 'reg_lambda': 1.5318965951619596}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:34,486] Trial 52 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 211, 'learning_rate': 0.09082732903581414, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9016606737530197, 'colsample_bytree': 0.8463106257490839, 'gamma': 0.5848164023044606, 'reg_alpha': 0.3507651300083574, 'reg_lambda': 1.686575369360869}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:34,903] Trial 53 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 193, 'learning_rate': 0.20670881622328252, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9373951782637157, 'colsample_bytree': 0.8732338797402085, 'gamma': 0.8590500828568055, 'reg_alpha': 0.29981749151946485, 'reg_lambda': 2.501310020421349}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:35,200] Trial 54 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.25904344200658264, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.86255992328293, 'colsample_bytree': 0.8297024285767874, 'gamma': 0.3079320388887615, 'reg_alpha': 0.46359494390006284, 'reg_lambda': 2.8607967885785603}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:35,712] Trial 55 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.17926949295500394, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9177973216005016, 'colsample_bytree': 0.9577844243846886, 'gamma': 0.1483201800568903, 'reg_alpha': 0.5362476243700617, 'reg_lambda': 2.5970840828443746}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:36,067] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.10554377685357111, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9200461827797191, 'colsample_bytree': 0.9460603111246048, 'gamma': 0.21463820954715146, 'reg_alpha': 0.5680056858653514, 'reg_lambda': 2.578941684510761}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:36,430] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.13755508218079057, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9457980898259677, 'colsample_bytree': 0.9623806017841742, 'gamma': 0.93055690483862, 'reg_alpha': 0.5420581332024454, 'reg_lambda': 2.3492481842474646}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:36,686] Trial 58 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 182, 'learning_rate': 0.16906178575542505, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.680576788293749, 'colsample_bytree': 0.9861071258187516, 'gamma': 0.5365377401494491, 'reg_alpha': 0.8302676282933509, 'reg_lambda': 2.6415823230034103}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,103] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.010019300187234112, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9682445678713659, 'colsample_bytree': 0.9320544995855115, 'gamma': 0.7067670147651209, 'reg_alpha': 0.6339253532068896, 'reg_lambda': 2.251305259589711}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,360] Trial 60 finished with value: 0.693452380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.07101366697571493, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8889731016702671, 'colsample_bytree': 0.998797622267645, 'gamma': 0.18280723933614995, 'reg_alpha': 0.44715805245220175, 'reg_lambda': 2.448392408877446}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,703] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.1934539180144658, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8982107207749861, 'colsample_bytree': 0.918838886861471, 'gamma': 0.01249768948573507, 'reg_alpha': 0.11421374406877402, 'reg_lambda': 1.403558392136877}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:37,969] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.2310359982013701, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8797183468677645, 'colsample_bytree': 0.8978921858851108, 'gamma': 0.41460046284676805, 'reg_alpha': 0.49594155067665613, 'reg_lambda': 1.7753043495729584}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:38,260] Trial 63 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.2878367543601891, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9306409121968046, 'colsample_bytree': 0.9529576586344609, 'gamma': 0.14525837858927124, 'reg_alpha': 0.42524453009761976, 'reg_lambda': 2.0180819654068207}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:38,582] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.29717456177517976, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9314909928136693, 'colsample_bytree': 0.9539927624701013, 'gamma': 1.5847111483945657, 'reg_alpha': 0.43049056330616153, 'reg_lambda': 1.8154261257837785}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:38,932] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.2646061038290571, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9163864673772272, 'colsample_bytree': 0.9441567120372105, 'gamma': 0.33798879095642076, 'reg_alpha': 0.3780707430962514, 'reg_lambda': 1.9557377326332817}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:39,222] Trial 66 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.05969857028104857, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9444690425340903, 'colsample_bytree': 0.9684274377141053, 'gamma': 0.6067916825542803, 'reg_alpha': 0.6038887618632727, 'reg_lambda': 2.7487046371543515}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:39,545] Trial 67 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 210, 'learning_rate': 0.21265719568505864, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9786540468596967, 'colsample_bytree': 0.9879327197925956, 'gamma': 0.16320004253313725, 'reg_alpha': 0.41720940002376417, 'reg_lambda': 2.061288586316575}. Best is trial 22 with value: 0.7559523809523809.
[I 2025-11-03 20:17:39,851] Trial 68 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 239, 'learning_rate': 0.23627219744004205, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9076340955661879, 'colsample_bytree': 0.9594809032709019, 'gamma': 0.8063056758506765, 'reg_alpha': 0.6812220383012663, 'reg_lambda': 2.219911292443472}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:40,124] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.23953327175037697, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.956484754865261, 'colsample_bytree': 0.9777217009562424, 'gamma': 1.095725269070404, 'reg_alpha': 0.9031952322170768, 'reg_lambda': 2.2197699764969867}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:40,457] Trial 70 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.27453275977227, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9024003106709724, 'colsample_bytree': 0.9583545786541721, 'gamma': 0.8267538990579191, 'reg_alpha': 0.7555406280444864, 'reg_lambda': 2.131789270330252}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:40,758] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 247, 'learning_rate': 0.2721317844926805, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9071833738898282, 'colsample_bytree': 0.9564201788680635, 'gamma': 0.7620321267881799, 'reg_alpha': 0.7460473362436878, 'reg_lambda': 2.145351659197357}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:41,136] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.21726727686222375, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8933267352675468, 'colsample_bytree': 0.9375392977872173, 'gamma': 1.241415557630697, 'reg_alpha': 0.6996176815868965, 'reg_lambda': 1.9303171436062954}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:41,407] Trial 73 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.29937682904626717, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9297221963706019, 'colsample_bytree': 0.9997766235953763, 'gamma': 0.9078497054982698, 'reg_alpha': 0.7547640417521053, 'reg_lambda': 2.337338818385566}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:41,889] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.24431601859524096, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8729102334984615, 'colsample_bytree': 0.968450897218576, 'gamma': 0.40452596977385386, 'reg_alpha': 0.7986462069113105, 'reg_lambda': 2.607036563301497}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:42,189] Trial 75 finished with value: 0.625 and parameters: {'n_estimators': 249, 'learning_rate': 0.17845810269698703, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9192605568283796, 'colsample_bytree': 0.9245649466685877, 'gamma': 4.365954217165754, 'reg_alpha': 0.6561735012824775, 'reg_lambda': 2.4147418929095683}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:42,589] Trial 76 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.19915391001840238, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9418003084250272, 'colsample_bytree': 0.6212379737850052, 'gamma': 0.6116731737566216, 'reg_alpha': 0.3357207467252473, 'reg_lambda': 2.021855460155564}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:43,059] Trial 77 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.16146685642379602, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8477906468014644, 'colsample_bytree': 0.9525906601099657, 'gamma': 0.13574082264865797, 'reg_alpha': 0.5138456726693916, 'reg_lambda': 2.5409425434003423}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:43,466] Trial 78 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 216, 'learning_rate': 0.01765841601832484, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9069784906250268, 'colsample_bytree': 0.9863340431796568, 'gamma': 1.5047189900078197, 'reg_alpha': 0.5548356071928633, 'reg_lambda': 2.9128264278392493}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:43,730] Trial 79 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 242, 'learning_rate': 0.26962552824400665, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.887082899339388, 'colsample_bytree': 0.965859400747879, 'gamma': 1.9264733911701115, 'reg_alpha': 0.8557640644214674, 'reg_lambda': 2.2109963453399777}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:44,084] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 208, 'learning_rate': 0.2281618559031751, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9629725130414315, 'colsample_bytree': 0.7057544064007923, 'gamma': 0.3088205878575337, 'reg_alpha': 0.6878219765344507, 'reg_lambda': 1.6906935438203754}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:44,416] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.09262998348662735, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9212433587623883, 'colsample_bytree': 0.9040453316410273, 'gamma': 0.10500696050717381, 'reg_alpha': 0.46877197265117376, 'reg_lambda': 1.9049391859517648}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:44,705] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.12557592831711456, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9004520149767175, 'colsample_bytree': 0.9396786238097106, 'gamma': 0.501525852848276, 'reg_alpha': 0.3018549848287205, 'reg_lambda': 2.108525978149851}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:45,071] Trial 83 finished with value: 0.744047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.2509902925149974, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9319655109188192, 'colsample_bytree': 0.9121587409246956, 'gamma': 0.8014230518284245, 'reg_alpha': 0.2628110787213908, 'reg_lambda': 1.5458744698855795}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:45,332] Trial 84 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.08418815480531405, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9490927102789122, 'colsample_bytree': 0.8836170768734108, 'gamma': 1.0069219996947285, 'reg_alpha': 0.3725390201714178, 'reg_lambda': 2.006630452042393}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:45,768] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.04965900880100052, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8678292046165682, 'colsample_bytree': 0.9227084245938364, 'gamma': 0.005180789266498436, 'reg_alpha': 0.4777416254883431, 'reg_lambda': 1.8110196288902953}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:46,049] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.183420234690121, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9093352572422825, 'colsample_bytree': 0.9470197704594256, 'gamma': 0.2874165595225735, 'reg_alpha': 0.6031076235475858, 'reg_lambda': 1.4839889747722845}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:46,554] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 237, 'learning_rate': 0.19097775919982998, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9099642574149711, 'colsample_bytree': 0.9903241236289319, 'gamma': 0.2918988313628832, 'reg_alpha': 0.7237368148518957, 'reg_lambda': 1.463093891604982}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:46,845] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.1445513362482057, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.879167071584098, 'colsample_bytree': 0.9767720428110888, 'gamma': 0.31362793442254316, 'reg_alpha': 0.772818058643234, 'reg_lambda': 1.304809360333485}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:47,163] Trial 89 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.1905022558332219, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9115989466322955, 'colsample_bytree': 0.9500302533520176, 'gamma': 0.5940488237296044, 'reg_alpha': 0.5988042327163716, 'reg_lambda': 2.8273105727448566}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:47,478] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.16383502840018288, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8949456477993697, 'colsample_bytree': 0.9613300284922951, 'gamma': 0.49704562445023404, 'reg_alpha': 0.7081133243651728, 'reg_lambda': 2.71155907672245}. Best is trial 68 with value: 0.7678571428571428.
[I 2025-11-03 20:17:47,763] Trial 91 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.2083811474629372, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9228266476302167, 'colsample_bytree': 0.99009113348601, 'gamma': 0.25374894148739247, 'reg_alpha': 0.6475155085987101, 'reg_lambda': 1.460435024320715}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,047] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.20844599488400198, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9259690156884718, 'colsample_bytree': 0.9920279698629636, 'gamma': 0.2694155972161884, 'reg_alpha': 0.6598617268437336, 'reg_lambda': 1.4483275956564556}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,384] Trial 93 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 244, 'learning_rate': 0.2242828810969623, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9383887484556692, 'colsample_bytree': 0.9724117603785919, 'gamma': 0.39683981605312624, 'reg_alpha': 0.7232207168558311, 'reg_lambda': 1.1698766000806091}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,655] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.18236801652982673, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9125157253501046, 'colsample_bytree': 0.9806872769230655, 'gamma': 0.6423496441003418, 'reg_alpha': 0.6250916125276362, 'reg_lambda': 1.3361686689412833}. Best is trial 91 with value: 0.7678571428571429.
[I 2025-11-03 20:17:48,940] Trial 95 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 83, 'learning_rate': 0.2429227317021682, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9028629630465882, 'colsample_bytree': 0.9344794345582396, 'gamma': 0.12161645463993898, 'reg_alpha': 0.6797981820925071, 'reg_lambda': 1.5431489283537272}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,256] Trial 96 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 88, 'learning_rate': 0.24560954168682358, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9035090266858642, 'colsample_bytree': 0.9445751187373737, 'gamma': 0.11689169937421644, 'reg_alpha': 0.7269655263642195, 'reg_lambda': 1.5084105559572898}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,447] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.2458967188852071, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9021715490707843, 'colsample_bytree': 0.935071942042706, 'gamma': 0.10219491147533699, 'reg_alpha': 0.6759026471652415, 'reg_lambda': 1.5115254323929723}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,684] Trial 98 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 83, 'learning_rate': 0.2807129933313186, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8553523712648952, 'colsample_bytree': 0.9331840825386183, 'gamma': 0.12039487009642004, 'reg_alpha': 0.6799350337878474, 'reg_lambda': 1.7125443502802713}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:49,882] Trial 99 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.24913298961911165, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8601141786588016, 'colsample_bytree': 0.9326246737889771, 'gamma': 0.11439219813012229, 'reg_alpha': 0.6702060535184582, 'reg_lambda': 1.5629051532641567}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,161] Trial 100 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.2850886063194842, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8272732862418093, 'colsample_bytree': 0.9405578498370026, 'gamma': 0.11553921246009227, 'reg_alpha': 0.6784524142213455, 'reg_lambda': 1.684884708607235}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,349] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.23776751486521935, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8806551913480455, 'colsample_bytree': 0.9615406752433714, 'gamma': 0.11123856638619417, 'reg_alpha': 0.8082370994032034, 'reg_lambda': 1.3908493948838578}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,632] Trial 102 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 94, 'learning_rate': 0.2599322090368248, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8070609412983185, 'colsample_bytree': 0.9273281346066437, 'gamma': 0.22174166284100852, 'reg_alpha': 0.7665023056711667, 'reg_lambda': 1.724799724495401}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:50,859] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.28182698960810393, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9014412186701047, 'colsample_bytree': 0.9380383540780277, 'gamma': 0.437873380792558, 'reg_alpha': 0.644899141859718, 'reg_lambda': 1.6103049845758228}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,112] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 55, 'learning_rate': 0.20965330654654415, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9222141386614371, 'colsample_bytree': 0.9521906996202876, 'gamma': 0.101645052974644, 'reg_alpha': 0.7248192415800739, 'reg_lambda': 1.8773594654302466}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,333] Trial 105 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 75, 'learning_rate': 0.23026634764787632, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9392601010363365, 'colsample_bytree': 0.9177535974205706, 'gamma': 2.301028671973441, 'reg_alpha': 0.5717439952639075, 'reg_lambda': 1.59691305680819}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,538] Trial 106 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 87, 'learning_rate': 0.2997409736196162, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7895312971839028, 'colsample_bytree': 0.9607353187936876, 'gamma': 0.3719992903891947, 'reg_alpha': 0.7830993163982264, 'reg_lambda': 1.4997634787477248}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,722] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 74, 'learning_rate': 0.26936269392517137, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8841442985177749, 'colsample_bytree': 0.9737270021423551, 'gamma': 0.21037813621655105, 'reg_alpha': 0.7395504609555664, 'reg_lambda': 1.2359847732226172}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:51,993] Trial 108 finished with value: 0.5 and parameters: {'n_estimators': 103, 'learning_rate': 0.21913452619817866, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8545538749182445, 'colsample_bytree': 0.9457493801398501, 'gamma': 0.7553332960249934, 'reg_alpha': 0.7061652334060126, 'reg_lambda': 0.7388093917977033}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,187] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.24578703833132268, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8689969756474308, 'colsample_bytree': 0.8989109717235053, 'gamma': 0.005319614984897872, 'reg_alpha': 0.6130850565811605, 'reg_lambda': 1.374962492662893}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,373] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 69, 'learning_rate': 0.20286367029416558, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8992133138475751, 'colsample_bytree': 0.6092201064095824, 'gamma': 0.511806838748278, 'reg_alpha': 0.6515226277695833, 'reg_lambda': 1.734017030137581}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,597] Trial 111 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.26468153315894316, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9297813534472663, 'colsample_bytree': 0.9448445845342429, 'gamma': 0.2296967108546039, 'reg_alpha': 0.5849695327628723, 'reg_lambda': 1.5317653784331557}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:52,786] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 44, 'learning_rate': 0.17031167344723352, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9059550786599294, 'colsample_bytree': 0.9289456304283599, 'gamma': 0.35787829601775106, 'reg_alpha': 0.6203401702973381, 'reg_lambda': 1.5011661320088996}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,071] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.23698405913247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9503583729314204, 'colsample_bytree': 0.9355109722240129, 'gamma': 0.17335892143916737, 'reg_alpha': 0.6770639879336129, 'reg_lambda': 1.6328386493149507}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,394] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.22141685374236858, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8901591207495753, 'colsample_bytree': 0.9662866437170164, 'gamma': 0.28396526294636637, 'reg_alpha': 0.5167914180181176, 'reg_lambda': 1.4430438875038605}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,583] Trial 115 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.27784379370320655, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9165727550771768, 'colsample_bytree': 0.9524114003992744, 'gamma': 3.1912151277229377, 'reg_alpha': 0.636934716211371, 'reg_lambda': 1.3706550504988697}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:53,893] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.1798063275508401, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8401445827987802, 'colsample_bytree': 0.9801202543634324, 'gamma': 0.08219053495751188, 'reg_alpha': 0.5576816601527765, 'reg_lambda': 1.6765332140172173}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,091] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.15407467743063152, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.93581685389166, 'colsample_bytree': 0.9194793031929475, 'gamma': 0.43426855268844283, 'reg_alpha': 0.5985174488256304, 'reg_lambda': 1.5713080314287005}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,272] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.19886239493716462, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9230354766306539, 'colsample_bytree': 0.9568157127635211, 'gamma': 0.8231303644589321, 'reg_alpha': 0.818356042141936, 'reg_lambda': 1.9791950941320464}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,660] Trial 119 finished with value: 0.761904761904762 and parameters: {'n_estimators': 220, 'learning_rate': 0.25347344036599606, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9053660375803437, 'colsample_bytree': 0.9943022163283164, 'gamma': 0.5377341454809279, 'reg_alpha': 0.4472053788748806, 'reg_lambda': 2.073498830217401}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:54,943] Trial 120 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.25729035295209074, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9631190262859484, 'colsample_bytree': 0.9934843534265614, 'gamma': 0.6939208441585398, 'reg_alpha': 0.44207638647253883, 'reg_lambda': 2.083123749840514}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:55,233] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.2436437513777731, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9045246373387953, 'colsample_bytree': 0.9840251947532824, 'gamma': 0.5305999470553711, 'reg_alpha': 0.4080517774521424, 'reg_lambda': 1.4851983204291648}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:55,646] Trial 122 finished with value: 0.738095238095238 and parameters: {'n_estimators': 245, 'learning_rate': 0.24361874572348496, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.894270388019264, 'colsample_bytree': 0.984682555404473, 'gamma': 2.7157737999885803, 'reg_alpha': 0.3911909283964614, 'reg_lambda': 2.1244900482850086}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:55,903] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.28392527141890334, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9025298832540188, 'colsample_bytree': 0.971843501182468, 'gamma': 1.0040980701132656, 'reg_alpha': 0.35173888075330556, 'reg_lambda': 2.266152034947888}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:56,265] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.21878180583163898, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8773467695781206, 'colsample_bytree': 0.9948680869706977, 'gamma': 0.5272193593508552, 'reg_alpha': 0.44418298081395985, 'reg_lambda': 1.809618090674963}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:56,548] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.2584941226135083, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9145948674424643, 'colsample_bytree': 0.9832632500758745, 'gamma': 0.3799774673278382, 'reg_alpha': 0.42194852962447893, 'reg_lambda': 2.2010826273589936}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:56,841] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 100, 'learning_rate': 0.29888026369018367, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9279906122214432, 'colsample_bytree': 0.9642976862308872, 'gamma': 0.5630059464858889, 'reg_alpha': 0.40554418550357535, 'reg_lambda': 2.9447176549182825}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,057] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 108, 'learning_rate': 0.234940711934302, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8880858635429592, 'colsample_bytree': 0.9756828156992052, 'gamma': 0.16491925532754986, 'reg_alpha': 0.4793415178932813, 'reg_lambda': 1.8490867758255232}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,388] Trial 128 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 236, 'learning_rate': 0.2736128714898688, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9421586178242285, 'colsample_bytree': 0.9989214041141194, 'gamma': 0.01789594528012997, 'reg_alpha': 0.32981434893686695, 'reg_lambda': 2.061895402543831}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,764] Trial 129 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 246, 'learning_rate': 0.21220938477549878, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6598362419504176, 'colsample_bytree': 0.988835115842093, 'gamma': 0.8796945495456207, 'reg_alpha': 0.750537527833053, 'reg_lambda': 2.3060964824237793}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:57,978] Trial 130 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 81, 'learning_rate': 0.25767805791118864, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9207641018041783, 'colsample_bytree': 0.9687618942342316, 'gamma': 0.44149836044276863, 'reg_alpha': 0.7149176929597744, 'reg_lambda': 1.0720064455300435}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:58,212] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.19005656262396253, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9080129716716869, 'colsample_bytree': 0.946414015703659, 'gamma': 0.31913101839333324, 'reg_alpha': 0.6888610330637764, 'reg_lambda': 1.4835895546413582}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:58,627] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.2315907200419122, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8981477965167607, 'colsample_bytree': 0.9525258575604381, 'gamma': 0.2543509127183001, 'reg_alpha': 0.4998454922903916, 'reg_lambda': 1.4118875696455737}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:58,935] Trial 133 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 214, 'learning_rate': 0.2021810453839614, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7585901743505179, 'colsample_bytree': 0.9354624924030839, 'gamma': 0.15664465015174917, 'reg_alpha': 0.6559590799845717, 'reg_lambda': 1.5190236168320679}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:59,276] Trial 134 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 203, 'learning_rate': 0.2490620428314179, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.911242687355095, 'colsample_bytree': 0.7412116507189517, 'gamma': 4.955601214558765, 'reg_alpha': 0.4599746018381928, 'reg_lambda': 1.6327979990147146}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:59,433] Trial 135 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 27, 'learning_rate': 0.2187812779893341, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9166772642455998, 'colsample_bytree': 0.9614252383435384, 'gamma': 0.06716832819356838, 'reg_alpha': 0.373645937682451, 'reg_lambda': 1.282668175116058}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:17:59,821] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.28128429557585816, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9052458406978998, 'colsample_bytree': 0.9284097754243331, 'gamma': 0.6129817941931079, 'reg_alpha': 0.6750848495199165, 'reg_lambda': 1.4753423632409428}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:00,135] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.02913203406737171, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9283430665467686, 'colsample_bytree': 0.9087570695703225, 'gamma': 0.2637034772320658, 'reg_alpha': 0.5325747147675235, 'reg_lambda': 2.1671242608433468}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:00,475] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.17363825994787105, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8909708031380126, 'colsample_bytree': 0.9435974856264587, 'gamma': 0.6898227948800679, 'reg_alpha': 0.7384481148481531, 'reg_lambda': 1.5700850211538697}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:00,765] Trial 139 finished with value: 0.738095238095238 and parameters: {'n_estimators': 240, 'learning_rate': 0.24535487385149465, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9339896790633165, 'colsample_bytree': 0.980778153203441, 'gamma': 0.48643718579656564, 'reg_alpha': 0.41143206527457926, 'reg_lambda': 2.4005440460540526}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:01,104] Trial 140 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.20605226030518736, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8839819871843988, 'colsample_bytree': 0.9575625218618445, 'gamma': 0.0031022184186170476, 'reg_alpha': 0.69640901208765, 'reg_lambda': 1.950757640107692}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:01,538] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.18771774043143843, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9090868268032659, 'colsample_bytree': 0.9912416259201562, 'gamma': 0.3211661962336504, 'reg_alpha': 0.7232381643477722, 'reg_lambda': 1.4482140677977737}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:01,857] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.22717730940400907, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8991730239658335, 'colsample_bytree': 0.9875361899063717, 'gamma': 0.25382318961065997, 'reg_alpha': 0.7588477485492751, 'reg_lambda': 1.3281783986942046}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:02,260] Trial 143 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 225, 'learning_rate': 0.19361524490646376, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9159816456743372, 'colsample_bytree': 0.9762771541693201, 'gamma': 0.1416753014754079, 'reg_alpha': 0.7857722181343326, 'reg_lambda': 1.4580403642771196}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:02,542] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.1428576022956235, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8731224204270698, 'colsample_bytree': 0.9998357521084641, 'gamma': 0.36377948515449493, 'reg_alpha': 0.6688716191798515, 'reg_lambda': 1.5287634393754783}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:02,910] Trial 145 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 243, 'learning_rate': 0.26991723302594567, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9252635741061673, 'colsample_bytree': 0.9675516689291629, 'gamma': 0.22219261384165806, 'reg_alpha': 0.6256331334786717, 'reg_lambda': 1.6469761449700224}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:03,175] Trial 146 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.16629417818032183, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9502646082580213, 'colsample_bytree': 0.9493646008957324, 'gamma': 0.46661071197445814, 'reg_alpha': 0.7240095091283728, 'reg_lambda': 1.7286200461198278}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:03,571] Trial 147 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.11618314048908747, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6061986809908136, 'colsample_bytree': 0.9380103777919622, 'gamma': 0.08524828814003794, 'reg_alpha': 0.6940669859566487, 'reg_lambda': 1.4181488112532303}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:03,773] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.23642781353883746, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9050583317065473, 'colsample_bytree': 0.654923871228631, 'gamma': 0.325301684528098, 'reg_alpha': 0.6498171058380441, 'reg_lambda': 1.2361693472557593}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:04,037] Trial 149 finished with value: 0.738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.2994933916019086, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9120404439982736, 'colsample_bytree': 0.922210337449831, 'gamma': 0.5848310755512367, 'reg_alpha': 0.4220622500824811, 'reg_lambda': 1.355878773190875}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:04,355] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 77, 'learning_rate': 0.21275405044290566, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8938318075605299, 'colsample_bytree': 0.974355918756317, 'gamma': 4.668228864349749, 'reg_alpha': 0.3922092800972148, 'reg_lambda': 1.587335649951297}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:04,678] Trial 151 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 220, 'learning_rate': 0.2296744555040807, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8990672155431643, 'colsample_bytree': 0.9527035784335115, 'gamma': 3.772412784374829, 'reg_alpha': 0.4844005398704354, 'reg_lambda': 1.392386502555906}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,033] Trial 152 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 207, 'learning_rate': 0.25201214591276944, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.922053735326721, 'colsample_bytree': 0.9578648238062041, 'gamma': 0.20502313937200178, 'reg_alpha': 0.5487789099108217, 'reg_lambda': 1.4085840544879962}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,306] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.18249965223636122, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8981347160825389, 'colsample_bytree': 0.9470912368279331, 'gamma': 0.24051421296241177, 'reg_alpha': 0.5170360471731819, 'reg_lambda': 1.480778045317943}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,739] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 237, 'learning_rate': 0.26433117326261174, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9370165951198883, 'colsample_bytree': 0.9871562430094257, 'gamma': 0.09928127805261941, 'reg_alpha': 0.45446477850942935, 'reg_lambda': 1.565546385625285}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:05,930] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.23758256244922835, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8859565674814549, 'colsample_bytree': 0.814168005536103, 'gamma': 0.4131183712111795, 'reg_alpha': 0.5014727350521165, 'reg_lambda': 2.0098496554264824}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:06,281] Trial 156 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.2019243708782142, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7125318503859722, 'colsample_bytree': 0.931562050728018, 'gamma': 0.2779153176294432, 'reg_alpha': 0.49218457828921625, 'reg_lambda': 2.6563888665616386}. Best is trial 95 with value: 0.7738095238095238.
[I 2025-11-03 20:18:06,550] Trial 157 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 224, 'learning_rate': 0.2813015536445699, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9076565203135034, 'colsample_bytree': 0.9655254761395143, 'gamma': 0.7325230520601741, 'reg_alpha': 0.5775840514967233, 'reg_lambda': 1.909656559924893}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:07,114] Trial 158 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 246, 'learning_rate': 0.28147152999324165, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9111151874389614, 'colsample_bytree': 0.9670526796271466, 'gamma': 1.022353677016943, 'reg_alpha': 0.6019166530638453, 'reg_lambda': 1.7789352185788874}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:07,436] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.2823554439789805, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9199900607169457, 'colsample_bytree': 0.9664029199937152, 'gamma': 1.1781471528415715, 'reg_alpha': 0.5917772117913739, 'reg_lambda': 1.7741014800710442}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:07,763] Trial 160 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.2720332995992506, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.9320448585859852, 'colsample_bytree': 0.9801843590292103, 'gamma': 1.074964183215336, 'reg_alpha': 0.5798567492966821, 'reg_lambda': 1.8476426576246026}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:08,044] Trial 161 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.29993019193087206, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9080890362422095, 'colsample_bytree': 0.9715182424303109, 'gamma': 0.7509811662924192, 'reg_alpha': 0.6102482745771565, 'reg_lambda': 1.899380867815904}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:08,460] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 245, 'learning_rate': 0.2986347721559023, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9055776699833504, 'colsample_bytree': 0.9621409842452943, 'gamma': 0.7921242159938929, 'reg_alpha': 0.6044145162735052, 'reg_lambda': 1.9176187050072162}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:08,769] Trial 163 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.29807477282181116, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9025569450676119, 'colsample_bytree': 0.9699979984696877, 'gamma': 0.9458447532924071, 'reg_alpha': 0.6212790538098477, 'reg_lambda': 1.9446397068157193}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:09,143] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.2973457265350815, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9116025403682495, 'colsample_bytree': 0.9710067291293527, 'gamma': 0.9300172340124976, 'reg_alpha': 0.6208247854275034, 'reg_lambda': 1.9080125378221577}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:09,438] Trial 165 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.29991664393534845, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9151583775692907, 'colsample_bytree': 0.9694619652380602, 'gamma': 0.9251442957823933, 'reg_alpha': 0.6145078309025361, 'reg_lambda': 1.9160259179315275}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:09,848] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.29284455845927426, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9044373383119566, 'colsample_bytree': 0.9704631126478164, 'gamma': 0.9598155532267, 'reg_alpha': 0.6330031135067282, 'reg_lambda': 1.8957389970909344}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:10,158] Trial 167 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 240, 'learning_rate': 0.2991840598200018, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.888190434402709, 'colsample_bytree': 0.9810588022856737, 'gamma': 1.2678869467132572, 'reg_alpha': 0.6181519430589411, 'reg_lambda': 1.9505449665751824}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:10,523] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.25784878489570956, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9116524002725772, 'colsample_bytree': 0.9725408277012472, 'gamma': 0.8159910479869144, 'reg_alpha': 0.6103242972279785, 'reg_lambda': 1.8746178552735293}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:10,796] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 245, 'learning_rate': 0.2799719231246857, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8798253471043391, 'colsample_bytree': 0.9628646225063731, 'gamma': 1.1000122967461492, 'reg_alpha': 0.5727648058685183, 'reg_lambda': 1.7858586626959632}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:11,060] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.264864485448231, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9172342740568173, 'colsample_bytree': 0.9848050328615973, 'gamma': 0.8999158307892927, 'reg_alpha': 0.6404626936072839, 'reg_lambda': 1.9211629151693743}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:11,475] Trial 171 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 233, 'learning_rate': 0.2984078437990677, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8953524096795367, 'colsample_bytree': 0.993296126310829, 'gamma': 0.7318119245472459, 'reg_alpha': 0.5616724410466074, 'reg_lambda': 1.8286138447132918}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:11,760] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 245, 'learning_rate': 0.2551925513717555, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9242226255853, 'colsample_bytree': 0.9656013040988463, 'gamma': 0.9939380013171317, 'reg_alpha': 0.592547664409642, 'reg_lambda': 1.9064543618205152}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:12,134] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.27774445803218495, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9053351006937599, 'colsample_bytree': 0.9719433866986738, 'gamma': 0.7906708033202003, 'reg_alpha': 0.653393243559179, 'reg_lambda': 1.9752406051244893}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:12,433] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.25275319502594124, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9076002763513643, 'colsample_bytree': 0.9798499566469779, 'gamma': 1.376537543213916, 'reg_alpha': 0.6171308180102333, 'reg_lambda': 2.0557316091043867}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:12,876] Trial 175 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 250, 'learning_rate': 0.24392134271995536, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9192957824779917, 'colsample_bytree': 0.9593341800356336, 'gamma': 0.8951543931670684, 'reg_alpha': 0.6660785566914219, 'reg_lambda': 1.749665833495365}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:13,198] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 236, 'learning_rate': 0.27939600548952603, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8958527619598954, 'colsample_bytree': 0.9398221069101199, 'gamma': 0.669868025124182, 'reg_alpha': 0.6029140831613963, 'reg_lambda': 1.8646835929421988}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:13,649] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.2644814685595411, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8160920619794549, 'colsample_bytree': 0.9928534479129519, 'gamma': 0.7400227193574722, 'reg_alpha': 0.6351283734542164, 'reg_lambda': 1.709687249196651}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:13,890] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 231, 'learning_rate': 0.2968540936086842, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9142791577899071, 'colsample_bytree': 0.9768332306300391, 'gamma': 0.9643653392407411, 'reg_alpha': 0.5760711845595745, 'reg_lambda': 1.976037105781788}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:14,215] Trial 179 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.24049239483913137, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9438694252182042, 'colsample_bytree': 0.9627684810906089, 'gamma': 1.1565354465211375, 'reg_alpha': 0.5301828929862057, 'reg_lambda': 1.7814071279884582}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:14,526] Trial 180 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 237, 'learning_rate': 0.2249467501223142, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9294764303425412, 'colsample_bytree': 0.9545835647900087, 'gamma': 1.0526068092257492, 'reg_alpha': 0.6856582346352905, 'reg_lambda': 1.9066321313897134}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:14,788] Trial 181 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.22377009158025582, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9249118851493772, 'colsample_bytree': 0.9553874387228533, 'gamma': 1.0732663146524937, 'reg_alpha': 0.688403842400108, 'reg_lambda': 1.9227673859454755}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:15,092] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 241, 'learning_rate': 0.2754335869745048, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.904008585882054, 'colsample_bytree': 0.9996089372742127, 'gamma': 0.8454687436261492, 'reg_alpha': 0.6674409920131056, 'reg_lambda': 2.019234932579703}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:15,387] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 241, 'learning_rate': 0.2762703065713678, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9031388835290212, 'colsample_bytree': 0.9980465038366015, 'gamma': 0.8211486628792642, 'reg_alpha': 0.6734922078383474, 'reg_lambda': 2.0221255069235253}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:15,888] Trial 184 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.015980894826001884, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9024999448675572, 'colsample_bytree': 0.9960218038905813, 'gamma': 0.824416858022914, 'reg_alpha': 0.673912333884222, 'reg_lambda': 2.016918028494713}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:16,187] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.26889892692392653, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8949424876040017, 'colsample_bytree': 0.9986355970909164, 'gamma': 0.8805515489763004, 'reg_alpha': 0.6563223248471689, 'reg_lambda': 2.098270057243841}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:16,624] Trial 186 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.29981057331559824, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8894251627931827, 'colsample_bytree': 0.9871354109000321, 'gamma': 0.987424922360698, 'reg_alpha': 0.711196013886575, 'reg_lambda': 1.9763086290464327}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:16,911] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.2782767133361326, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9121797398138616, 'colsample_bytree': 0.9860463262366569, 'gamma': 1.0387895891469816, 'reg_alpha': 0.682559539569544, 'reg_lambda': 2.0407791157088675}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:17,196] Trial 188 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2501227008705654, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9054495639634349, 'colsample_bytree': 0.9760166385472773, 'gamma': 0.7542203002101401, 'reg_alpha': 0.6374606511384121, 'reg_lambda': 1.8403006529459307}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:17,534] Trial 189 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 250, 'learning_rate': 0.2544419450150578, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9023987759878938, 'colsample_bytree': 0.9746585016018283, 'gamma': 0.7443338978474501, 'reg_alpha': 0.6401725860524718, 'reg_lambda': 1.826154032526709}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:17,828] Trial 190 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 250, 'learning_rate': 0.26332422296129304, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8836987868897667, 'colsample_bytree': 0.9720228524803257, 'gamma': 0.7586912918425546, 'reg_alpha': 0.6386865316327198, 'reg_lambda': 1.8458374081770421}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:18,186] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.24671841351046658, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.902578170525415, 'colsample_bytree': 0.9811429870422458, 'gamma': 0.9000021690284215, 'reg_alpha': 0.6229144202106179, 'reg_lambda': 1.912809007000911}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:18,494] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 242, 'learning_rate': 0.2789767113013115, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9104127369701179, 'colsample_bytree': 0.9999689262444524, 'gamma': 0.6920818111089867, 'reg_alpha': 0.6615111649410905, 'reg_lambda': 1.8195654380012574}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:18,897] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2834752368433887, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9117709700627322, 'colsample_bytree': 0.9894786331893863, 'gamma': 0.8117242380321994, 'reg_alpha': 0.6643124358043038, 'reg_lambda': 1.8175463672732226}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:19,177] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 240, 'learning_rate': 0.2598976339027549, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8919279916037697, 'colsample_bytree': 0.9679568545613312, 'gamma': 0.6690573945020536, 'reg_alpha': 0.6976799786717429, 'reg_lambda': 1.8721107319686419}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:19,587] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.2856904649044721, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9221791312843409, 'colsample_bytree': 0.998154701240631, 'gamma': 0.7337040953748682, 'reg_alpha': 0.6498885777006655, 'reg_lambda': 1.9284460919108217}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:19,863] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 237, 'learning_rate': 0.29893746399887866, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9138707611207915, 'colsample_bytree': 0.9768741539987655, 'gamma': 1.2146211238314404, 'reg_alpha': 0.6120079449883281, 'reg_lambda': 1.9982713892607507}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,133] Trial 197 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.2637465427858809, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8995191087762687, 'colsample_bytree': 0.9999352123029985, 'gamma': 0.9370221673531098, 'reg_alpha': 0.6367216438046389, 'reg_lambda': 1.805955009141002}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,504] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.2775341841292199, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.929452506647933, 'colsample_bytree': 0.9641841210760145, 'gamma': 0.8418672653536918, 'reg_alpha': 0.6759589946693746, 'reg_lambda': 1.8734905309266745}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,783] Trial 199 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 234, 'learning_rate': 0.24793848584265898, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9048055795998659, 'colsample_bytree': 0.9753480559736377, 'gamma': 0.6212143971663848, 'reg_alpha': 0.5940956000346461, 'reg_lambda': 1.9628211584816786}. Best is trial 157 with value: 0.7857142857142857.
[I 2025-11-03 20:18:20,788] A new study created in memory with name: no-name-178878c4-ff72-43fb-8bf7-d204c2260a08
[I 2025-11-03 20:18:21,206] Trial 0 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 248, 'learning_rate': 0.01898093252482451, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6155146688923515, 'colsample_bytree': 0.685538120702048, 'gamma': 0.8767191213633801, 'reg_alpha': 0.8690158729493083, 'reg_lambda': 2.301108838511265}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:21,409] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.06401460412037474, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7153986355742493, 'colsample_bytree': 0.7136425646612009, 'gamma': 3.7499106299969203, 'reg_alpha': 0.7452683637539065, 'reg_lambda': 2.12302574730998}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:21,691] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.04883015491128843, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.8927324372570735, 'colsample_bytree': 0.9137498008810749, 'gamma': 2.6751322472863377, 'reg_alpha': 0.821810624002359, 'reg_lambda': 1.384479848956972}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:21,995] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 182, 'learning_rate': 0.11554295944937905, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7768426103548288, 'colsample_bytree': 0.7708703165652934, 'gamma': 0.4005167156395223, 'reg_alpha': 0.5247828967755072, 'reg_lambda': 1.2637743941129034}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:22,307] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 108, 'learning_rate': 0.0295796648191225, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.855775814441659, 'colsample_bytree': 0.7221061738723751, 'gamma': 3.7337329913382336, 'reg_alpha': 0.8794844358505889, 'reg_lambda': 2.802064241434028}. Best is trial 0 with value: 0.7142857142857142.
[I 2025-11-03 20:18:22,545] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 121, 'learning_rate': 0.01670356148545955, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9067060302593688, 'colsample_bytree': 0.8405502644982922, 'gamma': 2.977299837833165, 'reg_alpha': 0.46420545458316564, 'reg_lambda': 1.1454985537101001}. Best is trial 5 with value: 0.7142857142857143.
[I 2025-11-03 20:18:22,734] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 86, 'learning_rate': 0.1600091574057119, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.888794972656898, 'colsample_bytree': 0.8109011079764331, 'gamma': 2.658763931061268, 'reg_alpha': 0.3694331411665537, 'reg_lambda': 0.8344543055076563}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,001] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.09010374799884582, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.911056572292928, 'colsample_bytree': 0.645990928239625, 'gamma': 3.6154097755706793, 'reg_alpha': 0.36023603192954723, 'reg_lambda': 1.661894690326812}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,284] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 161, 'learning_rate': 0.01934980453899329, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6539382655570684, 'colsample_bytree': 0.7380659272163564, 'gamma': 0.801609648393159, 'reg_alpha': 0.6586570060859335, 'reg_lambda': 0.837039916739704}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,605] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 98, 'learning_rate': 0.14604823108263984, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9600553319794713, 'colsample_bytree': 0.6607908960372443, 'gamma': 2.152238718342494, 'reg_alpha': 0.9265712457993573, 'reg_lambda': 1.3719821919387518}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,701] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.2964433910177665, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7911097353531763, 'colsample_bytree': 0.998979179609906, 'gamma': 4.622140442844487, 'reg_alpha': 0.09399846795048583, 'reg_lambda': 0.5361211926484746}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:23,944] Trial 11 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 78, 'learning_rate': 0.278297376825198, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9731900380632467, 'colsample_bytree': 0.8495782360459492, 'gamma': 2.1672337460917586, 'reg_alpha': 0.27621675166962295, 'reg_lambda': 0.8934259001358108}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,233] Trial 12 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 133, 'learning_rate': 0.01326327193790248, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8599687351509286, 'colsample_bytree': 0.8400201616362544, 'gamma': 2.86707453118158, 'reg_alpha': 0.3948000344063581, 'reg_lambda': 0.8973160105131812}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,434] Trial 13 finished with value: 0.6011904761904762 and parameters: {'n_estimators': 43, 'learning_rate': 0.010236123420666519, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9219157559143155, 'colsample_bytree': 0.9023406546868912, 'gamma': 1.3548936634994484, 'reg_alpha': 0.1603272837342344, 'reg_lambda': 0.5642915985500888}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,689] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.036938614873694695, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.8334685417045234, 'colsample_bytree': 0.8071156850203852, 'gamma': 3.1044253610176464, 'reg_alpha': 0.5614631713792937, 'reg_lambda': 1.0791909519683651}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:24,966] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.15428088705916104, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7462525365318783, 'colsample_bytree': 0.8975597788535256, 'gamma': 1.7152726936147253, 'reg_alpha': 0.22974120238748513, 'reg_lambda': 1.8010085119300596}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:25,223] Trial 16 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 71, 'learning_rate': 0.07502401264911113, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9417062701537504, 'colsample_bytree': 0.9576152749186535, 'gamma': 4.843536044257124, 'reg_alpha': 0.42914695295019384, 'reg_lambda': 1.6600621037903314}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:25,448] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 153, 'learning_rate': 0.18327518329637005, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9913312056805123, 'colsample_bytree': 0.6077264255637727, 'gamma': 4.2195626827052175, 'reg_alpha': 0.6009384794456, 'reg_lambda': 1.155010062966607}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:18:25,767] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.02395517855824889, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8831001998437834, 'colsample_bytree': 0.7910410248165137, 'gamma': 2.153892012774777, 'reg_alpha': 0.2999863696057544, 'reg_lambda': 0.725583326686132}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:25,956] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 88, 'learning_rate': 0.0315248931884935, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8287295578963567, 'colsample_bytree': 0.7801404122024197, 'gamma': 1.8577697470777033, 'reg_alpha': 0.28726661835975087, 'reg_lambda': 0.7102962516202171}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,191] Trial 20 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.045345464812823526, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8793647391437126, 'colsample_bytree': 0.766455869092361, 'gamma': 1.326746908704877, 'reg_alpha': 0.021518031450909136, 'reg_lambda': 2.5323792698706553}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,441] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 55, 'learning_rate': 0.04428552340444245, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8766384221434499, 'colsample_bytree': 0.758883096430734, 'gamma': 1.2921079922047554, 'reg_alpha': 0.04224993788272663, 'reg_lambda': 2.7552237655165595}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,610] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.030352888415349995, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8230293486705128, 'colsample_bytree': 0.8160043282357832, 'gamma': 2.079720142457032, 'reg_alpha': 0.007061356602616864, 'reg_lambda': 2.4538643152040276}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,704] Trial 23 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 28, 'learning_rate': 0.025195282890198338, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8239486898961117, 'colsample_bytree': 0.8555065798714914, 'gamma': 1.4095039321967626, 'reg_alpha': 0.02873597952794049, 'reg_lambda': 2.483970615232372}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:26,903] Trial 24 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.024576376207499553, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7603028982667814, 'colsample_bytree': 0.8058613138948917, 'gamma': 0.054763312526338925, 'reg_alpha': 0.15915217327424108, 'reg_lambda': 2.9936593370841775}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:27,055] Trial 25 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.041408354738219154, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7186358939979857, 'colsample_bytree': 0.7459686267800654, 'gamma': 2.1909732537390334, 'reg_alpha': 0.00996663564581135, 'reg_lambda': 2.0133454767192105}. Best is trial 18 with value: 0.7380952380952381.
[I 2025-11-03 20:18:27,298] Trial 26 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.05721356363463707, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8203928615353414, 'colsample_bytree': 0.8737453730324138, 'gamma': 0.9784938300097364, 'reg_alpha': 0.14901073117663807, 'reg_lambda': 2.572100949836784}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:27,530] Trial 27 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 107, 'learning_rate': 0.05291746613540034, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8577722061607823, 'colsample_bytree': 0.9267338751802326, 'gamma': 1.0426717440784488, 'reg_alpha': 0.19469079057690938, 'reg_lambda': 2.5778788865450117}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:27,765] Trial 28 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.08399896782290589, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9359595565332849, 'colsample_bytree': 0.8680485935220397, 'gamma': 0.51877015219488, 'reg_alpha': 0.0842146544765975, 'reg_lambda': 2.23132454327853}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,107] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.058666275675735194, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6244789619154683, 'colsample_bytree': 0.7014300112185411, 'gamma': 0.9038489463262978, 'reg_alpha': 0.11395916670283238, 'reg_lambda': 1.9727756102163845}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,417] Trial 30 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.0198007407803642, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7928507660989097, 'colsample_bytree': 0.7831450223855395, 'gamma': 1.638996312586934, 'reg_alpha': 0.291972420985001, 'reg_lambda': 2.316379031660893}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,590] Trial 31 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 44, 'learning_rate': 0.036297401604603284, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8103730030762213, 'colsample_bytree': 0.8719273235151224, 'gamma': 1.9584657610425675, 'reg_alpha': 0.12163104731228261, 'reg_lambda': 2.498809469081392}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,702] Trial 32 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.02495741100242375, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8561117388550175, 'colsample_bytree': 0.8167807166657985, 'gamma': 2.350907748926945, 'reg_alpha': 0.2260525572275578, 'reg_lambda': 2.678466893025223}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:28,897] Trial 33 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 55, 'learning_rate': 0.0650039958445115, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8373293344884195, 'colsample_bytree': 0.8288418504218277, 'gamma': 1.151434466470892, 'reg_alpha': 0.0004597909799991494, 'reg_lambda': 2.3319550978891415}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,081] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.07027134532623411, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8717708900577352, 'colsample_bytree': 0.7904900195325063, 'gamma': 0.5594477088370359, 'reg_alpha': 0.07196504565438461, 'reg_lambda': 2.9698659261387954}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,440] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 77, 'learning_rate': 0.101850004421173, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7699440873857004, 'colsample_bytree': 0.9373365800104853, 'gamma': 1.1439099672691924, 'reg_alpha': 0.14561093277886228, 'reg_lambda': 2.3319773073482484}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,662] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.05651629662592211, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8915406371716088, 'colsample_bytree': 0.8796055395281659, 'gamma': 0.03500209116307307, 'reg_alpha': 0.20880609712579834, 'reg_lambda': 2.1694645213757404}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:29,896] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 58, 'learning_rate': 0.049673494315759584, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8463824842311595, 'colsample_bytree': 0.8329460440058494, 'gamma': 1.5441384082088434, 'reg_alpha': 0.3012932146575634, 'reg_lambda': 2.839740181421564}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,128] Trial 38 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 116, 'learning_rate': 0.06779669282552496, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7329147559744535, 'colsample_bytree': 0.7367702395605129, 'gamma': 0.7278319746917278, 'reg_alpha': 0.06346791919143219, 'reg_lambda': 1.9402753258166971}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,434] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.10358091040826865, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9026129140831379, 'colsample_bytree': 0.768707252579599, 'gamma': 0.2692371805717545, 'reg_alpha': 0.0003259480525446279, 'reg_lambda': 2.398888067534656}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,668] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 175, 'learning_rate': 0.12078462530618277, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8067738503149046, 'colsample_bytree': 0.6875084453297617, 'gamma': 2.4993543260295095, 'reg_alpha': 0.1801296763504823, 'reg_lambda': 1.5195136278750936}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,884] Trial 41 finished with value: 0.699404761904762 and parameters: {'n_estimators': 31, 'learning_rate': 0.030727740841716224, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.833756421146254, 'colsample_bytree': 0.8238501943386978, 'gamma': 3.374271742179525, 'reg_alpha': 0.005280008117118022, 'reg_lambda': 2.6026323811084473}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:30,976] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.04083531336183482, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6764492636085879, 'colsample_bytree': 0.7937026395229453, 'gamma': 1.886851759344691, 'reg_alpha': 0.06995492314239245, 'reg_lambda': 2.1295856680404386}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,244] Trial 43 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 55, 'learning_rate': 0.016380646475718567, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7856519096809782, 'colsample_bytree': 0.7559960332100328, 'gamma': 1.2529139206711009, 'reg_alpha': 0.12303587426722301, 'reg_lambda': 2.4626586938190633}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,524] Trial 44 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 203, 'learning_rate': 0.03342781832027128, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8773480710520694, 'colsample_bytree': 0.8886388268984472, 'gamma': 0.9980935352600231, 'reg_alpha': 0.34262385320400635, 'reg_lambda': 2.8249624529117314}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,710] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 68, 'learning_rate': 0.021290660337042293, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8135871397073167, 'colsample_bytree': 0.7224048230347417, 'gamma': 2.7033243196588366, 'reg_alpha': 0.06676577055851896, 'reg_lambda': 2.659357525620642}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:31,899] Trial 46 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 34, 'learning_rate': 0.04608979411626548, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9201798136018808, 'colsample_bytree': 0.8491324075328246, 'gamma': 1.702228329820103, 'reg_alpha': 0.697468512628558, 'reg_lambda': 2.3729987680674673}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,146] Trial 47 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.02731390827386409, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.842919088310578, 'colsample_bytree': 0.8175794403332456, 'gamma': 0.7297426712644665, 'reg_alpha': 0.2550385217159654, 'reg_lambda': 2.225229574025356}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,405] Trial 48 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 98, 'learning_rate': 0.05903055177858604, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8911501292212377, 'colsample_bytree': 0.833559108114851, 'gamma': 2.1000254845894313, 'reg_alpha': 0.4688710967260376, 'reg_lambda': 2.0827231453155073}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,621] Trial 49 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 139, 'learning_rate': 0.015168033571033874, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8655611424107649, 'colsample_bytree': 0.7711434922970308, 'gamma': 1.480267652662584, 'reg_alpha': 0.12611967866276466, 'reg_lambda': 1.858518351687606}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:32,879] Trial 50 finished with value: 0.761904761904762 and parameters: {'n_estimators': 64, 'learning_rate': 0.08114062156511086, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9593160442117685, 'colsample_bytree': 0.8582760112389882, 'gamma': 2.384187802685945, 'reg_alpha': 0.032549832675795, 'reg_lambda': 2.550864468412332}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,053] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.07969184914844264, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9601400919794418, 'colsample_bytree': 0.8634299937995039, 'gamma': 2.320097895237775, 'reg_alpha': 0.043328676815404255, 'reg_lambda': 2.5634522717348274}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,282] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.07895229335136322, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9650009042327928, 'colsample_bytree': 0.8603562325114047, 'gamma': 2.5271560405000972, 'reg_alpha': 0.04311715609659543, 'reg_lambda': 2.7350179047512864}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,508] Trial 53 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.09270484986911477, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9978224978869653, 'colsample_bytree': 0.8995851154245205, 'gamma': 3.3830004377041565, 'reg_alpha': 0.8428008242176792, 'reg_lambda': 2.6075034066407015}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:33,725] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 84, 'learning_rate': 0.12926780110508151, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9476993120511743, 'colsample_bytree': 0.912035966679216, 'gamma': 2.9062526934004205, 'reg_alpha': 0.1035461709841804, 'reg_lambda': 2.8596435324160856}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,025] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.06446610557652924, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.983579929329266, 'colsample_bytree': 0.9576799017684483, 'gamma': 2.3769619742955506, 'reg_alpha': 0.1699664412638707, 'reg_lambda': 2.505927491534685}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,228] Trial 56 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 106, 'learning_rate': 0.06595793391526364, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9711916164164077, 'colsample_bytree': 0.9691021785725809, 'gamma': 3.0949174338686944, 'reg_alpha': 0.1735249999909634, 'reg_lambda': 1.2880656792043004}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,642] Trial 57 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.08964971031642731, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9865283163522343, 'colsample_bytree': 0.9589358929469812, 'gamma': 2.703865738394437, 'reg_alpha': 0.14991729408597482, 'reg_lambda': 1.026935709444832}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:34,875] Trial 58 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 142, 'learning_rate': 0.195327149176238, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9800178489101312, 'colsample_bytree': 0.9654235395837718, 'gamma': 4.0004485108316885, 'reg_alpha': 0.23778071188649708, 'reg_lambda': 1.5468222449210272}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:35,207] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.09335963952715012, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9529674647643823, 'colsample_bytree': 0.9967516915898684, 'gamma': 2.401875074383112, 'reg_alpha': 0.153121999241017, 'reg_lambda': 0.9736323834560192}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:35,508] Trial 60 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.07868569238668258, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9288650714774013, 'colsample_bytree': 0.9462665171174762, 'gamma': 2.686142935250416, 'reg_alpha': 0.04864912146612251, 'reg_lambda': 2.7150288690349482}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:35,738] Trial 61 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.06247039948537967, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9882525016367026, 'colsample_bytree': 0.9204837734167381, 'gamma': 2.7183769542930563, 'reg_alpha': 0.32598546845732224, 'reg_lambda': 1.0106329826940794}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,075] Trial 62 finished with value: 0.75 and parameters: {'n_estimators': 130, 'learning_rate': 0.07110260269727244, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9598150300548846, 'colsample_bytree': 0.8862725289410496, 'gamma': 2.242506163073051, 'reg_alpha': 0.0973622933625122, 'reg_lambda': 0.685146126263699}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,296] Trial 63 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 126, 'learning_rate': 0.1062958787531026, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9830954041077551, 'colsample_bytree': 0.8835132511760354, 'gamma': 2.3160174668792415, 'reg_alpha': 0.11016793600438649, 'reg_lambda': 0.6942906291289257}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,550] Trial 64 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 132, 'learning_rate': 0.0711558621344248, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9552179725515731, 'colsample_bytree': 0.9825474823847872, 'gamma': 3.0339570565755403, 'reg_alpha': 0.19276371635992895, 'reg_lambda': 0.6338685834218971}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:36,727] Trial 65 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.08635783553238799, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9994370104042725, 'colsample_bytree': 0.941514233245577, 'gamma': 2.839349383929982, 'reg_alpha': 0.08787298188363041, 'reg_lambda': 0.8071524704381856}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,163] Trial 66 finished with value: 0.738095238095238 and parameters: {'n_estimators': 167, 'learning_rate': 0.05205449957439403, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9092237778913158, 'colsample_bytree': 0.8674978183697369, 'gamma': 2.546339828666197, 'reg_alpha': 0.040040797928228435, 'reg_lambda': 2.247918096417683}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,318] Trial 67 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 64, 'learning_rate': 0.07636366411017137, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9380398360919239, 'colsample_bytree': 0.9097642157846865, 'gamma': 3.3104146584878893, 'reg_alpha': 0.1314446723614386, 'reg_lambda': 2.561596572054967}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,527] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.13140775011170205, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9664093960914654, 'colsample_bytree': 0.8474893218772297, 'gamma': 2.3318426706959072, 'reg_alpha': 0.2555678902578565, 'reg_lambda': 0.5680695807999688}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,761] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.062429757419141495, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9773875255858357, 'colsample_bytree': 0.9573924379841486, 'gamma': 1.9748974924886649, 'reg_alpha': 0.9678271980769704, 'reg_lambda': 2.413639565640623}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:37,919] Trial 70 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 49, 'learning_rate': 0.08452489273267107, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9219772182003845, 'colsample_bytree': 0.8846621412331298, 'gamma': 2.2039800917557093, 'reg_alpha': 0.09805527741670828, 'reg_lambda': 1.120816971132482}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:38,183] Trial 71 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 112, 'learning_rate': 0.011598591063269414, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9602885078862342, 'colsample_bytree': 0.9326168938982357, 'gamma': 1.7137076188705413, 'reg_alpha': 0.5307589733077613, 'reg_lambda': 0.8729000000687265}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:38,469] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 103, 'learning_rate': 0.09557255474907021, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9459158024714832, 'colsample_bytree': 0.8019178509398465, 'gamma': 2.239219445077598, 'reg_alpha': 0.4010040054959264, 'reg_lambda': 0.6214176209297155}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:38,711] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.055664466498310854, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9876319708396233, 'colsample_bytree': 0.8596380664271014, 'gamma': 2.0525616592878158, 'reg_alpha': 0.2100532091105274, 'reg_lambda': 0.7805876209258092}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,028] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.05239011688109348, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9882916390921956, 'colsample_bytree': 0.8416153194199673, 'gamma': 2.0308632420568427, 'reg_alpha': 0.14769830857670385, 'reg_lambda': 0.9766737557484433}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,314] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.055891709973386584, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9901970575867095, 'colsample_bytree': 0.8374176305652291, 'gamma': 1.8475041254176654, 'reg_alpha': 0.1441881435472291, 'reg_lambda': 0.8101320787955864}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,563] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 140, 'learning_rate': 0.04822707091998294, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9715125395320633, 'colsample_bytree': 0.8678575015795711, 'gamma': 1.1335147546212738, 'reg_alpha': 0.0352053939558335, 'reg_lambda': 0.9523099855086957}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:39,788] Trial 77 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 37, 'learning_rate': 0.04045355365357677, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.936592108075039, 'colsample_bytree': 0.8934112568594622, 'gamma': 1.5778218588833361, 'reg_alpha': 0.07071570794581886, 'reg_lambda': 1.2149591556259514}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,034] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.11387328148489355, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.959179817291997, 'colsample_bytree': 0.8586301974022089, 'gamma': 3.2098396382182566, 'reg_alpha': 0.22434118004003933, 'reg_lambda': 1.046318912126891}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,371] Trial 79 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 131, 'learning_rate': 0.07162828435379792, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9978546533170621, 'colsample_bytree': 0.8259440447058096, 'gamma': 1.9749113279069648, 'reg_alpha': 0.02082684778140014, 'reg_lambda': 0.7872400908340569}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,573] Trial 80 finished with value: 0.75 and parameters: {'n_estimators': 82, 'learning_rate': 0.03756816685753411, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.90033528865627, 'colsample_bytree': 0.8510854453042758, 'gamma': 1.7964377691950453, 'reg_alpha': 0.08998643873031917, 'reg_lambda': 1.2878785131287358}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:40,952] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.04786223628455913, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9726349370125879, 'colsample_bytree': 0.876822989228407, 'gamma': 1.0960478594266532, 'reg_alpha': 0.03941529212930739, 'reg_lambda': 0.9551906919855087}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:41,184] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.05561118548777992, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9668067720107378, 'colsample_bytree': 0.8654543510448086, 'gamma': 0.895418688870286, 'reg_alpha': 0.2027958190959209, 'reg_lambda': 0.7357753131093081}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:41,458] Trial 83 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.0430839081104075, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9773442519597486, 'colsample_bytree': 0.8447214172979439, 'gamma': 0.6286977692141775, 'reg_alpha': 0.0038276790732330694, 'reg_lambda': 0.9349548272336605}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:41,803] Trial 84 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 152, 'learning_rate': 0.05136796248049172, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6755298101393936, 'colsample_bytree': 0.843673158983404, 'gamma': 0.4170652452402873, 'reg_alpha': 0.7679526830744579, 'reg_lambda': 0.8640339307400345}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:42,070] Trial 85 finished with value: 0.755952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.043019490362082816, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.953306757820046, 'colsample_bytree': 0.8277985039953479, 'gamma': 2.57520678494185, 'reg_alpha': 0.004854258244637311, 'reg_lambda': 1.4147761760090283}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:42,732] Trial 86 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 61, 'learning_rate': 0.044182002229980644, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9285781079954645, 'colsample_bytree': 0.831984500278401, 'gamma': 0.6871883097281299, 'reg_alpha': 0.010301676072764394, 'reg_lambda': 1.3690279633580729}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,042] Trial 87 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 45, 'learning_rate': 0.0350834625944169, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9476231139427477, 'colsample_bytree': 0.8083754952603592, 'gamma': 0.295933402394727, 'reg_alpha': 0.060237130619221854, 'reg_lambda': 1.1619660952079758}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,391] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.05975933542205141, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9865265959451971, 'colsample_bytree': 0.8569529011809881, 'gamma': 2.4875152516406387, 'reg_alpha': 0.006430814049768714, 'reg_lambda': 2.6294535870352806}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,581] Trial 89 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 72, 'learning_rate': 0.04322382585337183, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7580702270211903, 'colsample_bytree': 0.8262567683570565, 'gamma': 2.8698142175889845, 'reg_alpha': 0.14092994801364675, 'reg_lambda': 1.5388119202786559}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:43,833] Trial 90 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.0817871687973602, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9827129752652471, 'colsample_bytree': 0.8419537788317473, 'gamma': 0.6050267507565782, 'reg_alpha': 0.023823212751340105, 'reg_lambda': 1.0684809569378408}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:44,174] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.0793192866325286, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9756019635861805, 'colsample_bytree': 0.840593567058967, 'gamma': 0.6292841845496975, 'reg_alpha': 0.028755565168040696, 'reg_lambda': 1.0747350450352169}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:44,434] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 160, 'learning_rate': 0.03940767582843014, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.991648948204481, 'colsample_bytree': 0.8108182911773231, 'gamma': 0.8595665655440563, 'reg_alpha': 0.059361878178184446, 'reg_lambda': 1.244196718217635}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:44,808] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.06680274784541476, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9777233509746618, 'colsample_bytree': 0.8217368211036209, 'gamma': 2.604759704372842, 'reg_alpha': 0.0002178649470317151, 'reg_lambda': 1.6482778534892462}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,070] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 178, 'learning_rate': 0.08239907184994358, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9499832645945419, 'colsample_bytree': 0.8743015296318316, 'gamma': 0.3144031956995406, 'reg_alpha': 0.07262845780773124, 'reg_lambda': 0.9187870788443613}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,344] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.05486195538948998, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9907970717635888, 'colsample_bytree': 0.8506687057049234, 'gamma': 0.45291866339121223, 'reg_alpha': 0.029210795186289537, 'reg_lambda': 2.9160578681208085}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,512] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.09670697827730869, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8443688616964746, 'colsample_bytree': 0.7981768664147616, 'gamma': 0.980101238397473, 'reg_alpha': 0.05430947480772058, 'reg_lambda': 1.4210200426326682}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:45,822] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.0884228565135542, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7963104097995548, 'colsample_bytree': 0.9041775875615357, 'gamma': 1.4074074753508174, 'reg_alpha': 0.6116573207106379, 'reg_lambda': 1.0250885772499962}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,065] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 167, 'learning_rate': 0.07497876152428637, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9664285410037601, 'colsample_bytree': 0.7809280779723351, 'gamma': 2.072948545479758, 'reg_alpha': 0.10947237891263857, 'reg_lambda': 2.77060780733775}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,343] Trial 99 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 93, 'learning_rate': 0.05966327496154832, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9186637690537077, 'colsample_bytree': 0.832389927168224, 'gamma': 1.2116491768095428, 'reg_alpha': 0.1632451059247324, 'reg_lambda': 1.1835683409754758}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,545] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.06313475690441564, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9299511109976647, 'colsample_bytree': 0.8348240475964578, 'gamma': 1.2298952904184757, 'reg_alpha': 0.16922585658082512, 'reg_lambda': 1.1787733283425235}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:46,826] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.050649278224887496, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.917141892391916, 'colsample_bytree': 0.8605250469535606, 'gamma': 0.5612803736966858, 'reg_alpha': 0.12716812098138985, 'reg_lambda': 0.9065690095168646}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,072] Trial 102 finished with value: 0.744047619047619 and parameters: {'n_estimators': 60, 'learning_rate': 0.050658397779881154, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9444271574384204, 'colsample_bytree': 0.8584678373356706, 'gamma': 0.1276835476514171, 'reg_alpha': 0.1257564732971414, 'reg_lambda': 2.544482386149312}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,408] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.05850834048891096, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9123443368381091, 'colsample_bytree': 0.8157804154452816, 'gamma': 0.6009055303937446, 'reg_alpha': 0.07792034101892553, 'reg_lambda': 1.1000874924896225}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,636] Trial 104 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 69, 'learning_rate': 0.04721291128804291, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9174063500595797, 'colsample_bytree': 0.8283248360949471, 'gamma': 0.47294675505932815, 'reg_alpha': 0.18484717616260704, 'reg_lambda': 0.754364355378902}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:47,832] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.03337743875950064, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8990294875354413, 'colsample_bytree': 0.8454042783733157, 'gamma': 0.8065306535100607, 'reg_alpha': 0.022385182439337285, 'reg_lambda': 0.9302115990329551}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,141] Trial 106 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.043809543737302295, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8182828430912517, 'colsample_bytree': 0.8748743175969315, 'gamma': 0.1893291332025141, 'reg_alpha': 0.08346745751223898, 'reg_lambda': 1.7196018436643636}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,309] Trial 107 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 64, 'learning_rate': 0.05441785788946995, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8845082724440955, 'colsample_bytree': 0.863267440677151, 'gamma': 0.9404561359004522, 'reg_alpha': 0.051635149954712356, 'reg_lambda': 1.3355806882685581}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,411] Trial 108 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 42, 'learning_rate': 0.06138503647916114, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9556052372190348, 'colsample_bytree': 0.8402204996743802, 'gamma': 0.794036174310103, 'reg_alpha': 0.11137965704683046, 'reg_lambda': 1.4335114228380252}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,665] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.06819544128661936, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8361638953662995, 'colsample_bytree': 0.8181884019833126, 'gamma': 1.215912341091751, 'reg_alpha': 0.21416084903078475, 'reg_lambda': 0.9014194308168321}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:48,870] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 58, 'learning_rate': 0.07447170012806816, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.928747921113253, 'colsample_bytree': 0.8515223365456321, 'gamma': 0.5345961805729578, 'reg_alpha': 0.16348120433781257, 'reg_lambda': 2.660687769629354}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,247] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 99, 'learning_rate': 0.10829424718894207, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.980578334475448, 'colsample_bytree': 0.8924159930742606, 'gamma': 2.7911585434643067, 'reg_alpha': 0.020099423280027187, 'reg_lambda': 1.0005491742034651}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,485] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.050730338614568986, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8032625409641214, 'colsample_bytree': 0.8414618007119222, 'gamma': 2.4012250249842744, 'reg_alpha': 0.2544319880599892, 'reg_lambda': 1.0653608228785123}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,759] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.0378147732709736, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9624057895780861, 'colsample_bytree': 0.8568673515411807, 'gamma': 2.0741748288596615, 'reg_alpha': 0.15021525729583884, 'reg_lambda': 1.199990479291421}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:49,993] Trial 114 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 71, 'learning_rate': 0.06681491103282573, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9975962007715474, 'colsample_bytree': 0.8706857282291572, 'gamma': 1.0640213135463141, 'reg_alpha': 0.1295057807827889, 'reg_lambda': 2.4363392090004874}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,176] Trial 115 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.06456511198810855, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9988256801803873, 'colsample_bytree': 0.8706668102449588, 'gamma': 1.013338577531157, 'reg_alpha': 0.12637112006690843, 'reg_lambda': 2.4401336724601306}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,382] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 70, 'learning_rate': 0.05800715959933893, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9891067102526051, 'colsample_bytree': 0.872735218649754, 'gamma': 1.05830010751158, 'reg_alpha': 0.1880281972655123, 'reg_lambda': 2.478029065619804}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,592] Trial 117 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 74, 'learning_rate': 0.05769451650667839, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7843617695686462, 'colsample_bytree': 0.8782633836242362, 'gamma': 1.3374737107653347, 'reg_alpha': 0.09681056765493098, 'reg_lambda': 2.3287673811865037}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:50,902] Trial 118 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 79, 'learning_rate': 0.04543772900382897, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9920726200333987, 'colsample_bytree': 0.8327511609635593, 'gamma': 1.4922203703767327, 'reg_alpha': 0.19067461881218054, 'reg_lambda': 2.284096559949076}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,096] Trial 119 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.041283474830748346, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9920281930870801, 'colsample_bytree': 0.8306199941274331, 'gamma': 1.4961814870405745, 'reg_alpha': 0.2674642592679298, 'reg_lambda': 2.2922352788376905}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,375] Trial 120 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.044600599933586, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9821365330497712, 'colsample_bytree': 0.8035433071352058, 'gamma': 1.088582973443802, 'reg_alpha': 0.18875966747302034, 'reg_lambda': 2.3623742324461783}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,569] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 63, 'learning_rate': 0.047936338046286824, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9723259382784598, 'colsample_bytree': 0.8472371599166373, 'gamma': 1.1797490542615183, 'reg_alpha': 0.20484359114854195, 'reg_lambda': 2.510880384547394}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,773] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.05293396175613021, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9991225413418817, 'colsample_bytree': 0.6371961223124615, 'gamma': 0.7143977851157631, 'reg_alpha': 0.23512026913669815, 'reg_lambda': 2.2717791446847415}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:51,977] Trial 123 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 70, 'learning_rate': 0.06010658668362608, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.866889326638644, 'colsample_bytree': 0.8371466859384084, 'gamma': 1.3886296001570924, 'reg_alpha': 0.31605649479658426, 'reg_lambda': 2.194013855668597}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,168] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 84, 'learning_rate': 0.06839916683945454, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9829729511090933, 'colsample_bytree': 0.8816094762801902, 'gamma': 1.5809878914559192, 'reg_alpha': 0.17902056202029565, 'reg_lambda': 2.4256709865854726}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,360] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.05157384050322661, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9703508788691274, 'colsample_bytree': 0.8641783078280553, 'gamma': 1.2783777781039274, 'reg_alpha': 0.1398320194123753, 'reg_lambda': 2.0731304887366133}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,530] Trial 126 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 46, 'learning_rate': 0.028160090574769616, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9928440230802316, 'colsample_bytree': 0.8566375688141441, 'gamma': 0.9909711985448523, 'reg_alpha': 0.16152313612243316, 'reg_lambda': 0.835177465064938}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,750] Trial 127 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.03334358072710254, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9910384781085724, 'colsample_bytree': 0.823252675044034, 'gamma': 1.0791252635789212, 'reg_alpha': 0.22086869655575175, 'reg_lambda': 2.4517910356059747}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:52,909] Trial 128 finished with value: 0.761904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.02838971446376512, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9793106268569198, 'colsample_bytree': 0.850817284113233, 'gamma': 0.8346122776380587, 'reg_alpha': 0.27969850028740806, 'reg_lambda': 0.8392901377949898}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:53,186] Trial 129 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 38, 'learning_rate': 0.019562733091122008, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6065064334237874, 'colsample_bytree': 0.8960048556960456, 'gamma': 0.8774366652676492, 'reg_alpha': 0.19643319133378875, 'reg_lambda': 0.834944771969262}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:53,472] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.023747673925751805, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9764602223621937, 'colsample_bytree': 0.8524900829655437, 'gamma': 1.0263037660793215, 'reg_alpha': 0.16142355165971106, 'reg_lambda': 0.651624800247643}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:18:53,682] Trial 131 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.02713860458574211, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9873220371605235, 'colsample_bytree': 0.8718093310046354, 'gamma': 0.6802885242996781, 'reg_alpha': 0.24172154862747808, 'reg_lambda': 0.7621584271491543}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:53,796] Trial 132 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 25, 'learning_rate': 0.028479931297387226, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9924776613925242, 'colsample_bytree': 0.8883653833917856, 'gamma': 0.7882691947262368, 'reg_alpha': 0.27525145268295753, 'reg_lambda': 0.7853538396466408}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,006] Trial 133 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.02568541416105747, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9541287333686898, 'colsample_bytree': 0.8663597477877076, 'gamma': 1.1417974526735775, 'reg_alpha': 0.2381130343846111, 'reg_lambda': 0.8369799370658881}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,186] Trial 134 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 56, 'learning_rate': 0.023214152907900517, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.968679956371072, 'colsample_bytree': 0.8714554102124502, 'gamma': 0.943427213751525, 'reg_alpha': 0.23807973920997166, 'reg_lambda': 0.7483609265544526}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,336] Trial 135 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 35, 'learning_rate': 0.02779815959412138, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9846711688252209, 'colsample_bytree': 0.8538981664014734, 'gamma': 0.7141510202485859, 'reg_alpha': 0.21107322051946753, 'reg_lambda': 2.593627997781605}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,549] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.02924593219707261, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9777922192112082, 'colsample_bytree': 0.854464244032322, 'gamma': 0.8194666498180476, 'reg_alpha': 0.2865441569829018, 'reg_lambda': 2.595909952721363}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,707] Trial 137 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.021965640560246847, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9955611515106151, 'colsample_bytree': 0.8325139020500947, 'gamma': 0.9778705502042915, 'reg_alpha': 0.21227701858335218, 'reg_lambda': 0.5551184077251956}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:54,993] Trial 138 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.027649842352437153, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9616707270490944, 'colsample_bytree': 0.8811074367781273, 'gamma': 0.6959958648176777, 'reg_alpha': 0.37554588865553035, 'reg_lambda': 2.7062466464198285}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,156] Trial 139 finished with value: 0.755952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.03199417257009111, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9399376684259766, 'colsample_bytree': 0.8480258121445353, 'gamma': 1.2917709509215696, 'reg_alpha': 0.24918575568857276, 'reg_lambda': 2.526623717021784}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,249] Trial 140 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 26, 'learning_rate': 0.031140043634678094, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9404657634589275, 'colsample_bytree': 0.8134151477692658, 'gamma': 1.2596328970868462, 'reg_alpha': 0.31129716095701204, 'reg_lambda': 2.485869339259912}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,419] Trial 141 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 51, 'learning_rate': 0.027374096963025812, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9860546978143603, 'colsample_bytree': 0.8525354530226803, 'gamma': 1.4239717538098318, 'reg_alpha': 0.25309872283725143, 'reg_lambda': 2.3715996071295993}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,685] Trial 142 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.026623781069659347, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9513492053683618, 'colsample_bytree': 0.8510296813176788, 'gamma': 1.3488728538333983, 'reg_alpha': 0.3407835291730834, 'reg_lambda': 2.5254615969762226}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:55,865] Trial 143 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 53, 'learning_rate': 0.030231838867625975, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9713360935128036, 'colsample_bytree': 0.8454487592295924, 'gamma': 1.457408634707559, 'reg_alpha': 0.24904551642807798, 'reg_lambda': 2.6321118547353555}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,119] Trial 144 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 53, 'learning_rate': 0.03527537839883242, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9730802296021784, 'colsample_bytree': 0.8718730371991027, 'gamma': 1.4681452206564607, 'reg_alpha': 0.25471504419079355, 'reg_lambda': 2.5776491865457403}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,265] Trial 145 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 41, 'learning_rate': 0.030284987884092177, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9644685347477517, 'colsample_bytree': 0.8480657668157231, 'gamma': 1.6213953271439652, 'reg_alpha': 0.2986071783612467, 'reg_lambda': 2.6356250260745253}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,449] Trial 146 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 42, 'learning_rate': 0.018051113099865082, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9996174446678875, 'colsample_bytree': 0.8631751651041792, 'gamma': 1.7089212082862726, 'reg_alpha': 0.29293848491240954, 'reg_lambda': 2.68336556933976}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,672] Trial 147 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 33, 'learning_rate': 0.02977564938101868, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9847501235118885, 'colsample_bytree': 0.8355841914409898, 'gamma': 1.6601318449079774, 'reg_alpha': 0.33135538956955246, 'reg_lambda': 2.6278981554503464}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:56,839] Trial 148 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 45, 'learning_rate': 0.025895530383425593, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9783846625887845, 'colsample_bytree': 0.8761204136015177, 'gamma': 4.42737758115028, 'reg_alpha': 0.27135239658003846, 'reg_lambda': 2.793820654813937}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,054] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 59, 'learning_rate': 0.028299622468141227, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9646443037390375, 'colsample_bytree': 0.902701690817624, 'gamma': 1.512929505133256, 'reg_alpha': 0.17978125287611627, 'reg_lambda': 2.41629494619687}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,279] Trial 150 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 40, 'learning_rate': 0.021988495645041604, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9573623197519986, 'colsample_bytree': 0.854784392253508, 'gamma': 1.4114106327159512, 'reg_alpha': 0.45180918005006954, 'reg_lambda': 2.387513397406634}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,474] Trial 151 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 52, 'learning_rate': 0.03238989990063348, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9448652831238383, 'colsample_bytree': 0.8469435232607482, 'gamma': 1.1639402303012234, 'reg_alpha': 0.2444818363533829, 'reg_lambda': 2.6403026857239857}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,718] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.03170364791232457, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9684489704773167, 'colsample_bytree': 0.8448586555311873, 'gamma': 1.7977888603166057, 'reg_alpha': 0.22722884747040983, 'reg_lambda': 2.5430455995332286}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:57,832] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.02466369229737404, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9861945581963706, 'colsample_bytree': 0.859787205087844, 'gamma': 1.3104359454506402, 'reg_alpha': 0.29826838781341075, 'reg_lambda': 2.7381855154612285}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,033] Trial 154 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 23, 'learning_rate': 0.03538040594617611, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9765994641909631, 'colsample_bytree': 0.8288276102588992, 'gamma': 0.8958568427657412, 'reg_alpha': 0.2589498102782172, 'reg_lambda': 2.4820189108711834}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,197] Trial 155 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 57, 'learning_rate': 0.026751029350710245, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9634758540281151, 'colsample_bytree': 0.8393160070834966, 'gamma': 1.5977265049046379, 'reg_alpha': 0.3574884732550704, 'reg_lambda': 2.5708712780833736}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,463] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.030973149371967393, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9332239425254467, 'colsample_bytree': 0.8684866036181725, 'gamma': 1.0853542988997198, 'reg_alpha': 0.222619768704926, 'reg_lambda': 2.4909468098592593}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,686] Trial 157 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.03743780787889898, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9909289169155971, 'colsample_bytree': 0.8870245257324711, 'gamma': 0.7162537393249219, 'reg_alpha': 0.1937504200821749, 'reg_lambda': 1.8558767462586456}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:58,853] Trial 158 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 61, 'learning_rate': 0.027607285510974147, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9831183562923206, 'colsample_bytree': 0.8480990259006019, 'gamma': 1.0319616229238653, 'reg_alpha': 0.2741224922940628, 'reg_lambda': 2.361304617217429}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,021] Trial 159 finished with value: 0.6517857142857142 and parameters: {'n_estimators': 53, 'learning_rate': 0.02928192078691964, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9996000921419851, 'colsample_bytree': 0.8240185190677143, 'gamma': 4.989059844086668, 'reg_alpha': 0.16514325195242918, 'reg_lambda': 2.606875011522363}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,316] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.03339622951784273, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.971647353013622, 'colsample_bytree': 0.8555758522995706, 'gamma': 1.2421506667966447, 'reg_alpha': 0.20450988045706459, 'reg_lambda': 2.6847617131731485}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,528] Trial 161 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 39, 'learning_rate': 0.031001927792460214, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9379368518358436, 'colsample_bytree': 0.8670101115960384, 'gamma': 1.092543955595173, 'reg_alpha': 0.2185709015643758, 'reg_lambda': 2.5193624067077502}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,767] Trial 162 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.03976362609668901, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9492363204360641, 'colsample_bytree': 0.8747814049168777, 'gamma': 3.577014882340626, 'reg_alpha': 0.24241555506188434, 'reg_lambda': 2.5538904460898144}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:18:59,953] Trial 163 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 36, 'learning_rate': 0.03030017507467404, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.9370759505083075, 'colsample_bytree': 0.865225406531401, 'gamma': 1.426339233079094, 'reg_alpha': 0.18278931891291975, 'reg_lambda': 2.51388101415829}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,116] Trial 164 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.024541040322326152, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9558479192940685, 'colsample_bytree': 0.84501983944939, 'gamma': 0.8587408259676665, 'reg_alpha': 0.21315127821274724, 'reg_lambda': 2.452398268128901}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,428] Trial 165 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 31, 'learning_rate': 0.02084527661739382, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9864774432666565, 'colsample_bytree': 0.8573138023634397, 'gamma': 1.1797213683555472, 'reg_alpha': 0.2808612045751615, 'reg_lambda': 2.6260932604085454}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,617] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03511991689856369, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7018613604179185, 'colsample_bytree': 0.8830402074147252, 'gamma': 0.6535270772570589, 'reg_alpha': 0.259205558565581, 'reg_lambda': 2.3343605083134293}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:00,927] Trial 167 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 43, 'learning_rate': 0.025984089045741107, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9411650967164064, 'colsample_bytree': 0.8354529825240965, 'gamma': 1.0152931215857675, 'reg_alpha': 0.15715987674287726, 'reg_lambda': 1.599359360345264}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,105] Trial 168 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 56, 'learning_rate': 0.02347459999110865, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9773438689032052, 'colsample_bytree': 0.8647700237162433, 'gamma': 0.3627837535114145, 'reg_alpha': 0.22557020093114583, 'reg_lambda': 2.3945666942825654}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,382] Trial 169 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 47, 'learning_rate': 0.03281857698265528, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9645610757276768, 'colsample_bytree': 0.8512071957566308, 'gamma': 1.3444261914737607, 'reg_alpha': 0.18565781701437004, 'reg_lambda': 2.6590231556796655}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,570] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.029374446071710303, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9927067688342973, 'colsample_bytree': 0.8206980948888032, 'gamma': 0.9281619212939921, 'reg_alpha': 0.3058837515941909, 'reg_lambda': 1.4741927351609252}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,670] Trial 171 finished with value: 0.7470238095238094 and parameters: {'n_estimators': 20, 'learning_rate': 0.03151965780369667, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9254025616342936, 'colsample_bytree': 0.8719624984181883, 'gamma': 1.0565291637872158, 'reg_alpha': 0.22540139320130043, 'reg_lambda': 2.4837838358831092}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:01,839] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.027865217334453934, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.932647614129679, 'colsample_bytree': 0.869295138214625, 'gamma': 1.2429339120017162, 'reg_alpha': 0.20486206530685824, 'reg_lambda': 2.52428940419923}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,024] Trial 173 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 28, 'learning_rate': 0.03075985458128064, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9545916342272035, 'colsample_bytree': 0.8592021649127424, 'gamma': 1.122521317414532, 'reg_alpha': 0.24285664219900896, 'reg_lambda': 2.465286762069787}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,253] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 29, 'learning_rate': 0.03721186848794893, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9424593726380891, 'colsample_bytree': 0.8919156051001665, 'gamma': 1.1118842601240861, 'reg_alpha': 0.1680925798121794, 'reg_lambda': 2.5878714111466063}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,409] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 40, 'learning_rate': 0.026000528990450085, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.968870997111892, 'colsample_bytree': 0.8785966359965908, 'gamma': 0.8011491467362546, 'reg_alpha': 0.22350486550284107, 'reg_lambda': 0.7128907508173628}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,655] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 60, 'learning_rate': 0.043279700871946374, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.98149077150576, 'colsample_bytree': 0.8415982550749654, 'gamma': 1.4996965558227668, 'reg_alpha': 0.2566458130004322, 'reg_lambda': 2.4966268544491235}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:02,951] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 249, 'learning_rate': 0.03013434791726665, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9914335615218484, 'colsample_bytree': 0.8654525853609669, 'gamma': 0.5011549876751933, 'reg_alpha': 0.14054991640074194, 'reg_lambda': 2.426638354120182}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,264] Trial 178 finished with value: 0.761904761904762 and parameters: {'n_estimators': 36, 'learning_rate': 0.027281516235998154, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.973570113974895, 'colsample_bytree': 0.8501128611144625, 'gamma': 0.9180128155008175, 'reg_alpha': 0.20122722040099042, 'reg_lambda': 0.864324314997358}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,432] Trial 179 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 51, 'learning_rate': 0.02705551362855108, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9734094013211252, 'colsample_bytree': 0.8318721283230031, 'gamma': 0.780402460017455, 'reg_alpha': 0.1902764972514035, 'reg_lambda': 0.8464979191363583}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,698] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.02461307371930736, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9813793094269354, 'colsample_bytree': 0.8484248059405859, 'gamma': 0.9508536868738444, 'reg_alpha': 0.19839366798121505, 'reg_lambda': 0.5031844366456277}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:03,908] Trial 181 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 44, 'learning_rate': 0.023188302236288007, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9853002644593372, 'colsample_bytree': 0.8491370343678067, 'gamma': 0.9109625740113287, 'reg_alpha': 0.20314281533428918, 'reg_lambda': 0.8643457042671671}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,186] Trial 182 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.024938117188456742, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.983970747034891, 'colsample_bytree': 0.8527063595678711, 'gamma': 0.9222267515426554, 'reg_alpha': 0.1997914150673745, 'reg_lambda': 0.6322437587681458}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,426] Trial 183 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 44, 'learning_rate': 0.0218850120408641, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.631745958515744, 'colsample_bytree': 0.8402691555660385, 'gamma': 0.6616355841963452, 'reg_alpha': 0.17141148553792052, 'reg_lambda': 0.9678044035136492}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,612] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.022859015994133557, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9755471632787138, 'colsample_bytree': 0.8539923283681754, 'gamma': 0.9351634679849791, 'reg_alpha': 0.1525557752282887, 'reg_lambda': 0.9039539252954705}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,823] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 42, 'learning_rate': 0.020843577412647314, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9925425565257235, 'colsample_bytree': 0.8362608344277608, 'gamma': 0.8312200766648764, 'reg_alpha': 0.20643541791174103, 'reg_lambda': 0.8088758695256469}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:04,997] Trial 186 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 67, 'learning_rate': 0.023566215663320258, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9998340719076293, 'colsample_bytree': 0.845892734217695, 'gamma': 0.976303778954248, 'reg_alpha': 0.17918229384190265, 'reg_lambda': 0.869801760930581}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,103] Trial 187 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.02825070730337681, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.9624652442170706, 'colsample_bytree': 0.8584973291790692, 'gamma': 0.5860263620020413, 'reg_alpha': 0.1186432275680481, 'reg_lambda': 0.5253447569820989}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,341] Trial 188 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 73, 'learning_rate': 0.024939879087138486, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.984774743224603, 'colsample_bytree': 0.8262204324279372, 'gamma': 0.7593587791566792, 'reg_alpha': 0.19347105188031405, 'reg_lambda': 0.6819331796585125}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,500] Trial 189 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 38, 'learning_rate': 0.026370030443947857, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9783007791508385, 'colsample_bytree': 0.8781723591419931, 'gamma': 1.0244019070257528, 'reg_alpha': 0.14219864237918056, 'reg_lambda': 0.7629338778917952}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,789] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 56, 'learning_rate': 0.04617188137827048, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9691037357013629, 'colsample_bytree': 0.8608573697393958, 'gamma': 0.8720342249706661, 'reg_alpha': 0.23131533329320872, 'reg_lambda': 1.3335212653501234}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:05,966] Trial 191 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 49, 'learning_rate': 0.03456512029168148, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.98959058506889, 'colsample_bytree': 0.8437191980810004, 'gamma': 1.1966122221416913, 'reg_alpha': 0.245207620184317, 'reg_lambda': 2.729010602476433}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,209] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.028455632672418008, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9598540434407214, 'colsample_bytree': 0.8512777219394929, 'gamma': 1.2926734359225025, 'reg_alpha': 0.21288254368425408, 'reg_lambda': 0.8537629703933319}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,439] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 53, 'learning_rate': 0.05742665191410227, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.980417497420644, 'colsample_bytree': 0.8481658161338846, 'gamma': 1.3871024598837933, 'reg_alpha': 0.28199644039060906, 'reg_lambda': 2.552559734311179}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,713] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.21405870563506763, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9736630394343335, 'colsample_bytree': 0.8334698762492732, 'gamma': 1.1190880760740625, 'reg_alpha': 0.16679708002584875, 'reg_lambda': 0.5851961922535661}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:06,900] Trial 195 finished with value: 0.755952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.032086476993499334, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9494393559750512, 'colsample_bytree': 0.8675723446418364, 'gamma': 0.7480613984312897, 'reg_alpha': 0.26199469388505736, 'reg_lambda': 0.9355054749309828}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,154] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.018206431476524378, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9870960151724213, 'colsample_bytree': 0.858271281065438, 'gamma': 0.9718861667068545, 'reg_alpha': 0.9025136278340773, 'reg_lambda': 2.604120185522058}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,299] Trial 197 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.02865703571900768, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9991132516939665, 'colsample_bytree': 0.8408624328918309, 'gamma': 1.2138620367540003, 'reg_alpha': 0.23550071885325483, 'reg_lambda': 0.7933453202112017}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,567] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.02492892875224821, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9688727025181267, 'colsample_bytree': 0.8476474035853955, 'gamma': 0.6209733880914392, 'reg_alpha': 0.1925779473859114, 'reg_lambda': 2.673581400499442}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,741] Trial 199 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 51, 'learning_rate': 0.06165945806208293, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9577161757356868, 'colsample_bytree': 0.8137972907718106, 'gamma': 1.6201951526785232, 'reg_alpha': 0.2720028466400617, 'reg_lambda': 1.003441589038981}. Best is trial 131 with value: 0.7767857142857143.
[I 2025-11-03 20:19:07,746] A new study created in memory with name: no-name-5b0659b9-e37a-4fcb-b0d5-bb8f81aa1c61
[I 2025-11-03 20:19:08,145] Trial 0 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.011660742357890823, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6153873936607822, 'colsample_bytree': 0.6062909293415245, 'gamma': 3.3471155791326543, 'reg_alpha': 0.32044023326245963, 'reg_lambda': 0.7517560344722471}. Best is trial 0 with value: 0.6398809523809524.
[I 2025-11-03 20:19:08,338] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 95, 'learning_rate': 0.014093020049422093, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8200545544074703, 'colsample_bytree': 0.8541980507457174, 'gamma': 1.2573849692856771, 'reg_alpha': 0.8629058271546004, 'reg_lambda': 2.9435184410383064}. Best is trial 1 with value: 0.6904761904761905.
[I 2025-11-03 20:19:08,659] Trial 2 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 177, 'learning_rate': 0.011037026558120635, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7825518680934853, 'colsample_bytree': 0.7000860173711287, 'gamma': 2.708794695713064, 'reg_alpha': 0.054153741134398525, 'reg_lambda': 2.0795588467606843}. Best is trial 2 with value: 0.7142857142857142.
[I 2025-11-03 20:19:08,986] Trial 3 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.06819983601355413, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8974445570983034, 'colsample_bytree': 0.7500421684833679, 'gamma': 1.3467945420855272, 'reg_alpha': 0.22337395046255748, 'reg_lambda': 1.5254034670249168}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,078] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.052326410129877696, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8556796405284544, 'colsample_bytree': 0.9892839320706187, 'gamma': 0.6923312980787788, 'reg_alpha': 0.6487532484582191, 'reg_lambda': 0.7766847320180948}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,331] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.126815991554623, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.6480731030550235, 'colsample_bytree': 0.65387539655407, 'gamma': 3.951230077567047, 'reg_alpha': 0.5719968139912422, 'reg_lambda': 2.841183845084167}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,579] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 199, 'learning_rate': 0.024988105970448066, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7100683496699977, 'colsample_bytree': 0.7057711619800859, 'gamma': 3.9466094130389626, 'reg_alpha': 0.7508574752659106, 'reg_lambda': 2.244349429740124}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:09,895] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.012479985997238666, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8158057158844629, 'colsample_bytree': 0.7670524356389576, 'gamma': 1.362350129643376, 'reg_alpha': 0.10769596377774948, 'reg_lambda': 0.7859335538176888}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:10,139] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 108, 'learning_rate': 0.1488112226984157, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.6875282277777773, 'colsample_bytree': 0.7716010836004074, 'gamma': 3.218939718836127, 'reg_alpha': 0.5268494615518812, 'reg_lambda': 2.3267628249769894}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:10,411] Trial 9 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 84, 'learning_rate': 0.04774985631322611, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6413831829158373, 'colsample_bytree': 0.679983565951672, 'gamma': 1.8188952667916087, 'reg_alpha': 0.8745569519187123, 'reg_lambda': 2.2344743814111903}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:10,743] Trial 10 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.26891632912512836, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9800847203005452, 'colsample_bytree': 0.8844941604730049, 'gamma': 0.05129278351300748, 'reg_alpha': 0.29209069124815584, 'reg_lambda': 1.405990178297293}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:11,168] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 245, 'learning_rate': 0.2942233085289032, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9770879034798693, 'colsample_bytree': 0.8868666231744687, 'gamma': 0.09022454438329673, 'reg_alpha': 0.3584126885151286, 'reg_lambda': 1.3819603194445402}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:11,468] Trial 12 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.11301061111847809, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9921532579625721, 'colsample_bytree': 0.928763644986196, 'gamma': 0.014518583072931746, 'reg_alpha': 0.2468170612726704, 'reg_lambda': 1.4013770887098573}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:11,838] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.2635254048809905, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.918603516429166, 'colsample_bytree': 0.8293512083198966, 'gamma': 2.2001892936806504, 'reg_alpha': 0.18845530719674422, 'reg_lambda': 1.3473468773404353}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,101] Trial 14 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.08444703051609184, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9085188526103904, 'colsample_bytree': 0.9207446160129381, 'gamma': 0.7428082288300804, 'reg_alpha': 0.4075085355225636, 'reg_lambda': 1.8010662372437747}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,357] Trial 15 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 147, 'learning_rate': 0.08130867167249485, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9102330040959942, 'colsample_bytree': 0.9936156009719784, 'gamma': 0.9286745402648867, 'reg_alpha': 0.4449167148018819, 'reg_lambda': 1.8172406047428251}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,629] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 154, 'learning_rate': 0.035082698575497825, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8962596720565906, 'colsample_bytree': 0.7580292174519888, 'gamma': 4.99256313998346, 'reg_alpha': 0.4227434602718799, 'reg_lambda': 1.0833634114602677}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:12,963] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 213, 'learning_rate': 0.0783604995490207, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8655732845963973, 'colsample_bytree': 0.9264085051242805, 'gamma': 1.7780193772095787, 'reg_alpha': 0.01140924579199351, 'reg_lambda': 1.8137870258850013}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:13,459] Trial 18 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.025194536889697746, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9431883012115938, 'colsample_bytree': 0.8048317763249856, 'gamma': 0.598216909023526, 'reg_alpha': 0.1684195687093684, 'reg_lambda': 2.612721932953551}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:13,675] Trial 19 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 122, 'learning_rate': 0.083132629245965, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7626001379095045, 'colsample_bytree': 0.9273935437980048, 'gamma': 1.5156242072519641, 'reg_alpha': 0.39890743783821647, 'reg_lambda': 1.6059204557175293}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,036] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.15875740861117313, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8647907429352701, 'colsample_bytree': 0.7342478790777863, 'gamma': 2.456427817391478, 'reg_alpha': 0.6161568624206384, 'reg_lambda': 1.065947653495269}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,281] Trial 21 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 150, 'learning_rate': 0.07924971637016778, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9282400581568717, 'colsample_bytree': 0.9924603505171501, 'gamma': 0.9762468485375277, 'reg_alpha': 0.4628628846057133, 'reg_lambda': 1.85901201808062}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,501] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.09748938357783371, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8860988153775265, 'colsample_bytree': 0.953608828079786, 'gamma': 0.681480965819945, 'reg_alpha': 0.49293715908131086, 'reg_lambda': 1.9615476039872919}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:14,821] Trial 23 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.1914722326414238, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8827767705822214, 'colsample_bytree': 0.9548934560869272, 'gamma': 0.5802553526895502, 'reg_alpha': 0.7034569261007307, 'reg_lambda': 1.614428086314211}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:15,045] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.06064716795809203, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8391310511014552, 'colsample_bytree': 0.8848759707592442, 'gamma': 0.4742010753248892, 'reg_alpha': 0.24653397005649624, 'reg_lambda': 2.044965237134653}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:15,420] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.09920039849615071, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9531772418645856, 'colsample_bytree': 0.8429914884639299, 'gamma': 1.0821639675422912, 'reg_alpha': 0.9839288640146808, 'reg_lambda': 2.512364611052808}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:15,732] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.04289706547168761, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.8967402026289562, 'colsample_bytree': 0.9541631808239411, 'gamma': 1.9736192171517788, 'reg_alpha': 0.5194741915466777, 'reg_lambda': 2.005405891588411}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,023] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 137, 'learning_rate': 0.06761501855339015, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7486104238020466, 'colsample_bytree': 0.8073105433428531, 'gamma': 1.508621353854342, 'reg_alpha': 0.34230749125941395, 'reg_lambda': 1.6029908581744756}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,434] Trial 28 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.034331684602055365, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9561713483798671, 'colsample_bytree': 0.863447116147813, 'gamma': 0.4054671360226117, 'reg_alpha': 0.1296399213509103, 'reg_lambda': 1.0563278091606958}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,697] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.10670824783126355, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8401718210898759, 'colsample_bytree': 0.6074175403244133, 'gamma': 0.8789879909656846, 'reg_alpha': 0.27493070904257616, 'reg_lambda': 1.2065853969004885}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:16,962] Trial 30 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 216, 'learning_rate': 0.16819348446302113, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8803791101124573, 'colsample_bytree': 0.9560361107335037, 'gamma': 2.8128518417010024, 'reg_alpha': 0.37043684672279287, 'reg_lambda': 0.5752219743976619}. Best is trial 3 with value: 0.7559523809523809.
[I 2025-11-03 20:19:17,336] Trial 31 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 153, 'learning_rate': 0.03365899369299783, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9584107286349453, 'colsample_bytree': 0.9037987983931194, 'gamma': 0.30860958352393586, 'reg_alpha': 0.12218959276435294, 'reg_lambda': 1.691538609883735}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:17,436] Trial 32 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 25, 'learning_rate': 0.019515889461901036, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9362687802197761, 'colsample_bytree': 0.9021381076697039, 'gamma': 0.30023699677897, 'reg_alpha': 0.20483109065935692, 'reg_lambda': 1.6875227156314485}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:17,729] Trial 33 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 106, 'learning_rate': 0.03806477824357893, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9594911480563123, 'colsample_bytree': 0.952405150209063, 'gamma': 1.27430807491351, 'reg_alpha': 0.07332968877849927, 'reg_lambda': 1.9408687813056054}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:17,939] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.0597794660241771, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7989177036245458, 'colsample_bytree': 0.9121426743864738, 'gamma': 0.739115019448548, 'reg_alpha': 0.4848430633252678, 'reg_lambda': 1.4802527400457044}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:18,288] Trial 35 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.02825165211298706, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9098372086728469, 'colsample_bytree': 0.9712466338104928, 'gamma': 0.27786050836029896, 'reg_alpha': 0.32291701436033887, 'reg_lambda': 2.16907378550148}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:18,652] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 162, 'learning_rate': 0.04783707172966198, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8424317499824289, 'colsample_bytree': 0.8284872845489808, 'gamma': 1.0724685148768214, 'reg_alpha': 0.000581413431206601, 'reg_lambda': 2.409492416429382}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:18,909] Trial 37 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 86, 'learning_rate': 0.017799740820447472, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.882639221218109, 'colsample_bytree': 0.8641398233955363, 'gamma': 1.563687705140968, 'reg_alpha': 0.13879640012593286, 'reg_lambda': 1.7151121614800637}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:19,190] Trial 38 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.12485634893822545, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9969126052753463, 'colsample_bytree': 0.7235882434330974, 'gamma': 0.731523191350163, 'reg_alpha': 0.5782423164547243, 'reg_lambda': 1.943431634724288}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:19,485] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 106, 'learning_rate': 0.06784876792245825, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8146092071266862, 'colsample_bytree': 0.6766956694129793, 'gamma': 0.3465117949271543, 'reg_alpha': 0.6486594732017605, 'reg_lambda': 1.2399761292199707}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:19,785] Trial 40 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.20482346914381008, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6044513053305097, 'colsample_bytree': 0.7786300067408715, 'gamma': 1.1746929650347666, 'reg_alpha': 0.7506411431691608, 'reg_lambda': 2.155653014365099}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:20,235] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.03550008915908895, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9621148668159479, 'colsample_bytree': 0.8647296973380522, 'gamma': 0.4314386317160769, 'reg_alpha': 0.07889680472086347, 'reg_lambda': 1.5141318598709868}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:20,526] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 163, 'learning_rate': 0.031275443522174366, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9328554881100704, 'colsample_bytree': 0.9038061096968855, 'gamma': 0.7537577249579177, 'reg_alpha': 0.1384157272182326, 'reg_lambda': 0.9652364950291498}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:20,904] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.01949649252937492, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9230380903229358, 'colsample_bytree': 0.9725957717767295, 'gamma': 0.808727703395253, 'reg_alpha': 0.22858510902491716, 'reg_lambda': 0.8152238398334721}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,153] Trial 44 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.029979289975474475, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9728931840092363, 'colsample_bytree': 0.9138299387074643, 'gamma': 1.164468153942185, 'reg_alpha': 0.14725460388186754, 'reg_lambda': 0.9154900017939946}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,464] Trial 45 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.053086061464442155, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9400715740721582, 'colsample_bytree': 0.9000272733605776, 'gamma': 0.16584286621221223, 'reg_alpha': 0.2900750284283693, 'reg_lambda': 1.2767906499626773}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,746] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.09284424759478732, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9029038851184161, 'colsample_bytree': 0.9398164891785906, 'gamma': 1.3665729375451363, 'reg_alpha': 0.05821685090322881, 'reg_lambda': 0.6317185370349174}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:21,982] Trial 47 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 159, 'learning_rate': 0.13263851600797458, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9292885929035095, 'colsample_bytree': 0.7488170061722952, 'gamma': 3.763297404463189, 'reg_alpha': 0.1921475368986832, 'reg_lambda': 1.886460858956692}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:22,234] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.046469967815612176, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8644631289841798, 'colsample_bytree': 0.7839911201232087, 'gamma': 1.762091572761023, 'reg_alpha': 0.5799568167627431, 'reg_lambda': 1.7520622345749077}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:22,522] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.04044993509361077, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8853137237903558, 'colsample_bytree': 0.975265028484259, 'gamma': 0.03423731052895668, 'reg_alpha': 0.40041825156548966, 'reg_lambda': 2.316363261552234}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:22,764] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.022357352242841532, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9161985258296635, 'colsample_bytree': 0.9374239226855018, 'gamma': 0.641741979502864, 'reg_alpha': 0.12448465181855602, 'reg_lambda': 2.973435723101672}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:23,077] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.02873419134729616, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9817608587691483, 'colsample_bytree': 0.872159727162764, 'gamma': 0.4588310307256786, 'reg_alpha': 0.1635574436895022, 'reg_lambda': 0.9577091645072868}. Best is trial 31 with value: 0.7619047619047619.
[I 2025-11-03 20:19:23,399] Trial 52 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 149, 'learning_rate': 0.03207292065900241, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9551436214866936, 'colsample_bytree': 0.8368944168332181, 'gamma': 0.22358716211652152, 'reg_alpha': 0.12514804123277481, 'reg_lambda': 0.7020183571884153}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:23,637] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.015411988268034256, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9453712417366628, 'colsample_bytree': 0.8257398986202775, 'gamma': 0.9107231817008079, 'reg_alpha': 0.21743104712359612, 'reg_lambda': 0.6196748481716334}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:24,117] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 145, 'learning_rate': 0.07056511216033522, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.970892360405081, 'colsample_bytree': 0.8918678530338617, 'gamma': 0.24219387530715186, 'reg_alpha': 0.024403256362417025, 'reg_lambda': 0.7383964439707413}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:24,360] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.05819858895160205, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9960600168453849, 'colsample_bytree': 0.8495712912866007, 'gamma': 4.7866070050692695, 'reg_alpha': 0.08616986812039329, 'reg_lambda': 0.5320275432884345}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:24,863] Trial 56 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.03153696895493197, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9223942813259388, 'colsample_bytree': 0.9187342819613218, 'gamma': 0.6702142354301892, 'reg_alpha': 0.26302323724339055, 'reg_lambda': 1.502580055273595}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:25,081] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 114, 'learning_rate': 0.024576370437842093, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6913354008051549, 'colsample_bytree': 0.8772927009212225, 'gamma': 0.021717852229217405, 'reg_alpha': 0.5356844744233095, 'reg_lambda': 0.6893280048864212}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:25,443] Trial 58 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.01012939836041608, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8964635232485041, 'colsample_bytree': 0.700338764702346, 'gamma': 0.5466498380191671, 'reg_alpha': 0.03898750608237864, 'reg_lambda': 0.8619910471598031}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:25,694] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.09176292820693648, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9429777951893115, 'colsample_bytree': 0.9395485903617946, 'gamma': 2.230329713486443, 'reg_alpha': 0.10099463788332334, 'reg_lambda': 2.8300238850341612}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:26,115] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.049068462129011566, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8628480245399364, 'colsample_bytree': 0.78821540377809, 'gamma': 0.9146535135666124, 'reg_alpha': 0.3151481815046776, 'reg_lambda': 1.1423869641093933}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:26,396] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 147, 'learning_rate': 0.03364627376181563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9549671476300517, 'colsample_bytree': 0.844186199427196, 'gamma': 0.21641248928209697, 'reg_alpha': 0.11509003682152444, 'reg_lambda': 0.9990338394675655}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:26,768] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 132, 'learning_rate': 0.043093337767331916, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9855633976715917, 'colsample_bytree': 0.9009857225798588, 'gamma': 0.4564409143529664, 'reg_alpha': 0.17605299742976988, 'reg_lambda': 1.0875561991090912}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,120] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.02437658290366074, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9677665516769687, 'colsample_bytree': 0.8171998068935376, 'gamma': 0.6133994578858104, 'reg_alpha': 0.4550214641359168, 'reg_lambda': 1.324688737827113}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,438] Trial 64 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 176, 'learning_rate': 0.037230490840824346, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9319759514862128, 'colsample_bytree': 0.8632309154036675, 'gamma': 0.36016093645561287, 'reg_alpha': 0.1355363536706232, 'reg_lambda': 1.7698299737168877}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,714] Trial 65 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 207, 'learning_rate': 0.07464252874415399, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9521698344532373, 'colsample_bytree': 0.8888781814435449, 'gamma': 1.0309187081751754, 'reg_alpha': 0.2359520731352502, 'reg_lambda': 1.4428369310799762}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:27,961] Trial 66 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 169, 'learning_rate': 0.08673024884572623, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9060127348002736, 'colsample_bytree': 0.7983259047999737, 'gamma': 0.7783403623448074, 'reg_alpha': 0.3691391131228195, 'reg_lambda': 1.647498217826533}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:28,293] Trial 67 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 140, 'learning_rate': 0.032641529092465864, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8901667253769556, 'colsample_bytree': 0.9210627130247026, 'gamma': 1.4029167900469965, 'reg_alpha': 0.059494934183410134, 'reg_lambda': 1.5601836756051504}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:28,554] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 194, 'learning_rate': 0.027231334414374912, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8477017158504792, 'colsample_bytree': 0.9068794218369497, 'gamma': 0.18733444486456108, 'reg_alpha': 0.16673761061196588, 'reg_lambda': 2.1052708264951776}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:28,865] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 181, 'learning_rate': 0.11323068510003519, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8289104179568412, 'colsample_bytree': 0.8379526072649033, 'gamma': 3.123155389927089, 'reg_alpha': 0.42498995778704973, 'reg_lambda': 2.0127258402441006}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:29,116] Trial 70 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.06555469693111424, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8766977159136383, 'colsample_bytree': 0.8809815190257066, 'gamma': 0.5211207871677971, 'reg_alpha': 0.19461615832374302, 'reg_lambda': 1.159110159678268}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:29,416] Trial 71 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 161, 'learning_rate': 0.050873662387093316, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8500880664406713, 'colsample_bytree': 0.8594543089468891, 'gamma': 1.1190123792063102, 'reg_alpha': 0.0386476908479847, 'reg_lambda': 2.4177221942323004}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:29,755] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 165, 'learning_rate': 0.041590693608288744, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9144623623529284, 'colsample_bytree': 0.830498687786126, 'gamma': 0.9699412074632818, 'reg_alpha': 0.0204173755775746, 'reg_lambda': 1.8638979343459456}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,184] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.04458808987815449, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7735397685645922, 'colsample_bytree': 0.8207089575222483, 'gamma': 1.2550398116503838, 'reg_alpha': 0.10869066720229104, 'reg_lambda': 2.6772384232666204}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,432] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 149, 'learning_rate': 0.03918206214834752, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.638062859740048, 'colsample_bytree': 0.76404048212597, 'gamma': 1.6192486514005786, 'reg_alpha': 0.003597785013502608, 'reg_lambda': 1.0159381852734557}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,619] Trial 75 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 60, 'learning_rate': 0.05764654125787356, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8272174462916271, 'colsample_bytree': 0.8101028472847738, 'gamma': 0.7726539326516306, 'reg_alpha': 0.5003308440977356, 'reg_lambda': 2.504415893761948}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:30,962] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 159, 'learning_rate': 0.021926714878130325, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8741983581343232, 'colsample_bytree': 0.7466742086409911, 'gamma': 0.3704646842756388, 'reg_alpha': 0.08948193747239422, 'reg_lambda': 2.2832789474785864}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:31,213] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 138, 'learning_rate': 0.10293094911062527, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8082959486140385, 'colsample_bytree': 0.723093240991111, 'gamma': 0.1371123446687349, 'reg_alpha': 0.15270758173830223, 'reg_lambda': 0.8348305243682803}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:31,498] Trial 78 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 168, 'learning_rate': 0.03509378263364436, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9328646994159572, 'colsample_bytree': 0.9631080828224345, 'gamma': 1.01872252097697, 'reg_alpha': 0.26625671461914124, 'reg_lambda': 1.925705935963175}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:31,807] Trial 79 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 115, 'learning_rate': 0.027258533460960927, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9510088235438046, 'colsample_bytree': 0.9849464482462157, 'gamma': 0.8399970954163172, 'reg_alpha': 0.3079758087251775, 'reg_lambda': 1.8022254649705667}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:32,046] Trial 80 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 145, 'learning_rate': 0.06229296339399506, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9095935896086313, 'colsample_bytree': 0.7956858726540283, 'gamma': 0.6497362464963756, 'reg_alpha': 0.06878194415590419, 'reg_lambda': 1.680639867646239}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:32,488] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.031161476252218663, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9220763636196004, 'colsample_bytree': 0.9190742953169464, 'gamma': 0.616862873836595, 'reg_alpha': 0.2754883291235082, 'reg_lambda': 1.5499322713839232}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:32,800] Trial 82 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 155, 'learning_rate': 0.031647482437115855, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9625461553836249, 'colsample_bytree': 0.9284879851253869, 'gamma': 0.7070303571635224, 'reg_alpha': 0.2066008276739841, 'reg_lambda': 1.4451213563041618}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:33,212] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 225, 'learning_rate': 0.07407061656500885, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8965304264548556, 'colsample_bytree': 0.9450270924119405, 'gamma': 0.31561680784580043, 'reg_alpha': 0.12583277648824756, 'reg_lambda': 1.3468453945118075}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:33,486] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.05328893327607693, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9383786942045313, 'colsample_bytree': 0.8958819777391901, 'gamma': 1.2132274086183434, 'reg_alpha': 0.2547263359526712, 'reg_lambda': 0.6983936133642491}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:33,748] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.03640098274267082, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9251141721346472, 'colsample_bytree': 0.852967060438202, 'gamma': 0.49454421762477174, 'reg_alpha': 0.33390228518581017, 'reg_lambda': 2.19879452114657}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,090] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.02224007915641563, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.98490387181217, 'colsample_bytree': 0.8738987394826488, 'gamma': 1.0617947388966797, 'reg_alpha': 0.3949584320637205, 'reg_lambda': 0.5031520525559509}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,329] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.025696495811865647, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8710276237230941, 'colsample_bytree': 0.9112827075034234, 'gamma': 0.10887945180898406, 'reg_alpha': 0.5541373127273983, 'reg_lambda': 1.5486803670549245}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,682] Trial 88 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.04686481817791058, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7396755615687013, 'colsample_bytree': 0.9311686593688878, 'gamma': 0.8524234142200122, 'reg_alpha': 0.6076795400658391, 'reg_lambda': 1.7099041308058471}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:34,982] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.0942960077792474, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.8910757549377891, 'colsample_bytree': 0.8338416347847654, 'gamma': 1.4168621880144547, 'reg_alpha': 0.4766760700338954, 'reg_lambda': 0.878317435123124}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:35,343] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.08046140670504567, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9023688364459519, 'colsample_bytree': 0.6139796455617439, 'gamma': 0.41352721283805904, 'reg_alpha': 0.22743929441380217, 'reg_lambda': 1.6107433827063087}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:35,628] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.03379635033999216, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9532110373963607, 'colsample_bytree': 0.8721235722686482, 'gamma': 0.2257113821963201, 'reg_alpha': 0.1229023301822114, 'reg_lambda': 1.2798046031452421}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:36,084] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.03029894610938924, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9618025527766947, 'colsample_bytree': 0.8472326845316621, 'gamma': 0.2717240596968194, 'reg_alpha': 0.10990016277258598, 'reg_lambda': 0.9811329311597466}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:36,388] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 183, 'learning_rate': 0.03034742255042104, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.977860099207826, 'colsample_bytree': 0.8462732579642381, 'gamma': 0.008247393202337916, 'reg_alpha': 0.1871391725426551, 'reg_lambda': 0.7724011939152852}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:36,679] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.12035755277250046, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9636148655463664, 'colsample_bytree': 0.8136738315137204, 'gamma': 0.6897000405365047, 'reg_alpha': 0.1438486326211497, 'reg_lambda': 0.9458380301398726}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:37,065] Trial 95 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.029274269065494504, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9459727763772138, 'colsample_bytree': 0.962090273403822, 'gamma': 0.5494922890462004, 'reg_alpha': 0.04368235000111503, 'reg_lambda': 1.0502606733095434}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:37,400] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.020214477051448045, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.943837165334432, 'colsample_bytree': 0.986898488363643, 'gamma': 0.5210049419227143, 'reg_alpha': 0.036904603015320746, 'reg_lambda': 1.0134617273467905}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:37,670] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.0388551554052049, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9713912487639427, 'colsample_bytree': 0.9658194998475079, 'gamma': 0.29697689983491093, 'reg_alpha': 0.08669679142434145, 'reg_lambda': 1.1087928609013704}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,010] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.028446896815416668, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9734311549308529, 'colsample_bytree': 0.9650153849987414, 'gamma': 0.27711146026371075, 'reg_alpha': 0.08441264153370695, 'reg_lambda': 1.1812108015030636}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,337] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.13796400577809814, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998282065872326, 'colsample_bytree': 0.952555191328685, 'gamma': 0.1427146431658482, 'reg_alpha': 0.09721187479266319, 'reg_lambda': 1.1154927330814828}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,687] Trial 100 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 239, 'learning_rate': 0.0391415426259606, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9475289784425382, 'colsample_bytree': 0.9461189901764385, 'gamma': 0.38817398199640774, 'reg_alpha': 0.04834242981260867, 'reg_lambda': 1.033919389155944}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:38,993] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 238, 'learning_rate': 0.03892611539969431, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9871494666168327, 'colsample_bytree': 0.9752264713014862, 'gamma': 0.3833665424070437, 'reg_alpha': 0.044476091209381986, 'reg_lambda': 1.2432869447839976}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:39,396] Trial 102 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 241, 'learning_rate': 0.040038262492548084, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9678569396070338, 'colsample_bytree': 0.9801473658285637, 'gamma': 0.39487450669265955, 'reg_alpha': 0.05306697493292872, 'reg_lambda': 1.2486884297698047}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:39,672] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.026587867751429663, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9929477203680787, 'colsample_bytree': 0.9968454778454395, 'gamma': 0.2913691328443271, 'reg_alpha': 0.045622030170268696, 'reg_lambda': 1.0843598114108064}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,038] Trial 104 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 225, 'learning_rate': 0.03833115293946527, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9853773139210913, 'colsample_bytree': 0.9653451686018801, 'gamma': 0.568408563328946, 'reg_alpha': 0.8802002499401627, 'reg_lambda': 0.9334395237753597}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,321] Trial 105 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 245, 'learning_rate': 0.02945009296291815, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9481885491230795, 'colsample_bytree': 0.9453501770023149, 'gamma': 2.027079387334626, 'reg_alpha': 0.06548933846232143, 'reg_lambda': 1.0439395504239521}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,604] Trial 106 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 219, 'learning_rate': 0.08633228403387483, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9328416060758722, 'colsample_bytree': 0.9342845412877216, 'gamma': 0.45804593007953787, 'reg_alpha': 0.029997011942975525, 'reg_lambda': 1.1980840863507143}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:40,909] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.03683661648384048, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9578970953588795, 'colsample_bytree': 0.9487151170151263, 'gamma': 0.10048505141931247, 'reg_alpha': 0.10770430724264493, 'reg_lambda': 0.9667762577482489}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:41,340] Trial 108 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 239, 'learning_rate': 0.043679929330850915, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9753263242797208, 'colsample_bytree': 0.9577106582524073, 'gamma': 2.756232515889532, 'reg_alpha': 0.011006912005870562, 'reg_lambda': 0.8784080935092884}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:41,698] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.03303525285465743, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9408026288077468, 'colsample_bytree': 0.9718413334048223, 'gamma': 0.2582311341848473, 'reg_alpha': 0.07608430450129827, 'reg_lambda': 1.388526852984979}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:42,001] Trial 110 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 220, 'learning_rate': 0.04081737198741622, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9167324689662258, 'colsample_bytree': 0.979115072313195, 'gamma': 0.7456299145746842, 'reg_alpha': 0.16149934963934215, 'reg_lambda': 1.138434324346267}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:42,258] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.02469954375213519, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.95901490610663, 'colsample_bytree': 0.9606555492159103, 'gamma': 0.3885157190303581, 'reg_alpha': 0.1320633462774641, 'reg_lambda': 1.0596842255131356}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:42,504] Trial 112 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 171, 'learning_rate': 0.023301166435443763, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9888692519719019, 'colsample_bytree': 0.9392030101955509, 'gamma': 0.49458492009642985, 'reg_alpha': 0.10608841779945187, 'reg_lambda': 0.8164158041960627}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:43,086] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.033933882106028754, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9666417209249653, 'colsample_bytree': 0.9241391984135937, 'gamma': 0.5812034203326102, 'reg_alpha': 0.09282137652156193, 'reg_lambda': 0.9985270668108106}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:43,371] Trial 114 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 206, 'learning_rate': 0.02949566806724585, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9468036487585992, 'colsample_bytree': 0.9055053134401845, 'gamma': 0.35415710813547424, 'reg_alpha': 0.14093073986700927, 'reg_lambda': 1.2249284556776066}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:43,760] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 179, 'learning_rate': 0.03620083939682187, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9285490818880956, 'colsample_bytree': 0.8879763271002772, 'gamma': 0.16457444684599398, 'reg_alpha': 0.182705011500379, 'reg_lambda': 0.9055297496194689}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:44,045] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 213, 'learning_rate': 0.044076231000371904, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9796744346700063, 'colsample_bytree': 0.971518762878411, 'gamma': 0.8985757889345196, 'reg_alpha': 0.05960435415983262, 'reg_lambda': 1.9650845429334134}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:44,519] Trial 117 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 244, 'learning_rate': 0.03254495573366855, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9368396299350394, 'colsample_bytree': 0.9935077474697858, 'gamma': 0.0178518623076106, 'reg_alpha': 0.1583513594288216, 'reg_lambda': 0.7421364314350034}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:44,810] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.055306715553683654, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9579232136427314, 'colsample_bytree': 0.9462004585557332, 'gamma': 4.470236142047671, 'reg_alpha': 0.021415156801917426, 'reg_lambda': 1.287174952984674}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:45,125] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.03080022799397455, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.972090534356804, 'colsample_bytree': 0.8566817867754568, 'gamma': 0.5994267730981624, 'reg_alpha': 0.20801150363794857, 'reg_lambda': 1.8319554563077873}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:45,473] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.03829972999998692, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9112840939656838, 'colsample_bytree': 0.914866407565188, 'gamma': 0.21441363505024036, 'reg_alpha': 0.4335868668052497, 'reg_lambda': 2.0806345359647835}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:45,740] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.05123373608368282, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8584986244129856, 'colsample_bytree': 0.803880012849608, 'gamma': 0.7848852818729, 'reg_alpha': 0.002899819616774619, 'reg_lambda': 1.118438142709881}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:46,084] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 161, 'learning_rate': 0.04677182233256702, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9490134411853457, 'colsample_bytree': 0.8399798412326599, 'gamma': 0.6478177478215846, 'reg_alpha': 0.07740045986636776, 'reg_lambda': 1.7487514005343452}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:46,342] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.10996243396069072, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.88821558825861, 'colsample_bytree': 0.8269826913631693, 'gamma': 0.4452546490581949, 'reg_alpha': 0.0334674231582503, 'reg_lambda': 1.0495515712538137}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:46,723] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 185, 'learning_rate': 0.035100797149635224, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9247917025026237, 'colsample_bytree': 0.8683381974065181, 'gamma': 0.9551524348501783, 'reg_alpha': 0.11893318925328042, 'reg_lambda': 2.40649913550628}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:47,051] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 184, 'learning_rate': 0.03472943058653686, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9236744005376331, 'colsample_bytree': 0.8655250770354619, 'gamma': 0.30749533159904113, 'reg_alpha': 0.11074794507137263, 'reg_lambda': 2.89815379878609}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:47,476] Trial 126 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.028241275096711784, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9354306142302538, 'colsample_bytree': 0.8980613490213992, 'gamma': 0.9778919178095218, 'reg_alpha': 0.11924200357592858, 'reg_lambda': 0.9794275259591796}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:47,807] Trial 127 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.02698669773219954, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9047916530531135, 'colsample_bytree': 0.9052921552211513, 'gamma': 0.9565049990400349, 'reg_alpha': 0.05325060876197376, 'reg_lambda': 0.9933645253701388}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:48,283] Trial 128 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 248, 'learning_rate': 0.028021126017386253, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9407943521860423, 'colsample_bytree': 0.896880292816597, 'gamma': 1.142228390590915, 'reg_alpha': 0.5083320634164871, 'reg_lambda': 0.5975643184165838}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:48,570] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 241, 'learning_rate': 0.06401626541379073, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.918557877638743, 'colsample_bytree': 0.6862003588523917, 'gamma': 1.3163051309320806, 'reg_alpha': 0.17535567286121476, 'reg_lambda': 2.715898030829559}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:48,891] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.07304511757539046, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9308345429314812, 'colsample_bytree': 0.8858726031101699, 'gamma': 0.843623351454374, 'reg_alpha': 0.1236230628994974, 'reg_lambda': 1.8986993781425832}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,171] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 174, 'learning_rate': 0.03225856470615174, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9631447360244719, 'colsample_bytree': 0.8684586994052972, 'gamma': 0.7126968782088405, 'reg_alpha': 0.09032474131675228, 'reg_lambda': 1.0976449898732201}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,453] Trial 132 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 151, 'learning_rate': 0.03556177685759183, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9557914906064575, 'colsample_bytree': 0.8761606290204547, 'gamma': 0.5506041947483639, 'reg_alpha': 0.14677193133630848, 'reg_lambda': 1.1725242624346932}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,754] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.04122255879343292, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9536260678373591, 'colsample_bytree': 0.9297474470605185, 'gamma': 0.9710786417313945, 'reg_alpha': 0.07612291016088897, 'reg_lambda': 0.670260432657396}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:49,995] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 152, 'learning_rate': 0.09758306286818438, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9391981989101879, 'colsample_bytree': 0.8816968904160243, 'gamma': 0.4772475216946147, 'reg_alpha': 0.15513061705035508, 'reg_lambda': 1.1645070582090504}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:50,280] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 131, 'learning_rate': 0.035748157476956074, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9683203718515836, 'colsample_bytree': 0.8966072177002321, 'gamma': 2.5328591272671903, 'reg_alpha': 0.6637270617129509, 'reg_lambda': 1.6437415996175504}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:50,630] Trial 136 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 249, 'learning_rate': 0.030072652594649203, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9270346341858952, 'colsample_bytree': 0.9105739598279172, 'gamma': 0.5478425930795854, 'reg_alpha': 0.1435373890146513, 'reg_lambda': 0.92210645009379}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:51,087] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.025772158808833753, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9273552843674988, 'colsample_bytree': 0.9156564094514248, 'gamma': 0.5490793704537464, 'reg_alpha': 0.13342592507561704, 'reg_lambda': 0.8909012437677273}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:51,473] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 245, 'learning_rate': 0.025562152683726597, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.947102241844258, 'colsample_bytree': 0.8784950661073607, 'gamma': 0.5477475756060088, 'reg_alpha': 0.14368701659200128, 'reg_lambda': 0.8310054170540695}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:51,919] Trial 139 finished with value: 0.761904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.023770084910980156, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9472241705968838, 'colsample_bytree': 0.8814668842247297, 'gamma': 0.5562092564729533, 'reg_alpha': 0.1711291935082755, 'reg_lambda': 0.8114834796223375}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:52,306] Trial 140 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 244, 'learning_rate': 0.01664528633154621, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9487989898526812, 'colsample_bytree': 0.8764055679107673, 'gamma': 0.5487651258252881, 'reg_alpha': 0.1432217005836196, 'reg_lambda': 0.8396129906888208}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:52,799] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.024005546459099962, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9590708562522153, 'colsample_bytree': 0.8570121022307626, 'gamma': 0.27709573475725746, 'reg_alpha': 0.1742356854134242, 'reg_lambda': 0.7672348834497138}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:53,179] Trial 142 finished with value: 0.761904761904762 and parameters: {'n_estimators': 240, 'learning_rate': 0.021093546292163118, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9756062026819868, 'colsample_bytree': 0.8511301416064858, 'gamma': 0.32479434161244525, 'reg_alpha': 0.19764571117388813, 'reg_lambda': 0.7284167794323132}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:53,651] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 246, 'learning_rate': 0.020993600856183785, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9805192297565147, 'colsample_bytree': 0.8584959112590866, 'gamma': 0.11702232233689092, 'reg_alpha': 0.2019467624348007, 'reg_lambda': 0.7862149169463288}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:54,086] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.024238843963759596, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9918086644169529, 'colsample_bytree': 0.8448457311324161, 'gamma': 0.2950828934408828, 'reg_alpha': 0.1746601586020965, 'reg_lambda': 0.7126072528345457}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:54,624] Trial 145 finished with value: 0.744047619047619 and parameters: {'n_estimators': 236, 'learning_rate': 0.01780630093999503, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.959113337719246, 'colsample_bytree': 0.8494263608690343, 'gamma': 0.2057340101461539, 'reg_alpha': 0.24194476025978653, 'reg_lambda': 0.6558216016120295}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:54,994] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 230, 'learning_rate': 0.01895036824432751, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9711853360002064, 'colsample_bytree': 0.8799104960573464, 'gamma': 0.5341885384756531, 'reg_alpha': 0.2213307536383991, 'reg_lambda': 0.7934774341030564}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:55,466] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.023025333066246125, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9818123392887931, 'colsample_bytree': 0.8876669626214545, 'gamma': 0.35251643234574315, 'reg_alpha': 0.1894216618080192, 'reg_lambda': 0.8838622611724172}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:55,833] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.025614724570942278, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9619158990347103, 'colsample_bytree': 0.8532545823329141, 'gamma': 0.4384427226772065, 'reg_alpha': 0.16060994565669964, 'reg_lambda': 0.9190164563576309}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:56,339] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 237, 'learning_rate': 0.02108247195332461, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9760416244324751, 'colsample_bytree': 0.9086156178554445, 'gamma': 0.0874145185714037, 'reg_alpha': 0.14661643750954226, 'reg_lambda': 0.7404657991105172}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:56,696] Trial 150 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.02644101264417848, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9544808508520305, 'colsample_bytree': 0.8769197110493415, 'gamma': 0.2057419591924351, 'reg_alpha': 0.13746722059903324, 'reg_lambda': 0.5619259109389454}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:57,155] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.02972056112454848, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9461483007791641, 'colsample_bytree': 0.9187678106269002, 'gamma': 0.3658112029709698, 'reg_alpha': 0.1024287621746073, 'reg_lambda': 0.8645542171640765}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:57,543] Trial 152 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.023468574556233402, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9687639697079575, 'colsample_bytree': 0.8914169258910594, 'gamma': 0.6263870427522349, 'reg_alpha': 0.1755368051028489, 'reg_lambda': 0.9266018578024579}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:57,975] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.024514171680223584, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9997932484706118, 'colsample_bytree': 0.8924976639257483, 'gamma': 0.5995298945658092, 'reg_alpha': 0.18073972113627224, 'reg_lambda': 0.9340630549166801}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:58,321] Trial 154 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.022899646889144348, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.97044878173317, 'colsample_bytree': 0.8636881770950713, 'gamma': 0.6582957587782206, 'reg_alpha': 0.21308697876659943, 'reg_lambda': 0.8112765133456338}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:58,789] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.01896739298716646, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9554022289742579, 'colsample_bytree': 0.7735303060355436, 'gamma': 0.4810839252445259, 'reg_alpha': 0.1655735754122591, 'reg_lambda': 0.768898329350304}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:59,177] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.021196149628577323, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9886589976819643, 'colsample_bytree': 0.8849190838451432, 'gamma': 0.27788342722888193, 'reg_alpha': 0.1972626070213266, 'reg_lambda': 0.8405481643917606}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:59,553] Trial 157 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 225, 'learning_rate': 0.025950851725555592, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9658456477204143, 'colsample_bytree': 0.8725686576853444, 'gamma': 0.5569136929710474, 'reg_alpha': 0.13445769171769473, 'reg_lambda': 0.9546705101580573}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:19:59,858] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.030261048682082136, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9418627608221304, 'colsample_bytree': 0.8341691385799975, 'gamma': 2.9695928331288792, 'reg_alpha': 0.23326131300935043, 'reg_lambda': 0.7131768734107332}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:00,273] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 234, 'learning_rate': 0.023536603857144258, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9775994361243867, 'colsample_bytree': 0.857448299889261, 'gamma': 0.7645039668526019, 'reg_alpha': 0.09662518119631383, 'reg_lambda': 0.6281683616338076}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:00,581] Trial 160 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.02836927040970519, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9326080252774128, 'colsample_bytree': 0.9120166812236554, 'gamma': 0.3655668997948658, 'reg_alpha': 0.16293381581132937, 'reg_lambda': 0.8961046236000364}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:01,095] Trial 161 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 239, 'learning_rate': 0.03261621322198061, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9487728091781948, 'colsample_bytree': 0.9019524197382972, 'gamma': 0.45184242582713247, 'reg_alpha': 0.06793471957964783, 'reg_lambda': 1.034590075517704}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:01,546] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 242, 'learning_rate': 0.025829927696490666, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9623904152106864, 'colsample_bytree': 0.9803423633852614, 'gamma': 0.271796130665486, 'reg_alpha': 0.12143599846029268, 'reg_lambda': 1.0143496450404894}. Best is trial 52 with value: 0.7678571428571429.
[I 2025-11-03 20:20:01,991] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 244, 'learning_rate': 0.025466649011923543, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9563442452695361, 'colsample_bytree': 0.9751364591606029, 'gamma': 0.157179662007926, 'reg_alpha': 0.12243399712500003, 'reg_lambda': 0.9820272797612783}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:02,436] Trial 164 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.025317932304279082, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9551201163300086, 'colsample_bytree': 0.9768406701072192, 'gamma': 0.15122051201774575, 'reg_alpha': 0.14444594369711458, 'reg_lambda': 0.8481700720197131}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:02,943] Trial 165 finished with value: 0.761904761904762 and parameters: {'n_estimators': 244, 'learning_rate': 0.022268729107042334, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9618075960885246, 'colsample_bytree': 0.9991000750568032, 'gamma': 0.004041874815633895, 'reg_alpha': 0.1484081966920982, 'reg_lambda': 0.8546889865892187}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:03,344] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.012827387341537844, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.96779109908634, 'colsample_bytree': 0.9834421916439179, 'gamma': 0.0241675732193368, 'reg_alpha': 0.12624880514096212, 'reg_lambda': 0.8453395072194915}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:03,880] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 242, 'learning_rate': 0.020503935795255692, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9562648200217462, 'colsample_bytree': 0.9976383071173995, 'gamma': 0.11183239919821203, 'reg_alpha': 0.1498548963099458, 'reg_lambda': 0.7491637388359542}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:04,266] Trial 168 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.025173263336892515, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.985087774391703, 'colsample_bytree': 0.99186781001075, 'gamma': 0.17878033011613437, 'reg_alpha': 0.17521234023873236, 'reg_lambda': 0.9123904276334699}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:04,753] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.02263211712370389, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9629877156039567, 'colsample_bytree': 0.9782299884710135, 'gamma': 0.021141553315257206, 'reg_alpha': 0.1131660737970993, 'reg_lambda': 0.7999106113634916}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:05,117] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 236, 'learning_rate': 0.026232672418355037, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9713499016868161, 'colsample_bytree': 0.9672606227959234, 'gamma': 0.20410778027038765, 'reg_alpha': 0.08943675093764071, 'reg_lambda': 0.6775581923659159}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:05,636] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 244, 'learning_rate': 0.020310674302746044, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9561689843947947, 'colsample_bytree': 0.9990334272298479, 'gamma': 0.17778461215226388, 'reg_alpha': 0.1486644317560562, 'reg_lambda': 0.7539559812383877}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:06,047] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.021948258668763446, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.95274587284352, 'colsample_bytree': 0.9756549248976117, 'gamma': 0.07390178206257522, 'reg_alpha': 0.14907514161036287, 'reg_lambda': 0.8488572118048373}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:06,542] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.018674389408029044, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.976357070190447, 'colsample_bytree': 0.9878111045790011, 'gamma': 0.12530269451180553, 'reg_alpha': 0.1287695680566947, 'reg_lambda': 0.7215962544984822}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:06,920] Trial 174 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 235, 'learning_rate': 0.016744849826333553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.963594778597712, 'colsample_bytree': 0.987866846539523, 'gamma': 0.31114461818392053, 'reg_alpha': 0.1962951579643623, 'reg_lambda': 0.782563525605613}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:07,440] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 245, 'learning_rate': 0.023836329196028558, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9419445242406145, 'colsample_bytree': 0.9801107346619279, 'gamma': 0.27650794482961866, 'reg_alpha': 0.17238796799212908, 'reg_lambda': 0.9415065345898529}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:07,811] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.024117879897878315, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9420386483712115, 'colsample_bytree': 0.9647546769205045, 'gamma': 0.2660387524544277, 'reg_alpha': 0.17510050168303143, 'reg_lambda': 1.0806209531648119}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:08,265] Trial 177 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 247, 'learning_rate': 0.02674703359043691, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9452390320966633, 'colsample_bytree': 0.982550245937552, 'gamma': 0.42777516026709994, 'reg_alpha': 0.11022967406942535, 'reg_lambda': 0.9543158102627722}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:08,639] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.02218167034607524, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9377943215208002, 'colsample_bytree': 0.9715791049460939, 'gamma': 0.35557404322364466, 'reg_alpha': 0.12852826831557165, 'reg_lambda': 1.0187958324558408}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:09,021] Trial 179 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.02789869828823762, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9912235538509261, 'colsample_bytree': 0.9607281538927102, 'gamma': 3.778000261819878, 'reg_alpha': 0.09017877984577291, 'reg_lambda': 0.8611488617272967}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:09,501] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.025724527440798232, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9785560276712411, 'colsample_bytree': 0.9879579222005849, 'gamma': 0.5191744370919126, 'reg_alpha': 0.18228116407000347, 'reg_lambda': 0.923381207878616}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:10,048] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.01975564720225817, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9570890202847333, 'colsample_bytree': 0.9996316999314283, 'gamma': 0.09369829048492113, 'reg_alpha': 0.15358878297842765, 'reg_lambda': 0.8974037578329909}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:10,484] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.023540511298701775, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9523818831059951, 'colsample_bytree': 0.9752508201114373, 'gamma': 0.24457657278383466, 'reg_alpha': 0.1604457539170837, 'reg_lambda': 0.8917569401292833}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:11,066] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 232, 'learning_rate': 0.02037927808498788, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9504256084158537, 'colsample_bytree': 0.9992547685026311, 'gamma': 0.02205204372813485, 'reg_alpha': 0.14330190020589723, 'reg_lambda': 0.9832966230577583}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:11,520] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.021914752276030285, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9673532564009513, 'colsample_bytree': 0.9721401918201394, 'gamma': 0.1956792552417185, 'reg_alpha': 0.15967420293854465, 'reg_lambda': 0.8906891382158535}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:12,029] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 241, 'learning_rate': 0.024703201753988532, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.732008813462633, 'colsample_bytree': 0.9808441905879741, 'gamma': 0.3635612867517738, 'reg_alpha': 0.20708091686597008, 'reg_lambda': 1.0732898871007404}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:12,473] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.02343278942593836, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9504507723941191, 'colsample_bytree': 0.9772830262791623, 'gamma': 0.0009252823565801243, 'reg_alpha': 0.11449370387301533, 'reg_lambda': 1.1321811294022763}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:12,819] Trial 187 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 246, 'learning_rate': 0.0270111019180169, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9337507108247713, 'colsample_bytree': 0.9573240807970691, 'gamma': 0.1371095031051474, 'reg_alpha': 0.0694412593310226, 'reg_lambda': 0.9658967644617382}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:13,028] Trial 188 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 38, 'learning_rate': 0.02933983802611245, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9612481993181011, 'colsample_bytree': 0.9880642113242797, 'gamma': 0.2901271841086758, 'reg_alpha': 0.12449541741532447, 'reg_lambda': 0.9024767981452745}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:13,469] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 242, 'learning_rate': 0.01739557471914929, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7915530406225094, 'colsample_bytree': 0.9934768191571668, 'gamma': 0.42928921354062566, 'reg_alpha': 0.15487970593681208, 'reg_lambda': 0.8325856475989732}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:13,979] Trial 190 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 232, 'learning_rate': 0.018862869900900536, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9740468265670158, 'colsample_bytree': 0.9680760179788387, 'gamma': 0.5790655783940888, 'reg_alpha': 0.09872566341946803, 'reg_lambda': 1.0174686971597124}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:14,371] Trial 191 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.02415549832632601, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9574018862172952, 'colsample_bytree': 0.9710753013603747, 'gamma': 0.24549156344575876, 'reg_alpha': 0.18703761005073033, 'reg_lambda': 0.8095238592831441}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:14,763] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.02288599026713776, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9402001156471241, 'colsample_bytree': 0.95388931320551, 'gamma': 0.16732082708508172, 'reg_alpha': 0.19934499100704436, 'reg_lambda': 0.8090988580633334}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:15,059] Trial 193 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.025351734633130472, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9547217620725206, 'colsample_bytree': 0.9857760556354266, 'gamma': 0.21567547354962263, 'reg_alpha': 0.13712059210763755, 'reg_lambda': 0.9315930125774874}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:15,436] Trial 194 finished with value: 0.761904761904762 and parameters: {'n_estimators': 247, 'learning_rate': 0.0212761129400766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9649723259622343, 'colsample_bytree': 0.9722758534943833, 'gamma': 0.35342589549343595, 'reg_alpha': 0.1653624211913592, 'reg_lambda': 0.8432700200498995}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:15,923] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.019739325954370356, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.965878074237002, 'colsample_bytree': 0.9772324756582044, 'gamma': 0.32209067777101225, 'reg_alpha': 0.22268489376772405, 'reg_lambda': 0.8522571902035854}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:16,306] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 237, 'learning_rate': 0.021399561258310183, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9844374301424299, 'colsample_bytree': 0.960864776439411, 'gamma': 0.11938385455736064, 'reg_alpha': 0.18075766757224654, 'reg_lambda': 1.2041623137224342}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:16,741] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 229, 'learning_rate': 0.02333333465549049, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9472370966879754, 'colsample_bytree': 0.9688638659911527, 'gamma': 0.403725366151282, 'reg_alpha': 0.831071608588043, 'reg_lambda': 0.877552748962784}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:17,153] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.021376882627875828, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9600291230579242, 'colsample_bytree': 0.9780083635881225, 'gamma': 0.257953628725398, 'reg_alpha': 0.1664980465608608, 'reg_lambda': 0.8189297676601974}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:17,638] Trial 199 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.015338852770552176, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9696553667935958, 'colsample_bytree': 0.9993655588660544, 'gamma': 0.48055113433184243, 'reg_alpha': 0.18743799540657097, 'reg_lambda': 0.687586889336683}. Best is trial 163 with value: 0.7738095238095238.
[I 2025-11-03 20:20:17,641] A new study created in memory with name: no-name-fb68482f-9510-47df-9293-a0f83ccfce97
[I 2025-11-03 20:20:18,022] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.037792995451039736, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7637762852042005, 'colsample_bytree': 0.9012706564973566, 'gamma': 4.420623815135446, 'reg_alpha': 0.8816581847784276, 'reg_lambda': 0.5103942138645443}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:20:18,230] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.010286063293381362, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.838331223272369, 'colsample_bytree': 0.9219652269411434, 'gamma': 0.6504528014295824, 'reg_alpha': 0.4184361685882104, 'reg_lambda': 1.9757381131320577}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:20:18,614] Trial 2 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 215, 'learning_rate': 0.11201792916903026, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6037272523022876, 'colsample_bytree': 0.6326773094840257, 'gamma': 2.4279695975529436, 'reg_alpha': 0.6385713558832026, 'reg_lambda': 1.8687294759564863}. Best is trial 2 with value: 0.7202380952380953.
[I 2025-11-03 20:20:18,841] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 158, 'learning_rate': 0.22240908330860118, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9450987468798641, 'colsample_bytree': 0.9385023473214242, 'gamma': 3.606989140876682, 'reg_alpha': 0.14687176496513066, 'reg_lambda': 0.997714177425192}. Best is trial 2 with value: 0.7202380952380953.
[I 2025-11-03 20:20:19,139] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.02168468213303762, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8321746562381996, 'colsample_bytree': 0.8746309064256741, 'gamma': 4.074437125997493, 'reg_alpha': 0.6877011380340091, 'reg_lambda': 1.3739442387566059}. Best is trial 2 with value: 0.7202380952380953.
[I 2025-11-03 20:20:19,512] Trial 5 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.010254578914858955, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9944230884421559, 'colsample_bytree': 0.7008803970852031, 'gamma': 0.1772248447062158, 'reg_alpha': 0.8117831798643173, 'reg_lambda': 1.177997436030999}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:19,820] Trial 6 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.09377389334386128, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9870717913048318, 'colsample_bytree': 0.9217711982227128, 'gamma': 3.9199400862873865, 'reg_alpha': 0.6728992712071978, 'reg_lambda': 1.8462008295639947}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,112] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 87, 'learning_rate': 0.04992878297248851, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.858131525377169, 'colsample_bytree': 0.6075624822275223, 'gamma': 2.362071172986935, 'reg_alpha': 0.07389055834439773, 'reg_lambda': 1.2520949082515394}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,313] Trial 8 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 125, 'learning_rate': 0.010803252328403262, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.7264546889088999, 'colsample_bytree': 0.7919267264863726, 'gamma': 0.533345514093943, 'reg_alpha': 0.4488271712174027, 'reg_lambda': 2.1873963955185354}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,545] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 138, 'learning_rate': 0.07115021972885514, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6443039776570425, 'colsample_bytree': 0.7711944533380293, 'gamma': 4.7782306123745215, 'reg_alpha': 0.3518023101891282, 'reg_lambda': 0.5351149723367463}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,766] Trial 10 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.02126111724400542, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9275558227227231, 'colsample_bytree': 0.7333937561877997, 'gamma': 1.3683912160645222, 'reg_alpha': 0.9649400779541207, 'reg_lambda': 2.4961093528102247}. Best is trial 5 with value: 0.7440476190476191.
[I 2025-11-03 20:20:20,911] Trial 11 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.02111460823891928, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9357181343925087, 'colsample_bytree': 0.7037105618973865, 'gamma': 1.4401509501046053, 'reg_alpha': 0.9989704978862456, 'reg_lambda': 2.925096357165487}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:20:21,185] Trial 12 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 30, 'learning_rate': 0.02107355873989785, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9994708319927567, 'colsample_bytree': 0.6969700436555901, 'gamma': 1.3020880679236728, 'reg_alpha': 0.9013660104208513, 'reg_lambda': 2.9823065682887417}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:21,295] Trial 13 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 21, 'learning_rate': 0.024798462954775426, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9107273576165454, 'colsample_bytree': 0.697289334433634, 'gamma': 1.622807749759779, 'reg_alpha': 0.9984584482600359, 'reg_lambda': 2.9787203815897874}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:21,488] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 56, 'learning_rate': 0.030917600699887117, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8934886547609533, 'colsample_bytree': 0.6696573280656573, 'gamma': 1.5692091498741734, 'reg_alpha': 0.8024103754331905, 'reg_lambda': 2.96521403594384}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:21,846] Trial 15 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 100, 'learning_rate': 0.01942377806887878, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9572315894678799, 'colsample_bytree': 0.9962066730502671, 'gamma': 3.11520751552557, 'reg_alpha': 0.5748963999009291, 'reg_lambda': 2.5761868035413293}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:22,131] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 50, 'learning_rate': 0.015019610998433698, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8891027557321689, 'colsample_bytree': 0.8382063853081153, 'gamma': 1.1086882046166782, 'reg_alpha': 0.8163148995692185, 'reg_lambda': 2.590417214545079}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:22,390] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.048066124809141436, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.7741522967406065, 'colsample_bytree': 0.7485957081260959, 'gamma': 2.0357926261685106, 'reg_alpha': 0.29507380685375784, 'reg_lambda': 2.2962191501027736}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:22,685] Trial 18 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 250, 'learning_rate': 0.01520820183786288, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9948386399081086, 'colsample_bytree': 0.6611038515380899, 'gamma': 0.9800336251558608, 'reg_alpha': 0.913242631605824, 'reg_lambda': 2.730572807545894}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,026] Trial 19 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.03279269360527656, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.69969714064403, 'colsample_bytree': 0.8344292754180731, 'gamma': 2.9588004787495064, 'reg_alpha': 0.752401388010147, 'reg_lambda': 1.5417973203270143}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,188] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.2638029251662299, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9573045128679036, 'colsample_bytree': 0.7212545679736492, 'gamma': 1.8048997370349407, 'reg_alpha': 0.5403757770750912, 'reg_lambda': 2.808272396967362}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,544] Trial 21 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 188, 'learning_rate': 0.01312958804397895, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9931679519598092, 'colsample_bytree': 0.6860037714244682, 'gamma': 0.06992405450970378, 'reg_alpha': 0.8742574007544088, 'reg_lambda': 0.9418464964432796}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:23,865] Trial 22 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 196, 'learning_rate': 0.01674680441982356, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9602765449970305, 'colsample_bytree': 0.6394833571151026, 'gamma': 0.06384667580766568, 'reg_alpha': 0.9980536129241246, 'reg_lambda': 1.60626081325815}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:24,026] Trial 23 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 64, 'learning_rate': 0.02591154803369699, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9977299861384433, 'colsample_bytree': 0.7059672931056361, 'gamma': 0.5712414806289461, 'reg_alpha': 0.7451246630410714, 'reg_lambda': 2.266154776967062}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:24,399] Trial 24 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 21, 'learning_rate': 0.012099106846079007, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8772236802399884, 'colsample_bytree': 0.7614978449329899, 'gamma': 1.010150521677633, 'reg_alpha': 0.860417776079442, 'reg_lambda': 0.8350481257031407}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:24,692] Trial 25 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 247, 'learning_rate': 0.04211715197985249, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9300265698403788, 'colsample_bytree': 0.8060689934169892, 'gamma': 2.000162656877598, 'reg_alpha': 0.9458961882834183, 'reg_lambda': 1.1987786544060373}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,011] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 82, 'learning_rate': 0.0636752619985977, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9650148268744402, 'colsample_bytree': 0.7232731986195027, 'gamma': 0.3923049690276439, 'reg_alpha': 0.7939351667785197, 'reg_lambda': 2.8140748225211833}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,176] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 46, 'learning_rate': 0.018577159605050974, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9099244921186452, 'colsample_bytree': 0.648368818940966, 'gamma': 1.2704144479341477, 'reg_alpha': 0.6138802055823932, 'reg_lambda': 2.411503975323252}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,519] Trial 28 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 132, 'learning_rate': 0.010045600062680776, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8058842237976621, 'colsample_bytree': 0.6026427470444927, 'gamma': 2.727032550313832, 'reg_alpha': 0.7324023591548887, 'reg_lambda': 2.067654861118639}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:25,804] Trial 29 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 228, 'learning_rate': 0.030356428567263196, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.9727606195743468, 'colsample_bytree': 0.6823286792457294, 'gamma': 0.8550870759355309, 'reg_alpha': 0.8913129966267671, 'reg_lambda': 1.5991990969351377}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,230] Trial 30 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 169, 'learning_rate': 0.01362756685512545, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9281563617636192, 'colsample_bytree': 0.7864959861582426, 'gamma': 0.23171644762432472, 'reg_alpha': 0.8527822798977386, 'reg_lambda': 0.7516089404180093}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,383] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.022176292718815424, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9356314703448156, 'colsample_bytree': 0.7331584515481795, 'gamma': 1.4317514250953178, 'reg_alpha': 0.9549378818784031, 'reg_lambda': 2.497012753334986}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,508] Trial 32 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 37, 'learning_rate': 0.03774882945340045, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8617018527096283, 'colsample_bytree': 0.7403959294829422, 'gamma': 2.1141381463718685, 'reg_alpha': 0.9319209445179258, 'reg_lambda': 2.689382146626305}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,810] Trial 33 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 69, 'learning_rate': 0.026705883442913154, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9054614355088002, 'colsample_bytree': 0.7002433076395432, 'gamma': 1.3656083289833219, 'reg_alpha': 0.9935962121230624, 'reg_lambda': 2.8785690593704216}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:26,956] Trial 34 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 23, 'learning_rate': 0.1531548427820332, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9712742473521379, 'colsample_bytree': 0.6299583112875712, 'gamma': 0.642057512032611, 'reg_alpha': 0.9158086868404023, 'reg_lambda': 2.982684658946743}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,086] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.018111212913777177, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9354203815082301, 'colsample_bytree': 0.7141131102496883, 'gamma': 0.8048295505081692, 'reg_alpha': 0.827875962406412, 'reg_lambda': 2.4009611863104965}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,267] Trial 36 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 71, 'learning_rate': 0.03736089408010924, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8356996823081275, 'colsample_bytree': 0.7617125055946738, 'gamma': 1.7376302026808932, 'reg_alpha': 0.2379310244131395, 'reg_lambda': 2.650705066475597}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,524] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.021612989510492935, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9775420141623287, 'colsample_bytree': 0.67342582743382, 'gamma': 1.15962183352078, 'reg_alpha': 0.7164095352296479, 'reg_lambda': 2.0662608682757115}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,722] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.011723981291301028, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.9440710301927814, 'colsample_bytree': 0.8242985362394153, 'gamma': 2.460381769980433, 'reg_alpha': 0.644128013643894, 'reg_lambda': 1.796409177566086}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:27,935] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.08352011075655721, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8619020792539973, 'colsample_bytree': 0.6241814243060324, 'gamma': 0.36000902745686303, 'reg_alpha': 0.7856951362120094, 'reg_lambda': 1.1416692282123162}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,346] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 193, 'learning_rate': 0.01571002641788152, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.7418497009728598, 'colsample_bytree': 0.655529013602406, 'gamma': 0.770177206310026, 'reg_alpha': 0.4375692319174535, 'reg_lambda': 1.4233884261130298}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,484] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 33, 'learning_rate': 0.022690706239347866, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9194187867655089, 'colsample_bytree': 0.74389179007586, 'gamma': 1.4319539456537906, 'reg_alpha': 0.9589353545024957, 'reg_lambda': 2.4841128564038106}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,706] Trial 42 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 31, 'learning_rate': 0.021241949122151625, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9474467826989709, 'colsample_bytree': 0.732274679149778, 'gamma': 2.1955400886660827, 'reg_alpha': 0.9552730553123228, 'reg_lambda': 1.9538898511902763}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:28,880] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 52, 'learning_rate': 0.02784829845265562, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8144975228037246, 'colsample_bytree': 0.7001113314000335, 'gamma': 1.7842262904234405, 'reg_alpha': 0.8782949456149621, 'reg_lambda': 2.522928844102529}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,173] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.03339536959101877, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9993535308438686, 'colsample_bytree': 0.6890054012199947, 'gamma': 1.4546662936530772, 'reg_alpha': 0.9636155863652062, 'reg_lambda': 2.84475569613464}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,418] Trial 45 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.044642019717042306, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.883929729985487, 'colsample_bytree': 0.7765212132946576, 'gamma': 2.6791070896783866, 'reg_alpha': 0.9030288116687882, 'reg_lambda': 2.7685707763140046}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,621] Trial 46 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 78, 'learning_rate': 0.05313505613106452, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9429770413849118, 'colsample_bytree': 0.7519138901988437, 'gamma': 3.3601367164178337, 'reg_alpha': 0.8352199490547925, 'reg_lambda': 2.1505091619933534}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,738] Trial 47 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 44, 'learning_rate': 0.12145792334792582, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9786001346850893, 'colsample_bytree': 0.8780405388232062, 'gamma': 1.251055597987143, 'reg_alpha': 0.9902321760722608, 'reg_lambda': 2.9104495373135806}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:29,846] Trial 48 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 30, 'learning_rate': 0.019622456513660833, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8985809393542276, 'colsample_bytree': 0.7317876445114104, 'gamma': 4.14174445795752, 'reg_alpha': 0.497899832453687, 'reg_lambda': 2.3607022961840447}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,019] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 57, 'learning_rate': 0.024838767781953666, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6656998282054871, 'colsample_bytree': 0.811702938055935, 'gamma': 1.6070206271761847, 'reg_alpha': 0.10420329691880603, 'reg_lambda': 2.622079677775889}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,304] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.016793713063694846, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.6137765315947177, 'colsample_bytree': 0.668787174444983, 'gamma': 1.904034611765069, 'reg_alpha': 0.9127573335508051, 'reg_lambda': 1.6923954001623052}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,590] Trial 51 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 43, 'learning_rate': 0.013524697498430225, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9354668220250738, 'colsample_bytree': 0.7169678384962865, 'gamma': 0.8322841284510607, 'reg_alpha': 0.8316531035407557, 'reg_lambda': 2.4698050450973925}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:30,777] Trial 52 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 40, 'learning_rate': 0.01699936675066862, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9173272593203399, 'colsample_bytree': 0.7189489070632896, 'gamma': 1.033840734069639, 'reg_alpha': 0.8051536310380191, 'reg_lambda': 2.283014005764853}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,014] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.018505846566820063, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9557136327828808, 'colsample_bytree': 0.7091478390327388, 'gamma': 0.5111355377486614, 'reg_alpha': 0.6942355698416306, 'reg_lambda': 2.7144136478916345}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,189] Trial 54 finished with value: 0.6041666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.023509392285704613, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9778880757849576, 'colsample_bytree': 0.6855586813848724, 'gamma': 4.975445719941653, 'reg_alpha': 0.8685434667584644, 'reg_lambda': 1.8966357933955953}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,430] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 63, 'learning_rate': 0.011770316233472177, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.8719039168674942, 'colsample_bytree': 0.9776190930875784, 'gamma': 0.1869796593287345, 'reg_alpha': 0.7709326870217583, 'reg_lambda': 2.9896402784352767}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:31,716] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.015111432098530745, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9864050100152533, 'colsample_bytree': 0.7780576701848567, 'gamma': 0.8899125188103332, 'reg_alpha': 0.9436121282191381, 'reg_lambda': 0.519701641135327}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:32,007] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.02842556124472516, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.923934071732748, 'colsample_bytree': 0.7609753622412827, 'gamma': 0.6872199392538105, 'reg_alpha': 0.9748511441025249, 'reg_lambda': 2.3689428802355383}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:32,278] Trial 58 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 145, 'learning_rate': 0.0195826295287829, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.957111609182515, 'colsample_bytree': 0.7104307190933401, 'gamma': 2.280553658165795, 'reg_alpha': 0.8328906239151624, 'reg_lambda': 2.5485851692761097}. Best is trial 12 with value: 0.7589285714285715.
[I 2025-11-03 20:20:32,493] Trial 59 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 40, 'learning_rate': 0.01082351911827944, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.847769029516595, 'colsample_bytree': 0.7341977805108387, 'gamma': 0.0016025853777337506, 'reg_alpha': 0.8967616707038726, 'reg_lambda': 2.24145296754049}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 20:20:32,869] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 230, 'learning_rate': 0.010722464933296007, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8506964100182032, 'colsample_bytree': 0.7294013750909859, 'gamma': 0.389078235187876, 'reg_alpha': 0.9245382962218498, 'reg_lambda': 2.7653360754806755}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 20:20:33,035] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.012612050180433928, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8889783554477716, 'colsample_bytree': 0.6767967173250163, 'gamma': 0.27034070837971724, 'reg_alpha': 0.8866388631787776, 'reg_lambda': 2.4198785742795526}. Best is trial 59 with value: 0.7619047619047619.
[I 2025-11-03 20:20:33,231] Trial 62 finished with value: 0.761904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.013114904678280855, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8918382795048085, 'colsample_bytree': 0.6726659073989011, 'gamma': 0.09338486644449195, 'reg_alpha': 0.884986701277883, 'reg_lambda': 2.1944895177803017}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:33,402] Trial 63 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 55, 'learning_rate': 0.012973713279363261, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8227436647315176, 'colsample_bytree': 0.6706259164404201, 'gamma': 0.029527590397560862, 'reg_alpha': 0.8774293762718741, 'reg_lambda': 2.236772195021075}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:33,550] Trial 64 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 48, 'learning_rate': 0.010291910852177287, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7902430574226331, 'colsample_bytree': 0.6456793875522147, 'gamma': 0.22335087598632927, 'reg_alpha': 0.8996433964755968, 'reg_lambda': 2.105097900433188}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:33,805] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 26, 'learning_rate': 0.014093063761451679, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8490896394158918, 'colsample_bytree': 0.6967546807895207, 'gamma': 0.516991667727053, 'reg_alpha': 0.3644886663041219, 'reg_lambda': 2.191558722577549}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,007] Trial 66 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 68, 'learning_rate': 0.011707344081673038, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8903971071115514, 'colsample_bytree': 0.6178919581161966, 'gamma': 0.03387271600743846, 'reg_alpha': 0.7670087784881932, 'reg_lambda': 2.011676959323059}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,184] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.012010511417239321, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8762148845274872, 'colsample_bytree': 0.6765387383992523, 'gamma': 0.3007036062257158, 'reg_alpha': 0.850080910523797, 'reg_lambda': 2.304768045942889}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,290] Trial 68 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 41, 'learning_rate': 0.015348629294194654, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8982945152527162, 'colsample_bytree': 0.6589553590358538, 'gamma': 0.5037494973014036, 'reg_alpha': 0.932708336635321, 'reg_lambda': 1.434122504671851}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,609] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.010784707771012458, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8385891196493925, 'colsample_bytree': 0.6404834109911397, 'gamma': 0.15038320599185956, 'reg_alpha': 0.0013076638135827157, 'reg_lambda': 2.9233760006484264}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,846] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.012913324803844942, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9090842759029562, 'colsample_bytree': 0.6934280923680635, 'gamma': 0.0074534054007786565, 'reg_alpha': 0.9912848480947621, 'reg_lambda': 2.430052590952769}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:34,957] Trial 71 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 37, 'learning_rate': 0.014371072858159055, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8691734692930149, 'colsample_bytree': 0.7317659366592676, 'gamma': 1.163179931154144, 'reg_alpha': 0.8942241774962925, 'reg_lambda': 2.666597539783993}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:35,284] Trial 72 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.014572738910701134, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8680669905897185, 'colsample_bytree': 0.7504123579773103, 'gamma': 1.269122853734375, 'reg_alpha': 0.8915444184319664, 'reg_lambda': 2.694352386462003}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:35,409] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.01461206257255822, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8684359949369922, 'colsample_bytree': 0.7554151876899989, 'gamma': 1.2184830182652486, 'reg_alpha': 0.8036696639059063, 'reg_lambda': 2.5878483971221464}. Best is trial 62 with value: 0.761904761904762.
[I 2025-11-03 20:20:35,617] Trial 74 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 26, 'learning_rate': 0.010065291405338782, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8521068200065324, 'colsample_bytree': 0.7389788974180552, 'gamma': 0.6600468013015826, 'reg_alpha': 0.8940188740866517, 'reg_lambda': 2.666321141303306}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:35,789] Trial 75 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 26, 'learning_rate': 0.01653045051204211, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8449170157181591, 'colsample_bytree': 0.7385384502105256, 'gamma': 1.0006890212598436, 'reg_alpha': 0.8901700680137395, 'reg_lambda': 2.6602935820879305}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:35,954] Trial 76 finished with value: 0.75 and parameters: {'n_estimators': 49, 'learning_rate': 0.012625569435511515, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8229909412876031, 'colsample_bytree': 0.7230421852442696, 'gamma': 0.6387500412763815, 'reg_alpha': 0.8649673061630272, 'reg_lambda': 2.832315075223001}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,087] Trial 77 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 47, 'learning_rate': 0.010049049685448725, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8235755690861822, 'colsample_bytree': 0.7938677458699349, 'gamma': 0.678306330041971, 'reg_alpha': 0.8595651515635964, 'reg_lambda': 2.848285781577541}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,370] Trial 78 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.012526437296205437, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7936368956728866, 'colsample_bytree': 0.7047799310033269, 'gamma': 0.39153910647028106, 'reg_alpha': 0.9247360338375412, 'reg_lambda': 2.781096989871671}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,492] Trial 79 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 52, 'learning_rate': 0.01113903200444621, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7673264845813171, 'colsample_bytree': 0.7242210710241381, 'gamma': 0.6605599300467626, 'reg_alpha': 0.727984662780687, 'reg_lambda': 2.900782290430233}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,739] Trial 80 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 20, 'learning_rate': 0.013165457905330568, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7815211210074811, 'colsample_bytree': 0.7692507952911868, 'gamma': 1.0774655602245011, 'reg_alpha': 0.9707625940952291, 'reg_lambda': 2.814147364888765}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:36,859] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.014166122307659077, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8843636182763143, 'colsample_bytree': 0.7430014646869938, 'gamma': 0.2846305035930228, 'reg_alpha': 0.8738878229072313, 'reg_lambda': 2.724457895632037}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,102] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.017635505790404096, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8868536453166306, 'colsample_bytree': 0.6829340476166197, 'gamma': 0.3215401930851016, 'reg_alpha': 0.8665816914706199, 'reg_lambda': 2.6043696813234147}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,278] Trial 83 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.010906894451674701, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8542075064476453, 'colsample_bytree': 0.6648306431406875, 'gamma': 0.13931757116903515, 'reg_alpha': 0.8479246013236714, 'reg_lambda': 2.722597532462554}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,415] Trial 84 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.01385610100589712, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8290500321323372, 'colsample_bytree': 0.7442477415112054, 'gamma': 0.45112378626065447, 'reg_alpha': 0.8093017540994853, 'reg_lambda': 2.8779070174331864}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,672] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 58, 'learning_rate': 0.015911286590488183, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8145906580404827, 'colsample_bytree': 0.7208429285838545, 'gamma': 0.2467062624370513, 'reg_alpha': 0.7794563884419289, 'reg_lambda': 2.9473858874876924}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:37,857] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 65, 'learning_rate': 0.012270115479084284, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8821608015150593, 'colsample_bytree': 0.6544885522065765, 'gamma': 0.9076502773772863, 'reg_alpha': 0.941972399328838, 'reg_lambda': 2.5312917787046487}. Best is trial 74 with value: 0.7648809523809523.
[I 2025-11-03 20:20:38,170] Trial 87 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.019969032245165594, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8595184955760348, 'colsample_bytree': 0.7011815629631656, 'gamma': 0.5863020501710411, 'reg_alpha': 0.9042956490282142, 'reg_lambda': 2.6445388691889544}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,356] Trial 88 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 73, 'learning_rate': 0.020563028602267292, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8371955750310038, 'colsample_bytree': 0.6925943631775142, 'gamma': 0.593759988523793, 'reg_alpha': 0.9207561136798569, 'reg_lambda': 2.755415579975937}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,570] Trial 89 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.20074158141893836, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8062785460198626, 'colsample_bytree': 0.7068465063101822, 'gamma': 0.7848821947881367, 'reg_alpha': 0.24611884051298788, 'reg_lambda': 2.4461798142990023}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,657] Trial 90 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.011329001005613102, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8606948658945093, 'colsample_bytree': 0.6749231943945909, 'gamma': 0.1290850117287341, 'reg_alpha': 0.9810954335473439, 'reg_lambda': 2.353194663253972}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:38,898] Trial 91 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 35, 'learning_rate': 0.014438146102887342, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8997259201433012, 'colsample_bytree': 0.7395822643487616, 'gamma': 0.26885197310370096, 'reg_alpha': 0.9004129386279195, 'reg_lambda': 2.6388417194296436}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,054] Trial 92 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 53, 'learning_rate': 0.061828748966325016, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.879296295068903, 'colsample_bytree': 0.7148786457784607, 'gamma': 0.46817156726970827, 'reg_alpha': 0.8275200897712955, 'reg_lambda': 2.815901759995638}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,323] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 51, 'learning_rate': 0.061953396546571546, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8423850479426042, 'colsample_bytree': 0.7148995965630854, 'gamma': 0.4184259626798891, 'reg_alpha': 0.838618788042887, 'reg_lambda': 2.8346995431558324}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,551] Trial 94 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 43, 'learning_rate': 0.0821489614509116, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8566286999918981, 'colsample_bytree': 0.681707391633744, 'gamma': 0.5979152445020801, 'reg_alpha': 0.7489084201263705, 'reg_lambda': 2.799942932203646}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:39,775] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.07914144816984181, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9152501548246328, 'colsample_bytree': 0.6987946678963212, 'gamma': 0.7626229402407605, 'reg_alpha': 0.8188212081705508, 'reg_lambda': 2.9513804103249797}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,026] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 43, 'learning_rate': 0.10771209561993837, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8787278606090607, 'colsample_bytree': 0.6826301742177453, 'gamma': 0.5167376847096965, 'reg_alpha': 0.7487788963549845, 'reg_lambda': 2.589173976734152}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,268] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.06518821589878575, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8607940984668374, 'colsample_bytree': 0.689223357781304, 'gamma': 0.3240883268552225, 'reg_alpha': 0.9506406711153693, 'reg_lambda': 2.720550961278638}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,391] Trial 98 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.07321034188533386, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8925703648625949, 'colsample_bytree': 0.6482617025735341, 'gamma': 0.9273628316242793, 'reg_alpha': 0.5966251231809958, 'reg_lambda': 2.9901487263000743}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,622] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 62, 'learning_rate': 0.10626956059479771, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9081928883546603, 'colsample_bytree': 0.6626794498254209, 'gamma': 0.1309001803757908, 'reg_alpha': 0.5157996975452083, 'reg_lambda': 2.8858475656679037}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:40,835] Trial 100 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.09127231542037013, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8548979734006819, 'colsample_bytree': 0.6780975303112563, 'gamma': 0.5612384338179376, 'reg_alpha': 0.9131144846678896, 'reg_lambda': 2.50440283632785}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,055] Trial 101 finished with value: 0.755952380952381 and parameters: {'n_estimators': 46, 'learning_rate': 0.043820445948808254, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8275728274099274, 'colsample_bytree': 0.7256969497896738, 'gamma': 0.7038795265435516, 'reg_alpha': 0.8813393246063597, 'reg_lambda': 2.8035367089166794}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,213] Trial 102 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 44, 'learning_rate': 0.05500765590952378, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.83123143448504, 'colsample_bytree': 0.7045640737940075, 'gamma': 0.7323567525374725, 'reg_alpha': 0.8757839965158655, 'reg_lambda': 2.8147091791934686}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,365] Trial 103 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 38, 'learning_rate': 0.040111926089092344, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.880619489777129, 'colsample_bytree': 0.7115803153913289, 'gamma': 0.43720838532375517, 'reg_alpha': 0.7940492672077335, 'reg_lambda': 2.765328218692245}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,499] Trial 104 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 24, 'learning_rate': 0.04774341008147596, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.874500064967753, 'colsample_bytree': 0.6950844217838085, 'gamma': 1.5251839650108532, 'reg_alpha': 0.6693578593785137, 'reg_lambda': 2.775091240797012}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,768] Trial 105 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 30, 'learning_rate': 0.04216692406072925, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8469189268239227, 'colsample_bytree': 0.7130801329321942, 'gamma': 0.44957985265649236, 'reg_alpha': 0.786186152335875, 'reg_lambda': 2.917711488728524}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:41,999] Trial 106 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 55, 'learning_rate': 0.0314919427127935, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8657453301617758, 'colsample_bytree': 0.703827345310529, 'gamma': 0.6106062677740799, 'reg_alpha': 0.7077759583286977, 'reg_lambda': 2.6694233859673946}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:42,167] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.02431883901528993, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8985335157533184, 'colsample_bytree': 0.6863079393841067, 'gamma': 1.6874436505792105, 'reg_alpha': 0.8221407432404915, 'reg_lambda': 2.5452638418052094}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:42,427] Trial 108 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 45, 'learning_rate': 0.0600686877370756, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8541469299613905, 'colsample_bytree': 0.7232875063388655, 'gamma': 0.8240858431816556, 'reg_alpha': 0.8465116234687117, 'reg_lambda': 2.997283345076238}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:42,616] Trial 109 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 67, 'learning_rate': 0.03405266699011588, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8100597998000051, 'colsample_bytree': 0.6354030222024194, 'gamma': 0.10985444214678675, 'reg_alpha': 0.9336869159871948, 'reg_lambda': 2.1906711317465075}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:43,118] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.04010841525029973, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.922949829970062, 'colsample_bytree': 0.6709049432730204, 'gamma': 0.3879196454384817, 'reg_alpha': 0.7605829444846665, 'reg_lambda': 2.8489118048739566}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:43,783] Trial 111 finished with value: 0.761904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.057463499312372504, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8841509309696741, 'colsample_bytree': 0.7279320723218741, 'gamma': 0.24223889375726287, 'reg_alpha': 0.9014274419765403, 'reg_lambda': 2.737291408579597}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,101] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 33, 'learning_rate': 0.05592745573694759, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8763081600613049, 'colsample_bytree': 0.7303107398115847, 'gamma': 0.22235276850890712, 'reg_alpha': 0.9596059188673328, 'reg_lambda': 2.7678154671952773}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,204] Trial 113 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.055285350679125086, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8772239537521677, 'colsample_bytree': 0.7275276657979848, 'gamma': 0.2195083417968429, 'reg_alpha': 0.9576303322229772, 'reg_lambda': 2.6236618826225224}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,513] Trial 114 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 40, 'learning_rate': 0.06922864815166888, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7440081165978681, 'colsample_bytree': 0.7146575952793538, 'gamma': 0.020000954839691998, 'reg_alpha': 0.9062170392539503, 'reg_lambda': 2.752025369291956}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,684] Trial 115 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 48, 'learning_rate': 0.057452542953416, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8921082117053882, 'colsample_bytree': 0.764004342125653, 'gamma': 0.1981861593201817, 'reg_alpha': 0.8834725165462762, 'reg_lambda': 2.6825264768275257}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:44,792] Trial 116 finished with value: 0.761904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.04820966056417204, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8639605429912187, 'colsample_bytree': 0.7564806438219491, 'gamma': 0.5148839468739236, 'reg_alpha': 0.8529634532003298, 'reg_lambda': 2.800483382986421}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,022] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.050774225243023274, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8613238926249641, 'colsample_bytree': 0.7462967077834565, 'gamma': 0.4618705624858903, 'reg_alpha': 0.8221749868904907, 'reg_lambda': 2.3366272451814902}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,117] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 28, 'learning_rate': 0.04788093018095026, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8868733738120552, 'colsample_bytree': 0.8580021107700208, 'gamma': 0.3110946901226516, 'reg_alpha': 0.799394736302027, 'reg_lambda': 2.4137845942112928}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,308] Trial 119 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 34, 'learning_rate': 0.0768357064002185, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8724695683812944, 'colsample_bytree': 0.7557439569291637, 'gamma': 0.569837836635422, 'reg_alpha': 0.9145597945247533, 'reg_lambda': 2.8685022180420185}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,492] Trial 120 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 24, 'learning_rate': 0.06670702501925542, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9003710117311385, 'colsample_bytree': 0.7339549061312022, 'gamma': 0.4001084220126132, 'reg_alpha': 0.8439468645100517, 'reg_lambda': 2.5851412668271196}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,613] Trial 121 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 39, 'learning_rate': 0.035838301483209246, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.846541534273549, 'colsample_bytree': 0.7803342225327, 'gamma': 0.6509350799517176, 'reg_alpha': 0.8609411128696481, 'reg_lambda': 2.77178887472323}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:45,835] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 30, 'learning_rate': 0.03548487897253435, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.84309290883281, 'colsample_bytree': 0.7716990107809243, 'gamma': 0.0029269734093685384, 'reg_alpha': 0.8595275714204691, 'reg_lambda': 2.777076865995768}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,062] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 38, 'learning_rate': 0.051008591863971844, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8549020435057532, 'colsample_bytree': 0.7906459951907687, 'gamma': 0.20774586359539532, 'reg_alpha': 0.9376032609215585, 'reg_lambda': 2.7275400758807495}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,226] Trial 124 finished with value: 0.5 and parameters: {'n_estimators': 53, 'learning_rate': 0.038908269159118915, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8645097885351432, 'colsample_bytree': 0.7830421784256147, 'gamma': 0.5116558252601662, 'reg_alpha': 0.8954319400573375, 'reg_lambda': 2.922205137376382}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,359] Trial 125 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 60, 'learning_rate': 0.04557086183998911, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8795080446285147, 'colsample_bytree': 0.7357133728431194, 'gamma': 0.32913674320244146, 'reg_alpha': 0.9638439785957412, 'reg_lambda': 2.228133669763589}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,505] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 42, 'learning_rate': 0.08640900690203505, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8483167340751746, 'colsample_bytree': 0.7604799528349692, 'gamma': 0.3065877737922599, 'reg_alpha': 0.9692851099139246, 'reg_lambda': 2.0167474184031002}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:46,875] Trial 127 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.04624456091642419, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8341794358363968, 'colsample_bytree': 0.8000555115837544, 'gamma': 4.4887544910301465, 'reg_alpha': 0.9975695530205692, 'reg_lambda': 2.226143235978953}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,029] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.060020235887781166, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7098010137530388, 'colsample_bytree': 0.7508831561435629, 'gamma': 0.12091008504070377, 'reg_alpha': 0.9485775538750698, 'reg_lambda': 2.0707467589460644}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,203] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.05323212763945921, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8178661200772505, 'colsample_bytree': 0.7386887691891764, 'gamma': 0.6192023311670785, 'reg_alpha': 0.9203959503585813, 'reg_lambda': 2.3024055703003654}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,458] Trial 130 finished with value: 0.6398809523809524 and parameters: {'n_estimators': 58, 'learning_rate': 0.010035611152227985, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8702510218925241, 'colsample_bytree': 0.8183199912049399, 'gamma': 0.35048265509402876, 'reg_alpha': 0.9734319571965857, 'reg_lambda': 2.475653212692684}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,613] Trial 131 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 37, 'learning_rate': 0.029138796963999042, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8801572647464316, 'colsample_bytree': 0.7336540649109207, 'gamma': 0.47693075543868196, 'reg_alpha': 0.8577661755259649, 'reg_lambda': 2.1633519859697126}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:47,831] Trial 132 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 27, 'learning_rate': 0.03678443365982422, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8856706073415037, 'colsample_bytree': 0.7097001708303416, 'gamma': 3.6148017234200647, 'reg_alpha': 0.9028226685320232, 'reg_lambda': 2.6615224986339183}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,061] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 40, 'learning_rate': 0.04958364362029247, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9056602577638497, 'colsample_bytree': 0.7191691329218622, 'gamma': 0.22837178632557162, 'reg_alpha': 0.8312059333783303, 'reg_lambda': 2.1284593945293313}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,163] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.04441534900718191, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8778205743027946, 'colsample_bytree': 0.7794361599596238, 'gamma': 0.92953442062395, 'reg_alpha': 0.7932487967703412, 'reg_lambda': 2.789258812817979}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,378] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.041361636222502864, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8604200037430403, 'colsample_bytree': 0.696864682425579, 'gamma': 0.7244467739949513, 'reg_alpha': 0.8831033720272515, 'reg_lambda': 2.2347217095359806}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,579] Trial 136 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 44, 'learning_rate': 0.026590083348210423, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8913149158265665, 'colsample_bytree': 0.7679558353199398, 'gamma': 0.06963680637402678, 'reg_alpha': 0.9269690617972767, 'reg_lambda': 2.7086379668710925}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,758] Trial 137 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 53, 'learning_rate': 0.13046829136968952, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8405835315406718, 'colsample_bytree': 0.737868291709526, 'gamma': 0.3806768079245487, 'reg_alpha': 0.8594503982314684, 'reg_lambda': 2.8820836709524404}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:48,956] Trial 138 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 74, 'learning_rate': 0.09744780284872477, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8703323201461993, 'colsample_bytree': 0.74846545023371, 'gamma': 0.5363101752575652, 'reg_alpha': 0.9446953270173838, 'reg_lambda': 2.823950990857634}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,154] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.05652026993778213, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.856440058659193, 'colsample_bytree': 0.690062128718872, 'gamma': 0.8381414277919627, 'reg_alpha': 0.8171748126726821, 'reg_lambda': 2.6337689016524584}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,278] Trial 140 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 46, 'learning_rate': 0.0619367459361823, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9124604533261143, 'colsample_bytree': 0.9496168436398587, 'gamma': 0.15052489778421357, 'reg_alpha': 0.9060584824121127, 'reg_lambda': 0.6283823085952049}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,560] Trial 141 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.042591304466385184, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8319059748510732, 'colsample_bytree': 0.7280415765220262, 'gamma': 0.6559558108437459, 'reg_alpha': 0.8818825311896702, 'reg_lambda': 2.807715492358262}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:49,707] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.04626873517076553, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.85027784898196, 'colsample_bytree': 0.7275058381834287, 'gamma': 0.6463578012203618, 'reg_alpha': 0.8786194667746647, 'reg_lambda': 2.7396748506583903}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,030] Trial 143 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 50, 'learning_rate': 0.042602208391310015, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8368852760232168, 'colsample_bytree': 0.7115158082013994, 'gamma': 0.2764057658339661, 'reg_alpha': 0.8388432631664338, 'reg_lambda': 1.917403645323449}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,198] Trial 144 finished with value: 0.738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.05234428644262413, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8351663180929221, 'colsample_bytree': 0.757110180499531, 'gamma': 0.2033353455446069, 'reg_alpha': 0.8417550737391688, 'reg_lambda': 1.8803333883310034}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,438] Trial 145 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 58, 'learning_rate': 0.043016608403531234, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8460384393371752, 'colsample_bytree': 0.6800527403299345, 'gamma': 0.3036974407425077, 'reg_alpha': 0.8948186667482609, 'reg_lambda': 1.7586503038763273}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,638] Trial 146 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 65, 'learning_rate': 0.011003392636141869, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8647057564958609, 'colsample_bytree': 0.7042347938493172, 'gamma': 1.0316627833961827, 'reg_alpha': 0.932971708883883, 'reg_lambda': 1.6917132007614046}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:50,805] Trial 147 finished with value: 0.75 and parameters: {'n_estimators': 52, 'learning_rate': 0.0374821254405711, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7973052320032423, 'colsample_bytree': 0.7214819908073519, 'gamma': 0.569808992561995, 'reg_alpha': 0.8648988735190652, 'reg_lambda': 1.912488590102178}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,057] Trial 148 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 43, 'learning_rate': 0.058243076641115714, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8238624797738116, 'colsample_bytree': 0.7462384390187888, 'gamma': 0.0823787922549567, 'reg_alpha': 0.9558603206058484, 'reg_lambda': 1.835852250590813}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,259] Trial 149 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 31, 'learning_rate': 0.06973618246382514, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.838863375422952, 'colsample_bytree': 0.7168883587980732, 'gamma': 2.6742575555963306, 'reg_alpha': 0.910705288947626, 'reg_lambda': 1.9743202283623207}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,514] Trial 150 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.031727716917780126, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.851653229721554, 'colsample_bytree': 0.7323944651420019, 'gamma': 0.706680018825155, 'reg_alpha': 0.8815826553244455, 'reg_lambda': 2.9302845205366843}. Best is trial 87 with value: 0.7797619047619048.
[I 2025-11-03 20:20:51,804] Trial 151 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 41, 'learning_rate': 0.032962290532430744, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8522636025191126, 'colsample_bytree': 0.7319622197203771, 'gamma': 0.7441655176119487, 'reg_alpha': 0.8786107941815418, 'reg_lambda': 2.9359529815087555}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:51,959] Trial 152 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 41, 'learning_rate': 0.031801470819925834, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8548947254015772, 'colsample_bytree': 0.7296371314779754, 'gamma': 0.7482126156461468, 'reg_alpha': 0.8713371179617708, 'reg_lambda': 2.928361195221208}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,129] Trial 153 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 48, 'learning_rate': 0.029794065247455308, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8515940149683782, 'colsample_bytree': 0.729563643649396, 'gamma': 0.7766803909232554, 'reg_alpha': 0.8764564222811603, 'reg_lambda': 2.9584119868478824}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,358] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.03297549472181021, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8677777771745605, 'colsample_bytree': 0.7412023175504538, 'gamma': 0.6901322347142244, 'reg_alpha': 0.8520101387645757, 'reg_lambda': 2.915192776403796}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,521] Trial 155 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.03570415185123266, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8315531301388678, 'colsample_bytree': 0.7340280799047029, 'gamma': 0.4454379190733224, 'reg_alpha': 0.8871777542353902, 'reg_lambda': 2.8640067087164067}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:52,847] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 163, 'learning_rate': 0.032671751190740055, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8464421387754214, 'colsample_bytree': 0.7509587427740937, 'gamma': 0.8769600983236501, 'reg_alpha': 0.8374099443925146, 'reg_lambda': 2.8364790945617027}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,009] Trial 157 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.03949027567122738, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8765474461785648, 'colsample_bytree': 0.739134070491038, 'gamma': 0.28262347339045885, 'reg_alpha': 0.3971545386223232, 'reg_lambda': 2.948395113899924}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,260] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.02799124058687495, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8592967323429326, 'colsample_bytree': 0.7292964490435221, 'gamma': 0.5060325481254941, 'reg_alpha': 0.9227509707541324, 'reg_lambda': 2.38955215912022}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,493] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 46, 'learning_rate': 0.03553075659027696, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.89662120430189, 'colsample_bytree': 0.7191491608502374, 'gamma': 0.730247901519304, 'reg_alpha': 0.8715508433602871, 'reg_lambda': 2.9103785541485374}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:53,848] Trial 160 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 60, 'learning_rate': 0.04309379699443576, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8883310625695576, 'colsample_bytree': 0.7558654063226644, 'gamma': 0.3912689382099325, 'reg_alpha': 0.8960183552721295, 'reg_lambda': 2.2614898371913275}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,054] Trial 161 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 41, 'learning_rate': 0.03161813010852561, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8572021241339346, 'colsample_bytree': 0.7242473911413516, 'gamma': 0.5994070650986997, 'reg_alpha': 0.8195044096558839, 'reg_lambda': 2.778079132034464}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,307] Trial 162 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.0303785267146808, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8414918619575456, 'colsample_bytree': 0.7089753069120571, 'gamma': 0.6387171304908623, 'reg_alpha': 0.832637211684017, 'reg_lambda': 2.692904086404905}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,492] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 41, 'learning_rate': 0.03089881832889861, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8430255033045819, 'colsample_bytree': 0.728471410766825, 'gamma': 0.6390469514570593, 'reg_alpha': 0.8579502086313634, 'reg_lambda': 2.5513792661342998}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,657] Trial 164 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.0308355376798622, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8423542478105959, 'colsample_bytree': 0.7262014775737164, 'gamma': 0.8170474757838557, 'reg_alpha': 0.8147726534696279, 'reg_lambda': 2.6800533779324245}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:54,901] Trial 165 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 41, 'learning_rate': 0.03241332132719555, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8391499057003968, 'colsample_bytree': 0.7255589663262353, 'gamma': 0.9266306978176218, 'reg_alpha': 0.8117769725048126, 'reg_lambda': 2.6870450500052567}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,063] Trial 166 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 45, 'learning_rate': 0.031546907038318736, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8171468962968527, 'colsample_bytree': 0.7255585500542443, 'gamma': 1.1114799738025913, 'reg_alpha': 0.7779442553983142, 'reg_lambda': 2.5558042590135877}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,244] Trial 167 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.029818089618398703, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8283147563841098, 'colsample_bytree': 0.7145762716996353, 'gamma': 0.988460116019505, 'reg_alpha': 0.8016453869603458, 'reg_lambda': 2.689715227708787}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,554] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 41, 'learning_rate': 0.026311087239410672, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8391182455280168, 'colsample_bytree': 0.7028971009231997, 'gamma': 0.8607819735195597, 'reg_alpha': 0.8170477776149602, 'reg_lambda': 2.6117287030331098}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,693] Trial 169 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 40, 'learning_rate': 0.02543424216372839, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8383286963922786, 'colsample_bytree': 0.7060306979489157, 'gamma': 0.8867363017688243, 'reg_alpha': 0.8219734779385087, 'reg_lambda': 2.6161923050354017}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:55,910] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 42, 'learning_rate': 0.027386549082508056, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.805635320679482, 'colsample_bytree': 0.7094780299131659, 'gamma': 0.8040550751227411, 'reg_alpha': 0.8102991591016879, 'reg_lambda': 2.570918565044251}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,097] Trial 171 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 33, 'learning_rate': 0.03098452536040579, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8442757391766962, 'colsample_bytree': 0.724247596862494, 'gamma': 0.6485892777979715, 'reg_alpha': 0.838658008150447, 'reg_lambda': 2.672144250228702}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,382] Trial 172 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.022624053555747467, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8310128160374883, 'colsample_bytree': 0.7011195992416275, 'gamma': 0.7911391081937833, 'reg_alpha': 0.772366637309276, 'reg_lambda': 2.7272680454540583}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,498] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.034272715574251454, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8386200031804327, 'colsample_bytree': 0.7354797873013923, 'gamma': 0.9729790389875184, 'reg_alpha': 0.8587669315776554, 'reg_lambda': 2.6249259388389694}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,708] Trial 174 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 42, 'learning_rate': 0.0325065136697176, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8531689245198448, 'colsample_bytree': 0.7205688385533535, 'gamma': 0.687916206479931, 'reg_alpha': 0.8098954606893574, 'reg_lambda': 2.681488858478039}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:56,965] Trial 175 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.03252820383317168, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8460115783212333, 'colsample_bytree': 0.7190497486571557, 'gamma': 0.7002537672615808, 'reg_alpha': 0.8008212594391004, 'reg_lambda': 2.5353949211050466}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,227] Trial 176 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 103, 'learning_rate': 0.03122664103893628, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8538591776795079, 'colsample_bytree': 0.7190140032617438, 'gamma': 0.6820423017800703, 'reg_alpha': 0.7619821462544067, 'reg_lambda': 2.6594760809219844}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,406] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 41, 'learning_rate': 0.033641511911084734, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8234026029671263, 'colsample_bytree': 0.7134373019919084, 'gamma': 0.9283803795203193, 'reg_alpha': 0.8118393033967809, 'reg_lambda': 2.518103610027595}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,659] Trial 178 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 51, 'learning_rate': 0.028298526076874674, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.845466236578109, 'colsample_bytree': 0.7435235757674257, 'gamma': 0.828500965402834, 'reg_alpha': 0.7977444859220609, 'reg_lambda': 2.5461285474352158}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:57,853] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 56, 'learning_rate': 0.02586197104720074, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8325696254922468, 'colsample_bytree': 0.7309590791493471, 'gamma': 0.6986635070883443, 'reg_alpha': 0.8370491635751274, 'reg_lambda': 2.6015714129473917}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,032] Trial 180 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 45, 'learning_rate': 0.037875859529025765, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8527755983545252, 'colsample_bytree': 0.7097746268037651, 'gamma': 1.0827984918198854, 'reg_alpha': 0.7283079840008655, 'reg_lambda': 2.695100065957287}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,204] Trial 181 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 44, 'learning_rate': 0.037477817931014304, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8531136302050619, 'colsample_bytree': 0.6967593540238549, 'gamma': 1.0820271017844354, 'reg_alpha': 0.7424789377830139, 'reg_lambda': 2.6813430054455853}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,406] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 46, 'learning_rate': 0.0377468138603513, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8400095851237165, 'colsample_bytree': 0.6977219778382905, 'gamma': 1.0727332386843036, 'reg_alpha': 0.7830581767352544, 'reg_lambda': 2.7882221393760913}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,614] Trial 183 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 41, 'learning_rate': 0.034718854789864126, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8567998622355995, 'colsample_bytree': 0.7077026901611269, 'gamma': 1.346012970822997, 'reg_alpha': 0.6858419065817472, 'reg_lambda': 2.6981375922317077}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:58,849] Trial 184 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 50, 'learning_rate': 0.03245558393661672, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8506299774265768, 'colsample_bytree': 0.6937263818197673, 'gamma': 1.13855013100244, 'reg_alpha': 0.7285652105937276, 'reg_lambda': 2.7479813838757954}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,036] Trial 185 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 50, 'learning_rate': 0.03763936366084449, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8486140799106284, 'colsample_bytree': 0.6986974704554639, 'gamma': 1.1339039918099618, 'reg_alpha': 0.7427029739926655, 'reg_lambda': 2.7150611511551843}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,264] Trial 186 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 52, 'learning_rate': 0.03820965048004914, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8625631817685127, 'colsample_bytree': 0.6951380089003292, 'gamma': 1.1680710537271177, 'reg_alpha': 0.7368896979308295, 'reg_lambda': 2.7606845623215666}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,447] Trial 187 finished with value: 0.755952380952381 and parameters: {'n_estimators': 56, 'learning_rate': 0.03555226919059566, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8499547272660051, 'colsample_bytree': 0.7010816555958783, 'gamma': 1.1420208102915899, 'reg_alpha': 0.7557331516088265, 'reg_lambda': 2.6971751583464645}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,614] Trial 188 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 49, 'learning_rate': 0.04041754712414071, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8368034210259793, 'colsample_bytree': 0.686485607747456, 'gamma': 1.2427192366598114, 'reg_alpha': 0.731997002662736, 'reg_lambda': 2.746324370936417}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:20:59,897] Trial 189 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.040487373336423396, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.818457196852636, 'colsample_bytree': 0.691926775066269, 'gamma': 1.2110601451243619, 'reg_alpha': 0.7048025724009925, 'reg_lambda': 2.6455697776300964}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,064] Trial 190 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.02944374477974482, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8317980569629546, 'colsample_bytree': 0.6877241761143865, 'gamma': 1.330678460826458, 'reg_alpha': 0.7182962976741212, 'reg_lambda': 2.7246524272898007}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,222] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 46, 'learning_rate': 0.036495620529630374, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8482917829997556, 'colsample_bytree': 0.7073861662309338, 'gamma': 1.0232408685590093, 'reg_alpha': 0.7518498665064112, 'reg_lambda': 2.785347523033176}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,439] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 46, 'learning_rate': 0.03303689709624668, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.837705374322303, 'colsample_bytree': 0.709605357409513, 'gamma': 1.0767288467120173, 'reg_alpha': 0.656162872694701, 'reg_lambda': 2.6174130142140366}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,681] Trial 193 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 53, 'learning_rate': 0.039273491126282416, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8492636026899095, 'colsample_bytree': 0.7065689010419633, 'gamma': 0.9669137914506216, 'reg_alpha': 0.7399145921383875, 'reg_lambda': 2.694757641071012}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:00,906] Trial 194 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 49, 'learning_rate': 0.03702048555653814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8594948195718262, 'colsample_bytree': 0.6994807766244453, 'gamma': 1.2409070514745248, 'reg_alpha': 0.7272947893872131, 'reg_lambda': 2.741410718647828}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,097] Trial 195 finished with value: 0.744047619047619 and parameters: {'n_estimators': 61, 'learning_rate': 0.03341979285028772, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.865838858455502, 'colsample_bytree': 0.6983159316259044, 'gamma': 1.4511892780129447, 'reg_alpha': 0.7257941284297201, 'reg_lambda': 2.7192146772697243}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,273] Trial 196 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 50, 'learning_rate': 0.041709424410323805, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8581933773451349, 'colsample_bytree': 0.7188657289595048, 'gamma': 1.2687843243790042, 'reg_alpha': 0.6848683009786123, 'reg_lambda': 2.8432825589627195}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,536] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.037643052539884723, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8715763378845494, 'colsample_bytree': 0.6885369911317344, 'gamma': 1.1832116005841282, 'reg_alpha': 0.6992046976011461, 'reg_lambda': 2.6689780266344}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,723] Trial 198 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 45, 'learning_rate': 0.028318150787774006, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.82717037637366, 'colsample_bytree': 0.715930771272721, 'gamma': 0.8708884408614089, 'reg_alpha': 0.7220099489693996, 'reg_lambda': 2.7469529467163865}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,972] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.04531464315453844, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8405965596079148, 'colsample_bytree': 0.7008916924725305, 'gamma': 1.046243380939357, 'reg_alpha': 0.7745661027752064, 'reg_lambda': 1.5048653308034048}. Best is trial 151 with value: 0.7976190476190477.
[I 2025-11-03 20:21:01,977] A new study created in memory with name: no-name-5e7fa374-81f2-401f-ad41-a0f2c20683c0
[I 2025-11-03 20:21:02,229] Trial 0 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 57, 'learning_rate': 0.07904293164104391, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.75752114260821, 'colsample_bytree': 0.8487344211677843, 'gamma': 0.7368748297136268, 'reg_alpha': 0.20898241294073705, 'reg_lambda': 2.8018559431327184}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:02,501] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.0668751069929786, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8769099527443494, 'colsample_bytree': 0.9385596490297932, 'gamma': 3.1264747710710976, 'reg_alpha': 0.01869913362080977, 'reg_lambda': 1.9111812696199466}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:02,879] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.01994675515867386, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6802587657955621, 'colsample_bytree': 0.6166548729592919, 'gamma': 2.9274986535795424, 'reg_alpha': 0.2275272949496897, 'reg_lambda': 0.5661328251610016}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,139] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 179, 'learning_rate': 0.05329560064540097, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6710712254631525, 'colsample_bytree': 0.777588370552875, 'gamma': 4.6410020155164275, 'reg_alpha': 0.2080236451343105, 'reg_lambda': 1.3238892621626568}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,462] Trial 4 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.024806985368449695, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8329425933904544, 'colsample_bytree': 0.8359529638822614, 'gamma': 4.572833727532254, 'reg_alpha': 0.4301137282221865, 'reg_lambda': 1.700212002553083}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,651] Trial 5 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.07500247869214695, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9483271503183388, 'colsample_bytree': 0.669208667472552, 'gamma': 3.8554612238462664, 'reg_alpha': 0.7215055123170476, 'reg_lambda': 2.1660905582545364}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:03,924] Trial 6 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 68, 'learning_rate': 0.08213012768891928, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8741019182130505, 'colsample_bytree': 0.7673696918620639, 'gamma': 1.1454433687196168, 'reg_alpha': 0.11627634862805192, 'reg_lambda': 2.3007885244450677}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:04,186] Trial 7 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 211, 'learning_rate': 0.09922099183936837, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.70389177052438, 'colsample_bytree': 0.8100698012240206, 'gamma': 3.878150230610648, 'reg_alpha': 0.1259834668227775, 'reg_lambda': 2.4093521850010333}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:04,576] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.15470299687560965, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.6974183652291829, 'colsample_bytree': 0.7182861339133982, 'gamma': 2.2904981002672065, 'reg_alpha': 0.9073620557777935, 'reg_lambda': 2.69124923649586}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:04,894] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.19314180617962, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.6105135034078474, 'colsample_bytree': 0.8655470693609041, 'gamma': 0.9847932956216676, 'reg_alpha': 0.6590356203676437, 'reg_lambda': 2.9669372476687066}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,239] Trial 10 finished with value: 0.5952380952380951 and parameters: {'n_estimators': 32, 'learning_rate': 0.010452882240687446, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7599029876740704, 'colsample_bytree': 0.9918507698490016, 'gamma': 0.0829045102850291, 'reg_alpha': 0.4131209425714967, 'reg_lambda': 1.0866276995245303}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,503] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.03320202729936432, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8191263754073929, 'colsample_bytree': 0.8713915747644027, 'gamma': 1.7005272281142063, 'reg_alpha': 0.41335237501505007, 'reg_lambda': 1.4982369443838117}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,783] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.03623570010953548, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.778808871748261, 'colsample_bytree': 0.8937610260782138, 'gamma': 1.7516773357605553, 'reg_alpha': 0.3643665921455217, 'reg_lambda': 1.406230764997393}. Best is trial 0 with value: 0.7202380952380952.
[I 2025-11-03 20:21:05,952] Trial 13 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 25, 'learning_rate': 0.285402530816864, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9911129763101795, 'colsample_bytree': 0.9105694965078914, 'gamma': 0.0008481934457045259, 'reg_alpha': 0.580247251431294, 'reg_lambda': 0.8573522056116882}. Best is trial 13 with value: 0.7321428571428572.
[I 2025-11-03 20:21:06,192] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 27, 'learning_rate': 0.27681244383681275, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9857639703057998, 'colsample_bytree': 0.9343179941438778, 'gamma': 0.02947633896460411, 'reg_alpha': 0.5911563144333691, 'reg_lambda': 0.5273033457555378}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:06,308] Trial 15 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 22, 'learning_rate': 0.29856332337447006, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9860690815642863, 'colsample_bytree': 0.9951665783811562, 'gamma': 0.14442230144974494, 'reg_alpha': 0.617033388341243, 'reg_lambda': 0.5125376200462981}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:06,589] Trial 16 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 57, 'learning_rate': 0.299824882480706, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9922200301660403, 'colsample_bytree': 0.9261932295989872, 'gamma': 0.5454230825883919, 'reg_alpha': 0.8223375881322282, 'reg_lambda': 0.8458212898747633}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:06,784] Trial 17 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.13930593011323786, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9116629772219698, 'colsample_bytree': 0.9426079995003172, 'gamma': 1.5263762908151395, 'reg_alpha': 0.5521015957686419, 'reg_lambda': 0.9058567924348013}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,018] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 35, 'learning_rate': 0.204665287553962, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9287674356165845, 'colsample_bytree': 0.9111173508744556, 'gamma': 0.11607276398162293, 'reg_alpha': 0.7471867902355199, 'reg_lambda': 0.7784903461857389}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,299] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.12228594032350551, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9574059078205835, 'colsample_bytree': 0.963673154167263, 'gamma': 2.1930039951620137, 'reg_alpha': 0.5345652307723568, 'reg_lambda': 1.1227774647059339}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,553] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.21121217838700412, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8890111556444913, 'colsample_bytree': 0.8948442628749358, 'gamma': 0.5957534079347545, 'reg_alpha': 0.948221537514764, 'reg_lambda': 0.6574242195554751}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,657] Trial 21 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.20967116800860075, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.898183183615188, 'colsample_bytree': 0.8944624818297201, 'gamma': 0.5342241634076828, 'reg_alpha': 0.9738699644875906, 'reg_lambda': 0.6862792005280336}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:07,855] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 80, 'learning_rate': 0.2457353515130437, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9726364741084631, 'colsample_bytree': 0.9614802036145812, 'gamma': 1.2565637742821627, 'reg_alpha': 0.8330817188769312, 'reg_lambda': 1.0898817102000857}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,067] Trial 23 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 84, 'learning_rate': 0.24321760145469196, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9947436903205499, 'colsample_bytree': 0.9659769389688053, 'gamma': 1.218407313611793, 'reg_alpha': 0.8197855218652228, 'reg_lambda': 1.1211510821128037}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,264] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 64, 'learning_rate': 0.15801888467666278, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9588853169379739, 'colsample_bytree': 0.9579362715268775, 'gamma': 0.026960684714848027, 'reg_alpha': 0.624258209860878, 'reg_lambda': 0.9449797626078167}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,480] Trial 25 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.11599788216147744, 'max_depth': 3, 'min_child_weight': 16, 'subsample': 0.8488265829092065, 'colsample_bytree': 0.9857841542052543, 'gamma': 1.2751274545587463, 'reg_alpha': 0.8437313477553721, 'reg_lambda': 1.2253408905280307}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,683] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 111, 'learning_rate': 0.29632579970396694, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.933624752189419, 'colsample_bytree': 0.8176634234616074, 'gamma': 0.7743100518375091, 'reg_alpha': 0.726475370248951, 'reg_lambda': 0.9980862581862833}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:08,892] Trial 27 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 49, 'learning_rate': 0.16812274774090788, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9725125115534133, 'colsample_bytree': 0.9252667817085317, 'gamma': 0.4127580002747735, 'reg_alpha': 0.30629034347736167, 'reg_lambda': 1.626400674979891}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:09,165] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 75, 'learning_rate': 0.23233790700298768, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9989706016535217, 'colsample_bytree': 0.8738129811414226, 'gamma': 2.0752191803375317, 'reg_alpha': 0.48707936265086416, 'reg_lambda': 1.921120929063331}. Best is trial 14 with value: 0.7440476190476191.
[I 2025-11-03 20:21:09,466] Trial 29 finished with value: 0.75 and parameters: {'n_estimators': 92, 'learning_rate': 0.2526194723469986, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9281242040919395, 'colsample_bytree': 0.8519403939186461, 'gamma': 0.9546565423533735, 'reg_alpha': 0.5607151856508024, 'reg_lambda': 0.500316378765547}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:09,705] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 138, 'learning_rate': 0.11263801610631564, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9134546025917274, 'colsample_bytree': 0.8477952289125168, 'gamma': 0.8645705504057515, 'reg_alpha': 0.4839627728540637, 'reg_lambda': 0.5014705804390168}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:09,953] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 100, 'learning_rate': 0.26105029932576834, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9439857375103798, 'colsample_bytree': 0.8996668074207546, 'gamma': 0.402538086589597, 'reg_alpha': 0.5605323982731178, 'reg_lambda': 0.7967260685616289}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,232] Trial 32 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 119, 'learning_rate': 0.17995654979885228, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9693600353427939, 'colsample_bytree': 0.9439885129613936, 'gamma': 1.5263380534979296, 'reg_alpha': 0.6600376584683461, 'reg_lambda': 0.7028951918228308}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,439] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 90, 'learning_rate': 0.23105420522949638, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8556303176510857, 'colsample_bytree': 0.9206650150241674, 'gamma': 2.891173731963426, 'reg_alpha': 0.6042241125481244, 'reg_lambda': 0.6388889406097839}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,705] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.05622298197017728, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9251839868020807, 'colsample_bytree': 0.765384867025013, 'gamma': 0.2952217398082909, 'reg_alpha': 0.7297594477981575, 'reg_lambda': 0.927044662551284}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:10,964] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 151, 'learning_rate': 0.25535352154813623, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9801608644006201, 'colsample_bytree': 0.8320637592825298, 'gamma': 0.78693366580906, 'reg_alpha': 0.8753189823521353, 'reg_lambda': 1.2824166894334497}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,216] Trial 36 finished with value: 0.75 and parameters: {'n_estimators': 71, 'learning_rate': 0.1416159372179069, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9544098757758444, 'colsample_bytree': 0.6086296553447067, 'gamma': 1.04930482587338, 'reg_alpha': 0.3111666981737772, 'reg_lambda': 0.5138533319526365}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,454] Trial 37 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 71, 'learning_rate': 0.09534484070134322, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8678035311298955, 'colsample_bytree': 0.68182987191642, 'gamma': 1.3596191792706391, 'reg_alpha': 0.3012859290513431, 'reg_lambda': 0.5747636809453761}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,594] Trial 38 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 60, 'learning_rate': 0.13846549995097485, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9563559097381836, 'colsample_bytree': 0.6537979110919255, 'gamma': 2.606721875645065, 'reg_alpha': 0.1986521561238288, 'reg_lambda': 1.900731989814802}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:11,921] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.18290635912003947, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8969693052775614, 'colsample_bytree': 0.6210332236617383, 'gamma': 1.984587290516918, 'reg_alpha': 0.3009246167642354, 'reg_lambda': 0.6731093548538902}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,147] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.06993772119963249, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7995958926147309, 'colsample_bytree': 0.7298653566466157, 'gamma': 1.029959470222816, 'reg_alpha': 0.11280010367738613, 'reg_lambda': 1.0568998996470822}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,360] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 30, 'learning_rate': 0.257286004711071, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9406264311701773, 'colsample_bytree': 0.7846986434059977, 'gamma': 0.7222958024230203, 'reg_alpha': 0.7728511749982342, 'reg_lambda': 0.7653586938131731}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,551] Trial 42 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 45, 'learning_rate': 0.14494169733592366, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9730832501680707, 'colsample_bytree': 0.6052815963016411, 'gamma': 4.908346323903539, 'reg_alpha': 0.4585490062928586, 'reg_lambda': 0.5324800701875816}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:12,791] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 86, 'learning_rate': 0.20030541261288787, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9524408552248312, 'colsample_bytree': 0.8673769456410476, 'gamma': 3.556839866021354, 'reg_alpha': 0.675869800088835, 'reg_lambda': 0.8420063209437048}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,025] Trial 44 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 88, 'learning_rate': 0.1871828006432771, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9130759829365342, 'colsample_bytree': 0.8598331432146015, 'gamma': 3.9956262190141056, 'reg_alpha': 0.5260326755364032, 'reg_lambda': 0.6139201984735931}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,262] Trial 45 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 74, 'learning_rate': 0.0943219324048388, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7332493860427264, 'colsample_bytree': 0.7977690148371657, 'gamma': 3.394197761602957, 'reg_alpha': 0.6599233658382673, 'reg_lambda': 0.7650153231740553}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,556] Trial 46 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.01368406135553857, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9505278469498248, 'colsample_bytree': 0.756032195734412, 'gamma': 4.176404311135672, 'reg_alpha': 0.682914626179964, 'reg_lambda': 0.5176267084181809}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:13,753] Trial 47 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 114, 'learning_rate': 0.229113985163677, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8821882706581035, 'colsample_bytree': 0.8390602187752549, 'gamma': 3.5309031032771974, 'reg_alpha': 0.37061229935264445, 'reg_lambda': 1.1973865837151019}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:14,004] Trial 48 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.03718893735268472, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.6568727316718652, 'colsample_bytree': 0.8732666838580037, 'gamma': 2.611112710610971, 'reg_alpha': 0.7770829201682957, 'reg_lambda': 1.5022707513907387}. Best is trial 29 with value: 0.75.
[I 2025-11-03 20:21:14,229] Trial 49 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.16107954630270754, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9672663350688936, 'colsample_bytree': 0.8191574522822277, 'gamma': 1.0316543566225365, 'reg_alpha': 0.4494332147940603, 'reg_lambda': 0.9934919508183901}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:14,535] Trial 50 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 166, 'learning_rate': 0.16344037185488386, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9715269982935528, 'colsample_bytree': 0.7456719867758093, 'gamma': 1.0309590686655592, 'reg_alpha': 0.37068660206184484, 'reg_lambda': 1.5345408157085256}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:14,765] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.1347608906136351, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9243184042107147, 'colsample_bytree': 0.8251934869738977, 'gamma': 1.6299188814260024, 'reg_alpha': 0.4569260639780908, 'reg_lambda': 1.0098175192762526}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:14,944] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.20408421675635793, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9614615143110445, 'colsample_bytree': 0.7999616403870842, 'gamma': 1.3522522258926806, 'reg_alpha': 0.5902630257121442, 'reg_lambda': 0.8196446798505803}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:15,295] Trial 53 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 176, 'learning_rate': 0.26320193573028966, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9425293658649376, 'colsample_bytree': 0.8512144688855356, 'gamma': 1.903595654439433, 'reg_alpha': 0.9227128015822759, 'reg_lambda': 1.3608307218330657}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:15,554] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.0797536653280217, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9978463727679678, 'colsample_bytree': 0.6985503107349412, 'gamma': 3.0245982531259585, 'reg_alpha': 0.4014338555813111, 'reg_lambda': 0.8873492220448531}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:15,796] Trial 55 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 66, 'learning_rate': 0.2112878936366948, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9838613056236649, 'colsample_bytree': 0.7805504926338702, 'gamma': 1.102774006441277, 'reg_alpha': 0.26569594804367636, 'reg_lambda': 2.6731100224575783}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,216] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 201, 'learning_rate': 0.1252566445661092, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9051159503241691, 'colsample_bytree': 0.98016156831642, 'gamma': 2.39309924084558, 'reg_alpha': 0.6938778747769814, 'reg_lambda': 0.7196518478694733}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,446] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 85, 'learning_rate': 0.16251280556809522, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9278190318162598, 'colsample_bytree': 0.8852006417447373, 'gamma': 0.28595431240565317, 'reg_alpha': 0.44263626164074094, 'reg_lambda': 0.619567052688519}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,719] Trial 58 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 97, 'learning_rate': 0.10756780818566934, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9599117659315576, 'colsample_bytree': 0.9430244307550403, 'gamma': 1.4526341994110294, 'reg_alpha': 0.519706650239502, 'reg_lambda': 0.9580913274465799}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:16,911] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.1890576641626235, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9811399093969847, 'colsample_bytree': 0.9742262026237695, 'gamma': 0.613141666731871, 'reg_alpha': 0.6375245798872446, 'reg_lambda': 1.1685441831057057}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,025] Trial 60 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.2724989600336041, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6050543039564167, 'colsample_bytree': 0.8055225999722277, 'gamma': 1.8162920442300639, 'reg_alpha': 0.010137455389067518, 'reg_lambda': 0.8584478822141888}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,408] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.078978598448761, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.999664813820022, 'colsample_bytree': 0.7071528956320795, 'gamma': 3.2173899344205354, 'reg_alpha': 0.39185450637384234, 'reg_lambda': 0.8537797438205226}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,645] Trial 62 finished with value: 0.744047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.08697804941917928, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9820105566282192, 'colsample_bytree': 0.6594271236546818, 'gamma': 3.4969883045560244, 'reg_alpha': 0.3278778049502526, 'reg_lambda': 1.0351507257428307}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:17,976] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 157, 'learning_rate': 0.04492969017714938, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9497328441284218, 'colsample_bytree': 0.626865064599403, 'gamma': 3.6550820261851937, 'reg_alpha': 0.16332972008346597, 'reg_lambda': 1.0817168880585821}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:18,255] Trial 64 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.22231011622649452, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9829135312664009, 'colsample_bytree': 0.6493590183623067, 'gamma': 4.557247535560487, 'reg_alpha': 0.3317767500533112, 'reg_lambda': 0.5862055613464621}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:18,584] Trial 65 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 118, 'learning_rate': 0.05842085818789456, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9696140932579891, 'colsample_bytree': 0.6410246299456289, 'gamma': 4.288721400364655, 'reg_alpha': 0.2660097558337531, 'reg_lambda': 1.300476286483373}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:18,889] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 248, 'learning_rate': 0.14670824439129368, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9303604483590103, 'colsample_bytree': 0.9110377008535793, 'gamma': 0.8934840641937427, 'reg_alpha': 0.5743733534833511, 'reg_lambda': 0.7385734861941152}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:19,142] Trial 67 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 107, 'learning_rate': 0.2999182393597448, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9424776195761894, 'colsample_bytree': 0.8139192140172286, 'gamma': 3.735936897048467, 'reg_alpha': 0.48345726970286185, 'reg_lambda': 1.065873401230726}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:19,354] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 62, 'learning_rate': 0.17644502673682325, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9627877129303996, 'colsample_bytree': 0.6018542860840264, 'gamma': 2.866479113656413, 'reg_alpha': 0.34690454993103337, 'reg_lambda': 0.9932392870303427}. Best is trial 49 with value: 0.7559523809523809.
[I 2025-11-03 20:21:19,752] Trial 69 finished with value: 0.761904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.24311003095795364, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8219540025096753, 'colsample_bytree': 0.9337039480698797, 'gamma': 1.216437553581934, 'reg_alpha': 0.2454783404289659, 'reg_lambda': 0.6521522753124062}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,017] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 174, 'learning_rate': 0.24059570647111397, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7361898161145914, 'colsample_bytree': 0.9973536933707676, 'gamma': 1.1991611018803132, 'reg_alpha': 0.22645054938757964, 'reg_lambda': 2.2615257176117405}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,325] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.20498479440993783, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8128660668669028, 'colsample_bytree': 0.9519603124741597, 'gamma': 1.1753778576455045, 'reg_alpha': 0.2732761371025897, 'reg_lambda': 0.6665040400590373}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,580] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 186, 'learning_rate': 0.23774375612785653, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8089224662206037, 'colsample_bytree': 0.9541261556635038, 'gamma': 0.9838655694101421, 'reg_alpha': 0.2589295307917744, 'reg_lambda': 0.6685295512604135}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:20,928] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 209, 'learning_rate': 0.10306648555637166, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8347966556805018, 'colsample_bytree': 0.9357753614978824, 'gamma': 1.5952180825088025, 'reg_alpha': 0.1302566592637673, 'reg_lambda': 0.5781935147953812}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:21,258] Trial 74 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.27244112307318413, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8266383505639323, 'colsample_bytree': 0.9347455195605661, 'gamma': 1.5840293272609787, 'reg_alpha': 0.10098384130666943, 'reg_lambda': 0.575199047135654}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:21,514] Trial 75 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 199, 'learning_rate': 0.12528619027680735, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7866558007972203, 'colsample_bytree': 0.9514436460165185, 'gamma': 1.3550794683110072, 'reg_alpha': 0.15007932637389032, 'reg_lambda': 0.5414444453661409}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:21,896] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 212, 'learning_rate': 0.15725523323104154, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8535943391202391, 'colsample_bytree': 0.9678144660692418, 'gamma': 0.6870115785641808, 'reg_alpha': 0.09669459719647422, 'reg_lambda': 0.656679121538319}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:22,153] Trial 77 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 185, 'learning_rate': 0.21579969712413175, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8117102552186698, 'colsample_bytree': 0.9284845829880471, 'gamma': 1.1810966623884018, 'reg_alpha': 0.18966082408498447, 'reg_lambda': 0.5012062081647365}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:22,517] Trial 78 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.1751599632563351, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7649943447645239, 'colsample_bytree': 0.9169417662618233, 'gamma': 0.9008537720367963, 'reg_alpha': 0.17337447172682696, 'reg_lambda': 0.7577631832647738}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:22,837] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.02280517771504763, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8395591617108966, 'colsample_bytree': 0.8835435429998161, 'gamma': 0.45806882375227553, 'reg_alpha': 0.2328193149565555, 'reg_lambda': 0.5894818356704206}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:23,164] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 232, 'learning_rate': 0.10718133015302884, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7867598818582803, 'colsample_bytree': 0.9017877087922086, 'gamma': 1.7511897921317825, 'reg_alpha': 0.05543793017278491, 'reg_lambda': 0.7289287498098975}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:23,402] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 168, 'learning_rate': 0.09581816598657548, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8348849245204699, 'colsample_bytree': 0.6754147904935434, 'gamma': 2.18189590188349, 'reg_alpha': 0.33342692100950205, 'reg_lambda': 0.6268692085903126}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:23,842] Trial 82 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.08585354463384061, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8669397546119658, 'colsample_bytree': 0.931715719924264, 'gamma': 1.408021945480146, 'reg_alpha': 0.42094511651721106, 'reg_lambda': 1.828390853219692}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:24,131] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 211, 'learning_rate': 0.197282237090075, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8227861066242127, 'colsample_bytree': 0.9848020181707012, 'gamma': 0.21916395356035767, 'reg_alpha': 0.06183468418305055, 'reg_lambda': 0.911965268836753}. Best is trial 69 with value: 0.761904761904762.
[I 2025-11-03 20:21:24,458] Trial 84 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 218, 'learning_rate': 0.19510371293374262, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8222861948352935, 'colsample_bytree': 0.9808295614129567, 'gamma': 0.22772023935580207, 'reg_alpha': 0.07584113667727685, 'reg_lambda': 0.8023300539137681}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:24,795] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.19850298413259523, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.807270053639279, 'colsample_bytree': 0.9870405041882977, 'gamma': 0.17543383463746712, 'reg_alpha': 0.2858767419181277, 'reg_lambda': 0.7899690431997048}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:25,074] Trial 86 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.24252502509042295, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7929727391270733, 'colsample_bytree': 0.9914575548668482, 'gamma': 0.19991220595612047, 'reg_alpha': 0.04323394461175717, 'reg_lambda': 0.9413948787437305}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:25,496] Trial 87 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 237, 'learning_rate': 0.19265137733821827, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7765759988866212, 'colsample_bytree': 0.9802857098841371, 'gamma': 0.021566609010945065, 'reg_alpha': 0.046503913535290445, 'reg_lambda': 0.7890516815875831}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:25,760] Trial 88 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 214, 'learning_rate': 0.27810392402403034, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8212030181896124, 'colsample_bytree': 0.9649103002492633, 'gamma': 0.275547856672242, 'reg_alpha': 0.06657509325666652, 'reg_lambda': 0.9285342688395963}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:26,221] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 219, 'learning_rate': 0.2538123281416813, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.862556458525296, 'colsample_bytree': 0.9855991965512784, 'gamma': 0.48506251436262204, 'reg_alpha': 0.2361322757007045, 'reg_lambda': 0.8104285093425146}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:26,510] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.15067302713887518, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.802558217743423, 'colsample_bytree': 0.9758079449932865, 'gamma': 0.36151734982038014, 'reg_alpha': 0.5022908017533881, 'reg_lambda': 0.7108777527587866}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:26,922] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.1990840568339088, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.815142395910282, 'colsample_bytree': 0.9534802288165045, 'gamma': 0.6214019730140303, 'reg_alpha': 0.2844470513382526, 'reg_lambda': 0.6490380232330196}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:27,200] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 243, 'learning_rate': 0.22586610997371057, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8440593158025844, 'colsample_bytree': 0.9985708588965332, 'gamma': 0.8033393262863326, 'reg_alpha': 0.9980020043894431, 'reg_lambda': 1.129351665374868}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:27,560] Trial 93 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 248, 'learning_rate': 0.2210573516827451, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.8819539804931504, 'colsample_bytree': 0.9962946056561321, 'gamma': 0.1575622532421982, 'reg_alpha': 0.7673777316540492, 'reg_lambda': 1.1357345073027028}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:27,835] Trial 94 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 232, 'learning_rate': 0.16543626286501537, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8424262874180302, 'colsample_bytree': 0.9716560166743523, 'gamma': 0.7833659742287498, 'reg_alpha': 0.9951577473883102, 'reg_lambda': 1.2526025162149927}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:28,164] Trial 95 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.28360382116240723, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8279762120532514, 'colsample_bytree': 0.9871663814398907, 'gamma': 0.1334906967531279, 'reg_alpha': 0.8835713822235569, 'reg_lambda': 0.897622624107906}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:28,466] Trial 96 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.2809285859896597, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8261189843852558, 'colsample_bytree': 0.9905961097266084, 'gamma': 0.11662915510918807, 'reg_alpha': 0.8862266685085574, 'reg_lambda': 0.892740499359967}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:28,853] Trial 97 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 241, 'learning_rate': 0.28247285404993355, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8253403200397582, 'colsample_bytree': 0.9870839803945609, 'gamma': 0.1378333336166759, 'reg_alpha': 0.8583119804504324, 'reg_lambda': 0.8713467169042602}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:29,146] Trial 98 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 242, 'learning_rate': 0.2819792366833807, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8223832386262319, 'colsample_bytree': 0.9968074200369178, 'gamma': 0.498120105434226, 'reg_alpha': 0.8911172970655905, 'reg_lambda': 0.8917428734048}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:29,554] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 227, 'learning_rate': 0.28432226192834925, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8259388656281617, 'colsample_bytree': 0.9988219467619416, 'gamma': 0.37440854832160103, 'reg_alpha': 0.8697005200541766, 'reg_lambda': 0.8922069039687948}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:29,924] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 243, 'learning_rate': 0.28690174727019035, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8266061788984629, 'colsample_bytree': 0.9988434471282388, 'gamma': 0.3595338935633081, 'reg_alpha': 0.875705413531143, 'reg_lambda': 0.9929516954850117}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:30,259] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 227, 'learning_rate': 0.2553430677892109, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8498333452731335, 'colsample_bytree': 0.9846171823504647, 'gamma': 0.12412621580749515, 'reg_alpha': 0.9544390245672023, 'reg_lambda': 0.8811110093016137}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:30,547] Trial 102 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.2851475576344278, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8233129662201133, 'colsample_bytree': 0.9998081864835281, 'gamma': 0.5497239735056683, 'reg_alpha': 0.8995588136404075, 'reg_lambda': 0.9004256417206493}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:30,906] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.22792227197713455, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8440365952802779, 'colsample_bytree': 0.9896195398831489, 'gamma': 0.2690368423874017, 'reg_alpha': 0.8489461419074384, 'reg_lambda': 2.0596867580746467}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:31,238] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.2732540180048199, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7972387966528308, 'colsample_bytree': 0.9763182137784397, 'gamma': 0.4174941309005673, 'reg_alpha': 0.7966092227484587, 'reg_lambda': 0.9654858459014127}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:31,664] Trial 105 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 223, 'learning_rate': 0.24969876867265678, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8301744694221553, 'colsample_bytree': 0.9631035139339057, 'gamma': 0.014166023490053692, 'reg_alpha': 0.9261742079466594, 'reg_lambda': 1.0344109812079865}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:31,956] Trial 106 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.2950115027745476, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8597556655022977, 'colsample_bytree': 0.9692279296644563, 'gamma': 0.6779339354804859, 'reg_alpha': 0.8571344874771968, 'reg_lambda': 1.151750878647477}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:32,306] Trial 107 finished with value: 0.761904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.26757177867971965, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8203039337455291, 'colsample_bytree': 0.9825934771389567, 'gamma': 0.5334855276126337, 'reg_alpha': 0.8927431915814924, 'reg_lambda': 0.8182131600519241}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:32,596] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.2330644931681449, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8205608951835462, 'colsample_bytree': 0.9813130104061475, 'gamma': 0.5722643059139578, 'reg_alpha': 0.8149325957923347, 'reg_lambda': 0.8311596237048111}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:32,944] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.2169496700150776, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8726794719074924, 'colsample_bytree': 0.9454464930358716, 'gamma': 0.2143772653226022, 'reg_alpha': 0.8781708265008955, 'reg_lambda': 1.0956799809797009}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:33,320] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 240, 'learning_rate': 0.26476792132443155, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7807680903367495, 'colsample_bytree': 0.9890102729069215, 'gamma': 0.3523565082516765, 'reg_alpha': 0.9063413033323611, 'reg_lambda': 0.8672679978361508}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:33,595] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.24618856133086786, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8350082882390919, 'colsample_bytree': 0.9623279190964703, 'gamma': 0.8332423036302181, 'reg_alpha': 0.9510399655914302, 'reg_lambda': 0.9431955751313145}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:33,926] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 244, 'learning_rate': 0.29706198352903596, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8353683749989873, 'colsample_bytree': 0.9632668085483754, 'gamma': 0.8065970351303631, 'reg_alpha': 0.9795013690282114, 'reg_lambda': 0.9208929180894087}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:34,198] Trial 113 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.26983192772396974, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8478656409674621, 'colsample_bytree': 0.9740942148560294, 'gamma': 0.4735569613302136, 'reg_alpha': 0.9436195470269549, 'reg_lambda': 0.9986517142839526}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:34,629] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 218, 'learning_rate': 0.2691237821566785, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8465050747451912, 'colsample_bytree': 0.9757547675220415, 'gamma': 0.49635025836353974, 'reg_alpha': 0.935194830593657, 'reg_lambda': 1.0170543197651134}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:34,924] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.2310459417247964, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8042217154640642, 'colsample_bytree': 0.9949408193148772, 'gamma': 0.10486500622769426, 'reg_alpha': 0.8880960877311482, 'reg_lambda': 0.8173811390128842}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:35,285] Trial 116 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 205, 'learning_rate': 0.18557450097921427, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8179488336213762, 'colsample_bytree': 0.9830109912691674, 'gamma': 0.6949182782466563, 'reg_alpha': 0.9611721163868006, 'reg_lambda': 0.9887603323250661}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:35,611] Trial 117 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.27318222653407664, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8551169707174605, 'colsample_bytree': 0.9706298384287961, 'gamma': 0.27175983635802736, 'reg_alpha': 0.9171178477878248, 'reg_lambda': 0.8991120697311582}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,014] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 227, 'learning_rate': 0.29988913182317584, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7926306332697176, 'colsample_bytree': 0.991234837679715, 'gamma': 0.4347667744069892, 'reg_alpha': 0.9992058875857551, 'reg_lambda': 1.208165563912082}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,326] Trial 119 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 216, 'learning_rate': 0.21508313748044794, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6491780851948497, 'colsample_bytree': 0.9994343118003617, 'gamma': 0.06761995770259874, 'reg_alpha': 0.8598913787236145, 'reg_lambda': 0.7325209360349996}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,659] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.21551546950665423, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6518612442131031, 'colsample_bytree': 0.9578173674872899, 'gamma': 0.0049837562855760825, 'reg_alpha': 0.8262849385027479, 'reg_lambda': 0.749596309502405}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:36,942] Trial 121 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.2567209148463299, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6939290199663165, 'colsample_bytree': 0.9783346635051449, 'gamma': 0.1613399637867391, 'reg_alpha': 0.8526191711104583, 'reg_lambda': 0.8613870350461448}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:37,233] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.2416285943146231, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8272358278670506, 'colsample_bytree': 0.9990416578180131, 'gamma': 0.09664285467768109, 'reg_alpha': 0.9363773400514843, 'reg_lambda': 1.0425914765417936}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:37,551] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.2216526718421813, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8116852072084451, 'colsample_bytree': 0.9893926780528557, 'gamma': 0.35009975252802256, 'reg_alpha': 0.8985892651397825, 'reg_lambda': 0.7055316209633635}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:37,813] Trial 124 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 194, 'learning_rate': 0.1743932540675297, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7339406614702467, 'colsample_bytree': 0.9838530979413845, 'gamma': 0.5255293735920425, 'reg_alpha': 0.8640985836027569, 'reg_lambda': 0.7876926477615105}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:38,103] Trial 125 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.21012645473443056, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.6259978245007709, 'colsample_bytree': 0.9993976077044862, 'gamma': 0.27662844867716885, 'reg_alpha': 0.07509092328794548, 'reg_lambda': 1.0952491328175298}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:38,439] Trial 126 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 221, 'learning_rate': 0.01599015903287771, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8439836096766837, 'colsample_bytree': 0.971225391165371, 'gamma': 0.6589841964434378, 'reg_alpha': 0.9748030707258553, 'reg_lambda': 0.9629180797365435}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:38,789] Trial 127 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 238, 'learning_rate': 0.2730346697689482, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7697886814315318, 'colsample_bytree': 0.9906519334051159, 'gamma': 0.5080035866819659, 'reg_alpha': 0.7950995225552047, 'reg_lambda': 0.8891210100018548}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:39,233] Trial 128 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 234, 'learning_rate': 0.23623339600460774, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7231776492804904, 'colsample_bytree': 0.9500824965509291, 'gamma': 0.4044983642408758, 'reg_alpha': 0.8415924990710136, 'reg_lambda': 1.6368259001087382}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:39,506] Trial 129 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 206, 'learning_rate': 0.1939457764920404, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7455741428104772, 'colsample_bytree': 0.978766316421618, 'gamma': 0.21361518581601596, 'reg_alpha': 0.8881449489171995, 'reg_lambda': 0.8226218362359299}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:39,816] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.2507055536705372, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7983449798737777, 'colsample_bytree': 0.9589397206282214, 'gamma': 0.08455679463281707, 'reg_alpha': 0.9243383092433999, 'reg_lambda': 0.7604407830474074}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,101] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.24675874828597416, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8297096669704717, 'colsample_bytree': 0.9677777977609935, 'gamma': 0.9164690802499085, 'reg_alpha': 0.9670618307834978, 'reg_lambda': 0.9390486906118185}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,377] Trial 132 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.26347350805235786, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8363924188437012, 'colsample_bytree': 0.9858110705006332, 'gamma': 0.842255109605172, 'reg_alpha': 0.9476644313852525, 'reg_lambda': 1.4205982556742924}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,699] Trial 133 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 229, 'learning_rate': 0.20351031113564919, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8152781434814674, 'colsample_bytree': 0.9783147358588171, 'gamma': 1.0500504041390948, 'reg_alpha': 0.9387498809411542, 'reg_lambda': 0.9733620247692937}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:40,921] Trial 134 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.2812377508833692, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.8232922948679393, 'colsample_bytree': 0.9588173621397972, 'gamma': 0.7621041269133737, 'reg_alpha': 0.8052050344558523, 'reg_lambda': 0.8529924259015287}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:41,301] Trial 135 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.22913719308469033, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.853021703494483, 'colsample_bytree': 0.9418438912956841, 'gamma': 0.5843317001972319, 'reg_alpha': 0.9060359497880313, 'reg_lambda': 0.9322666898679688}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:41,582] Trial 136 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 135, 'learning_rate': 0.2856817780560757, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8373036064646616, 'colsample_bytree': 0.9999104362378514, 'gamma': 0.330396358260248, 'reg_alpha': 0.8277082484932914, 'reg_lambda': 1.0523656455940726}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:41,887] Trial 137 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.2992907890308816, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8060945784850639, 'colsample_bytree': 0.9930527992602501, 'gamma': 0.31200043592001225, 'reg_alpha': 0.019075196061305727, 'reg_lambda': 1.0655079904276743}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:42,188] Trial 138 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.28288253530637597, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8126047457508799, 'colsample_bytree': 0.9925696819882895, 'gamma': 0.21511249578576208, 'reg_alpha': 0.015772330667435972, 'reg_lambda': 1.1672268199480975}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:42,491] Trial 139 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 250, 'learning_rate': 0.26171619650792516, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8431620437302548, 'colsample_bytree': 0.9724091080756079, 'gamma': 0.08278239138697814, 'reg_alpha': 0.001140230247291464, 'reg_lambda': 1.0910193545442213}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:42,840] Trial 140 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 128, 'learning_rate': 0.2998173273283989, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8605882739308046, 'colsample_bytree': 0.9730692201822989, 'gamma': 0.11597481666825973, 'reg_alpha': 0.018772739396035028, 'reg_lambda': 1.059082684420934}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:43,192] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.299408731596884, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8676088588786149, 'colsample_bytree': 0.9764920112555101, 'gamma': 0.12474814401230055, 'reg_alpha': 0.031491139239084844, 'reg_lambda': 1.1038460233986198}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:43,436] Trial 142 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.2683995154510688, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8914424968828113, 'colsample_bytree': 0.9707805855383553, 'gamma': 0.27963707544398, 'reg_alpha': 0.006412916144399311, 'reg_lambda': 1.2479940891798524}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:43,835] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.25865175255955064, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8823348832007517, 'colsample_bytree': 0.9690658304224881, 'gamma': 0.2999264311463268, 'reg_alpha': 0.0011789056946597007, 'reg_lambda': 1.2373138653700748}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,067] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 133, 'learning_rate': 0.2220258838870493, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8466564592444039, 'colsample_bytree': 0.9842611456576582, 'gamma': 0.0033173764089027835, 'reg_alpha': 0.030585372929902016, 'reg_lambda': 1.3342463030311325}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,422] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.029507605736591905, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8596561079139166, 'colsample_bytree': 0.9735757901976876, 'gamma': 0.21235105890335423, 'reg_alpha': 0.07430639207659719, 'reg_lambda': 1.0591922614063984}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,652] Trial 146 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 116, 'learning_rate': 0.24014897208364477, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8400102219277747, 'colsample_bytree': 0.952360267940128, 'gamma': 0.31826464597563153, 'reg_alpha': 0.09656938851859201, 'reg_lambda': 1.1714980080487027}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:44,969] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.25870132128485057, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8747954616458449, 'colsample_bytree': 0.9473788873637043, 'gamma': 0.4141645214381077, 'reg_alpha': 0.0012807880159936755, 'reg_lambda': 1.1914910976049369}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:45,206] Trial 148 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 124, 'learning_rate': 0.23406360459158188, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9008871118567281, 'colsample_bytree': 0.956231325377768, 'gamma': 0.31406043606790024, 'reg_alpha': 0.028608909873256774, 'reg_lambda': 1.2756351740112868}. Best is trial 84 with value: 0.7857142857142857.
[I 2025-11-03 20:21:45,567] Trial 149 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 131, 'learning_rate': 0.26520772030447526, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8902758083934922, 'colsample_bytree': 0.9649129963267333, 'gamma': 0.10839961529443086, 'reg_alpha': 0.12504984148791382, 'reg_lambda': 1.1580184624434007}. Best is trial 149 with value: 0.7857142857142858.
[I 2025-11-03 20:21:45,786] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.2637735670916814, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9184016032103447, 'colsample_bytree': 0.9652981175717621, 'gamma': 0.12212987487686418, 'reg_alpha': 0.1273074695073158, 'reg_lambda': 1.3863906339878682}. Best is trial 149 with value: 0.7857142857142858.
[I 2025-11-03 20:21:46,119] Trial 151 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 133, 'learning_rate': 0.24703840848048111, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8858284860620835, 'colsample_bytree': 0.972025958632477, 'gamma': 0.012600358492946717, 'reg_alpha': 0.08997829558757674, 'reg_lambda': 1.1255565892952877}. Best is trial 149 with value: 0.7857142857142858.
[I 2025-11-03 20:21:46,344] Trial 152 finished with value: 0.8273809523809523 and parameters: {'n_estimators': 130, 'learning_rate': 0.2998615212176153, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8907820950518969, 'colsample_bytree': 0.9709175091720147, 'gamma': 0.07905868714084358, 'reg_alpha': 0.09537289630757087, 'reg_lambda': 1.1692270623506642}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:46,737] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.29985165583716056, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8889001264380354, 'colsample_bytree': 0.9525766306374203, 'gamma': 0.007397439352153659, 'reg_alpha': 0.08813891641282291, 'reg_lambda': 1.119595832381434}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,054] Trial 154 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.24401706314559907, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9045192037980394, 'colsample_bytree': 0.9367367919233835, 'gamma': 0.08918874862904798, 'reg_alpha': 0.150432938312059, 'reg_lambda': 1.1669788252117927}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,273] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.24622942833101252, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8657181721634448, 'colsample_bytree': 0.9796607223425284, 'gamma': 0.17359293995026384, 'reg_alpha': 0.11832123359077594, 'reg_lambda': 1.0243180298696115}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,597] Trial 156 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 154, 'learning_rate': 0.29978239575661336, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8409697986370179, 'colsample_bytree': 0.9637213521366707, 'gamma': 0.3467529705893101, 'reg_alpha': 0.09152909988007646, 'reg_lambda': 1.1363247802949523}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:47,868] Trial 157 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.2998140496122895, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.84123680157086, 'colsample_bytree': 0.9613341230624983, 'gamma': 0.4452455984419528, 'reg_alpha': 0.09023332933709531, 'reg_lambda': 1.126251838125094}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:48,199] Trial 158 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 149, 'learning_rate': 0.2657062033183321, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8411943884703231, 'colsample_bytree': 0.9248779132332952, 'gamma': 0.3808880808517299, 'reg_alpha': 0.10993663540810786, 'reg_lambda': 1.1442132953868538}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:48,438] Trial 159 finished with value: 0.8035714285714285 and parameters: {'n_estimators': 151, 'learning_rate': 0.29542878326735195, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8392070106038428, 'colsample_bytree': 0.9417850410876502, 'gamma': 0.37370438693373326, 'reg_alpha': 0.09714765753216356, 'reg_lambda': 1.2065812364156365}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:48,674] Trial 160 finished with value: 0.7916666666666667 and parameters: {'n_estimators': 156, 'learning_rate': 0.2969736047980683, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8548872687962826, 'colsample_bytree': 0.9459957669640343, 'gamma': 0.43674676523643297, 'reg_alpha': 0.09394549643081626, 'reg_lambda': 1.3154492262605264}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,081] Trial 161 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 152, 'learning_rate': 0.29738265653529516, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8416409276816244, 'colsample_bytree': 0.9424972800450411, 'gamma': 0.4319864719127116, 'reg_alpha': 0.09044216939740618, 'reg_lambda': 1.209805450789034}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,354] Trial 162 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 152, 'learning_rate': 0.28230965870262664, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8532371094076776, 'colsample_bytree': 0.9475686483530904, 'gamma': 0.4217966936983878, 'reg_alpha': 0.10059871208548538, 'reg_lambda': 1.325665370713139}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,674] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.2725520554275399, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8399797265289941, 'colsample_bytree': 0.9217928603638509, 'gamma': 0.43239168832155694, 'reg_alpha': 0.13495814805767437, 'reg_lambda': 1.223634409471673}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:49,967] Trial 164 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 153, 'learning_rate': 0.2805024125688573, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8380279183723613, 'colsample_bytree': 0.9249225974959956, 'gamma': 0.3578387118221755, 'reg_alpha': 0.13636506950952332, 'reg_lambda': 1.1801071283856301}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:50,206] Trial 165 finished with value: 0.761904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.29893715271993576, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8382970560928439, 'colsample_bytree': 0.9258335620943497, 'gamma': 0.3680614943486552, 'reg_alpha': 0.13593688114507851, 'reg_lambda': 1.2147009015062435}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:50,577] Trial 166 finished with value: 0.738095238095238 and parameters: {'n_estimators': 156, 'learning_rate': 0.2777878832791421, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8594030267784122, 'colsample_bytree': 0.9213111038415751, 'gamma': 0.2357962206043558, 'reg_alpha': 0.08376593858268783, 'reg_lambda': 1.2941619000441258}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:50,849] Trial 167 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 146, 'learning_rate': 0.26011534006513065, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8763116757467582, 'colsample_bytree': 0.939634329102749, 'gamma': 0.5915732236593981, 'reg_alpha': 0.10616856902605046, 'reg_lambda': 1.2056291085180395}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,139] Trial 168 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 160, 'learning_rate': 0.2808242289479658, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.886738484949357, 'colsample_bytree': 0.9058487842710253, 'gamma': 0.3705131318165391, 'reg_alpha': 0.05523929872874772, 'reg_lambda': 1.1415114708698397}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,390] Trial 169 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 155, 'learning_rate': 0.2566186132845307, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8427185731694535, 'colsample_bytree': 0.9131945823932528, 'gamma': 0.2461484719389992, 'reg_alpha': 0.161754532687892, 'reg_lambda': 1.2546878049309078}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,697] Trial 170 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 150, 'learning_rate': 0.2515781159499769, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8719627196727947, 'colsample_bytree': 0.9142604189731894, 'gamma': 0.2132290212202852, 'reg_alpha': 0.16836143095418, 'reg_lambda': 1.4136006860890817}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:51,938] Trial 171 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 145, 'learning_rate': 0.26595425466759504, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8417153565395163, 'colsample_bytree': 0.9291529373783393, 'gamma': 0.3149186521431676, 'reg_alpha': 0.11623725418126683, 'reg_lambda': 1.2712824000535614}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:52,289] Trial 172 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 145, 'learning_rate': 0.29419349017629504, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8506562619827497, 'colsample_bytree': 0.9318359069671353, 'gamma': 0.3208862998457003, 'reg_alpha': 0.11730469317020968, 'reg_lambda': 1.2779128250632472}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:52,549] Trial 173 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 153, 'learning_rate': 0.299788141551102, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8594376967539583, 'colsample_bytree': 0.9458034539835181, 'gamma': 0.18442050724055314, 'reg_alpha': 0.08740333462039743, 'reg_lambda': 1.4689155733430415}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:52,889] Trial 174 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 154, 'learning_rate': 0.2989999465815807, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8624913984240844, 'colsample_bytree': 0.9424825263838257, 'gamma': 0.1833416959315143, 'reg_alpha': 0.15087146798109569, 'reg_lambda': 1.3698006852311453}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,191] Trial 175 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 138, 'learning_rate': 0.010005017172965903, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8578237028026584, 'colsample_bytree': 0.927961766948131, 'gamma': 0.06473625447184027, 'reg_alpha': 0.07161555183336249, 'reg_lambda': 1.3180548783410737}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,444] Trial 176 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 147, 'learning_rate': 0.26260906826206026, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8930266918045938, 'colsample_bytree': 0.937277127659673, 'gamma': 0.18793514033115202, 'reg_alpha': 0.1836973707024585, 'reg_lambda': 1.5123883074964806}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,747] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.2995565447798495, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.831973297546092, 'colsample_bytree': 0.9135521840619036, 'gamma': 0.004085309418271607, 'reg_alpha': 0.050335922366303354, 'reg_lambda': 1.106956084581884}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:53,999] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 142, 'learning_rate': 0.27827128221956154, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8498182930041024, 'colsample_bytree': 0.9598443726081344, 'gamma': 0.5072409969821787, 'reg_alpha': 0.0831740632520156, 'reg_lambda': 1.251555369745062}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:54,234] Trial 179 finished with value: 0.7976190476190477 and parameters: {'n_estimators': 151, 'learning_rate': 0.2577647974661949, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.843724262246078, 'colsample_bytree': 0.9474958764201049, 'gamma': 0.2614509194459136, 'reg_alpha': 0.10952057018201036, 'reg_lambda': 1.4585955460616524}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:54,505] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.2545097846593733, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8671364729862373, 'colsample_bytree': 0.8921621219433065, 'gamma': 0.2481646176426385, 'reg_alpha': 0.11154012724051776, 'reg_lambda': 1.355188449877106}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:54,827] Trial 181 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 152, 'learning_rate': 0.27554661565327404, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8439515759153533, 'colsample_bytree': 0.9469349024860668, 'gamma': 0.11093150021472176, 'reg_alpha': 0.13959967616028235, 'reg_lambda': 1.4416481310707916}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:55,066] Trial 182 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 154, 'learning_rate': 0.2693046907611568, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8541616499959228, 'colsample_bytree': 0.9423737646110685, 'gamma': 0.10897005554470598, 'reg_alpha': 0.13368566650725253, 'reg_lambda': 1.5644745711283876}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:55,409] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.2548364078942918, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8325565969457362, 'colsample_bytree': 0.9305712195982684, 'gamma': 0.17222164134258222, 'reg_alpha': 0.15050629704233634, 'reg_lambda': 1.4462786711852458}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:55,646] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.2806136711348749, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8795477204790882, 'colsample_bytree': 0.9479135108023051, 'gamma': 0.3200417276698373, 'reg_alpha': 0.19676384575630468, 'reg_lambda': 1.4368332291187769}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,032] Trial 185 finished with value: 0.738095238095238 and parameters: {'n_estimators': 170, 'learning_rate': 0.23754056171983018, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8444360608808527, 'colsample_bytree': 0.9232785689684794, 'gamma': 0.08494087680624673, 'reg_alpha': 0.06683509251411102, 'reg_lambda': 1.481474348746172}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,283] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.265345404008976, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8356339149032387, 'colsample_bytree': 0.9373960653297919, 'gamma': 0.23560808300502492, 'reg_alpha': 0.11026528014984142, 'reg_lambda': 1.7042762787749386}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,524] Trial 187 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 134, 'learning_rate': 0.28222760353006493, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8601211537001799, 'colsample_bytree': 0.952703983480074, 'gamma': 0.004411148578616214, 'reg_alpha': 0.04267371106836748, 'reg_lambda': 1.5677788611573125}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:56,863] Trial 188 finished with value: 0.744047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.24992243821118598, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8485110043391398, 'colsample_bytree': 0.906074761742573, 'gamma': 0.36164891206203087, 'reg_alpha': 0.16157718023698395, 'reg_lambda': 1.1764854608849649}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,092] Trial 189 finished with value: 0.755952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.23107955935123756, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9099097157852203, 'colsample_bytree': 0.9439262175201195, 'gamma': 0.13531069619997074, 'reg_alpha': 0.1191371304342976, 'reg_lambda': 1.312628838852277}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,452] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 160, 'learning_rate': 0.2750441588211885, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8720462602255823, 'colsample_bytree': 0.9560768734400842, 'gamma': 0.24682843004620325, 'reg_alpha': 0.09033872884392809, 'reg_lambda': 1.2529458356921692}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,694] Trial 191 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 150, 'learning_rate': 0.28716442117488156, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.841584824785314, 'colsample_bytree': 0.9628147792128139, 'gamma': 0.42706332858330376, 'reg_alpha': 0.09073324562712005, 'reg_lambda': 1.1398526699952871}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:57,963] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.2977947971212653, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8394221569154889, 'colsample_bytree': 0.9627654441474585, 'gamma': 0.4759816185302417, 'reg_alpha': 0.05218642732905838, 'reg_lambda': 1.0855959059763165}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:58,183] Trial 193 finished with value: 0.761904761904762 and parameters: {'n_estimators': 128, 'learning_rate': 0.26263696953368393, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8519826571247276, 'colsample_bytree': 0.933789473811192, 'gamma': 0.6137767975119476, 'reg_alpha': 0.1349300932935086, 'reg_lambda': 1.2007532881344285}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:58,510] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.28291642212883744, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8314479169923656, 'colsample_bytree': 0.9483750654511064, 'gamma': 0.29437950634235716, 'reg_alpha': 0.07492278795687671, 'reg_lambda': 1.1147610870972555}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:58,748] Trial 195 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 148, 'learning_rate': 0.24896840125475217, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.846329652711556, 'colsample_bytree': 0.9174391036499259, 'gamma': 0.12832061978061363, 'reg_alpha': 0.10441581073192735, 'reg_lambda': 1.1734788126002091}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:59,095] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 153, 'learning_rate': 0.26904019086909403, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8381555934147811, 'colsample_bytree': 0.9673303384275095, 'gamma': 0.4028962531861093, 'reg_alpha': 0.12162324571977975, 'reg_lambda': 1.2802975884694985}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:59,327] Trial 197 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.2952681943786366, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8621390066333264, 'colsample_bytree': 0.955658880625167, 'gamma': 0.21167401167205707, 'reg_alpha': 0.06560304707553268, 'reg_lambda': 1.2263114574525256}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:21:59,685] Trial 198 finished with value: 0.8273809523809523 and parameters: {'n_estimators': 162, 'learning_rate': 0.2983683713943543, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8551139955538585, 'colsample_bytree': 0.9263347968534542, 'gamma': 0.08373285243174529, 'reg_alpha': 0.09154482066098639, 'reg_lambda': 1.363030732796981}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:22:00,099] Trial 199 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.045582499781549164, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8567462657069682, 'colsample_bytree': 0.9283045688035817, 'gamma': 0.0020732064713728793, 'reg_alpha': 0.034614063823296265, 'reg_lambda': 1.3729095828183684}. Best is trial 152 with value: 0.8273809523809523.
[I 2025-11-03 20:22:00,102] A new study created in memory with name: no-name-c2efb3f9-8b37-480a-9718-92a641474cb7
[I 2025-11-03 20:22:00,519] Trial 0 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 184, 'learning_rate': 0.07292384563113967, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9590114114788444, 'colsample_bytree': 0.6990487797709894, 'gamma': 2.5974041301246213, 'reg_alpha': 0.5108579695281996, 'reg_lambda': 2.2687210621780736}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:00,598] Trial 1 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.026559685161935742, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.9231241627211262, 'colsample_bytree': 0.6181609697988186, 'gamma': 2.4525257920001273, 'reg_alpha': 0.15771314759977806, 'reg_lambda': 2.476674006989551}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:00,840] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 40, 'learning_rate': 0.028551615776136116, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9008988747907437, 'colsample_bytree': 0.6736626963846856, 'gamma': 0.5888416628018167, 'reg_alpha': 0.6230312649949162, 'reg_lambda': 1.2059717531847443}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:00,970] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.09583484823658826, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9065804765545954, 'colsample_bytree': 0.8883303297708969, 'gamma': 0.0016550700465234325, 'reg_alpha': 0.8331054891539952, 'reg_lambda': 1.5011906976491434}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:01,386] Trial 4 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 174, 'learning_rate': 0.15424932238322347, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8526932910589562, 'colsample_bytree': 0.7362620351470204, 'gamma': 4.836191747011711, 'reg_alpha': 0.7359996822946038, 'reg_lambda': 2.5125525462690668}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:01,607] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 149, 'learning_rate': 0.03453693622521355, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8557813219035575, 'colsample_bytree': 0.7382270863387901, 'gamma': 0.5425953235466424, 'reg_alpha': 0.28266463421319765, 'reg_lambda': 1.4844060828551549}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:01,948] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.04323130264510564, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6919090949549239, 'colsample_bytree': 0.6202749639707235, 'gamma': 3.693496249482495, 'reg_alpha': 0.5917136873719825, 'reg_lambda': 1.9236254567960982}. Best is trial 0 with value: 0.7142857142857143.
[I 2025-11-03 20:22:02,208] Trial 7 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.08975626846495129, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7851256872230459, 'colsample_bytree': 0.7102050426214206, 'gamma': 0.8571274778429744, 'reg_alpha': 0.5781439940731867, 'reg_lambda': 1.4485832275779662}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:02,426] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.08557389482506138, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.6281293390265167, 'colsample_bytree': 0.883215247794916, 'gamma': 1.0332963459083744, 'reg_alpha': 0.11951767637298749, 'reg_lambda': 1.5825650489924348}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:02,780] Trial 9 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 199, 'learning_rate': 0.02897156970538195, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6391096717495828, 'colsample_bytree': 0.8101258069770796, 'gamma': 3.6605671103574093, 'reg_alpha': 0.2573917024729494, 'reg_lambda': 1.863313350478049}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:02,987] Trial 10 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 99, 'learning_rate': 0.2999515656812445, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7510811203941167, 'colsample_bytree': 0.9768076034311686, 'gamma': 1.7247553523432329, 'reg_alpha': 0.9234357014159911, 'reg_lambda': 0.6142333872870501}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:03,433] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.012208840638160915, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9848806047377915, 'colsample_bytree': 0.7254452799795854, 'gamma': 2.1447326583377095, 'reg_alpha': 0.45601903285862677, 'reg_lambda': 2.1600760357359228}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:03,788] Trial 12 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 241, 'learning_rate': 0.010104605736933099, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7752579522787687, 'colsample_bytree': 0.7914513469055612, 'gamma': 1.726924306350733, 'reg_alpha': 0.3816594865541482, 'reg_lambda': 2.906253417972051}. Best is trial 7 with value: 0.7321428571428572.
[I 2025-11-03 20:22:04,196] Trial 13 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.010371724572239787, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9942288356115321, 'colsample_bytree': 0.7866792556137936, 'gamma': 1.6461716811223353, 'reg_alpha': 0.4399093247856462, 'reg_lambda': 1.053874131332959}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:04,403] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 96, 'learning_rate': 0.01703789915059192, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7180796455687524, 'colsample_bytree': 0.7988164346317435, 'gamma': 1.4787805063640358, 'reg_alpha': 0.7000068287242688, 'reg_lambda': 0.9504452942828778}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:04,720] Trial 15 finished with value: 0.6875 and parameters: {'n_estimators': 159, 'learning_rate': 0.17248329111557872, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8350907034237439, 'colsample_bytree': 0.8941213352290894, 'gamma': 3.320924837911444, 'reg_alpha': 0.4024463185946326, 'reg_lambda': 1.090737063305811}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,096] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.053440706435383456, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8237806247557563, 'colsample_bytree': 0.8406723136476251, 'gamma': 1.1146164390719986, 'reg_alpha': 0.0386928762637504, 'reg_lambda': 0.5242233687119767}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,334] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.017964860393487412, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7962713360417114, 'colsample_bytree': 0.7615526104162627, 'gamma': 0.1923420812146781, 'reg_alpha': 0.562505793423316, 'reg_lambda': 0.8341749909296468}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,578] Trial 18 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 128, 'learning_rate': 0.13322938963968267, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7161714051313428, 'colsample_bytree': 0.6658371280974779, 'gamma': 0.9967321512835762, 'reg_alpha': 0.9929974234228902, 'reg_lambda': 1.2611786936380982}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:05,880] Trial 19 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.2556637414461511, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.991222178081794, 'colsample_bytree': 0.6610758712102971, 'gamma': 2.7061568256860484, 'reg_alpha': 0.3043704444799605, 'reg_lambda': 0.7992981198438311}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:06,178] Trial 20 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 221, 'learning_rate': 0.05998240156168713, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8731914043441663, 'colsample_bytree': 0.999892160800699, 'gamma': 4.896985734669262, 'reg_alpha': 0.6994791437488029, 'reg_lambda': 1.3440552193126114}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:06,467] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 111, 'learning_rate': 0.014816887358056538, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7904818314051498, 'colsample_bytree': 0.7718898109323669, 'gamma': 0.027030640184373067, 'reg_alpha': 0.5664864069196132, 'reg_lambda': 0.9057553692755399}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:06,870] Trial 22 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 159, 'learning_rate': 0.017969689717941443, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7579842456106531, 'colsample_bytree': 0.7632148685022425, 'gamma': 0.5872861381835642, 'reg_alpha': 0.48663470462511343, 'reg_lambda': 0.764503668936684}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,116] Trial 23 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.0221494847511489, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7863355650264495, 'colsample_bytree': 0.8423647634789447, 'gamma': 0.3586545267438059, 'reg_alpha': 0.7730382515804843, 'reg_lambda': 1.0797893778128138}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,380] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 119, 'learning_rate': 0.011188266111757703, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8123881472084156, 'colsample_bytree': 0.7067456453938588, 'gamma': 1.3497368514424473, 'reg_alpha': 0.6065210806099728, 'reg_lambda': 1.6907921046203047}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,599] Trial 25 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.11469647463744129, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.727811145382096, 'colsample_bytree': 0.8330266516364849, 'gamma': 2.0130641993600578, 'reg_alpha': 0.3810578991272796, 'reg_lambda': 1.3613952331928436}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:07,969] Trial 26 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 199, 'learning_rate': 0.013334350284004929, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6810963319414468, 'colsample_bytree': 0.7638501962325223, 'gamma': 0.873874165063105, 'reg_alpha': 0.5179030882506176, 'reg_lambda': 0.6938392246727589}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:08,242] Trial 27 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 148, 'learning_rate': 0.019003441383756522, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8779720183742264, 'colsample_bytree': 0.6960222800025337, 'gamma': 0.27773253550929533, 'reg_alpha': 0.6455095494946185, 'reg_lambda': 1.042300070464049}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:08,518] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.04132212264028631, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9457098330662044, 'colsample_bytree': 0.7491440005683889, 'gamma': 1.3822539999726164, 'reg_alpha': 0.4465927517616934, 'reg_lambda': 0.8836813330553877}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:08,845] Trial 29 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 205, 'learning_rate': 0.07010004814127128, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6665088323492959, 'colsample_bytree': 0.7098881507516164, 'gamma': 3.0132046751273, 'reg_alpha': 0.536505488092386, 'reg_lambda': 2.023805387403576}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:09,224] Trial 30 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 227, 'learning_rate': 0.021212406989691443, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9551578630930091, 'colsample_bytree': 0.6502040982012718, 'gamma': 0.771255627595041, 'reg_alpha': 0.8224624205471538, 'reg_lambda': 1.1647501655423258}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:09,558] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.04735392718539239, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8149591415402625, 'colsample_bytree': 0.8532135246303121, 'gamma': 1.158132705038931, 'reg_alpha': 0.009726233012398167, 'reg_lambda': 0.5470634611481938}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:09,922] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.050511171830808735, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7557838733295905, 'colsample_bytree': 0.9184614785636966, 'gamma': 1.9480662601114132, 'reg_alpha': 0.17308467666971233, 'reg_lambda': 0.5295979580238425}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,168] Trial 33 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 170, 'learning_rate': 0.06615888848902893, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8032548937693541, 'colsample_bytree': 0.8152086605176506, 'gamma': 1.4029313171884075, 'reg_alpha': 0.013215231869025392, 'reg_lambda': 0.8186827491444926}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,524] Trial 34 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 187, 'learning_rate': 0.09789424392541035, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9123476173451537, 'colsample_bytree': 0.8632064805667834, 'gamma': 2.3878103839683535, 'reg_alpha': 0.6571464788159754, 'reg_lambda': 0.6630972310587235}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,644] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 24, 'learning_rate': 0.02575206365070063, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8363367600572698, 'colsample_bytree': 0.931608631999288, 'gamma': 0.32915979879559687, 'reg_alpha': 0.33624892710748283, 'reg_lambda': 1.3793017698154453}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:10,977] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.014913009860999344, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8877378619392979, 'colsample_bytree': 0.7884089599909728, 'gamma': 0.6845188381979471, 'reg_alpha': 0.22500390054391112, 'reg_lambda': 0.9803775055606798}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:11,278] Trial 37 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 233, 'learning_rate': 0.03811326016492219, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8518276153979363, 'colsample_bytree': 0.6839938490270382, 'gamma': 0.01870922855703508, 'reg_alpha': 0.15179750184638183, 'reg_lambda': 1.2070357153227065}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:11,510] Trial 38 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 142, 'learning_rate': 0.19359976574694546, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9262381784306886, 'colsample_bytree': 0.6337031384897633, 'gamma': 4.42430397609373, 'reg_alpha': 0.07096890852616708, 'reg_lambda': 1.6225525242016512}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:11,869] Trial 39 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 168, 'learning_rate': 0.0804850483359722, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6032216531422596, 'colsample_bytree': 0.7260666666362281, 'gamma': 1.605406678486477, 'reg_alpha': 0.5625522964127931, 'reg_lambda': 0.6964099323831386}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:12,196] Trial 40 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 122, 'learning_rate': 0.033898492533522916, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7624988801946208, 'colsample_bytree': 0.6029233538509537, 'gamma': 1.1799350954938617, 'reg_alpha': 0.7924216286446237, 'reg_lambda': 1.4665294906867263}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:12,614] Trial 41 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.05060134691665334, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8168488034112174, 'colsample_bytree': 0.8379273163944493, 'gamma': 1.1352113877144738, 'reg_alpha': 0.009243107198217398, 'reg_lambda': 0.6146895089230348}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:12,902] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.05758123092518462, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8458461901445137, 'colsample_bytree': 0.8689902284747183, 'gamma': 0.8856150203084461, 'reg_alpha': 0.22586895479936767, 'reg_lambda': 0.5141632497438107}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:13,265] Trial 43 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 202, 'learning_rate': 0.08011368914553474, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7372532687797057, 'colsample_bytree': 0.8686997009017379, 'gamma': 0.5391722001775803, 'reg_alpha': 0.21943432070839555, 'reg_lambda': 0.514559496638769}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:13,575] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 183, 'learning_rate': 0.09587011038993722, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7790216837461343, 'colsample_bytree': 0.8171608202387936, 'gamma': 0.855415469463739, 'reg_alpha': 0.09933766170987554, 'reg_lambda': 0.7657498009043193}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:13,920] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.028675090486786372, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8546343286429422, 'colsample_bytree': 0.9023133247761242, 'gamma': 1.7931256738484929, 'reg_alpha': 0.4494310993164732, 'reg_lambda': 1.8094148167405149}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:14,250] Trial 46 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 234, 'learning_rate': 0.12873203931192223, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9740362366042145, 'colsample_bytree': 0.9456153935641928, 'gamma': 0.3717042976132896, 'reg_alpha': 0.3485382770898054, 'reg_lambda': 0.8791679789162533}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:14,537] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.04562749220386102, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.8314890398608683, 'colsample_bytree': 0.78179101460097, 'gamma': 0.912878477228818, 'reg_alpha': 0.25873964431459895, 'reg_lambda': 2.7019513155655024}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:14,668] Trial 48 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 47, 'learning_rate': 0.06377659145120491, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.8052113413676512, 'colsample_bytree': 0.8610236283481939, 'gamma': 2.151350828574897, 'reg_alpha': 0.49565282826380797, 'reg_lambda': 1.0000897469377066}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:15,124] Trial 49 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 213, 'learning_rate': 0.010374996466704457, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.931852325457703, 'colsample_bytree': 0.7433073329789442, 'gamma': 1.275995023100057, 'reg_alpha': 0.684861617572086, 'reg_lambda': 0.5928257547821156}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:15,351] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.03426372061751343, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7052440733990137, 'colsample_bytree': 0.8046947822080175, 'gamma': 1.600394939214401, 'reg_alpha': 0.1821135875586682, 'reg_lambda': 1.1543279940483089}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:15,719] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.01007924610750723, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.938236330797136, 'colsample_bytree': 0.7457620375363194, 'gamma': 1.0494929969233828, 'reg_alpha': 0.7208925513460538, 'reg_lambda': 0.5566689333541809}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:16,022] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.012626774855631063, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9705842860909901, 'colsample_bytree': 0.7197921861831986, 'gamma': 0.5714592892708121, 'reg_alpha': 0.7342367771001673, 'reg_lambda': 0.7494622907830386}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:16,305] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.012213229943330534, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9692324612542553, 'colsample_bytree': 0.7219176259637352, 'gamma': 0.5513498007810527, 'reg_alpha': 0.7398583498802875, 'reg_lambda': 0.7204724433661247}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:16,715] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.015208014391718058, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9895774847586328, 'colsample_bytree': 0.682365625850248, 'gamma': 1.0787188387737068, 'reg_alpha': 0.7564210524943291, 'reg_lambda': 0.5962773626294162}. Best is trial 13 with value: 0.75.
[I 2025-11-03 20:22:17,031] Trial 55 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 239, 'learning_rate': 0.015233948666301402, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9991254951400471, 'colsample_bytree': 0.67775309028396, 'gamma': 1.0103907458530221, 'reg_alpha': 0.8814225279729179, 'reg_lambda': 0.6040654914366252}. Best is trial 55 with value: 0.7529761904761906.
[I 2025-11-03 20:22:17,334] Trial 56 finished with value: 0.761904761904762 and parameters: {'n_estimators': 231, 'learning_rate': 0.012533211372719339, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9960355600868315, 'colsample_bytree': 0.8765748544508909, 'gamma': 1.5137303333942433, 'reg_alpha': 0.9060668798748761, 'reg_lambda': 0.5058602356194368}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:17,728] Trial 57 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 249, 'learning_rate': 0.013467416250346982, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.973535248320213, 'colsample_bytree': 0.8748903227898274, 'gamma': 1.62271974085603, 'reg_alpha': 0.893890377938132, 'reg_lambda': 0.6635103568710435}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:18,113] Trial 58 finished with value: 0.755952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.012398771823535847, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.993960240682381, 'colsample_bytree': 0.9025926133646852, 'gamma': 1.8958193984845346, 'reg_alpha': 0.9007896177901625, 'reg_lambda': 0.7973158208442261}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:18,517] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.011685945007309526, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9930269691986424, 'colsample_bytree': 0.9077611882842048, 'gamma': 2.4722593838914877, 'reg_alpha': 0.8983630039496516, 'reg_lambda': 0.9488052698386898}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:18,800] Trial 60 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.016308242077941713, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9987976451586509, 'colsample_bytree': 0.9494341746450468, 'gamma': 2.2319711534779567, 'reg_alpha': 0.9554827690810874, 'reg_lambda': 0.7708799110259383}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:19,101] Trial 61 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.021011512181795696, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9563929424069665, 'colsample_bytree': 0.880316357548864, 'gamma': 1.887768349544618, 'reg_alpha': 0.8366585839475811, 'reg_lambda': 0.5153592851149555}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:19,459] Trial 62 finished with value: 0.625 and parameters: {'n_estimators': 212, 'learning_rate': 0.013174778744460398, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9784626502775923, 'colsample_bytree': 0.8515949044234655, 'gamma': 1.4486703249750266, 'reg_alpha': 0.8595403357592635, 'reg_lambda': 2.3601035193828555}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:19,808] Trial 63 finished with value: 0.755952380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.011163443410165627, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9621808127404842, 'colsample_bytree': 0.8926806764232513, 'gamma': 2.790173189221929, 'reg_alpha': 0.9953861067715953, 'reg_lambda': 0.6403645811477796}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:20,090] Trial 64 finished with value: 0.755952380952381 and parameters: {'n_estimators': 206, 'learning_rate': 0.01123008614408026, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9634797116541336, 'colsample_bytree': 0.8903760951755478, 'gamma': 2.78439518168442, 'reg_alpha': 0.8974756753825476, 'reg_lambda': 0.8312562531716858}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:20,498] Trial 65 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 206, 'learning_rate': 0.011222974661145352, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9619731929694375, 'colsample_bytree': 0.8993571884869539, 'gamma': 2.7716263623219253, 'reg_alpha': 0.9942726854922335, 'reg_lambda': 0.8428751052236794}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:20,787] Trial 66 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 208, 'learning_rate': 0.011399414563434978, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9523186639472907, 'colsample_bytree': 0.8878760919800699, 'gamma': 2.8118847157860425, 'reg_alpha': 0.9990212881879774, 'reg_lambda': 0.851874136900465}. Best is trial 56 with value: 0.761904761904762.
[I 2025-11-03 20:22:21,243] Trial 67 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 199, 'learning_rate': 0.014246210985868795, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9992539320452127, 'colsample_bytree': 0.9602665391421212, 'gamma': 3.2117954065868637, 'reg_alpha': 0.9530280145739507, 'reg_lambda': 0.9005858858176191}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:21,532] Trial 68 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 199, 'learning_rate': 0.014107670922969573, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9148317864216612, 'colsample_bytree': 0.9672659767245679, 'gamma': 3.2110264330028992, 'reg_alpha': 0.9554580624929607, 'reg_lambda': 0.6512633192904276}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:21,864] Trial 69 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.01618212948178275, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9599904334017556, 'colsample_bytree': 0.923909828787036, 'gamma': 3.607108634438702, 'reg_alpha': 0.954861438328755, 'reg_lambda': 0.9177893005269977}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:22,245] Trial 70 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 217, 'learning_rate': 0.010950982449799716, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9841603686354249, 'colsample_bytree': 0.9966883777082696, 'gamma': 2.6513745340553756, 'reg_alpha': 0.9098756990465169, 'reg_lambda': 1.1069184044024567}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:22,581] Trial 71 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 244, 'learning_rate': 0.019039217840394945, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9645128351358768, 'colsample_bytree': 0.9034289223178412, 'gamma': 2.998086292111862, 'reg_alpha': 0.8771304230410834, 'reg_lambda': 1.0196112729496196}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:22,999] Trial 72 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 204, 'learning_rate': 0.012254222810335275, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9989841648157102, 'colsample_bytree': 0.935587783865408, 'gamma': 3.4469727472161353, 'reg_alpha': 0.9293914193019526, 'reg_lambda': 0.8432635714158758}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:23,273] Trial 73 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.010148604793187315, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.942907348824382, 'colsample_bytree': 0.8942672772598119, 'gamma': 2.87424391562511, 'reg_alpha': 0.9747139552784698, 'reg_lambda': 0.8015413090975456}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:23,556] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.014330813897011819, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9827799098964977, 'colsample_bytree': 0.9640651453390146, 'gamma': 4.07087256799848, 'reg_alpha': 0.9319283929115143, 'reg_lambda': 0.7121207742971399}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:23,919] Trial 75 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 214, 'learning_rate': 0.017622166161333667, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9004681709507734, 'colsample_bytree': 0.9148789400061218, 'gamma': 2.397131240896384, 'reg_alpha': 0.8059606509411116, 'reg_lambda': 0.9377569047529986}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:24,279] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.011331564583065853, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9883617825860358, 'colsample_bytree': 0.9874855345034549, 'gamma': 3.1647765048232843, 'reg_alpha': 0.8614113304447669, 'reg_lambda': 0.6212946788991186}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:24,717] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.015448674281047174, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.948820952854503, 'colsample_bytree': 0.8274292688936459, 'gamma': 2.629287730664097, 'reg_alpha': 0.9817500866287227, 'reg_lambda': 1.0753255660634815}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:24,987] Trial 78 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 207, 'learning_rate': 0.02515182746139319, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9627752351281977, 'colsample_bytree': 0.9538792946149363, 'gamma': 2.2737383050238393, 'reg_alpha': 0.8462044798642926, 'reg_lambda': 1.3087758769838767}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:25,320] Trial 79 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 250, 'learning_rate': 0.013539744874646306, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9983653695173754, 'colsample_bytree': 0.9328824663110374, 'gamma': 3.018945648040731, 'reg_alpha': 0.9284987916070044, 'reg_lambda': 2.0181842191984813}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:25,695] Trial 80 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 218, 'learning_rate': 0.010899815364789373, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9795787203073381, 'colsample_bytree': 0.8886627680659572, 'gamma': 2.0424335217617395, 'reg_alpha': 0.880815410353297, 'reg_lambda': 0.8137087065186294}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:26,045] Trial 81 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 220, 'learning_rate': 0.010950486443555736, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9799070449110099, 'colsample_bytree': 0.8919726039700325, 'gamma': 2.7615016332982893, 'reg_alpha': 0.882685018892494, 'reg_lambda': 0.7065934336809556}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:26,425] Trial 82 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 222, 'learning_rate': 0.01210460401710981, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9803893758172816, 'colsample_bytree': 0.8881003866963366, 'gamma': 2.7817172303244813, 'reg_alpha': 0.8758455194950221, 'reg_lambda': 0.6989030255493435}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:26,710] Trial 83 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.010632669238597217, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9382267875292688, 'colsample_bytree': 0.8964257149288003, 'gamma': 3.4007083410858128, 'reg_alpha': 0.806559669861178, 'reg_lambda': 0.8570894581450998}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:27,005] Trial 84 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 226, 'learning_rate': 0.012916200165255168, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9763642432090359, 'colsample_bytree': 0.8530893569927057, 'gamma': 2.535764095244828, 'reg_alpha': 0.9633963919445074, 'reg_lambda': 0.7726911439799143}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:27,428] Trial 85 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 198, 'learning_rate': 0.019132861703137258, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.9619579929579642, 'colsample_bytree': 0.914891917781112, 'gamma': 1.9773369195358823, 'reg_alpha': 0.9108193522379188, 'reg_lambda': 0.5761208203848525}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:27,736] Trial 86 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.01406910775047457, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9893228624824038, 'colsample_bytree': 0.8816665515925878, 'gamma': 2.0743616840001793, 'reg_alpha': 0.940513859507226, 'reg_lambda': 0.6665097202790728}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:28,080] Trial 87 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 216, 'learning_rate': 0.011294225910113817, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9329762475410552, 'colsample_bytree': 0.9232055557077583, 'gamma': 2.3522696906970846, 'reg_alpha': 0.885335938124129, 'reg_lambda': 0.9025611301386418}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:28,410] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.010061036731206202, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9491769548986069, 'colsample_bytree': 0.9081726937134093, 'gamma': 2.9525337586411475, 'reg_alpha': 0.7710469268308968, 'reg_lambda': 0.6341188029840856}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:28,768] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.016982171746566153, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9792989909435527, 'colsample_bytree': 0.8750364852272293, 'gamma': 3.1980505753114232, 'reg_alpha': 0.9949053755300289, 'reg_lambda': 0.9922927871943591}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:29,069] Trial 90 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 237, 'learning_rate': 0.015453599751808123, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9250685369350133, 'colsample_bytree': 0.8966014232560157, 'gamma': 1.8226610345573109, 'reg_alpha': 0.8225777833174046, 'reg_lambda': 0.820953020564446}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:29,492] Trial 91 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.012315052763831214, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9686211235430887, 'colsample_bytree': 0.9397745549381491, 'gamma': 2.7346495172568037, 'reg_alpha': 0.9092826033086554, 'reg_lambda': 0.7422731664754618}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:29,782] Trial 92 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 207, 'learning_rate': 0.010774202624269546, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9995097166073603, 'colsample_bytree': 0.8601062239471772, 'gamma': 1.6543793229876798, 'reg_alpha': 0.424392698881589, 'reg_lambda': 0.7953626856691994}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:30,141] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.010947919627210432, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9865548232018425, 'colsample_bytree': 0.8616501819169073, 'gamma': 2.5483084277825956, 'reg_alpha': 0.8575446810439504, 'reg_lambda': 0.5766294377633767}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:30,481] Trial 94 finished with value: 0.761904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.013074129030186107, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.996148733477461, 'colsample_bytree': 0.8457466743176776, 'gamma': 1.7168417251105277, 'reg_alpha': 0.4024470455612449, 'reg_lambda': 0.8018537183271721}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:30,747] Trial 95 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.012988378520609592, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9998088701873096, 'colsample_bytree': 0.8268273321392705, 'gamma': 2.1565815504207153, 'reg_alpha': 0.4171707277280124, 'reg_lambda': 0.8009735411235323}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:31,174] Trial 96 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 202, 'learning_rate': 0.0140484737313796, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9692273918771781, 'colsample_bytree': 0.8450375242958253, 'gamma': 1.532963659108983, 'reg_alpha': 0.37671313057979466, 'reg_lambda': 0.9046846309135718}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:31,436] Trial 97 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 188, 'learning_rate': 0.01184782271768037, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9920679046382048, 'colsample_bytree': 0.8706509875786294, 'gamma': 1.7405048918802999, 'reg_alpha': 0.974098427866145, 'reg_lambda': 0.964541900888765}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:31,785] Trial 98 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 196, 'learning_rate': 0.015989610198380758, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9620293438488906, 'colsample_bytree': 0.8791697000635263, 'gamma': 1.2853464457248112, 'reg_alpha': 0.9411958762627389, 'reg_lambda': 1.212919673224729}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:32,091] Trial 99 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 202, 'learning_rate': 0.014822588971271127, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9544176800875263, 'colsample_bytree': 0.8491001967804949, 'gamma': 1.6862969567724801, 'reg_alpha': 0.47775306121155364, 'reg_lambda': 1.132314547633088}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:32,520] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.02282163536824212, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9901978550904255, 'colsample_bytree': 0.8639342222889562, 'gamma': 2.0904343941760826, 'reg_alpha': 0.4122162410579098, 'reg_lambda': 2.9484795753590456}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:32,822] Trial 101 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 221, 'learning_rate': 0.010755897074213514, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9822259004776245, 'colsample_bytree': 0.8873291820769618, 'gamma': 3.0694113367600884, 'reg_alpha': 0.32778604947862183, 'reg_lambda': 0.7247769006306354}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:33,135] Trial 102 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.012803280736980628, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9739423411758987, 'colsample_bytree': 0.9039710525528506, 'gamma': 2.264737038604645, 'reg_alpha': 0.8810239664600972, 'reg_lambda': 0.6364395036603985}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:33,526] Trial 103 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.011673690918669339, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9987640144142321, 'colsample_bytree': 0.8587516934699259, 'gamma': 1.5215226002613786, 'reg_alpha': 0.9094828382382961, 'reg_lambda': 0.8597599773580321}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:33,855] Trial 104 finished with value: 0.755952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.010019399366845224, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9996220895386514, 'colsample_bytree': 0.8361153211512016, 'gamma': 1.5199312358334487, 'reg_alpha': 0.9132427902823429, 'reg_lambda': 0.8754233970561174}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:34,280] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.011828052459167132, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9987940669268034, 'colsample_bytree': 0.8403453910458663, 'gamma': 1.5403453401362615, 'reg_alpha': 0.46916016045777365, 'reg_lambda': 1.0301034753279075}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:34,607] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.013438603492675446, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9900186878988595, 'colsample_bytree': 0.8336416963144874, 'gamma': 1.37183142115618, 'reg_alpha': 0.9144322062895894, 'reg_lambda': 0.8686706410824787}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:35,067] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.010010502821417891, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9676971440608622, 'colsample_bytree': 0.857362175833971, 'gamma': 1.8312748567021995, 'reg_alpha': 0.5119652864055662, 'reg_lambda': 0.7607989848745372}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:35,354] Trial 108 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.01208374389577334, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9999966835337045, 'colsample_bytree': 0.8220413566362637, 'gamma': 1.4874268363621956, 'reg_alpha': 0.9732170801819653, 'reg_lambda': 0.5464950959718162}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:35,757] Trial 109 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 212, 'learning_rate': 0.01718123470638918, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9911116127476329, 'colsample_bytree': 0.8093328143139322, 'gamma': 1.218074823990121, 'reg_alpha': 0.9464796863196756, 'reg_lambda': 0.9456965009434506}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:36,051] Trial 110 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.014585761028787295, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.97322313182712, 'colsample_bytree': 0.8650993265311714, 'gamma': 1.9171946736991141, 'reg_alpha': 0.9838114543719484, 'reg_lambda': 0.6573860536031804}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:36,476] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.01128626804119629, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9837409969589279, 'colsample_bytree': 0.8788905987663878, 'gamma': 1.7599847029955977, 'reg_alpha': 0.4319918853546563, 'reg_lambda': 0.7994836920633729}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:36,870] Trial 112 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 205, 'learning_rate': 0.011699481808822411, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9850985492338339, 'colsample_bytree': 0.8755760974215856, 'gamma': 1.7526686641288804, 'reg_alpha': 0.4349383216410385, 'reg_lambda': 0.8676933046451675}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:37,311] Trial 113 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.01267460941985426, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.958571359463601, 'colsample_bytree': 0.8467248136793895, 'gamma': 1.6366276538101912, 'reg_alpha': 0.3631902536004622, 'reg_lambda': 0.8043851996811039}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:37,628] Trial 114 finished with value: 0.693452380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.01389194157604704, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9911401654106756, 'colsample_bytree': 0.7953821431973471, 'gamma': 1.287158341680736, 'reg_alpha': 0.9271715811366823, 'reg_lambda': 0.5996790231212297}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:37,992] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.010520423168837776, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.945521206057127, 'colsample_bytree': 0.9248286039148663, 'gamma': 2.886937942712447, 'reg_alpha': 0.4012227200475131, 'reg_lambda': 0.5082555866779164}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:38,403] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.011525218026995005, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.973384382004923, 'colsample_bytree': 0.8570728677758424, 'gamma': 1.4142568759800316, 'reg_alpha': 0.5467231929242874, 'reg_lambda': 0.6952467810758609}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:38,709] Trial 117 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 86, 'learning_rate': 0.012923451354917103, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.999380876879806, 'colsample_bytree': 0.6405299566255374, 'gamma': 0.9845321916543588, 'reg_alpha': 0.8996738743678452, 'reg_lambda': 0.759979724554752}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:39,024] Trial 118 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 210, 'learning_rate': 0.01500828247961514, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9836632153506234, 'colsample_bytree': 0.8696640390617663, 'gamma': 1.5619264497193386, 'reg_alpha': 0.29784013061153536, 'reg_lambda': 1.0470796610604547}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:39,476] Trial 119 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 232, 'learning_rate': 0.011308868022745965, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9564117720247367, 'colsample_bytree': 0.8388714088693641, 'gamma': 3.5646611745734065, 'reg_alpha': 0.8381665877371365, 'reg_lambda': 0.9003084087802686}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:39,781] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.010019288187236373, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9648549193217717, 'colsample_bytree': 0.9131918743709526, 'gamma': 0.7728261678780408, 'reg_alpha': 0.9959241280122124, 'reg_lambda': 0.8459304140038707}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:40,265] Trial 121 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 214, 'learning_rate': 0.011068444633020876, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9829186993153394, 'colsample_bytree': 0.888822234398166, 'gamma': 3.908199305887237, 'reg_alpha': 0.9602793578622506, 'reg_lambda': 0.807144589491572}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:40,600] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.010842958161617516, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9766871091704624, 'colsample_bytree': 0.9002741248948948, 'gamma': 1.9525181946731105, 'reg_alpha': 0.8684974009267012, 'reg_lambda': 0.9616209702530719}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:40,999] Trial 123 finished with value: 0.755952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.0120637717203689, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9927645304292447, 'colsample_bytree': 0.8821624214690943, 'gamma': 1.694079977383331, 'reg_alpha': 0.9220887591192466, 'reg_lambda': 0.6804832052201744}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:41,271] Trial 124 finished with value: 0.699404761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.012404015864363753, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9923730689952943, 'colsample_bytree': 0.8802168881420499, 'gamma': 1.660745244826776, 'reg_alpha': 0.9186931171807231, 'reg_lambda': 0.6754231921569828}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:41,547] Trial 125 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.0137489050636341, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9930123876665634, 'colsample_bytree': 0.8715041940371676, 'gamma': 1.8250151530640433, 'reg_alpha': 0.4270162984602223, 'reg_lambda': 0.734428131680118}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:41,852] Trial 126 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 199, 'learning_rate': 0.016067273385200278, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9836665265406411, 'colsample_bytree': 0.8550509792754026, 'gamma': 1.4525179862629551, 'reg_alpha': 0.9445255045662809, 'reg_lambda': 0.5715524567845979}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:42,098] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.03137054227644778, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9703775974665863, 'colsample_bytree': 0.8296336949264369, 'gamma': 2.6252600027312245, 'reg_alpha': 0.9002880319726119, 'reg_lambda': 2.584527731980587}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:42,543] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.011999400941160395, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9997872318823815, 'colsample_bytree': 0.775909932350714, 'gamma': 1.3546738008046544, 'reg_alpha': 0.9634555342443043, 'reg_lambda': 0.6435583446011063}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:42,824] Trial 129 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.013239304331269462, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8669487135564453, 'colsample_bytree': 0.9069043861053466, 'gamma': 3.2846873824807297, 'reg_alpha': 0.8561009926313422, 'reg_lambda': 0.7439559423320095}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:43,458] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.01820696125380471, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9755356387151176, 'colsample_bytree': 0.6018747900611288, 'gamma': 1.1943148744708034, 'reg_alpha': 0.4569243817576312, 'reg_lambda': 0.5010773180409451}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:43,741] Trial 131 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 210, 'learning_rate': 0.01070521514249793, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9850574519492922, 'colsample_bytree': 0.8864224865081846, 'gamma': 2.03027588530387, 'reg_alpha': 0.8927545915051649, 'reg_lambda': 0.8191432500681001}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:44,165] Trial 132 finished with value: 0.6875 and parameters: {'n_estimators': 225, 'learning_rate': 0.011376789255876643, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9786176252606877, 'colsample_bytree': 0.8930370376915326, 'gamma': 1.881581209356402, 'reg_alpha': 0.9356538600387557, 'reg_lambda': 1.5645863827233917}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:44,517] Trial 133 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.01250157003169044, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.992888386144117, 'colsample_bytree': 0.8773670134961015, 'gamma': 1.728940506180691, 'reg_alpha': 0.3867620735318148, 'reg_lambda': 0.7854144898204471}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:45,378] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.014402789502141525, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9921506075866359, 'colsample_bytree': 0.8816079277556631, 'gamma': 1.7057175663708701, 'reg_alpha': 0.36198372783950233, 'reg_lambda': 0.9100814059817987}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:45,720] Trial 135 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 246, 'learning_rate': 0.012586410902838041, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997425026427015, 'colsample_bytree': 0.8647499432505876, 'gamma': 1.534574239470997, 'reg_alpha': 0.34154833428280684, 'reg_lambda': 0.6101555467467841}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:46,168] Trial 136 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 243, 'learning_rate': 0.012850017082185916, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9925488495960154, 'colsample_bytree': 0.8644000269070099, 'gamma': 1.4790465395530854, 'reg_alpha': 0.3178923256034872, 'reg_lambda': 0.604621906487605}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:46,493] Trial 137 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 249, 'learning_rate': 0.012140470491547688, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9997216266352373, 'colsample_bytree': 0.8479629456222639, 'gamma': 1.7501030651674867, 'reg_alpha': 0.38999861018306786, 'reg_lambda': 0.6919625461153878}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:46,942] Trial 138 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 248, 'learning_rate': 0.012314081699663094, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.6595197752767423, 'colsample_bytree': 0.8478581058032231, 'gamma': 1.5785646407744258, 'reg_alpha': 0.393012691348381, 'reg_lambda': 0.694503343375654}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:47,330] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.013546366977144186, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9875802355463564, 'colsample_bytree': 0.8583574556636492, 'gamma': 1.7893101167436636, 'reg_alpha': 0.348806800098151, 'reg_lambda': 0.7752013060374502}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:47,766] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.010370840906798684, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9994638921871732, 'colsample_bytree': 0.8160029450447784, 'gamma': 1.7418328486080799, 'reg_alpha': 0.2683943034409527, 'reg_lambda': 0.6796407730144411}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:48,176] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.010432933499610391, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9997317888951017, 'colsample_bytree': 0.8230698830181395, 'gamma': 1.671736094756843, 'reg_alpha': 0.2528580959278157, 'reg_lambda': 0.7201140948377762}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:48,642] Trial 142 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 249, 'learning_rate': 0.01199382684819273, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9850782950730091, 'colsample_bytree': 0.8178932059755742, 'gamma': 1.7536725533726245, 'reg_alpha': 0.2761702697417348, 'reg_lambda': 0.6677780386138177}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:48,987] Trial 143 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 240, 'learning_rate': 0.010043107195248776, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9935059736804142, 'colsample_bytree': 0.8029296787265002, 'gamma': 1.568389177680375, 'reg_alpha': 0.37402880271408, 'reg_lambda': 0.7876477362255041}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:49,336] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 245, 'learning_rate': 0.011758709562668956, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9767343721588476, 'colsample_bytree': 0.8395093143016069, 'gamma': 1.8970631262872661, 'reg_alpha': 0.39967705266447817, 'reg_lambda': 0.5760999488318688}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:49,712] Trial 145 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 62, 'learning_rate': 0.01276018172395776, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9697889738526971, 'colsample_bytree': 0.8727650108282794, 'gamma': 1.337560851089691, 'reg_alpha': 0.4445103595445259, 'reg_lambda': 2.218834665987195}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:49,983] Trial 146 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 154, 'learning_rate': 0.012676882937940857, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9678816575430569, 'colsample_bytree': 0.8741785261019634, 'gamma': 1.3814214157579559, 'reg_alpha': 0.4187501971982497, 'reg_lambda': 2.7838273796034816}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,187] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.013894355233274617, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9857345622081856, 'colsample_bytree': 0.8661351584918002, 'gamma': 1.4674172897587208, 'reg_alpha': 0.45258537227158635, 'reg_lambda': 1.7215234426628765}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,511] Trial 148 finished with value: 0.738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.011574541622651658, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9676905498288813, 'colsample_bytree': 0.8503029023581868, 'gamma': 1.5738796993295032, 'reg_alpha': 0.4825622802048264, 'reg_lambda': 2.1299524791549125}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,640] Trial 149 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.015138690972410376, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9791152923445492, 'colsample_bytree': 0.8796377869067553, 'gamma': 1.3009408909769298, 'reg_alpha': 0.43699326412323164, 'reg_lambda': 1.806510213441085}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:50,821] Trial 150 finished with value: 0.7113095238095237 and parameters: {'n_estimators': 64, 'learning_rate': 0.013130502583545926, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9551150061005828, 'colsample_bytree': 0.8607228272112123, 'gamma': 1.149472434090364, 'reg_alpha': 0.38804325260342737, 'reg_lambda': 2.3973752757551137}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:51,258] Trial 151 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.01077903348801716, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9993635500033226, 'colsample_bytree': 0.8324373800295971, 'gamma': 1.6844500923931789, 'reg_alpha': 0.3376083593446098, 'reg_lambda': 0.8688410771132906}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:51,573] Trial 152 finished with value: 0.761904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.010915348752251875, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.990320411226321, 'colsample_bytree': 0.834485440988612, 'gamma': 1.657524483217553, 'reg_alpha': 0.34019593804717013, 'reg_lambda': 0.8879816169433546}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:51,933] Trial 153 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 232, 'learning_rate': 0.01248016786491096, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9926492719418949, 'colsample_bytree': 0.8394571236949278, 'gamma': 1.672629301181812, 'reg_alpha': 0.3013384826520494, 'reg_lambda': 0.9844039508985679}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:52,263] Trial 154 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 238, 'learning_rate': 0.010687358838037848, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9911176804142576, 'colsample_bytree': 0.8467311564838643, 'gamma': 4.739376176777311, 'reg_alpha': 0.3425263650630833, 'reg_lambda': 0.859551304871229}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:52,706] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.011859325445177116, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9745040467079282, 'colsample_bytree': 0.8307399693566325, 'gamma': 1.4990849427663329, 'reg_alpha': 0.35711911456227924, 'reg_lambda': 0.884383059326553}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,023] Trial 156 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.014276683382072372, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9998090298546215, 'colsample_bytree': 0.8330549867222392, 'gamma': 1.6353531829552104, 'reg_alpha': 0.30933345072192575, 'reg_lambda': 0.9309125524899897}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,473] Trial 157 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 221, 'learning_rate': 0.010892244184867053, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9888579868164475, 'colsample_bytree': 0.8550311979742462, 'gamma': 1.9458618537564814, 'reg_alpha': 0.32974536015147976, 'reg_lambda': 2.2326753229215215}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,712] Trial 158 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 136, 'learning_rate': 0.013263716703749146, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9998262111980365, 'colsample_bytree': 0.8695051748257336, 'gamma': 2.167643762301612, 'reg_alpha': 0.3774572495598813, 'reg_lambda': 0.740965751377852}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:53,999] Trial 159 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.24732263026045187, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9809561781032227, 'colsample_bytree': 0.8438047598230166, 'gamma': 1.3757340548449426, 'reg_alpha': 0.346170467226007, 'reg_lambda': 0.6202274606359119}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:54,504] Trial 160 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 235, 'learning_rate': 0.012266707461157635, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9646595751432268, 'colsample_bytree': 0.8599582172217325, 'gamma': 1.8413739890884209, 'reg_alpha': 0.41180795382349783, 'reg_lambda': 1.0154524081217804}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:54,791] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.011293809720251244, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9853851551118641, 'colsample_bytree': 0.8784553349517287, 'gamma': 1.7586657142071653, 'reg_alpha': 0.38434492336667103, 'reg_lambda': 0.8029103088360573}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:55,121] Trial 162 finished with value: 0.761904761904762 and parameters: {'n_estimators': 213, 'learning_rate': 0.011343578421925333, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9873904673874054, 'colsample_bytree': 0.8964297876979113, 'gamma': 1.4808001331227185, 'reg_alpha': 0.3813067363107963, 'reg_lambda': 0.8640961074449046}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:55,489] Trial 163 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.011168947100056963, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9856399559909655, 'colsample_bytree': 0.9786855574531517, 'gamma': 1.239304460127459, 'reg_alpha': 0.3915511476533259, 'reg_lambda': 0.8639429994775678}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:55,706] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 96, 'learning_rate': 0.01003830132011073, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9762026739535298, 'colsample_bytree': 0.8975965634920613, 'gamma': 1.5184279182684755, 'reg_alpha': 0.32511010681218244, 'reg_lambda': 1.9926130813982184}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:56,171] Trial 165 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.011307914826814683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9931660517366093, 'colsample_bytree': 0.872439123847926, 'gamma': 1.6064735394862064, 'reg_alpha': 0.36972475387655535, 'reg_lambda': 0.8358065503370679}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:56,471] Trial 166 finished with value: 0.699404761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.010645481290425316, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.971127708581455, 'colsample_bytree': 0.850822050815073, 'gamma': 1.424100175943346, 'reg_alpha': 0.40325045425834355, 'reg_lambda': 0.9383939711141415}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:56,905] Trial 167 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.013272870744638147, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9845201745706997, 'colsample_bytree': 0.8897710869799987, 'gamma': 1.3199662484310735, 'reg_alpha': 0.37678847065787135, 'reg_lambda': 0.7774686244093209}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:57,214] Trial 168 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.012653715025868437, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9942340612197188, 'colsample_bytree': 0.9101199738103755, 'gamma': 1.7965377293247853, 'reg_alpha': 0.2944446229459138, 'reg_lambda': 0.9004542150446004}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:57,607] Trial 169 finished with value: 0.738095238095238 and parameters: {'n_estimators': 20, 'learning_rate': 0.01148821581897026, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9800519812651092, 'colsample_bytree': 0.8669180590235561, 'gamma': 1.4994264326695155, 'reg_alpha': 0.35444180766737204, 'reg_lambda': 1.4118051277910015}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:57,898] Trial 170 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 211, 'learning_rate': 0.01451043347485208, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9999592876481171, 'colsample_bytree': 0.834208549290155, 'gamma': 2.0403588534442156, 'reg_alpha': 0.46094022042017074, 'reg_lambda': 1.0860364967956018}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:58,202] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.01189007618912049, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9904815614058282, 'colsample_bytree': 0.8823324958229388, 'gamma': 1.6695309082510552, 'reg_alpha': 0.6081286377903277, 'reg_lambda': 0.7620186537339446}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:58,545] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 201, 'learning_rate': 0.010872633290656157, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9871769761254284, 'colsample_bytree': 0.8747844635799316, 'gamma': 1.6383723374674428, 'reg_alpha': 0.5965943044671714, 'reg_lambda': 0.8277590815037557}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:58,832] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.012134215768709223, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9918691687827788, 'colsample_bytree': 0.8960470445954284, 'gamma': 1.8880835723495126, 'reg_alpha': 0.6582352147090985, 'reg_lambda': 0.7939902717528713}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:59,182] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 202, 'learning_rate': 0.012494372562440124, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9724803587425592, 'colsample_bytree': 0.9188241507648016, 'gamma': 1.890548167143793, 'reg_alpha': 0.6415973981779581, 'reg_lambda': 0.735488643014409}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:59,459] Trial 175 finished with value: 0.755952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.013621313802289944, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9748333908108231, 'colsample_bytree': 0.8967819996455, 'gamma': 1.9563106663909253, 'reg_alpha': 0.6989638519031223, 'reg_lambda': 0.7282033956629262}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:22:59,807] Trial 176 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 209, 'learning_rate': 0.012467279198765793, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9884224272887467, 'colsample_bytree': 0.9257897494420626, 'gamma': 1.7920622291792345, 'reg_alpha': 0.6309769424146248, 'reg_lambda': 0.7520591591663214}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:00,101] Trial 177 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 191, 'learning_rate': 0.016374201916191673, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9809594220517323, 'colsample_bytree': 0.9039942009624491, 'gamma': 1.8897331375655775, 'reg_alpha': 0.625218586928931, 'reg_lambda': 0.7911284948503257}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:00,540] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.03921628004183794, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9925182381982653, 'colsample_bytree': 0.9174950366940433, 'gamma': 2.1150846747637493, 'reg_alpha': 0.6416947548628733, 'reg_lambda': 0.6453887321287022}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:00,827] Trial 179 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.015168855267350052, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9923053040946745, 'colsample_bytree': 0.9425479249398235, 'gamma': 2.0170127299414915, 'reg_alpha': 0.6564631313781988, 'reg_lambda': 0.5569132780098129}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:01,232] Trial 180 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.15113555646846452, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9918811769358148, 'colsample_bytree': 0.9203491090790611, 'gamma': 2.1313203598648194, 'reg_alpha': 0.6646073314957537, 'reg_lambda': 0.7137053533385752}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:01,508] Trial 181 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 200, 'learning_rate': 0.01191593921363147, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9834777227105674, 'colsample_bytree': 0.9156654904466938, 'gamma': 1.858393666855072, 'reg_alpha': 0.7090325020224344, 'reg_lambda': 0.6444888091571904}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:01,874] Trial 182 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 190, 'learning_rate': 0.012885284550238931, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.999844467547904, 'colsample_bytree': 0.8854785808177156, 'gamma': 1.7225488397748163, 'reg_alpha': 0.680465611373549, 'reg_lambda': 0.7535836988864739}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:02,175] Trial 183 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 194, 'learning_rate': 0.01297753549034835, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9941877357341892, 'colsample_bytree': 0.8834236836509436, 'gamma': 1.7394213795517375, 'reg_alpha': 0.5922558211878182, 'reg_lambda': 0.767657452550983}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:02,545] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.10502651451486475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9937468611157939, 'colsample_bytree': 0.8837752965516857, 'gamma': 1.736046077940944, 'reg_alpha': 0.6758745660655194, 'reg_lambda': 0.7703824848832816}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:02,838] Trial 185 finished with value: 0.699404761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.013253835575885425, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9863872178410965, 'colsample_bytree': 0.9553399890787694, 'gamma': 1.6059176041703367, 'reg_alpha': 0.6050004484488533, 'reg_lambda': 0.830865531296971}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:03,198] Trial 186 finished with value: 0.761904761904762 and parameters: {'n_estimators': 193, 'learning_rate': 0.01420171217880266, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9998484783786845, 'colsample_bytree': 0.8843448554051584, 'gamma': 1.7268386719842825, 'reg_alpha': 0.5790245062531778, 'reg_lambda': 0.7488830959438335}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:03,550] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.014563734873943718, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9733575970512264, 'colsample_bytree': 0.8871593522967963, 'gamma': 1.7558495380632284, 'reg_alpha': 0.5800815030656362, 'reg_lambda': 0.7089448473893245}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:03,916] Trial 188 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 174, 'learning_rate': 0.015515380632353038, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9802747439365408, 'colsample_bytree': 0.8762739141866585, 'gamma': 1.9720122175456694, 'reg_alpha': 0.5504142439003373, 'reg_lambda': 0.6713641751648484}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,172] Trial 189 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 195, 'learning_rate': 0.040664325782584894, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9999552718940362, 'colsample_bytree': 0.8674508295630493, 'gamma': 1.8621875827778975, 'reg_alpha': 0.6490661146177944, 'reg_lambda': 0.74321579359432}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,444] Trial 190 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 200, 'learning_rate': 0.014265949351275729, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9877051911363789, 'colsample_bytree': 0.8950301845877009, 'gamma': 1.5527983971701618, 'reg_alpha': 0.6172378575552498, 'reg_lambda': 0.600155462176917}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,717] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 194, 'learning_rate': 0.07591216090876839, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9999672393902028, 'colsample_bytree': 0.885178830493583, 'gamma': 1.6551965965998177, 'reg_alpha': 0.633790047685266, 'reg_lambda': 0.8032771927770279}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:04,971] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 187, 'learning_rate': 0.06940779053041446, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9919736431062519, 'colsample_bytree': 0.8862303838942843, 'gamma': 1.6385901994238667, 'reg_alpha': 0.6381384383578319, 'reg_lambda': 0.7909484041185652}. Best is trial 67 with value: 0.7708333333333333.
[I 2025-11-03 20:23:05,326] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.012936342421676066, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9994015725961064, 'colsample_bytree': 0.8797259815213581, 'gamma': 1.716750151828308, 'reg_alpha': 0.5766159818907306, 'reg_lambda': 0.7227001187060547}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:05,607] Trial 194 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 193, 'learning_rate': 0.06384851019416435, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9994542606090591, 'colsample_bytree': 0.8814834025087818, 'gamma': 1.7224541203531396, 'reg_alpha': 0.5801082069248823, 'reg_lambda': 0.704280588497316}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:05,989] Trial 195 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 179, 'learning_rate': 0.06242253188736509, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9914657185395948, 'colsample_bytree': 0.8808828227858226, 'gamma': 1.6736307108295156, 'reg_alpha': 0.5707105312623206, 'reg_lambda': 0.7659406555420046}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:06,343] Trial 196 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 195, 'learning_rate': 0.07988192437991493, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9864519629065515, 'colsample_bytree': 0.9034687690775297, 'gamma': 1.8327241861597972, 'reg_alpha': 0.5342852474442363, 'reg_lambda': 0.8087259306783731}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:06,670] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 189, 'learning_rate': 0.055642933066524576, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9940234626596938, 'colsample_bytree': 0.892010029747637, 'gamma': 1.448348067645535, 'reg_alpha': 0.5876791098286537, 'reg_lambda': 0.6493086097444645}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:06,937] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.09100323286169873, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9805224559016127, 'colsample_bytree': 0.8812876557291257, 'gamma': 1.5742975851933019, 'reg_alpha': 0.6004148137773532, 'reg_lambda': 0.7270989872907994}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:07,413] Trial 199 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 197, 'learning_rate': 0.04612750794602392, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.99279190578826, 'colsample_bytree': 0.899661468698932, 'gamma': 1.727381508251363, 'reg_alpha': 0.5577638015034525, 'reg_lambda': 0.9157570186930617}. Best is trial 193 with value: 0.7738095238095238.
[I 2025-11-03 20:23:07,416] A new study created in memory with name: no-name-060e7995-6913-4bb8-8832-f2f187e546f2
[I 2025-11-03 20:23:07,761] Trial 0 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 58, 'learning_rate': 0.2995707849868831, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9584087216736141, 'colsample_bytree': 0.7510214614526706, 'gamma': 0.1104544802996521, 'reg_alpha': 0.7661977410961328, 'reg_lambda': 1.406722164426862}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 20:23:07,985] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.09988649452407469, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8877982098272623, 'colsample_bytree': 0.7889692681894733, 'gamma': 2.232481235364387, 'reg_alpha': 0.7638990383275345, 'reg_lambda': 1.8591782310253357}. Best is trial 0 with value: 0.6488095238095238.
[I 2025-11-03 20:23:08,194] Trial 2 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 31, 'learning_rate': 0.043216695566674936, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8843945269031783, 'colsample_bytree': 0.891657416224872, 'gamma': 2.68258722691253, 'reg_alpha': 0.5811538958219229, 'reg_lambda': 2.0515518352486857}. Best is trial 2 with value: 0.6845238095238095.
[I 2025-11-03 20:23:08,525] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.06493443956041574, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8015998921537886, 'colsample_bytree': 0.6151706767235756, 'gamma': 0.5578337988497478, 'reg_alpha': 0.9105639451585376, 'reg_lambda': 2.001591757009176}. Best is trial 2 with value: 0.6845238095238095.
[I 2025-11-03 20:23:08,758] Trial 4 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 138, 'learning_rate': 0.15110828955245015, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7608567858857481, 'colsample_bytree': 0.8485565135629818, 'gamma': 2.6103002590836972, 'reg_alpha': 0.8696226670191787, 'reg_lambda': 0.886294667606921}. Best is trial 2 with value: 0.6845238095238095.
[I 2025-11-03 20:23:08,866] Trial 5 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 44, 'learning_rate': 0.06427645960116547, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8037678483799584, 'colsample_bytree': 0.832322155900764, 'gamma': 4.26025282743881, 'reg_alpha': 0.06442171939976427, 'reg_lambda': 2.2871163147375304}. Best is trial 5 with value: 0.7023809523809523.
[I 2025-11-03 20:23:09,072] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 64, 'learning_rate': 0.0368195817808072, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8002937612958314, 'colsample_bytree': 0.9959342471184641, 'gamma': 1.313636058295517, 'reg_alpha': 0.6871881042019896, 'reg_lambda': 1.2657436508112552}. Best is trial 5 with value: 0.7023809523809523.
[I 2025-11-03 20:23:09,337] Trial 7 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.11221185368860362, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6236989976849705, 'colsample_bytree': 0.9906491787771925, 'gamma': 0.5792800119301694, 'reg_alpha': 0.522837090474797, 'reg_lambda': 2.567801275220365}. Best is trial 7 with value: 0.75.
[I 2025-11-03 20:23:09,653] Trial 8 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 122, 'learning_rate': 0.07731602720302104, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.7200364466381216, 'colsample_bytree': 0.9886750532058066, 'gamma': 2.822087664913784, 'reg_alpha': 0.6770615187211863, 'reg_lambda': 2.706171355403081}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:09,943] Trial 9 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 96, 'learning_rate': 0.027632869752961312, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6861833317918975, 'colsample_bytree': 0.9377272351635115, 'gamma': 1.660339550147067, 'reg_alpha': 0.10596372567058221, 'reg_lambda': 1.9226938182955708}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:10,298] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 173, 'learning_rate': 0.010406781371205683, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6903677671219387, 'colsample_bytree': 0.6661565495401391, 'gamma': 3.9917223059296214, 'reg_alpha': 0.3096718418679346, 'reg_lambda': 2.9859082472426692}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:10,610] Trial 11 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 224, 'learning_rate': 0.16812675197966842, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6033073144881281, 'colsample_bytree': 0.9928450938098768, 'gamma': 3.4668048790599464, 'reg_alpha': 0.4407853319399163, 'reg_lambda': 2.7304137659654133}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:10,892] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 176, 'learning_rate': 0.12634526612978977, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.6000089481579397, 'colsample_bytree': 0.9232171796625002, 'gamma': 4.936784865465996, 'reg_alpha': 0.44707583906605153, 'reg_lambda': 2.481677654271189}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:11,143] Trial 13 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 103, 'learning_rate': 0.2809775321154441, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6767650861927741, 'colsample_bytree': 0.9562879978412155, 'gamma': 1.1328133704668661, 'reg_alpha': 0.583582136108047, 'reg_lambda': 2.6138090865712953}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:11,502] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.020805426479588766, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7167818324045226, 'colsample_bytree': 0.8905994822331155, 'gamma': 3.1824448660694027, 'reg_alpha': 0.309778880176291, 'reg_lambda': 2.770976411821871}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:11,730] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.09360871635282472, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6392463570537104, 'colsample_bytree': 0.9944522139002815, 'gamma': 1.926362400311712, 'reg_alpha': 0.298067858606071, 'reg_lambda': 2.318831774163753}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,071] Trial 16 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 236, 'learning_rate': 0.08072039612117878, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7352958824221192, 'colsample_bytree': 0.751284481117102, 'gamma': 0.6873074833152866, 'reg_alpha': 0.9891530277013515, 'reg_lambda': 2.979211393947319}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,323] Trial 17 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 154, 'learning_rate': 0.2006618456531564, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6497194471630496, 'colsample_bytree': 0.8727447864811466, 'gamma': 3.097136602774788, 'reg_alpha': 0.5932468707951039, 'reg_lambda': 1.641807194173809}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,686] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.048835814479360605, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.758631341884791, 'colsample_bytree': 0.9453007383280343, 'gamma': 0.004156259700594633, 'reg_alpha': 0.682273867256096, 'reg_lambda': 0.5457259723880166}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:12,975] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.01723318881494194, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8554626332693869, 'colsample_bytree': 0.8099051858795788, 'gamma': 3.6957133350268596, 'reg_alpha': 0.2084561526952758, 'reg_lambda': 2.2639587229848153}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:13,352] Trial 20 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.11220695311455545, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6400264511025966, 'colsample_bytree': 0.6896236948239807, 'gamma': 2.241372066694043, 'reg_alpha': 0.5026046510136534, 'reg_lambda': 2.4901969062056173}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:13,567] Trial 21 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 101, 'learning_rate': 0.0813222124828233, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6394761525563118, 'colsample_bytree': 0.9744683627755207, 'gamma': 1.9103078770957804, 'reg_alpha': 0.353870865858465, 'reg_lambda': 2.258606638410984}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:13,994] Trial 22 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.07885967663116235, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6525616420458172, 'colsample_bytree': 0.9142122469013478, 'gamma': 1.5299979795835452, 'reg_alpha': 0.18082177671630772, 'reg_lambda': 2.3884714450077267}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:14,213] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 80, 'learning_rate': 0.06078240412743458, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7164430108122937, 'colsample_bytree': 0.9161627597864299, 'gamma': 1.0082765552715474, 'reg_alpha': 0.008450809230552636, 'reg_lambda': 2.8053218199477192}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:14,548] Trial 24 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 73, 'learning_rate': 0.0319681282725442, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7292867132905076, 'colsample_bytree': 0.9602969932686268, 'gamma': 0.7944682780795844, 'reg_alpha': 0.6783560872467652, 'reg_lambda': 2.759333590814299}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:14,831] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 82, 'learning_rate': 0.06336165730366013, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9915673446423241, 'colsample_bytree': 0.9139949362499942, 'gamma': 0.9769714893364561, 'reg_alpha': 0.012004891330684164, 'reg_lambda': 2.8645496358925184}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,125] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 121, 'learning_rate': 0.12992691349129049, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.760423170581966, 'colsample_bytree': 0.9678882014356984, 'gamma': 0.3138205557523955, 'reg_alpha': 0.5021436597121386, 'reg_lambda': 2.6113262164217472}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,365] Trial 27 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 155, 'learning_rate': 0.051390761870978824, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7049966024472429, 'colsample_bytree': 0.8670452529548793, 'gamma': 3.0196072738266935, 'reg_alpha': 0.3937254066307294, 'reg_lambda': 2.151058949348724}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,566] Trial 28 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 20, 'learning_rate': 0.22973638543539618, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8390259029519319, 'colsample_bytree': 0.9310115076366124, 'gamma': 2.30417243952703, 'reg_alpha': 0.8441925197029685, 'reg_lambda': 1.683986581228027}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,770] Trial 29 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 84, 'learning_rate': 0.16237521863478885, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7456507562743269, 'colsample_bytree': 0.9014454248413152, 'gamma': 0.3535621476757157, 'reg_alpha': 0.7749153626434342, 'reg_lambda': 2.5472871174550655}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:15,996] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 48, 'learning_rate': 0.037588167792954166, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.673811864195306, 'colsample_bytree': 0.9740365594785182, 'gamma': 1.3803533523416234, 'reg_alpha': 0.2129904051262276, 'reg_lambda': 1.4639383437893936}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:16,229] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.07223496963174694, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6647518177799545, 'colsample_bytree': 0.9178853215152494, 'gamma': 1.6242925412624072, 'reg_alpha': 0.13761747411275688, 'reg_lambda': 2.4307522490374143}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:16,587] Trial 32 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 116, 'learning_rate': 0.09960339716364357, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6188033399858477, 'colsample_bytree': 0.9994573314461728, 'gamma': 1.0877185690206868, 'reg_alpha': 0.02790137866399825, 'reg_lambda': 2.905205935634541}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:16,886] Trial 33 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 139, 'learning_rate': 0.0557220796143064, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.69780168066998, 'colsample_bytree': 0.7823106541748636, 'gamma': 1.8461814693035172, 'reg_alpha': 0.1889406028741153, 'reg_lambda': 2.700423538931467}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:17,253] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.08552057124336092, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6235509248449994, 'colsample_bytree': 0.9446882299878123, 'gamma': 0.33692692487700787, 'reg_alpha': 0.545042767127295, 'reg_lambda': 2.095341342021863}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:17,511] Trial 35 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.10919269476925438, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.9116309935669561, 'colsample_bytree': 0.8700776404781398, 'gamma': 2.664283498974667, 'reg_alpha': 0.12609822832848716, 'reg_lambda': 2.4124438529970527}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:17,945] Trial 36 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 199, 'learning_rate': 0.06993842327567676, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7749907533279154, 'colsample_bytree': 0.8382366290751269, 'gamma': 1.4256142059214247, 'reg_alpha': 0.6153313356746333, 'reg_lambda': 2.8561743568789315}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:18,152] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 90, 'learning_rate': 0.043721778673764776, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6630861196618016, 'colsample_bytree': 0.897605108300095, 'gamma': 0.8534194589646296, 'reg_alpha': 0.759062256335348, 'reg_lambda': 1.850308038532368}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:18,505] Trial 38 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.05538491932265984, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7124118644689308, 'colsample_bytree': 0.9780002440073267, 'gamma': 0.5500366191610657, 'reg_alpha': 0.08843453945522783, 'reg_lambda': 2.6766178390877022}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:18,686] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 56, 'learning_rate': 0.12972182741964608, 'max_depth': 3, 'min_child_weight': 20, 'subsample': 0.7859135118931808, 'colsample_bytree': 0.8085116443176034, 'gamma': 2.4546409696891858, 'reg_alpha': 0.26163526707701396, 'reg_lambda': 1.2210587858426876}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,036] Trial 40 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 144, 'learning_rate': 0.06113429356602895, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6191212380780888, 'colsample_bytree': 0.6131141873150492, 'gamma': 2.0204890197687084, 'reg_alpha': 0.6362844826060313, 'reg_lambda': 2.176760575833774}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,270] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.13642939757605946, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.827176729484823, 'colsample_bytree': 0.9620106657971811, 'gamma': 0.24062883915831762, 'reg_alpha': 0.5041354930165513, 'reg_lambda': 2.615360388178918}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,518] Trial 42 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 65, 'learning_rate': 0.1903313710730879, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8230985729735535, 'colsample_bytree': 0.9474763967619255, 'gamma': 0.45634912663992566, 'reg_alpha': 0.43739238909687617, 'reg_lambda': 2.399771493154763}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:19,870] Trial 43 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.1346994150639664, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8789317003015107, 'colsample_bytree': 0.9808961390816764, 'gamma': 0.16534461706156728, 'reg_alpha': 0.530732519797358, 'reg_lambda': 2.594846025133991}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,135] Trial 44 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 110, 'learning_rate': 0.09925095751717504, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9061541812627237, 'colsample_bytree': 0.9857191546869529, 'gamma': 0.03488244695045817, 'reg_alpha': 0.54825002672622, 'reg_lambda': 2.8737193108576995}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,405] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.0751105309563726, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8813025358379192, 'colsample_bytree': 0.9319070504485749, 'gamma': 1.2119549283892164, 'reg_alpha': 0.38135163969793445, 'reg_lambda': 2.550716470263848}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,644] Trial 46 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 170, 'learning_rate': 0.07548710151429186, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9459265289801276, 'colsample_bytree': 0.9319809921387459, 'gamma': 1.2259062294559147, 'reg_alpha': 0.37267688504677265, 'reg_lambda': 2.9972327125621474}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:20,891] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.044016501880162595, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6874286242827837, 'colsample_bytree': 0.9060674989539979, 'gamma': 1.5609612032120286, 'reg_alpha': 0.043123770963104796, 'reg_lambda': 2.776673015872219}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:21,269] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 221, 'learning_rate': 0.08963914279505604, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.941769366566122, 'colsample_bytree': 0.8542421377145336, 'gamma': 0.9820521366057466, 'reg_alpha': 0.1558138721810736, 'reg_lambda': 1.994798556584927}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:21,527] Trial 49 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.06547416073089579, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7271770449334887, 'colsample_bytree': 0.8827060753639132, 'gamma': 2.9415436704806215, 'reg_alpha': 0.2644983374650786, 'reg_lambda': 2.3537426618061934}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:21,942] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 185, 'learning_rate': 0.11710860143178893, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6547092534194164, 'colsample_bytree': 0.9225941755463765, 'gamma': 0.6361371189141725, 'reg_alpha': 0.4576645400741611, 'reg_lambda': 2.498466425793295}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:22,234] Trial 51 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 196, 'learning_rate': 0.09009855945490164, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8698798785936745, 'colsample_bytree': 0.9994397651867802, 'gamma': 0.8063120186070412, 'reg_alpha': 0.7409284880389828, 'reg_lambda': 2.6485507533304777}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:22,482] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 98, 'learning_rate': 0.14076288401318418, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8877298660331707, 'colsample_bytree': 0.9511070151573666, 'gamma': 3.465583330942506, 'reg_alpha': 0.4040542582388783, 'reg_lambda': 2.5558670060020354}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:22,806] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 145, 'learning_rate': 0.10760978917095325, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9063081364566941, 'colsample_bytree': 0.9797362763224688, 'gamma': 1.1497391831382768, 'reg_alpha': 0.5582905008199582, 'reg_lambda': 2.7451778606040387}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,024] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.07738062641332731, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8138733901572139, 'colsample_bytree': 0.9582687996190358, 'gamma': 0.18203755184179696, 'reg_alpha': 0.6513300282649173, 'reg_lambda': 2.257115491911193}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,265] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 74, 'learning_rate': 0.1530614024351577, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8655969582691923, 'colsample_bytree': 0.687635048910153, 'gamma': 0.5553562549598952, 'reg_alpha': 0.33846796567984144, 'reg_lambda': 2.527892564326644}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,536] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.05904338228205504, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.7929785692200837, 'colsample_bytree': 0.9347660768760417, 'gamma': 2.782608436930801, 'reg_alpha': 0.07924716588735856, 'reg_lambda': 2.8383379990391733}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:23,781] Trial 57 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 93, 'learning_rate': 0.2062653884433508, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8512911823588983, 'colsample_bytree': 0.9686637181534881, 'gamma': 2.061791176603852, 'reg_alpha': 0.7202521721638153, 'reg_lambda': 2.929389393039527}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:24,037] Trial 58 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.18013732096995258, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6032570357759791, 'colsample_bytree': 0.8894260305313068, 'gamma': 1.4692679602994563, 'reg_alpha': 0.47559491615514937, 'reg_lambda': 2.6026005497903504}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:24,389] Trial 59 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 128, 'learning_rate': 0.049132879373631096, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9267487425323037, 'colsample_bytree': 0.9858533591903605, 'gamma': 1.7162421655908198, 'reg_alpha': 0.25429835867253403, 'reg_lambda': 2.3109495909453837}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:24,631] Trial 60 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 148, 'learning_rate': 0.011297664894890222, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9804569530564355, 'colsample_bytree': 0.6335280821715124, 'gamma': 4.561500715863975, 'reg_alpha': 0.8011878909882294, 'reg_lambda': 2.793030497616184}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,041] Trial 61 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.1408266310575594, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8231862323430693, 'colsample_bytree': 0.9610649621973292, 'gamma': 0.23109762545797466, 'reg_alpha': 0.5953684471400379, 'reg_lambda': 2.6600284372319036}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,258] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.2358498732780968, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8829760544105094, 'colsample_bytree': 0.9109307975141065, 'gamma': 0.774851782987616, 'reg_alpha': 0.6130558856078572, 'reg_lambda': 2.677304352837056}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,587] Trial 63 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.10151460078928973, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.844945958345773, 'colsample_bytree': 0.9418028340983918, 'gamma': 0.1636069378041246, 'reg_alpha': 0.5324995036253677, 'reg_lambda': 2.4808579567142717}. Best is trial 8 with value: 0.7559523809523809.
[I 2025-11-03 20:23:25,787] Trial 64 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.06932592208016516, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8393625938851657, 'colsample_bytree': 0.9417641901613665, 'gamma': 0.4962063949740392, 'reg_alpha': 0.5345881509206011, 'reg_lambda': 2.4445226257046255}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,046] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.0695503653547355, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8429056354461305, 'colsample_bytree': 0.935258495881251, 'gamma': 1.0331745275038147, 'reg_alpha': 0.00320152869498225, 'reg_lambda': 2.4770267711771474}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,231] Trial 66 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 40, 'learning_rate': 0.06641762735947192, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8435106487779122, 'colsample_bytree': 0.9341721551494706, 'gamma': 0.44218737066150354, 'reg_alpha': 0.05207864620547716, 'reg_lambda': 2.1604157742224857}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,433] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 69, 'learning_rate': 0.03838966017238633, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7748600830011368, 'colsample_bytree': 0.9460245763964221, 'gamma': 1.2649006535134042, 'reg_alpha': 0.009420909652583818, 'reg_lambda': 2.452514648081731}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,685] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.09776223063117752, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8339319323143147, 'colsample_bytree': 0.759639425706846, 'gamma': 0.9120035837257122, 'reg_alpha': 0.9365866309843156, 'reg_lambda': 2.4479713845822815}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:26,891] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 75, 'learning_rate': 0.07264490031223168, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8587313747682893, 'colsample_bytree': 0.9278246167050455, 'gamma': 3.244496715011657, 'reg_alpha': 0.6619517294714053, 'reg_lambda': 0.9517702828569753}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,290] Trial 70 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.08574842632823049, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8005069659098004, 'colsample_bytree': 0.920998131648993, 'gamma': 0.6716433815117527, 'reg_alpha': 0.7029016111414811, 'reg_lambda': 2.516804757664431}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,487] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.08283321458729698, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6250563182422387, 'colsample_bytree': 0.9076559154137188, 'gamma': 1.0560754267125447, 'reg_alpha': 0.10947099922635412, 'reg_lambda': 2.3630912372551203}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,767] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 104, 'learning_rate': 0.1160111520133795, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.745275579038833, 'colsample_bytree': 0.9413447548046715, 'gamma': 2.439741466959898, 'reg_alpha': 0.16522720426291915, 'reg_lambda': 2.256453037447744}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:27,994] Trial 73 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 61, 'learning_rate': 0.05846957900294201, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8108247928928944, 'colsample_bytree': 0.8569450407059432, 'gamma': 0.4254363145569222, 'reg_alpha': 0.4189618070521859, 'reg_lambda': 2.7003551311241973}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:28,327] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.06905773367938582, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8959868818333139, 'colsample_bytree': 0.88123558506147, 'gamma': 0.6839318280255098, 'reg_alpha': 0.4775605050751442, 'reg_lambda': 2.0498701195406728}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:28,545] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.05049695551663755, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6367505639108928, 'colsample_bytree': 0.9686304221170796, 'gamma': 0.935095219885363, 'reg_alpha': 0.5264646589857084, 'reg_lambda': 2.806359872528009}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:28,752] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 88, 'learning_rate': 0.0787474438806435, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8432154308288299, 'colsample_bytree': 0.9532263872488334, 'gamma': 1.3034609566678586, 'reg_alpha': 0.32495051573401074, 'reg_lambda': 2.559439298795235}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,066] Trial 77 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 99, 'learning_rate': 0.10530955520417146, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6756301750159819, 'colsample_bytree': 0.8931691041194926, 'gamma': 1.1438850843146815, 'reg_alpha': 0.5701327950933438, 'reg_lambda': 2.376305460286768}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,286] Trial 78 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 128, 'learning_rate': 0.05458746357703268, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.6996811083900901, 'colsample_bytree': 0.9878925702817241, 'gamma': 0.5549566460217201, 'reg_alpha': 0.2359007253847379, 'reg_lambda': 1.8320131234610366}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,656] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.09605228912338999, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8761845705378528, 'colsample_bytree': 0.9256184794241005, 'gamma': 1.7697776753517227, 'reg_alpha': 0.29157550504164803, 'reg_lambda': 2.468594138677773}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:29,950] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 201, 'learning_rate': 0.04557396610776836, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.649012631065032, 'colsample_bytree': 0.9140179176214442, 'gamma': 0.09720843955472835, 'reg_alpha': 0.06103862450993037, 'reg_lambda': 2.2229748846135045}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:30,226] Trial 81 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 103, 'learning_rate': 0.12075721004771958, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.857364575445834, 'colsample_bytree': 0.9731641354109396, 'gamma': 0.2486448234848307, 'reg_alpha': 0.5269278422166502, 'reg_lambda': 2.606680071566858}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:30,498] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 190, 'learning_rate': 0.07486647994776678, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8744721426218786, 'colsample_bytree': 0.9911032623476997, 'gamma': 0.03366817008477649, 'reg_alpha': 0.5252291312911596, 'reg_lambda': 2.7396874666196642}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:30,878] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.06404084265453022, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8489724488464472, 'colsample_bytree': 0.9401576091240161, 'gamma': 0.74448756373768, 'reg_alpha': 0.4826731448739732, 'reg_lambda': 2.584054543854407}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,090] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.08576147848239214, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.897809711118515, 'colsample_bytree': 0.9817866785478243, 'gamma': 0.4581121840868807, 'reg_alpha': 0.3657490693340897, 'reg_lambda': 2.943180248115149}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,376] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 134, 'learning_rate': 0.09322857452623924, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8347190037212668, 'colsample_bytree': 0.9544025746789074, 'gamma': 1.534616383662538, 'reg_alpha': 0.5853757035549366, 'reg_lambda': 2.3269276519142683}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,575] Trial 86 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 56, 'learning_rate': 0.10788919104782926, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9196854218577125, 'colsample_bytree': 0.9672388392286733, 'gamma': 2.8338896532303246, 'reg_alpha': 0.4549938889741578, 'reg_lambda': 2.498269601007171}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:31,892] Trial 87 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.07126404976716189, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8635349656312028, 'colsample_bytree': 0.991724678651739, 'gamma': 0.3461058675890146, 'reg_alpha': 0.002738886414221117, 'reg_lambda': 2.4101956905417596}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:32,124] Trial 88 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.06047320548726425, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6122076892912206, 'colsample_bytree': 0.8987603186927159, 'gamma': 1.0318734785800991, 'reg_alpha': 0.6173542008362435, 'reg_lambda': 2.634293662751833}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:32,432] Trial 89 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.15577750486385386, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7726993879008246, 'colsample_bytree': 0.9406159608448891, 'gamma': 0.1671387130746469, 'reg_alpha': 0.18839893467515886, 'reg_lambda': 2.7281127888085197}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:32,697] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.12682817477113384, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8825194440282783, 'colsample_bytree': 0.7280009535119757, 'gamma': 0.8525395839942829, 'reg_alpha': 0.03228738558436085, 'reg_lambda': 2.828204201155552}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,030] Trial 91 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 115, 'learning_rate': 0.1689655114242342, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8282810043471592, 'colsample_bytree': 0.9571702404017319, 'gamma': 0.31061546430758796, 'reg_alpha': 0.6345990797341742, 'reg_lambda': 2.6565370377257795}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,273] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 117, 'learning_rate': 0.09046531953803882, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8107119447140396, 'colsample_bytree': 0.9633029853206471, 'gamma': 0.13037376051841426, 'reg_alpha': 0.5995419296538462, 'reg_lambda': 2.69596051248669}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,467] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 78, 'learning_rate': 0.1434601711055586, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8213849999501357, 'colsample_bytree': 0.9776360873324582, 'gamma': 2.5632143922548214, 'reg_alpha': 0.5600430901448675, 'reg_lambda': 1.5656364645292546}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,733] Trial 94 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 111, 'learning_rate': 0.13461527045738808, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7869571682543663, 'colsample_bytree': 0.9511655627452305, 'gamma': 0.6193620483768817, 'reg_alpha': 0.4958636027742896, 'reg_lambda': 2.5512693499205943}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:33,980] Trial 95 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 138, 'learning_rate': 0.10218497413705539, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8189558319746065, 'colsample_bytree': 0.9625788249412265, 'gamma': 0.4619369752135495, 'reg_alpha': 0.5211624208632915, 'reg_lambda': 2.4311226300765365}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:34,327] Trial 96 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 71, 'learning_rate': 0.07987914644710147, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8489025964097098, 'colsample_bytree': 0.9992286355846663, 'gamma': 0.2245844956365713, 'reg_alpha': 0.5877916993108901, 'reg_lambda': 2.5014098386202144}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:34,589] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 176, 'learning_rate': 0.05457270412798104, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7226217410396046, 'colsample_bytree': 0.9337224288174816, 'gamma': 0.5685934031132754, 'reg_alpha': 0.4285136498161344, 'reg_lambda': 2.875719662468932}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:34,912] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 124, 'learning_rate': 0.11866750285356756, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6652545747204367, 'colsample_bytree': 0.9156211853032318, 'gamma': 0.03964307362848532, 'reg_alpha': 0.5392650532603928, 'reg_lambda': 2.64290942059976}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,132] Trial 99 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.14635822907741497, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7386719545286184, 'colsample_bytree': 0.9760025447958169, 'gamma': 1.197702747078465, 'reg_alpha': 0.6715351360114997, 'reg_lambda': 2.779243348516747}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,364] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.0679595666822971, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.63593283300007, 'colsample_bytree': 0.9472496675573853, 'gamma': 1.3551879938674432, 'reg_alpha': 0.09801655319344468, 'reg_lambda': 2.2107186246863733}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,630] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 111, 'learning_rate': 0.28327499706005166, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8645884229809591, 'colsample_bytree': 0.9110562135374647, 'gamma': 0.780099966576904, 'reg_alpha': 0.6191856651234593, 'reg_lambda': 2.5691172495961503}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:35,830] Trial 102 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.21951980456780293, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8809420278399579, 'colsample_bytree': 0.9226791351320656, 'gamma': 0.9195478851354864, 'reg_alpha': 0.601675085010277, 'reg_lambda': 2.676681493769369}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,139] Trial 103 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 133, 'learning_rate': 0.2297654177204216, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8394867334899484, 'colsample_bytree': 0.9060951568253022, 'gamma': 0.7500315843881076, 'reg_alpha': 0.7012907250045797, 'reg_lambda': 2.7329208522066177}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,430] Trial 104 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 102, 'learning_rate': 0.07504191349502579, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8967427564891619, 'colsample_bytree': 0.8853015974988848, 'gamma': 0.35089653925734465, 'reg_alpha': 0.572618939372628, 'reg_lambda': 2.4718407990200584}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,640] Trial 105 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.1757556421633993, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8904044469783091, 'colsample_bytree': 0.9314213856776544, 'gamma': 1.099354413613187, 'reg_alpha': 0.6353712774884531, 'reg_lambda': 2.601833575021705}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:36,974] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 231, 'learning_rate': 0.25602323981629677, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.806005159487352, 'colsample_bytree': 0.970000453450004, 'gamma': 0.5225418643798011, 'reg_alpha': 0.5101598519564801, 'reg_lambda': 2.389496021984252}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:37,197] Trial 107 finished with value: 0.738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.026506847425547892, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8732352164342925, 'colsample_bytree': 0.9858170601975667, 'gamma': 0.6771625414134457, 'reg_alpha': 0.558987657318849, 'reg_lambda': 2.9052175756660303}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:37,414] Trial 108 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.08362634776692592, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7938892624023363, 'colsample_bytree': 0.9614951790879896, 'gamma': 3.193711686094035, 'reg_alpha': 0.6480077585516477, 'reg_lambda': 0.5281318711488556}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:37,773] Trial 109 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 108, 'learning_rate': 0.11170342429830082, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7084530937392839, 'colsample_bytree': 0.8750187996492408, 'gamma': 0.8508611027546716, 'reg_alpha': 0.07142639076530212, 'reg_lambda': 2.543147060822104}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,020] Trial 110 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 151, 'learning_rate': 0.18839502701586947, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6823321945767666, 'colsample_bytree': 0.8399420725791564, 'gamma': 0.26087544796944967, 'reg_alpha': 0.4635672063395434, 'reg_lambda': 2.6880074596872157}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,328] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.0686307048562871, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8942661025986486, 'colsample_bytree': 0.9201085852122884, 'gamma': 0.9882696746131825, 'reg_alpha': 0.4884290894192616, 'reg_lambda': 2.0363244696176324}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,569] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.06302068495557178, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9063950280498988, 'colsample_bytree': 0.8999062333140962, 'gamma': 0.6544146558376782, 'reg_alpha': 0.5360529089429663, 'reg_lambda': 2.098766787799543}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:38,859] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.06348871372100938, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9148817246343058, 'colsample_bytree': 0.9012814357840058, 'gamma': 0.4525189523364475, 'reg_alpha': 0.5397688799188569, 'reg_lambda': 2.3100870061103724}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,070] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.06080650819571679, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9200771674473729, 'colsample_bytree': 0.9023311205875193, 'gamma': 0.4173510062030648, 'reg_alpha': 0.5465264940963033, 'reg_lambda': 2.2962759577304515}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,282] Trial 115 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.05685654192951988, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9232516305614372, 'colsample_bytree': 0.8752911433056672, 'gamma': 0.4222284221566833, 'reg_alpha': 0.5432579988495718, 'reg_lambda': 2.298843811519731}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,589] Trial 116 finished with value: 0.744047619047619 and parameters: {'n_estimators': 75, 'learning_rate': 0.06141043040913666, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9333071265921078, 'colsample_bytree': 0.8991955903194145, 'gamma': 2.3385743653466635, 'reg_alpha': 0.8308078650663248, 'reg_lambda': 2.1381535994162943}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:39,818] Trial 117 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.05237598143239196, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9137848540233107, 'colsample_bytree': 0.8953649694464939, 'gamma': 0.6020668904589699, 'reg_alpha': 0.3896438197851261, 'reg_lambda': 2.331925810582488}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,127] Trial 118 finished with value: 0.755952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.06321595444720317, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.956367013309393, 'colsample_bytree': 0.8625973880544207, 'gamma': 0.1386652146991446, 'reg_alpha': 0.1302719616005622, 'reg_lambda': 2.2723646754933244}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,335] Trial 119 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 78, 'learning_rate': 0.0477076311769683, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9617734635335315, 'colsample_bytree': 0.8617333660669095, 'gamma': 0.38696932766086767, 'reg_alpha': 0.14687242934790254, 'reg_lambda': 2.1146545053612877}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,714] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.0658597845013534, 'max_depth': 4, 'min_child_weight': 18, 'subsample': 0.9580730035427819, 'colsample_bytree': 0.8883346954049964, 'gamma': 3.3374367921613475, 'reg_alpha': 0.047887561726172874, 'reg_lambda': 2.2059526385434616}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:40,913] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.06338370840062435, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9056223414997228, 'colsample_bytree': 0.8155920241989592, 'gamma': 0.16221599226943148, 'reg_alpha': 0.0204352609425156, 'reg_lambda': 2.275172231132201}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:41,169] Trial 122 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.07185424011197569, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9399535632838927, 'colsample_bytree': 0.9017101373639659, 'gamma': 0.5223542143546172, 'reg_alpha': 0.5109093518641835, 'reg_lambda': 1.986322096681328}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:41,373] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.05873111370571771, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9525772137925916, 'colsample_bytree': 0.9295633783504809, 'gamma': 3.8597690402805647, 'reg_alpha': 0.1126178169930585, 'reg_lambda': 2.382891097345751}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:41,784] Trial 124 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 194, 'learning_rate': 0.07858317577047955, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9692538213279438, 'colsample_bytree': 0.9061075669420214, 'gamma': 0.020622934053267122, 'reg_alpha': 0.44428342829800155, 'reg_lambda': 2.463404238246144}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,032] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.05333027458544503, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.911607244077764, 'colsample_bytree': 0.9384932786459619, 'gamma': 3.0173892185406768, 'reg_alpha': 0.18425766601423055, 'reg_lambda': 1.9060234782677454}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,282] Trial 126 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 79, 'learning_rate': 0.06296096105481042, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9867943407880231, 'colsample_bytree': 0.9243541413753222, 'gamma': 0.3056709864964092, 'reg_alpha': 0.4961917111025435, 'reg_lambda': 2.3452873070398823}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,417] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 50, 'learning_rate': 0.041470706013585476, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9294680868308569, 'colsample_bytree': 0.9155646514748134, 'gamma': 0.16468818744634084, 'reg_alpha': 0.5532437469136247, 'reg_lambda': 2.4128471754048473}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,693] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 53, 'learning_rate': 0.041881743978922865, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9362575101422652, 'colsample_bytree': 0.9152456351917642, 'gamma': 0.12770717903304296, 'reg_alpha': 0.5499704180387952, 'reg_lambda': 2.4176461534997165}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:42,860] Trial 129 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.0320326766544247, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9217706268330684, 'colsample_bytree': 0.8671383397575301, 'gamma': 1.4476682319503122, 'reg_alpha': 0.5788487813554126, 'reg_lambda': 2.2356007167223617}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,070] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 60, 'learning_rate': 0.08928313216196017, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9306957278781679, 'colsample_bytree': 0.8931003228070288, 'gamma': 0.6364643102533221, 'reg_alpha': 0.12308061205038685, 'reg_lambda': 2.292145978084656}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,441] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 92, 'learning_rate': 0.07350315043824027, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9026207610429532, 'colsample_bytree': 0.8794965868693798, 'gamma': 0.23280615752042233, 'reg_alpha': 0.5314497495615808, 'reg_lambda': 2.5111286071111296}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,690] Trial 132 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.06637311156241278, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9153768837006738, 'colsample_bytree': 0.9461983591062304, 'gamma': 0.4894159875343688, 'reg_alpha': 0.21833842957244998, 'reg_lambda': 2.3514625471521247}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:43,872] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.04783097632093262, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9498455065107841, 'colsample_bytree': 0.9086569664307159, 'gamma': 0.35708620613716713, 'reg_alpha': 0.47163985337283576, 'reg_lambda': 2.4489577707025783}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,166] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.04048792876514737, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9996938331449695, 'colsample_bytree': 0.7878007515132828, 'gamma': 0.09561385498204433, 'reg_alpha': 0.5088708112096897, 'reg_lambda': 2.1872972101329857}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,275] Trial 135 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.04022103730652768, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6292977482548118, 'colsample_bytree': 0.789945275494814, 'gamma': 1.2338280142582914, 'reg_alpha': 0.5140656927748659, 'reg_lambda': 2.1903474413608723}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,614] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 96, 'learning_rate': 0.045935997523887405, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9644911252300864, 'colsample_bytree': 0.7773867945498717, 'gamma': 0.1086202635403467, 'reg_alpha': 0.5599329741254142, 'reg_lambda': 1.7626221364698473}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:44,831] Trial 137 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.03638038281641535, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9740894627922556, 'colsample_bytree': 0.9279850125470976, 'gamma': 0.002449787327576891, 'reg_alpha': 0.41699720824732694, 'reg_lambda': 2.0880209880458085}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,140] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.058355120857438866, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9999503803833599, 'colsample_bytree': 0.7962542533700038, 'gamma': 0.4106852779583682, 'reg_alpha': 0.09034963919090779, 'reg_lambda': 2.3149369655404217}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,342] Trial 139 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 80, 'learning_rate': 0.05137378014175872, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.99418485785349, 'colsample_bytree': 0.781115442019, 'gamma': 2.741073702037778, 'reg_alpha': 0.08025576895226655, 'reg_lambda': 2.308923403019925}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,599] Trial 140 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 66, 'learning_rate': 0.050842746753426225, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9856739269557067, 'colsample_bytree': 0.7793644010067539, 'gamma': 2.8538880332218683, 'reg_alpha': 0.00047379033980671226, 'reg_lambda': 2.173368925889838}. Best is trial 64 with value: 0.7619047619047619.
[I 2025-11-03 20:23:45,781] Trial 141 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.034711865633516345, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9867984930922677, 'colsample_bytree': 0.7991218311494036, 'gamma': 0.26307295587671065, 'reg_alpha': 0.07466140288749581, 'reg_lambda': 2.239731159378767}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,113] Trial 142 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 75, 'learning_rate': 0.03291189922146311, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9978308455604967, 'colsample_bytree': 0.8192879176944992, 'gamma': 2.6139267523180996, 'reg_alpha': 0.036090722073361274, 'reg_lambda': 2.2439469008226087}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,303] Trial 143 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.033972349595081316, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9758176009128455, 'colsample_bytree': 0.8110681217213558, 'gamma': 2.648236866777199, 'reg_alpha': 0.026768724562855443, 'reg_lambda': 2.26404704787316}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,739] Trial 144 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 80, 'learning_rate': 0.028189232245481723, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7541916821219152, 'colsample_bytree': 0.7707172490919724, 'gamma': 2.6974795691304796, 'reg_alpha': 0.061603900905592195, 'reg_lambda': 2.4180768322157866}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:46,940] Trial 145 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.028605325482552926, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9928395807742133, 'colsample_bytree': 0.8039250554468597, 'gamma': 2.519685937100581, 'reg_alpha': 0.04308681969294501, 'reg_lambda': 2.2471547426488754}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,189] Trial 146 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 74, 'learning_rate': 0.029209586703448316, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9976145945971296, 'colsample_bytree': 0.7373902649210031, 'gamma': 2.5579376027284924, 'reg_alpha': 0.02965849128648694, 'reg_lambda': 2.2390562984049254}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,413] Trial 147 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 81, 'learning_rate': 0.02591501685865358, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9906355554188949, 'colsample_bytree': 0.8261615186344174, 'gamma': 2.366384222586416, 'reg_alpha': 0.04723840806456765, 'reg_lambda': 2.0696800419222945}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,596] Trial 148 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 68, 'learning_rate': 0.023616012285510597, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9794724343630006, 'colsample_bytree': 0.8000024232910165, 'gamma': 2.738033502066708, 'reg_alpha': 0.08800891338860295, 'reg_lambda': 2.138461175143867}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:47,870] Trial 149 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.03530834827202814, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9913497296101309, 'colsample_bytree': 0.8355506952448547, 'gamma': 2.9083676360000363, 'reg_alpha': 0.0700180503597447, 'reg_lambda': 2.2810167524582394}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,063] Trial 150 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 63, 'learning_rate': 0.030243698271361016, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9904114300201504, 'colsample_bytree': 0.8206210187508445, 'gamma': 3.0878336403363087, 'reg_alpha': 0.038318422612105905, 'reg_lambda': 0.6982073639665041}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,362] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 84, 'learning_rate': 0.03358748293387035, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9462664357625774, 'colsample_bytree': 0.802125429687157, 'gamma': 2.588684845130119, 'reg_alpha': 0.013733778718579004, 'reg_lambda': 2.336128649845837}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,605] Trial 152 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 77, 'learning_rate': 0.021658681905050423, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9826750413399011, 'colsample_bytree': 0.8469640546906239, 'gamma': 2.4823464405844327, 'reg_alpha': 0.07418692194898674, 'reg_lambda': 2.373178251604235}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:48,848] Trial 153 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 164, 'learning_rate': 0.03868305153095869, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9581911990770364, 'colsample_bytree': 0.8046576011936353, 'gamma': 2.8185810133177416, 'reg_alpha': 0.0498385950055801, 'reg_lambda': 2.40675243190776}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,095] Trial 154 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 89, 'learning_rate': 0.031529331313207454, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9657404847830108, 'colsample_bytree': 0.78962966983613, 'gamma': 0.29843009569535683, 'reg_alpha': 0.0005594413333560311, 'reg_lambda': 2.5015537430629515}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,292] Trial 155 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 70, 'learning_rate': 0.05642264920971588, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9288062403334765, 'colsample_bytree': 0.8210074714101754, 'gamma': 2.1925256141094662, 'reg_alpha': 0.12323004372337074, 'reg_lambda': 2.2353561383888767}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,511] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.043587006165558384, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9835273208956233, 'colsample_bytree': 0.7660924068350845, 'gamma': 0.7294217824988849, 'reg_alpha': 0.10039473412476659, 'reg_lambda': 2.301563490350577}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,728] Trial 157 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 80, 'learning_rate': 0.060516428175113324, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9689388398805372, 'colsample_bytree': 0.9152271611116759, 'gamma': 2.206373141027711, 'reg_alpha': 0.029873162999384383, 'reg_lambda': 2.5604820639947024}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:49,933] Trial 158 finished with value: 0.738095238095238 and parameters: {'n_estimators': 72, 'learning_rate': 0.0644079666900885, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9724926689374417, 'colsample_bytree': 0.8511344499561267, 'gamma': 0.524547039660442, 'reg_alpha': 0.05883604891470322, 'reg_lambda': 2.4479524906939805}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:50,251] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.0781330306272706, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8876805589079977, 'colsample_bytree': 0.752806532154413, 'gamma': 2.441184060370671, 'reg_alpha': 0.5376404316014104, 'reg_lambda': 2.3536466018986824}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:50,499] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.07038796300912628, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8546608256062795, 'colsample_bytree': 0.9409801689556867, 'gamma': 0.20888484884335812, 'reg_alpha': 0.023484410219839432, 'reg_lambda': 2.1214779924166227}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:50,810] Trial 161 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 96, 'learning_rate': 0.04153616022641942, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9898995428409827, 'colsample_bytree': 0.7955225181696989, 'gamma': 0.13206484823201603, 'reg_alpha': 0.5768162519297719, 'reg_lambda': 2.1933798912493874}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,052] Trial 162 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.035961964425142275, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9995231128094844, 'colsample_bytree': 0.7804934561561232, 'gamma': 0.30012775813404546, 'reg_alpha': 0.514717081153888, 'reg_lambda': 2.265140257534636}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,275] Trial 163 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 91, 'learning_rate': 0.03948582270827558, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.996541894904035, 'colsample_bytree': 0.7701711824366234, 'gamma': 0.4023044219832573, 'reg_alpha': 0.49424031346100045, 'reg_lambda': 2.181372032647735}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,559] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.050819406504512554, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9794857180559251, 'colsample_bytree': 0.8075329184925834, 'gamma': 0.19721012303028412, 'reg_alpha': 0.5599144628712747, 'reg_lambda': 2.377877158533358}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:51,733] Trial 165 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.05654173207537071, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.83029674872637, 'colsample_bytree': 0.9197102005186415, 'gamma': 3.017620329527121, 'reg_alpha': 0.8927361683961976, 'reg_lambda': 2.019604195768529}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:52,085] Trial 166 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 248, 'learning_rate': 0.06704353702660566, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9184966075634224, 'colsample_bytree': 0.7890704681028676, 'gamma': 2.7249872881445607, 'reg_alpha': 0.46455913891408934, 'reg_lambda': 2.4892261345167594}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:52,391] Trial 167 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 99, 'learning_rate': 0.013911065306382394, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9043707960058592, 'colsample_bytree': 0.9007585970955211, 'gamma': 0.6022913077697734, 'reg_alpha': 0.535126258078133, 'reg_lambda': 2.309934622987605}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:52,826] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.0255486123008603, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.993378590059531, 'colsample_bytree': 0.9349729839663845, 'gamma': 0.09097222582504516, 'reg_alpha': 0.7755712848304337, 'reg_lambda': 2.239057716838764}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,042] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.045442623125429134, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9408142260335844, 'colsample_bytree': 0.8275803389478232, 'gamma': 0.916585776892894, 'reg_alpha': 0.5909410288264603, 'reg_lambda': 2.150786523166307}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,346] Trial 170 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 82, 'learning_rate': 0.0539054076853984, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8418263807766592, 'colsample_bytree': 0.8844410271235987, 'gamma': 0.4669456411653825, 'reg_alpha': 0.5454944955106507, 'reg_lambda': 2.616345416380292}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,549] Trial 171 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.06262345395504562, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9974147263318829, 'colsample_bytree': 0.7974879298350305, 'gamma': 0.3721955024337491, 'reg_alpha': 0.09349261637462931, 'reg_lambda': 2.332824250040018}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:53,964] Trial 172 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.058644011069613866, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9996287846494702, 'colsample_bytree': 0.7943832266772048, 'gamma': 0.2906190847812195, 'reg_alpha': 0.13899321629145123, 'reg_lambda': 2.300371026370074}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,189] Trial 173 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 101, 'learning_rate': 0.07125772095490931, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9848880552816636, 'colsample_bytree': 0.7814305960666954, 'gamma': 0.4126058349523263, 'reg_alpha': 0.08647705745384432, 'reg_lambda': 2.4345188763764734}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,456] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.0728048466267866, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9769525580981036, 'colsample_bytree': 0.779827476395276, 'gamma': 0.6414740970080426, 'reg_alpha': 0.07542903625006424, 'reg_lambda': 1.2633341169058303}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,652] Trial 175 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 89, 'learning_rate': 0.06978641678491267, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.6972007043378057, 'colsample_bytree': 0.7637410508249545, 'gamma': 4.949308698886469, 'reg_alpha': 0.48300382318884, 'reg_lambda': 2.5345768074778516}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:54,951] Trial 176 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 73, 'learning_rate': 0.032761473232933006, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9849278372282, 'colsample_bytree': 0.7845336709529225, 'gamma': 0.48861371535766007, 'reg_alpha': 0.0458742273893704, 'reg_lambda': 2.438176936960155}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,167] Trial 177 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 100, 'learning_rate': 0.07965360947745959, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9537799802899108, 'colsample_bytree': 0.8129621122108027, 'gamma': 0.17282099617664184, 'reg_alpha': 0.5071399794659508, 'reg_lambda': 2.391613410169641}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,469] Trial 178 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 171, 'learning_rate': 0.08578976885818945, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9733490841654867, 'colsample_bytree': 0.7535224194100216, 'gamma': 2.9342220095815916, 'reg_alpha': 0.07519176531785964, 'reg_lambda': 2.459357525963591}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,697] Trial 179 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 88, 'learning_rate': 0.037167194345894945, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9267841013691984, 'colsample_bytree': 0.7732482418899651, 'gamma': 0.8295006363302867, 'reg_alpha': 0.9995789847004899, 'reg_lambda': 2.532908259331412}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:55,913] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.09789408278666104, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.867354592012429, 'colsample_bytree': 0.9246101924881476, 'gamma': 2.6479941652886576, 'reg_alpha': 0.15826123454338153, 'reg_lambda': 2.20564051606661}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:56,161] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.059540485658533995, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9993326614721896, 'colsample_bytree': 0.7881622692314285, 'gamma': 0.42010732718896715, 'reg_alpha': 0.10211743033692317, 'reg_lambda': 2.301484702222666}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:56,431] Trial 182 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.06529764811885498, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9826114752733941, 'colsample_bytree': 0.8020956536803906, 'gamma': 0.25593246949436643, 'reg_alpha': 0.08608741125606197, 'reg_lambda': 2.3462567189298658}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:56,835] Trial 183 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 108, 'learning_rate': 0.03043259352759742, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9898366494633628, 'colsample_bytree': 0.9081858008822796, 'gamma': 0.012405215515434942, 'reg_alpha': 0.04180336353247126, 'reg_lambda': 2.2588788912478175}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,104] Trial 184 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.07540039238050687, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9075004505118969, 'colsample_bytree': 0.7955426214313605, 'gamma': 0.33086700278351144, 'reg_alpha': 0.06211319011412411, 'reg_lambda': 2.4216834469800124}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,472] Trial 185 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 206, 'learning_rate': 0.06227665759076875, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7667439031355525, 'colsample_bytree': 0.8938731441046728, 'gamma': 0.5646116881929014, 'reg_alpha': 0.016424900031673618, 'reg_lambda': 2.3762996108810905}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,671] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.05391536522321222, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9901107409371135, 'colsample_bytree': 0.808708884110821, 'gamma': 0.395168210712044, 'reg_alpha': 0.5663049210710738, 'reg_lambda': 2.4801681864532155}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:57,962] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.06887763848341047, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9856073964946612, 'colsample_bytree': 0.9160229693549864, 'gamma': 0.6699694813603758, 'reg_alpha': 0.11659071845245726, 'reg_lambda': 2.2162938297856596}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,193] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.07359254226722314, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9664845201622888, 'colsample_bytree': 0.952156467915641, 'gamma': 0.08966094497317768, 'reg_alpha': 0.5302069486520864, 'reg_lambda': 2.0870279235935345}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,424] Trial 189 finished with value: 0.6875000000000001 and parameters: {'n_estimators': 113, 'learning_rate': 0.05543527917540725, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9752909622091729, 'colsample_bytree': 0.7870886871713165, 'gamma': 4.440396809527782, 'reg_alpha': 0.1332467135523303, 'reg_lambda': 2.583730473921541}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,712] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.05929763653786828, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9346374012067088, 'colsample_bytree': 0.9321408605904925, 'gamma': 0.21563202212537286, 'reg_alpha': 0.0895820029347586, 'reg_lambda': 2.305713063771234}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:58,966] Trial 191 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 73, 'learning_rate': 0.03407656369256048, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9845066994129659, 'colsample_bytree': 0.7844541360328612, 'gamma': 0.48376205694133, 'reg_alpha': 0.04986913040626932, 'reg_lambda': 2.4334269801210437}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:59,252] Trial 192 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 74, 'learning_rate': 0.034457944227132, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9998769686109772, 'colsample_bytree': 0.7741639530669736, 'gamma': 0.4851326382036205, 'reg_alpha': 0.03103988894761085, 'reg_lambda': 2.49531714640891}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:59,526] Trial 193 finished with value: 0.755952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.028084144273285986, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9830766721641923, 'colsample_bytree': 0.8161862926800331, 'gamma': 1.0540553519175562, 'reg_alpha': 0.04670240842389526, 'reg_lambda': 2.410198768908695}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:23:59,842] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.024909516392742474, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9925306398289131, 'colsample_bytree': 0.8255078708980429, 'gamma': 1.0560562750530493, 'reg_alpha': 0.00194432921112115, 'reg_lambda': 2.361113372517756}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,104] Trial 195 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.029366009608890725, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9615069862947401, 'colsample_bytree': 0.8184975151884543, 'gamma': 1.314935405361377, 'reg_alpha': 0.5183392211206712, 'reg_lambda': 2.2467553342840145}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,302] Trial 196 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 87, 'learning_rate': 0.049649026262348066, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9803903869531554, 'colsample_bytree': 0.80451146013322, 'gamma': 2.53224615235073, 'reg_alpha': 0.057548824839106116, 'reg_lambda': 2.8047462903128397}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,557] Trial 197 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 82, 'learning_rate': 0.028041036222975112, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9158695809084169, 'colsample_bytree': 0.8392452157905357, 'gamma': 0.9976372814977166, 'reg_alpha': 0.021407562072763793, 'reg_lambda': 2.273899101451832}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:00,758] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.06692459562841098, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9998512621422742, 'colsample_bytree': 0.8145673997241419, 'gamma': 0.7470417161133627, 'reg_alpha': 0.5004551716712683, 'reg_lambda': 2.1701160732898144}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:01,093] Trial 199 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 220, 'learning_rate': 0.06328869566912056, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7234857188536497, 'colsample_bytree': 0.9023405262833551, 'gamma': 2.788704162808223, 'reg_alpha': 0.7273413353031524, 'reg_lambda': 2.3319012246916717}. Best is trial 141 with value: 0.7678571428571429.
[I 2025-11-03 20:24:01,096] A new study created in memory with name: no-name-2ab2c8ae-4404-40de-ae2c-b1a3bf15e728
[I 2025-11-03 20:24:01,377] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 68, 'learning_rate': 0.029732338181563425, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.7041946754122752, 'colsample_bytree': 0.9477000793599213, 'gamma': 4.756905399487938, 'reg_alpha': 0.47677406449382786, 'reg_lambda': 2.8776015588961874}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:24:01,518] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.05025940909928039, 'max_depth': 10, 'min_child_weight': 19, 'subsample': 0.8449269092514025, 'colsample_bytree': 0.7372993652720703, 'gamma': 3.1737934796946305, 'reg_alpha': 0.14201256109008398, 'reg_lambda': 2.795393595060344}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:24:01,858] Trial 2 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 195, 'learning_rate': 0.05573113397221725, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.7802569882353526, 'colsample_bytree': 0.9737785902062301, 'gamma': 0.7734696652259182, 'reg_alpha': 0.13117386436617906, 'reg_lambda': 1.9262650760711113}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,117] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 213, 'learning_rate': 0.07825082541007489, 'max_depth': 4, 'min_child_weight': 12, 'subsample': 0.6379037573786955, 'colsample_bytree': 0.8073649424798544, 'gamma': 1.5154115788287141, 'reg_alpha': 0.5548515046257358, 'reg_lambda': 2.881564360958391}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,449] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 180, 'learning_rate': 0.05035591209553182, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.9347688447819822, 'colsample_bytree': 0.8541204441921446, 'gamma': 4.113043929627344, 'reg_alpha': 0.11302654263348011, 'reg_lambda': 0.8506715054522608}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,627] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 71, 'learning_rate': 0.06317271672420632, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.6892933440023356, 'colsample_bytree': 0.9846157987260289, 'gamma': 1.1545781793736165, 'reg_alpha': 0.5058933189556135, 'reg_lambda': 2.140115461882463}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:02,917] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.010938119247981663, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7140556185467211, 'colsample_bytree': 0.9916659668323662, 'gamma': 0.35641172100551455, 'reg_alpha': 0.8141098394963387, 'reg_lambda': 1.1957335609094148}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:03,166] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 170, 'learning_rate': 0.01346901070991281, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8214110363748484, 'colsample_bytree': 0.9069546427189115, 'gamma': 1.7349385594392475, 'reg_alpha': 0.3112066672386036, 'reg_lambda': 0.9795051891820501}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:03,492] Trial 8 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 224, 'learning_rate': 0.06497239199133924, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.617752103805276, 'colsample_bytree': 0.7942600798567703, 'gamma': 4.5013432858407, 'reg_alpha': 0.2480073610850546, 'reg_lambda': 1.8094521757440654}. Best is trial 2 with value: 0.6696428571428571.
[I 2025-11-03 20:24:03,856] Trial 9 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 194, 'learning_rate': 0.021022468906082246, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.6723655785046346, 'colsample_bytree': 0.6546111716288017, 'gamma': 4.235878863789362, 'reg_alpha': 0.13725270463101846, 'reg_lambda': 0.8606725993847065}. Best is trial 9 with value: 0.6904761904761905.
[I 2025-11-03 20:24:04,167] Trial 10 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.29788352648006533, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9707670468964371, 'colsample_bytree': 0.6075894751151865, 'gamma': 3.1323381253739, 'reg_alpha': 0.9555340989751799, 'reg_lambda': 0.5107341755769681}. Best is trial 9 with value: 0.6904761904761905.
[I 2025-11-03 20:24:04,499] Trial 11 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 144, 'learning_rate': 0.02319135424006066, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7574119459455672, 'colsample_bytree': 0.6538722848490179, 'gamma': 0.18648528756345262, 'reg_alpha': 0.009205765193852383, 'reg_lambda': 1.5563123813583353}. Best is trial 9 with value: 0.6904761904761905.
[I 2025-11-03 20:24:04,730] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 135, 'learning_rate': 0.023068734912694486, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7628176870422207, 'colsample_bytree': 0.6315428125152059, 'gamma': 2.4000956405019087, 'reg_alpha': 0.01592684831053598, 'reg_lambda': 1.383535444430965}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,055] Trial 13 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.021095298675540535, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8639827814501588, 'colsample_bytree': 0.6940908580864434, 'gamma': 2.4491549496772023, 'reg_alpha': 0.33695133877834726, 'reg_lambda': 1.4145418758054622}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,289] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 135, 'learning_rate': 0.030831000663344175, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.6645594228199576, 'colsample_bytree': 0.6057536355122316, 'gamma': 3.735088325928793, 'reg_alpha': 0.0728278747147176, 'reg_lambda': 0.6143581702733488}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,556] Trial 15 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 107, 'learning_rate': 0.015766519176479494, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7389915943475189, 'colsample_bytree': 0.6958433991752757, 'gamma': 2.401283750776244, 'reg_alpha': 0.24138807403954185, 'reg_lambda': 1.2367523443545352}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:05,878] Trial 16 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 157, 'learning_rate': 0.13943931360430434, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.6031341350727203, 'colsample_bytree': 0.6594356655113988, 'gamma': 3.1952382476057233, 'reg_alpha': 0.6854694647849355, 'reg_lambda': 2.304030068990412}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:06,090] Trial 17 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 106, 'learning_rate': 0.03178711925008398, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8929251925683632, 'colsample_bytree': 0.7559613473553012, 'gamma': 2.0344348327965105, 'reg_alpha': 0.020527093431803423, 'reg_lambda': 0.9461669167357651}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:06,437] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.018288392577674954, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7951665552168251, 'colsample_bytree': 0.6518918802532848, 'gamma': 4.995190904153139, 'reg_alpha': 0.3942256961089418, 'reg_lambda': 1.4369607052744766}. Best is trial 12 with value: 0.6964285714285714.
[I 2025-11-03 20:24:06,741] Trial 19 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 233, 'learning_rate': 0.010797287957973212, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6608172360905558, 'colsample_bytree': 0.7116939885606843, 'gamma': 3.6705543518835033, 'reg_alpha': 0.20701816499802633, 'reg_lambda': 0.7692978621699912}. Best is trial 19 with value: 0.7142857142857142.
[I 2025-11-03 20:24:07,184] Trial 20 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.012470278677643165, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.749434389978807, 'colsample_bytree': 0.7128385051911139, 'gamma': 3.442533853412598, 'reg_alpha': 0.2275195564973841, 'reg_lambda': 1.1749028983046832}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:07,506] Trial 21 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 245, 'learning_rate': 0.01138684270934499, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7524184864450324, 'colsample_bytree': 0.7283198678516725, 'gamma': 3.622214735699898, 'reg_alpha': 0.2523641105042132, 'reg_lambda': 1.1742920758423017}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:07,965] Trial 22 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.010148119960300853, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7292714462537361, 'colsample_bytree': 0.7252869794138784, 'gamma': 3.648293166663112, 'reg_alpha': 0.2055260454856222, 'reg_lambda': 1.1369682572837534}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:08,316] Trial 23 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 235, 'learning_rate': 0.010118619096515, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.726095125160307, 'colsample_bytree': 0.7030364488649485, 'gamma': 3.735585207945248, 'reg_alpha': 0.43318077625172835, 'reg_lambda': 0.658186998863922}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:08,759] Trial 24 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 218, 'learning_rate': 0.014320221774631159, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6503882635947194, 'colsample_bytree': 0.7866952099195967, 'gamma': 3.0982857054948774, 'reg_alpha': 0.20878024003420576, 'reg_lambda': 1.6543065711423428}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:09,064] Trial 25 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 232, 'learning_rate': 0.01370877945957709, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.808253302398382, 'colsample_bytree': 0.7561812249531413, 'gamma': 3.530759000335196, 'reg_alpha': 0.3388016888000782, 'reg_lambda': 1.0626364047707708}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:09,479] Trial 26 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 220, 'learning_rate': 0.010589730358122494, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6938077732537716, 'colsample_bytree': 0.837562703006402, 'gamma': 4.097808364264279, 'reg_alpha': 0.5420014026260851, 'reg_lambda': 0.6819911120783198}. Best is trial 20 with value: 0.7202380952380952.
[I 2025-11-03 20:24:09,797] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.01704914866243176, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6347752592352208, 'colsample_bytree': 0.7169240531744064, 'gamma': 2.9389752766522146, 'reg_alpha': 0.6637718277082101, 'reg_lambda': 0.7601137196259179}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:10,151] Trial 28 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 214, 'learning_rate': 0.016327417613914128, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6256829311033435, 'colsample_bytree': 0.6851631622274155, 'gamma': 2.7808812560571403, 'reg_alpha': 0.6248184010979796, 'reg_lambda': 0.7886716154279468}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:10,435] Trial 29 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.03288706559561579, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6776122167568998, 'colsample_bytree': 0.768501519041003, 'gamma': 2.7460616963972577, 'reg_alpha': 0.7738727721948915, 'reg_lambda': 0.7394787022403349}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:10,710] Trial 30 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 197, 'learning_rate': 0.038741400362843764, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.692357224698374, 'colsample_bytree': 0.7658376495977139, 'gamma': 2.7968667669068004, 'reg_alpha': 0.7795700115884435, 'reg_lambda': 0.5132787384388657}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,084] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 204, 'learning_rate': 0.03835468511075361, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6988959080034612, 'colsample_bytree': 0.7647556534176763, 'gamma': 2.75202599587051, 'reg_alpha': 0.7744664634806155, 'reg_lambda': 0.6872819342398346}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,413] Trial 32 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.0410700856252253, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6772829690727145, 'colsample_bytree': 0.8256964931533328, 'gamma': 2.7976485639252533, 'reg_alpha': 0.8674674135830522, 'reg_lambda': 0.5915774908141885}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,532] Trial 33 finished with value: 0.6101190476190476 and parameters: {'n_estimators': 27, 'learning_rate': 0.02652688473321531, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6426232658053261, 'colsample_bytree': 0.871971173864415, 'gamma': 2.121659639478091, 'reg_alpha': 0.7067400227946967, 'reg_lambda': 0.9791027757603128}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:11,877] Trial 34 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 187, 'learning_rate': 0.0874351897173743, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7072012699737757, 'colsample_bytree': 0.7743327692492045, 'gamma': 3.236880257219912, 'reg_alpha': 0.6201301812140139, 'reg_lambda': 0.5200501632779206}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:12,165] Trial 35 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.042215265375254024, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7758593150686386, 'colsample_bytree': 0.7472586036567297, 'gamma': 2.9103914844825414, 'reg_alpha': 0.9719388828824873, 'reg_lambda': 0.8239363458240003}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:12,542] Trial 36 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.034254309780588764, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.6114728573750812, 'colsample_bytree': 0.8041492322455819, 'gamma': 2.137171465526479, 'reg_alpha': 0.8879576665718621, 'reg_lambda': 0.9192783822166526}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:12,836] Trial 37 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 236, 'learning_rate': 0.08562717138519645, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6313554873990522, 'colsample_bytree': 0.7319679076329665, 'gamma': 1.620232009189632, 'reg_alpha': 0.7574231963157564, 'reg_lambda': 2.7641884437409696}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:13,203] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.02690010192601335, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.6840300398400787, 'colsample_bytree': 0.6791685791353759, 'gamma': 1.2248818920962374, 'reg_alpha': 0.6118503478324331, 'reg_lambda': 1.0376307601461574}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:13,442] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.049221783187805034, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.7167647019551653, 'colsample_bytree': 0.890048268032208, 'gamma': 2.622556407044909, 'reg_alpha': 0.699838482466369, 'reg_lambda': 1.296589753422405}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:13,871] Trial 40 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 181, 'learning_rate': 0.01777967917872006, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6464265546768043, 'colsample_bytree': 0.820603999865321, 'gamma': 3.3609833644091225, 'reg_alpha': 0.8503232878287208, 'reg_lambda': 1.9247451837456808}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:14,150] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 203, 'learning_rate': 0.039267905423261924, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7026544991448841, 'colsample_bytree': 0.7762318175573482, 'gamma': 2.9236278284657926, 'reg_alpha': 0.7693802655207682, 'reg_lambda': 0.6938462906796482}. Best is trial 27 with value: 0.7261904761904762.
[I 2025-11-03 20:24:14,437] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.06972073362670642, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.68742031947058, 'colsample_bytree': 0.7612781503539874, 'gamma': 2.645568994096759, 'reg_alpha': 0.7963349603262703, 'reg_lambda': 0.505017529727372}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:14,845] Trial 43 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 224, 'learning_rate': 0.10996678666287127, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7390062730861475, 'colsample_bytree': 0.7183587286270285, 'gamma': 1.8129973198457123, 'reg_alpha': 0.8122036704486311, 'reg_lambda': 0.5775038581810422}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:15,141] Trial 44 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 239, 'learning_rate': 0.06283558201658622, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.672419731984801, 'colsample_bytree': 0.7447333448292814, 'gamma': 3.973412462116555, 'reg_alpha': 0.7255280938327757, 'reg_lambda': 0.516387615581552}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:15,495] Trial 45 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 223, 'learning_rate': 0.04939203480832696, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6537895874379066, 'colsample_bytree': 0.7879093544439493, 'gamma': 3.390220081792358, 'reg_alpha': 0.6507832442942856, 'reg_lambda': 0.7774871243817679}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:15,793] Trial 46 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.07505000942762627, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7742690448541886, 'colsample_bytree': 0.8115692510738735, 'gamma': 2.2664755432725157, 'reg_alpha': 0.8953831508875582, 'reg_lambda': 0.8309343504663641}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:16,059] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.18857025264917804, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6861203103910855, 'colsample_bytree': 0.965302635066808, 'gamma': 4.424859012793905, 'reg_alpha': 0.5643674629321741, 'reg_lambda': 1.0926516917229634}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:16,472] Trial 48 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.02732349444816438, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8256680041527821, 'colsample_bytree': 0.7431224997675063, 'gamma': 2.992154219153955, 'reg_alpha': 0.8224636135669057, 'reg_lambda': 0.7114678246343995}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:16,839] Trial 49 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 249, 'learning_rate': 0.01237933441821608, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6286505382025952, 'colsample_bytree': 0.6715247760050236, 'gamma': 1.3247423315634759, 'reg_alpha': 0.6630674659590818, 'reg_lambda': 0.9605148605487505}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:17,223] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 193, 'learning_rate': 0.02126006915569403, 'max_depth': 3, 'min_child_weight': 10, 'subsample': 0.7465957718654063, 'colsample_bytree': 0.7099535600756322, 'gamma': 2.5913583149909947, 'reg_alpha': 0.9163095898418089, 'reg_lambda': 2.1395110410525175}. Best is trial 42 with value: 0.738095238095238.
[I 2025-11-03 20:24:17,504] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.03514916001308745, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9981847304983246, 'colsample_bytree': 0.7727395482118132, 'gamma': 2.6837943715564343, 'reg_alpha': 0.7730770509099989, 'reg_lambda': 0.5941598370806229}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:17,787] Trial 52 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.056998901030902493, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9694750783084449, 'colsample_bytree': 0.7686115274967522, 'gamma': 1.9354605546937276, 'reg_alpha': 0.7987271911091107, 'reg_lambda': 0.506784061365957}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:18,122] Trial 53 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 214, 'learning_rate': 0.035444385118709544, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9201169130038747, 'colsample_bytree': 0.7956195145340487, 'gamma': 2.534502998918286, 'reg_alpha': 0.7468127892882717, 'reg_lambda': 0.8719223584698134}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:18,386] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.045675995392256634, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8853837147116338, 'colsample_bytree': 0.8413282730392098, 'gamma': 2.280879849955717, 'reg_alpha': 0.9417640015286891, 'reg_lambda': 0.6103148649770364}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:18,796] Trial 55 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 227, 'learning_rate': 0.024132931620004346, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8433647699154628, 'colsample_bytree': 0.9324097500812456, 'gamma': 3.0547604351218727, 'reg_alpha': 0.8500645528985313, 'reg_lambda': 0.7572713288993091}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:19,158] Trial 56 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 167, 'learning_rate': 0.018771141606700584, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9501076054304368, 'colsample_bytree': 0.760475509280229, 'gamma': 3.352818027070503, 'reg_alpha': 0.4517659114394126, 'reg_lambda': 0.6140653466724325}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:19,620] Trial 57 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 241, 'learning_rate': 0.07088958032611299, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7254310394297452, 'colsample_bytree': 0.7838719532438485, 'gamma': 0.7363953942277581, 'reg_alpha': 0.7294564460212354, 'reg_lambda': 0.9000180019459563}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:19,743] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.07440078542260815, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6676121007260047, 'colsample_bytree': 0.7799326866375194, 'gamma': 0.808518326349803, 'reg_alpha': 0.9950415685668528, 'reg_lambda': 0.8977245945983804}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:20,102] Trial 59 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 241, 'learning_rate': 0.09924988422089044, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7221167474766854, 'colsample_bytree': 0.8080857642285473, 'gamma': 2.3238961744517983, 'reg_alpha': 0.7386374331738588, 'reg_lambda': 0.5784671236585868}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:20,403] Trial 60 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 173, 'learning_rate': 0.06558125447599596, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6000656576808358, 'colsample_bytree': 0.8654459843523171, 'gamma': 0.47790660959111664, 'reg_alpha': 0.5899601612024945, 'reg_lambda': 0.7283606578847514}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:20,774] Trial 61 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 232, 'learning_rate': 0.05704769364044647, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7642644370929365, 'colsample_bytree': 0.7269526538608707, 'gamma': 2.7366379221768784, 'reg_alpha': 0.7965200784223782, 'reg_lambda': 1.0122814201716899}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:21,075] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.03127040262371281, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7972173502849978, 'colsample_bytree': 0.7513479290376833, 'gamma': 2.5098777161303327, 'reg_alpha': 0.5231396267820534, 'reg_lambda': 0.8510167152930617}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:21,489] Trial 63 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 250, 'learning_rate': 0.11901945348498838, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.709458418655011, 'colsample_bytree': 0.7379392194292757, 'gamma': 0.9508561152312521, 'reg_alpha': 0.6637850565893868, 'reg_lambda': 1.3309483155497068}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:21,834] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.01557194417924638, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6929224306499862, 'colsample_bytree': 0.693198906138609, 'gamma': 3.1573674127225453, 'reg_alpha': 0.8379530927072272, 'reg_lambda': 0.6301684227723288}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:22,125] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.015424243510849901, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6581214741694665, 'colsample_bytree': 0.7021623629188293, 'gamma': 3.1825757565874406, 'reg_alpha': 0.8307527617126005, 'reg_lambda': 0.6293393102399105}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:22,459] Trial 66 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.06770791969229929, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6863466252286219, 'colsample_bytree': 0.7883818382179012, 'gamma': 2.678213787534445, 'reg_alpha': 0.7862208788933504, 'reg_lambda': 0.5204571282942605}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:22,747] Trial 67 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 207, 'learning_rate': 0.045591877683364035, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.733102030493328, 'colsample_bytree': 0.626802096452649, 'gamma': 2.909580329184029, 'reg_alpha': 0.7284185148335052, 'reg_lambda': 0.6780617054803764}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:23,107] Trial 68 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.035543075466300755, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6366492916353779, 'colsample_bytree': 0.7649175377749641, 'gamma': 0.14374474301938045, 'reg_alpha': 0.6948695755110598, 'reg_lambda': 0.7598003997273929}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:23,390] Trial 69 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 199, 'learning_rate': 0.034856247161511394, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.6167337457117358, 'colsample_bytree': 0.6892846998989657, 'gamma': 3.858110623653533, 'reg_alpha': 0.9211879169355455, 'reg_lambda': 0.7613396598605011}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:23,725] Trial 70 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 185, 'learning_rate': 0.023669038525531278, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9899908922881573, 'colsample_bytree': 0.7565386389455628, 'gamma': 0.06462341563150664, 'reg_alpha': 0.6823376234840708, 'reg_lambda': 0.5739360271794451}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:24,096] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.029219432912351684, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9718854648448794, 'colsample_bytree': 0.7705460084766041, 'gamma': 0.25963390170103584, 'reg_alpha': 0.6993885903628088, 'reg_lambda': 0.5682210603702933}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:24,470] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 185, 'learning_rate': 0.024009355123794606, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6368890471521184, 'colsample_bytree': 0.7236368368496445, 'gamma': 0.594263541327753, 'reg_alpha': 0.6828818956403407, 'reg_lambda': 2.59998410627037}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:24,907] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 200, 'learning_rate': 0.03688677120437765, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9942373736841201, 'colsample_bytree': 0.7624624523779787, 'gamma': 0.1246874946712874, 'reg_alpha': 0.7728036763365245, 'reg_lambda': 0.6508684546668728}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:25,177] Trial 74 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.021369079071009243, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9265969677783892, 'colsample_bytree': 0.7547226978848613, 'gamma': 3.250619979677909, 'reg_alpha': 0.871371300084548, 'reg_lambda': 0.790630865569982}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:25,493] Trial 75 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.02119233239576391, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9874190858060201, 'colsample_bytree': 0.7556454320828108, 'gamma': 0.007645407861573486, 'reg_alpha': 0.8749239273528986, 'reg_lambda': 0.7746940476320074}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:25,707] Trial 76 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 94, 'learning_rate': 0.02897905302016599, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9342991394920448, 'colsample_bytree': 0.7387391910952189, 'gamma': 2.853880129845729, 'reg_alpha': 0.6348233875060776, 'reg_lambda': 1.4946467876200709}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,061] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 101, 'learning_rate': 0.019295880351488656, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9261953925263403, 'colsample_bytree': 0.7387214915883444, 'gamma': 0.41036862229965815, 'reg_alpha': 0.5980472748592316, 'reg_lambda': 1.620271620735143}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,270] Trial 78 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 79, 'learning_rate': 0.03234603304376122, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9595483608686843, 'colsample_bytree': 0.7351543955883888, 'gamma': 3.2690695920685724, 'reg_alpha': 0.6280336762388143, 'reg_lambda': 1.8576826538619209}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,631] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.029576470145014896, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8997961569920607, 'colsample_bytree': 0.7970154541969039, 'gamma': 3.486252475419064, 'reg_alpha': 0.5683041917193234, 'reg_lambda': 1.466059667626744}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:26,969] Trial 80 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 126, 'learning_rate': 0.02286280735244819, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9994952157592987, 'colsample_bytree': 0.8190952252186428, 'gamma': 2.8606208989228823, 'reg_alpha': 0.644139957583129, 'reg_lambda': 1.1408176090886384}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:27,381] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.025813902773892963, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9865191258412382, 'colsample_bytree': 0.7770961250781296, 'gamma': 2.8862130011783953, 'reg_alpha': 0.647545636905499, 'reg_lambda': 1.7093390186137567}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:27,615] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 123, 'learning_rate': 0.022717823380953562, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9383868330533557, 'colsample_bytree': 0.8217745777287082, 'gamma': 2.4401143173277644, 'reg_alpha': 0.5057133047305111, 'reg_lambda': 1.1287290151621667}. Best is trial 51 with value: 0.7380952380952381.
[I 2025-11-03 20:24:27,853] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.019912107457571666, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.976380821321358, 'colsample_bytree': 0.7491181238452662, 'gamma': 3.059628580001382, 'reg_alpha': 0.6831225735019332, 'reg_lambda': 1.20857872656436}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,162] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.01757708722473378, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9999120907651139, 'colsample_bytree': 0.7145078156024204, 'gamma': 3.0990808391293814, 'reg_alpha': 0.6813005934346597, 'reg_lambda': 1.175555790575355}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,385] Trial 85 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.01918800137127775, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9762347294650827, 'colsample_bytree': 0.7451693228973624, 'gamma': 3.03928882640111, 'reg_alpha': 0.6792248621341901, 'reg_lambda': 1.2165719155818575}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,716] Trial 86 finished with value: 0.738095238095238 and parameters: {'n_estimators': 116, 'learning_rate': 0.019676843636772197, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9993254144313619, 'colsample_bytree': 0.7523002650898468, 'gamma': 3.0358064607264152, 'reg_alpha': 0.6828737866343135, 'reg_lambda': 1.2589175282234428}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:28,963] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.019391480221616443, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.978405316933203, 'colsample_bytree': 0.8368144241520966, 'gamma': 2.9866501773856218, 'reg_alpha': 0.6832588350083151, 'reg_lambda': 1.2608963807178908}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:29,278] Trial 88 finished with value: 0.744047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.01953565818713239, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9977330593906265, 'colsample_bytree': 0.840240343143687, 'gamma': 3.058767570658715, 'reg_alpha': 0.7100201725341619, 'reg_lambda': 1.2187958361406446}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:29,519] Trial 89 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.01448139344776304, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9782770308486071, 'colsample_bytree': 0.8430068877613217, 'gamma': 3.064145413622634, 'reg_alpha': 0.707600774610838, 'reg_lambda': 1.26206306322426}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:29,797] Trial 90 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 110, 'learning_rate': 0.017087034651576537, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9561249719741907, 'colsample_bytree': 0.856613101571387, 'gamma': 3.5707820535317074, 'reg_alpha': 0.5880380647408492, 'reg_lambda': 1.3621316972184807}. Best is trial 83 with value: 0.7440476190476191.
[I 2025-11-03 20:24:30,141] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.019408371845479944, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9999223242759082, 'colsample_bytree': 0.8280203924427156, 'gamma': 2.640599381981752, 'reg_alpha': 0.6802479268104976, 'reg_lambda': 1.1723247442294162}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:30,397] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.013598426051213315, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9783504053160714, 'colsample_bytree': 0.8319440242348068, 'gamma': 3.0704056047414565, 'reg_alpha': 0.7486709306343377, 'reg_lambda': 1.2737117514976188}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:30,783] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 141, 'learning_rate': 0.012555411830861353, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9791033815086048, 'colsample_bytree': 0.8512420206630438, 'gamma': 2.998724711095794, 'reg_alpha': 0.7519882786066246, 'reg_lambda': 1.202132731002716}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,020] Trial 94 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 131, 'learning_rate': 0.01905101019691134, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.965362432401002, 'colsample_bytree': 0.8828242016316924, 'gamma': 2.6594848354122784, 'reg_alpha': 0.7188813100589758, 'reg_lambda': 1.2676301808618375}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,268] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.01976831345104708, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9787465699751746, 'colsample_bytree': 0.832868999092546, 'gamma': 3.0779728836438363, 'reg_alpha': 0.6802982812349317, 'reg_lambda': 1.5500678142594526}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,676] Trial 96 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 134, 'learning_rate': 0.013613351442446972, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9460702366208873, 'colsample_bytree': 0.8496925142206876, 'gamma': 3.3071826140326364, 'reg_alpha': 0.6688152946073942, 'reg_lambda': 1.5560616275811352}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:31,943] Trial 97 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.017744042928576072, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9764153245626594, 'colsample_bytree': 0.8324609858000116, 'gamma': 3.0993692631056744, 'reg_alpha': 0.7554429089628337, 'reg_lambda': 1.3986482540025238}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:32,193] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 139, 'learning_rate': 0.016287497242054378, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9814277582455118, 'colsample_bytree': 0.8306493636131784, 'gamma': 3.452802832661857, 'reg_alpha': 0.8000349485465068, 'reg_lambda': 1.1821989202238203}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:32,511] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.011766806868186515, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9608422161000877, 'colsample_bytree': 0.8370642111779181, 'gamma': 2.5730577270437474, 'reg_alpha': 0.732252534120563, 'reg_lambda': 1.0547876672805867}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:32,773] Trial 100 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.014508983393496402, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9679858567989273, 'colsample_bytree': 0.8083815147866946, 'gamma': 2.703542318236376, 'reg_alpha': 0.7077202484376677, 'reg_lambda': 1.3303509006916736}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,053] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.020046483862637226, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9691752895906042, 'colsample_bytree': 0.8150632991004736, 'gamma': 2.3610811218750984, 'reg_alpha': 0.7145655428103861, 'reg_lambda': 1.326203276571544}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,267] Trial 102 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 99, 'learning_rate': 0.0145131564745107, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9919861349473934, 'colsample_bytree': 0.8046022408467923, 'gamma': 2.7291028997873266, 'reg_alpha': 0.611641211345862, 'reg_lambda': 1.5172860734416616}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,499] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.017796761192843076, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9526596659345564, 'colsample_bytree': 0.860895799473571, 'gamma': 2.800493639417589, 'reg_alpha': 0.6653363889750399, 'reg_lambda': 1.4354573451688704}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,792] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.013187930666845713, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9829748611776906, 'colsample_bytree': 0.874461456868861, 'gamma': 2.1858064184408468, 'reg_alpha': 0.76539350439622, 'reg_lambda': 1.1002542641012971}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:33,992] Trial 105 finished with value: 0.6458333333333333 and parameters: {'n_estimators': 84, 'learning_rate': 0.015308278288932532, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9826996387157405, 'colsample_bytree': 0.9046016296118019, 'gamma': 2.2073495136995636, 'reg_alpha': 0.7573492096267058, 'reg_lambda': 1.2027466383137762}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:34,324] Trial 106 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 113, 'learning_rate': 0.013105603447330038, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9417705103075638, 'colsample_bytree': 0.8803644847724914, 'gamma': 2.468545831802932, 'reg_alpha': 0.7069614472786518, 'reg_lambda': 1.104954040724895}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:34,542] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.011379436046541012, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9634086968644395, 'colsample_bytree': 0.8664282464724813, 'gamma': 1.8982274352085313, 'reg_alpha': 0.7473513358856189, 'reg_lambda': 1.3600619811292165}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:34,892] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 148, 'learning_rate': 0.016675225273246056, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9977928794565465, 'colsample_bytree': 0.8311443345222118, 'gamma': 2.9673392491429054, 'reg_alpha': 0.6813270471105715, 'reg_lambda': 1.2998870098684308}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:35,131] Trial 109 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 146, 'learning_rate': 0.020595099189490214, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9983965823512181, 'colsample_bytree': 0.8301177457898117, 'gamma': 3.194275759816258, 'reg_alpha': 0.5506076718293476, 'reg_lambda': 1.2217958617575844}. Best is trial 91 with value: 0.75.
[I 2025-11-03 20:24:35,492] Trial 110 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.016628607398593658, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9987382993132002, 'colsample_bytree': 0.8459448885508825, 'gamma': 3.164692387755923, 'reg_alpha': 0.5294596916589706, 'reg_lambda': 0.9751670711002565}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:35,727] Trial 111 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.01699355570633753, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.999482505915695, 'colsample_bytree': 0.8290678546001071, 'gamma': 3.1493779752267756, 'reg_alpha': 0.5428774879430693, 'reg_lambda': 1.0087505322314345}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,171] Trial 112 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.02082568697456642, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9914503953865826, 'colsample_bytree': 0.8455747648062143, 'gamma': 3.3795570432648767, 'reg_alpha': 0.4395637109137215, 'reg_lambda': 1.2276846912445956}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,414] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.01835622439029733, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9743635152094452, 'colsample_bytree': 0.8344557489995283, 'gamma': 2.983911934436198, 'reg_alpha': 0.5779676486283972, 'reg_lambda': 1.313324779846557}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,689] Trial 114 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 120, 'learning_rate': 0.025415914592624454, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9890771907858258, 'colsample_bytree': 0.8244900026416994, 'gamma': 3.14823043511842, 'reg_alpha': 0.6157206653085435, 'reg_lambda': 1.1466788921802573}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:36,930] Trial 115 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 157, 'learning_rate': 0.016361377802867113, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9963056709726447, 'colsample_bytree': 0.8561775873199681, 'gamma': 3.2415329564120645, 'reg_alpha': 0.38040115187892964, 'reg_lambda': 1.3915806091192207}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:37,276] Trial 116 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 164, 'learning_rate': 0.021926064857002926, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9746692958111328, 'colsample_bytree': 0.7957356927316043, 'gamma': 2.9425996836904798, 'reg_alpha': 0.649361020563179, 'reg_lambda': 1.0688705048245488}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:37,517] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 147, 'learning_rate': 0.015473133946519581, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9867559544518438, 'colsample_bytree': 0.8134086077643728, 'gamma': 3.596450891900676, 'reg_alpha': 0.5474220049909849, 'reg_lambda': 1.2761245518631361}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:37,796] Trial 118 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 138, 'learning_rate': 0.020049586147438573, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9999363612558367, 'colsample_bytree': 0.842927942137556, 'gamma': 3.6922378851135607, 'reg_alpha': 0.688729875018897, 'reg_lambda': 0.9566936534640539}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,030] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 137, 'learning_rate': 0.0197307859916052, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9935814542199816, 'colsample_bytree': 0.8465022794386057, 'gamma': 3.8777826915123415, 'reg_alpha': 0.47726202566439363, 'reg_lambda': 1.0355213049492134}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,374] Trial 120 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 138, 'learning_rate': 0.02041446712331267, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.953474225600551, 'colsample_bytree': 0.8459765048694405, 'gamma': 4.250438204558425, 'reg_alpha': 0.47806671024711134, 'reg_lambda': 0.9583943144766618}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,627] Trial 121 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.019057951423868822, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9934172433123389, 'colsample_bytree': 0.8400340987604726, 'gamma': 3.8753238335098077, 'reg_alpha': 0.39303147178273934, 'reg_lambda': 1.0004062931652378}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:38,841] Trial 122 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 139, 'learning_rate': 0.024765037256713675, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9852242082484751, 'colsample_bytree': 0.8653459777334912, 'gamma': 3.7363827002497336, 'reg_alpha': 0.46971404136001776, 'reg_lambda': 1.1496570096720407}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:39,227] Trial 123 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 148, 'learning_rate': 0.02242120791285466, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9968380199915844, 'colsample_bytree': 0.8513898410244781, 'gamma': 3.7697103513364265, 'reg_alpha': 0.5180182085875066, 'reg_lambda': 1.2110951229261169}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:39,470] Trial 124 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 149, 'learning_rate': 0.022006821228412188, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.999927056664556, 'colsample_bytree': 0.8555336264749004, 'gamma': 4.201479745824549, 'reg_alpha': 0.5213145437871105, 'reg_lambda': 1.2133766272997366}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:39,715] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 142, 'learning_rate': 0.017379778063029743, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9699581312566408, 'colsample_bytree': 0.8243136817742104, 'gamma': 4.020437039618468, 'reg_alpha': 0.4149717689896265, 'reg_lambda': 1.048269888062799}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:40,054] Trial 126 finished with value: 0.738095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.020345348899543522, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9877286807892899, 'colsample_bytree': 0.848856381657926, 'gamma': 3.7053914965453556, 'reg_alpha': 0.48371119429426335, 'reg_lambda': 1.1605361073136917}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:40,318] Trial 127 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 157, 'learning_rate': 0.018521714852405734, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9629006784905851, 'colsample_bytree': 0.8391332736860155, 'gamma': 3.8503023820248568, 'reg_alpha': 0.5285154235731135, 'reg_lambda': 0.9469763623907911}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:40,627] Trial 128 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 120, 'learning_rate': 0.02718660606742167, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9796050120323665, 'colsample_bytree': 0.8980924036423947, 'gamma': 3.470010078091051, 'reg_alpha': 0.5987930382036203, 'reg_lambda': 1.069827892212606}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,035] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.016539994228089345, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9922829522029806, 'colsample_bytree': 0.8768370416777602, 'gamma': 3.3434679242671184, 'reg_alpha': 0.49844790604450545, 'reg_lambda': 1.2321365174379748}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,282] Trial 130 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.015889361066655314, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9736645041197511, 'colsample_bytree': 0.8750238283254087, 'gamma': 3.279391470602923, 'reg_alpha': 0.681580355658984, 'reg_lambda': 1.2065640118747418}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,668] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.019525464558320348, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9937948205078079, 'colsample_bytree': 0.8873602056524725, 'gamma': 3.5416037814206565, 'reg_alpha': 0.5115247272782989, 'reg_lambda': 1.109355341371744}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:41,908] Trial 132 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 150, 'learning_rate': 0.29984472845397386, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9875626876545632, 'colsample_bytree': 0.8571665088233068, 'gamma': 3.366351864220351, 'reg_alpha': 0.46658924164223664, 'reg_lambda': 1.2226496485983944}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:42,285] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.023106413351573308, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9939752202422346, 'colsample_bytree': 0.8709432211964914, 'gamma': 3.7956246303091814, 'reg_alpha': 0.4962285888775503, 'reg_lambda': 1.0171025407711227}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:42,511] Trial 134 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.016752442889705246, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9825762139319385, 'colsample_bytree': 0.8176487090104833, 'gamma': 3.9748969027576337, 'reg_alpha': 0.6334700633461239, 'reg_lambda': 1.3058618355435616}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:42,848] Trial 135 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 159, 'learning_rate': 0.018135547839785084, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9677486809633415, 'colsample_bytree': 0.8460432894936429, 'gamma': 3.195493091868085, 'reg_alpha': 0.420026405735493, 'reg_lambda': 1.4306282776207642}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:43,200] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.020609595678333235, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9994515624870797, 'colsample_bytree': 0.8625815451597222, 'gamma': 2.99197761328153, 'reg_alpha': 0.6645470431310628, 'reg_lambda': 1.1744009073865027}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:43,550] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.022276393006228384, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9593856169316642, 'colsample_bytree': 0.8316111832945018, 'gamma': 3.670639215675273, 'reg_alpha': 0.6915972197113681, 'reg_lambda': 1.630060901087267}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:43,797] Trial 138 finished with value: 0.744047619047619 and parameters: {'n_estimators': 134, 'learning_rate': 0.015007208413520252, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9774331293690738, 'colsample_bytree': 0.8398514819246191, 'gamma': 2.8271881936383707, 'reg_alpha': 0.5599751760385696, 'reg_lambda': 0.9118766595091301}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,106] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.015041241787503488, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.976331976760997, 'colsample_bytree': 0.8018635804081446, 'gamma': 2.847192624656011, 'reg_alpha': 0.5627253492412805, 'reg_lambda': 0.8955987293969967}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,367] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.014847972347182074, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9773679867794747, 'colsample_bytree': 0.8029939449143255, 'gamma': 2.840618693644191, 'reg_alpha': 0.5561637530719065, 'reg_lambda': 0.8780116971811375}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,604] Trial 141 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.015651032101422845, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9779680359733339, 'colsample_bytree': 0.8031509356982449, 'gamma': 2.8861230594927973, 'reg_alpha': 0.5551309479211309, 'reg_lambda': 0.8796228730016965}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:44,895] Trial 142 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.015019348311439421, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9509844190585003, 'colsample_bytree': 0.8217717754661511, 'gamma': 2.8349425211903334, 'reg_alpha': 0.5463177989192773, 'reg_lambda': 1.2521791869435446}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,106] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 107, 'learning_rate': 0.01415217180971127, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9732359163638571, 'colsample_bytree': 0.8116987464096651, 'gamma': 3.0964030879469084, 'reg_alpha': 0.5693584427182834, 'reg_lambda': 0.8298658878689407}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,390] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.017771996563869942, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9835258301972086, 'colsample_bytree': 0.7857830291721661, 'gamma': 3.053510597871155, 'reg_alpha': 0.5287440697503106, 'reg_lambda': 0.9132342366745458}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,703] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 171, 'learning_rate': 0.016957944755611583, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9633598569544196, 'colsample_bytree': 0.6686145881243638, 'gamma': 2.7757729154430977, 'reg_alpha': 0.6046489452894616, 'reg_lambda': 1.35809161181348}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:45,972] Trial 146 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 113, 'learning_rate': 0.012441331320502232, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9877369269696408, 'colsample_bytree': 0.7998794180645427, 'gamma': 2.593010802465257, 'reg_alpha': 0.6279873054977921, 'reg_lambda': 1.7610099333500042}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,249] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.016263436367278436, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9744262235787514, 'colsample_bytree': 0.8258964127826741, 'gamma': 2.9678789179476226, 'reg_alpha': 0.5802851973487454, 'reg_lambda': 1.105647364204254}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,494] Trial 148 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 133, 'learning_rate': 0.014797695537009482, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8602125809835529, 'colsample_bytree': 0.931649568624851, 'gamma': 3.2733020762844585, 'reg_alpha': 0.4968281886798472, 'reg_lambda': 1.2847269390378275}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,715] Trial 149 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.01853288532791799, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9825952243305831, 'colsample_bytree': 0.7041575080052944, 'gamma': 3.155203251541383, 'reg_alpha': 0.569940558794327, 'reg_lambda': 1.17374410995271}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:46,988] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.016772327241722375, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9463950455598288, 'colsample_bytree': 0.8370697068472785, 'gamma': 2.8711188462681254, 'reg_alpha': 0.64865657951237, 'reg_lambda': 1.5150720455903155}. Best is trial 110 with value: 0.7529761904761905.
[I 2025-11-03 20:24:47,249] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.019467529704137815, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9995769076101989, 'colsample_bytree': 0.817447803982947, 'gamma': 2.975851413344564, 'reg_alpha': 0.6757837211855504, 'reg_lambda': 0.9592998525252192}. Best is trial 151 with value: 0.7559523809523809.
[I 2025-11-03 20:24:48,065] Trial 152 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.018459392720645687, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9921986708037154, 'colsample_bytree': 0.8173676049528248, 'gamma': 2.959087342665555, 'reg_alpha': 0.6646565256742126, 'reg_lambda': 0.9048242978787926}. Best is trial 151 with value: 0.7559523809523809.
[I 2025-11-03 20:24:48,354] Trial 153 finished with value: 0.755952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.018862551252818556, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9914694733281986, 'colsample_bytree': 0.8135828905515867, 'gamma': 3.027957734590251, 'reg_alpha': 0.6669249478535763, 'reg_lambda': 0.9922817160551699}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:48,610] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.021593752162121057, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9890848134053759, 'colsample_bytree': 0.8086387224005775, 'gamma': 2.9348415872545095, 'reg_alpha': 0.668163449071963, 'reg_lambda': 2.0683688592579514}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:48,930] Trial 155 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 145, 'learning_rate': 0.25055548788456344, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9918194032240829, 'colsample_bytree': 0.7918700051119194, 'gamma': 3.1935766960612155, 'reg_alpha': 0.6450061715610256, 'reg_lambda': 0.9808616982229182}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:49,170] Trial 156 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.017620384095322544, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9683818400576423, 'colsample_bytree': 0.7995682534932154, 'gamma': 3.3578418219111104, 'reg_alpha': 0.6792321435193345, 'reg_lambda': 0.8193267633920143}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:49,430] Trial 157 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 160, 'learning_rate': 0.018641232175070643, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9836046972072984, 'colsample_bytree': 0.8170069588850933, 'gamma': 2.7226796344221453, 'reg_alpha': 0.6177281019889455, 'reg_lambda': 1.0679242282038914}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:49,768] Trial 158 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 156, 'learning_rate': 0.015983029157882533, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997808547747863, 'colsample_bytree': 0.8149484175516439, 'gamma': 2.9916928148348934, 'reg_alpha': 0.7251742353703752, 'reg_lambda': 0.9164230343614208}. Best is trial 153 with value: 0.755952380952381.
[I 2025-11-03 20:24:50,033] Trial 159 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 156, 'learning_rate': 0.02399353244871816, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9991860817098797, 'colsample_bytree': 0.8264678791852036, 'gamma': 2.9928963160175015, 'reg_alpha': 0.7221568432648634, 'reg_lambda': 0.9906138634598811}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:50,388] Trial 160 finished with value: 0.6875 and parameters: {'n_estimators': 154, 'learning_rate': 0.024163079378908627, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9933572283525804, 'colsample_bytree': 0.8176875328259112, 'gamma': 3.0951207830938334, 'reg_alpha': 0.7336182403717566, 'reg_lambda': 0.9862889959806818}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:50,667] Trial 161 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 166, 'learning_rate': 0.021298167325032615, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9989152784126979, 'colsample_bytree': 0.8276017127180822, 'gamma': 2.9925013326820884, 'reg_alpha': 0.7204847132010483, 'reg_lambda': 0.9297204427139785}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:50,944] Trial 162 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 166, 'learning_rate': 0.022988668970869496, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9994354604441799, 'colsample_bytree': 0.828201992934639, 'gamma': 3.0033397442063006, 'reg_alpha': 0.7189669485452549, 'reg_lambda': 1.1328406535160362}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:51,295] Trial 163 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 167, 'learning_rate': 0.02308797977747883, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9892349269800451, 'colsample_bytree': 0.8270476475957347, 'gamma': 3.210945038293114, 'reg_alpha': 0.7300171125186048, 'reg_lambda': 1.1259450965543447}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:51,556] Trial 164 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.02135618581394891, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.998043663387316, 'colsample_bytree': 0.8107842921447506, 'gamma': 4.839048403034344, 'reg_alpha': 0.7049331926987086, 'reg_lambda': 1.0424258190152502}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:51,814] Trial 165 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 173, 'learning_rate': 0.026347386640423756, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9991114794666819, 'colsample_bytree': 0.822263934086937, 'gamma': 3.0220429257258328, 'reg_alpha': 0.7281396283275227, 'reg_lambda': 0.9424095615435852}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:52,170] Trial 166 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 174, 'learning_rate': 0.025958602727461973, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9991215888429811, 'colsample_bytree': 0.8212613581331486, 'gamma': 2.986788026144064, 'reg_alpha': 0.7192484717330745, 'reg_lambda': 0.97034210130375}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:52,416] Trial 167 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.024702532261238256, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.999871521943282, 'colsample_bytree': 0.7200522453077137, 'gamma': 3.424202160335197, 'reg_alpha': 0.7301840869293001, 'reg_lambda': 1.0144256976043873}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:52,904] Trial 168 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 179, 'learning_rate': 0.021957491865070306, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9889119859440929, 'colsample_bytree': 0.814158190059763, 'gamma': 3.316479517589933, 'reg_alpha': 0.6920497518388763, 'reg_lambda': 0.9411193792534203}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:53,144] Trial 169 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 156, 'learning_rate': 0.02879007315043006, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9868729118764364, 'colsample_bytree': 0.8269040079343638, 'gamma': 3.1743935647908335, 'reg_alpha': 0.6573761758424004, 'reg_lambda': 2.9921808909598964}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:53,515] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.023341913683171223, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9904281796932835, 'colsample_bytree': 0.8514986777733977, 'gamma': 3.0219349685833805, 'reg_alpha': 0.7105759451518877, 'reg_lambda': 0.8454227626302606}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:53,776] Trial 171 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.022804420237841766, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9918863997073954, 'colsample_bytree': 0.852388879602435, 'gamma': 3.0195029882315123, 'reg_alpha': 0.7123744638561652, 'reg_lambda': 0.8424348771972613}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:54,097] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 176, 'learning_rate': 0.023244140598613277, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9923850198817796, 'colsample_bytree': 0.8543595582953221, 'gamma': 3.067408679193845, 'reg_alpha': 0.7457343493047439, 'reg_lambda': 0.9239587918959647}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:54,365] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.022426042684292893, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9926966881409509, 'colsample_bytree': 0.8560906149087414, 'gamma': 3.0943558972061505, 'reg_alpha': 0.777709205042986, 'reg_lambda': 0.8635188067993751}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:54,743] Trial 174 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 181, 'learning_rate': 0.026784382682382882, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9906918731987945, 'colsample_bytree': 0.8684235801568174, 'gamma': 3.260310502013959, 'reg_alpha': 0.7482489475498718, 'reg_lambda': 0.8381328881390316}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,002] Trial 175 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 168, 'learning_rate': 0.027812247342989396, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9847520421226514, 'colsample_bytree': 0.8569065653063859, 'gamma': 2.980967074464796, 'reg_alpha': 0.7086498039882976, 'reg_lambda': 0.903766205437087}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,338] Trial 176 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 171, 'learning_rate': 0.024514506183751, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9839399603434194, 'colsample_bytree': 0.855994322780648, 'gamma': 2.9142777168341207, 'reg_alpha': 0.7178948766743345, 'reg_lambda': 0.8003214794567041}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,601] Trial 177 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 174, 'learning_rate': 0.024514230620398512, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9848946415954307, 'colsample_bytree': 0.8534337907718785, 'gamma': 2.6716871335477057, 'reg_alpha': 0.717188839527017, 'reg_lambda': 0.8160237681801431}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:55,963] Trial 178 finished with value: 0.755952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.027194952329692434, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9915263088811292, 'colsample_bytree': 0.8785994795517097, 'gamma': 2.658750565587191, 'reg_alpha': 0.7388278784101806, 'reg_lambda': 0.7079904080535713}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:56,212] Trial 179 finished with value: 0.675595238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.03066150333302551, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9919631500762172, 'colsample_bytree': 0.878639617949701, 'gamma': 2.628785408458695, 'reg_alpha': 0.8110036081143132, 'reg_lambda': 0.7240208667151901}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:56,569] Trial 180 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 188, 'learning_rate': 0.025407276230908094, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9919010771885169, 'colsample_bytree': 0.8489509831283107, 'gamma': 2.559266010515684, 'reg_alpha': 0.7644128905981645, 'reg_lambda': 0.8403878093060949}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:56,822] Trial 181 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.027570292096474526, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9850868812550779, 'colsample_bytree': 0.8975969359045988, 'gamma': 2.664325197611368, 'reg_alpha': 0.7076330179463339, 'reg_lambda': 0.9251261324133567}. Best is trial 159 with value: 0.7648809523809523.
[I 2025-11-03 20:24:57,089] Trial 182 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.02363687394943251, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9990253032188428, 'colsample_bytree': 0.8608867800830181, 'gamma': 2.762161808453646, 'reg_alpha': 0.7401803102361557, 'reg_lambda': 0.8879241231092253}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:57,408] Trial 183 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.02399540543868091, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9978505995858381, 'colsample_bytree': 0.8632120733785379, 'gamma': 2.788831267347216, 'reg_alpha': 0.7371013366770947, 'reg_lambda': 0.7219857113078708}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:57,663] Trial 184 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 183, 'learning_rate': 0.02324122230156644, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9926936730878582, 'colsample_bytree': 0.8890058997560564, 'gamma': 2.523476031419696, 'reg_alpha': 0.7845720866595305, 'reg_lambda': 0.7980726963738569}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:57,945] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.021671585095560664, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9827513385797358, 'colsample_bytree': 0.8705032223801409, 'gamma': 2.7074843676946467, 'reg_alpha': 0.7468765390178864, 'reg_lambda': 0.8634416471650253}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:58,351] Trial 186 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.024832540273546196, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9987191371278669, 'colsample_bytree': 0.8522930473302937, 'gamma': 2.4600098949019573, 'reg_alpha': 0.7635505271152868, 'reg_lambda': 0.9509219426905632}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:58,677] Trial 187 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 171, 'learning_rate': 0.026349214189727577, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9911511386548018, 'colsample_bytree': 0.8406502119139245, 'gamma': 2.7701819742687848, 'reg_alpha': 0.7258848480935862, 'reg_lambda': 0.7982359147971629}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:58,978] Trial 188 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.023245485273735936, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9998622413196652, 'colsample_bytree': 0.8815218395320811, 'gamma': 2.907924712383923, 'reg_alpha': 0.7458853502514105, 'reg_lambda': 0.6750437305141156}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:59,231] Trial 189 finished with value: 0.6875 and parameters: {'n_estimators': 178, 'learning_rate': 0.02350040568060562, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.99983711718485, 'colsample_bytree': 0.877084972410387, 'gamma': 2.896437296677072, 'reg_alpha': 0.7862764251465414, 'reg_lambda': 0.7470311361591969}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:59,484] Trial 190 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 167, 'learning_rate': 0.029865581934285623, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9709069603452322, 'colsample_bytree': 0.915902043436181, 'gamma': 2.76374313721273, 'reg_alpha': 0.7425287457031764, 'reg_lambda': 0.6566153344030524}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:24:59,837] Trial 191 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 160, 'learning_rate': 0.020803856057382164, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9998146457345904, 'colsample_bytree': 0.8325553247365873, 'gamma': 2.936775873875048, 'reg_alpha': 0.721262960519045, 'reg_lambda': 0.9196699998077553}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:00,170] Trial 192 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 160, 'learning_rate': 0.02281771808045118, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.985808836049112, 'colsample_bytree': 0.8871044361835152, 'gamma': 2.9054112413461795, 'reg_alpha': 0.71867484085109, 'reg_lambda': 0.920452184542695}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:00,539] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.026420363696241286, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9858533016439892, 'colsample_bytree': 0.894628425336258, 'gamma': 2.925118861440249, 'reg_alpha': 0.7008108532326743, 'reg_lambda': 0.9251493137406817}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:00,815] Trial 194 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 162, 'learning_rate': 0.021155127982500473, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8108983382025832, 'colsample_bytree': 0.8802527472066871, 'gamma': 3.016649214073462, 'reg_alpha': 0.730998841600736, 'reg_lambda': 0.8852215974590897}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:01,255] Trial 195 finished with value: 0.693452380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.02314079358672268, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9825544031992725, 'colsample_bytree': 0.888658979609089, 'gamma': 2.846589054084831, 'reg_alpha': 0.7599932551397042, 'reg_lambda': 0.8440107596134165}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:01,526] Trial 196 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 170, 'learning_rate': 0.02103366793517629, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9913480743133085, 'colsample_bytree': 0.8223162800408704, 'gamma': 2.6454315714237877, 'reg_alpha': 0.7174354762476591, 'reg_lambda': 0.9882552328645864}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:01,870] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.02507211247679384, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9818980210548873, 'colsample_bytree': 0.9095132613784671, 'gamma': 3.026495441401208, 'reg_alpha': 0.6985488084228252, 'reg_lambda': 0.9317533681997903}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:02,176] Trial 198 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 189, 'learning_rate': 0.022975425954139005, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9996262213066431, 'colsample_bytree': 0.8638915579240093, 'gamma': 2.909308107890934, 'reg_alpha': 0.7436509847010679, 'reg_lambda': 0.6819477303869799}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:02,591] Trial 199 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 187, 'learning_rate': 0.020075283338190877, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9998581761656123, 'colsample_bytree': 0.8651032747388406, 'gamma': 2.74522385953723, 'reg_alpha': 0.16556500828370063, 'reg_lambda': 0.75257938546963}. Best is trial 182 with value: 0.7708333333333334.
[I 2025-11-03 20:25:02,595] A new study created in memory with name: no-name-4edbb9af-b71d-42b6-a4dc-7fc70f0e7e53
[I 2025-11-03 20:25:03,001] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.12879493723361143, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7756449489013693, 'colsample_bytree': 0.6084777317187436, 'gamma': 4.715614276816344, 'reg_alpha': 0.11489550117884928, 'reg_lambda': 1.2445908940243182}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:25:03,253] Trial 1 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 176, 'learning_rate': 0.047838499585730096, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8636711354861968, 'colsample_bytree': 0.7720732434065729, 'gamma': 2.1536276309859224, 'reg_alpha': 0.4654202004238067, 'reg_lambda': 1.208168855373269}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:03,618] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 167, 'learning_rate': 0.1430108702085785, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.7977018099251101, 'colsample_bytree': 0.8642450619235248, 'gamma': 4.696915352175629, 'reg_alpha': 0.5617816329513252, 'reg_lambda': 2.0413751071589896}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:03,945] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.24874401255181927, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.8400514591200008, 'colsample_bytree': 0.8702040323405291, 'gamma': 4.104150442385678, 'reg_alpha': 0.30281811284903715, 'reg_lambda': 0.9053683346745127}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,185] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.0214398257028355, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9476520763298473, 'colsample_bytree': 0.6873357505581682, 'gamma': 2.317130787704462, 'reg_alpha': 0.6391609808169766, 'reg_lambda': 1.6986599712662}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,375] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.2926992371896368, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.7915185502628735, 'colsample_bytree': 0.6538409052107491, 'gamma': 0.5060031000372772, 'reg_alpha': 0.530946817656364, 'reg_lambda': 1.1019806449283902}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,705] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.15731634179024612, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.6690283839716865, 'colsample_bytree': 0.9664227178944826, 'gamma': 2.1781964008507266, 'reg_alpha': 0.6242394678766622, 'reg_lambda': 0.7993845918115373}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:04,844] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.04585861889625777, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.7441766032896082, 'colsample_bytree': 0.7402343941905666, 'gamma': 4.671345146731753, 'reg_alpha': 0.741147926884546, 'reg_lambda': 2.2116013209612184}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,183] Trial 8 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.1265943000239384, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9577734241387794, 'colsample_bytree': 0.880705601253225, 'gamma': 4.408206695207621, 'reg_alpha': 0.6096070916537265, 'reg_lambda': 2.939064229897046}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,409] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 95, 'learning_rate': 0.16951361737224974, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.6773700724560359, 'colsample_bytree': 0.6876243491025947, 'gamma': 2.385597252639652, 'reg_alpha': 0.28363415516175017, 'reg_lambda': 1.432694483003985}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,489] Trial 10 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.010380646344822162, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8818127837890283, 'colsample_bytree': 0.7855359980146185, 'gamma': 1.025173887520114, 'reg_alpha': 0.9912149233474807, 'reg_lambda': 0.5571688225749274}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,760] Trial 11 finished with value: 0.693452380952381 and parameters: {'n_estimators': 21, 'learning_rate': 0.01058900949075893, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8875529631019556, 'colsample_bytree': 0.780445839709846, 'gamma': 0.9845138945585306, 'reg_alpha': 0.9954794840147472, 'reg_lambda': 0.671868800223741}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:05,902] Trial 12 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 35, 'learning_rate': 0.04845325502849343, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8915169160708012, 'colsample_bytree': 0.7802733216693076, 'gamma': 1.2866172038630672, 'reg_alpha': 0.9384978469767066, 'reg_lambda': 0.5225952146529712}. Best is trial 1 with value: 0.7142857142857142.
[I 2025-11-03 20:25:06,208] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 137, 'learning_rate': 0.01058888486302988, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9996803985020352, 'colsample_bytree': 0.7396048573723764, 'gamma': 3.4758600289283192, 'reg_alpha': 0.3269890650858518, 'reg_lambda': 1.544540293775887}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:06,449] Trial 14 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.023845822980857086, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9858078907881945, 'colsample_bytree': 0.7391397541472629, 'gamma': 3.304710833971337, 'reg_alpha': 0.378986665878534, 'reg_lambda': 1.5895728933229656}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:06,902] Trial 15 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 203, 'learning_rate': 0.08130957892412821, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.994132529410394, 'colsample_bytree': 0.8425735617521651, 'gamma': 3.355296983428868, 'reg_alpha': 0.004727046253926781, 'reg_lambda': 2.3888279460741284}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:07,174] Trial 16 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 136, 'learning_rate': 0.02556309081610448, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7208883380016515, 'colsample_bytree': 0.9684044890860697, 'gamma': 3.0928353725211166, 'reg_alpha': 0.3998340443869438, 'reg_lambda': 1.9533067056852833}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:07,492] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 157, 'learning_rate': 0.014870973414520226, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.6155979203115338, 'colsample_bytree': 0.7257464744495674, 'gamma': 1.7132143965720306, 'reg_alpha': 0.18610212181088082, 'reg_lambda': 1.3782894680311333}. Best is trial 13 with value: 0.7261904761904762.
[I 2025-11-03 20:25:07,714] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 114, 'learning_rate': 0.07066342838789594, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9224035691283163, 'colsample_bytree': 0.8211791931340937, 'gamma': 3.7604820492299185, 'reg_alpha': 0.7683274931520045, 'reg_lambda': 1.0456680700038778}. Best is trial 18 with value: 0.7321428571428571.
[I 2025-11-03 20:25:08,026] Trial 19 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 105, 'learning_rate': 0.08876411967570585, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9355893190484725, 'colsample_bytree': 0.8274841298813811, 'gamma': 3.869142421564663, 'reg_alpha': 0.7865018721307941, 'reg_lambda': 1.029080569797236}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,173] Trial 20 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.09152754695554681, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9367136526333488, 'colsample_bytree': 0.9200510191543813, 'gamma': 3.9459888028737047, 'reg_alpha': 0.8362274684094969, 'reg_lambda': 0.9525110950830197}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,438] Trial 21 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 54, 'learning_rate': 0.07466454357722913, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9379478481772091, 'colsample_bytree': 0.9232337526498336, 'gamma': 3.9100638497885645, 'reg_alpha': 0.7892023157507845, 'reg_lambda': 0.9703444605718993}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,663] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 110, 'learning_rate': 0.0791276875827915, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9191233308157819, 'colsample_bytree': 0.8353662133043228, 'gamma': 3.8797659809266056, 'reg_alpha': 0.8334008534573363, 'reg_lambda': 0.9796516107544408}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:08,937] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 59, 'learning_rate': 0.10278034168720093, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.826258326296412, 'colsample_bytree': 0.9108852282051112, 'gamma': 2.9903871927515797, 'reg_alpha': 0.8630105614054804, 'reg_lambda': 0.7480873449901276}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:09,155] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 104, 'learning_rate': 0.06310097959433647, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.919776987317845, 'colsample_bytree': 0.9236417702651185, 'gamma': 4.996285486342261, 'reg_alpha': 0.7344006402950373, 'reg_lambda': 1.1295187462716099}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:09,452] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 85, 'learning_rate': 0.0316667717926665, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.960431777993758, 'colsample_bytree': 0.9990232371776733, 'gamma': 3.6506965398059967, 'reg_alpha': 0.7093109980262483, 'reg_lambda': 1.378065674808496}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:09,629] Trial 26 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 58, 'learning_rate': 0.10326922292624026, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9098427501168204, 'colsample_bytree': 0.8241675765827108, 'gamma': 2.8037562173369626, 'reg_alpha': 0.9058685521917215, 'reg_lambda': 1.8774231174740328}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,105] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.035652976536751896, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8537358579482829, 'colsample_bytree': 0.8227956923304622, 'gamma': 4.208318167189051, 'reg_alpha': 0.8094839223943242, 'reg_lambda': 0.8390614717528319}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,338] Trial 28 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 124, 'learning_rate': 0.06104835726614399, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9721849783117021, 'colsample_bytree': 0.8891141809707623, 'gamma': 3.826295377546322, 'reg_alpha': 0.6805335739277611, 'reg_lambda': 1.08829985771892}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,679] Trial 29 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.10148336954514979, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9274593708446786, 'colsample_bytree': 0.9500009160940872, 'gamma': 4.362457961735371, 'reg_alpha': 0.8860741025833296, 'reg_lambda': 1.2734779803131153}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:10,804] Trial 30 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.03719397753540844, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8262086696547654, 'colsample_bytree': 0.8003917848385507, 'gamma': 2.7480533426930416, 'reg_alpha': 0.7683262414145301, 'reg_lambda': 2.556530207555577}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,150] Trial 31 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 150, 'learning_rate': 0.06935616622800958, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9981688088261886, 'colsample_bytree': 0.7471320712323823, 'gamma': 3.5441891825637426, 'reg_alpha': 0.18931775027513978, 'reg_lambda': 1.6438323503051677}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,409] Trial 32 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.19458488799705057, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9658116189704586, 'colsample_bytree': 0.6237914356249122, 'gamma': 3.3552117790768845, 'reg_alpha': 0.4159713625541246, 'reg_lambda': 1.5683275912298122}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,766] Trial 33 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 144, 'learning_rate': 0.11980068023770318, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9013797213763913, 'colsample_bytree': 0.6949331162597023, 'gamma': 4.5161588155638, 'reg_alpha': 0.46662334291044893, 'reg_lambda': 1.234764296536735}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:11,976] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.08640882016856748, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9404696733492528, 'colsample_bytree': 0.8591674325124274, 'gamma': 4.033629439380591, 'reg_alpha': 0.31602958721441177, 'reg_lambda': 1.4759144307883854}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:12,334] Trial 35 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.04806562266610597, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8620483706172563, 'colsample_bytree': 0.8038058848205426, 'gamma': 3.5836964094016652, 'reg_alpha': 0.6722464307588178, 'reg_lambda': 0.9712398622126599}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:12,577] Trial 36 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 157, 'learning_rate': 0.21318071419670154, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9752818077289338, 'colsample_bytree': 0.7109728191968426, 'gamma': 4.144966017598964, 'reg_alpha': 0.9308891861790367, 'reg_lambda': 1.2188440889177365}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:12,986] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.016673276737448263, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9496542584552511, 'colsample_bytree': 0.7632785120221114, 'gamma': 2.6682080885657538, 'reg_alpha': 0.5547600741800507, 'reg_lambda': 0.7389775331653269}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:13,233] Trial 38 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 99, 'learning_rate': 0.05954743643862637, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8740742895647702, 'colsample_bytree': 0.8558737530521884, 'gamma': 3.093973161321045, 'reg_alpha': 0.504983127311672, 'reg_lambda': 1.797806840540785}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:13,527] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.13787980229449723, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7656080075954829, 'colsample_bytree': 0.6537851096416968, 'gamma': 0.024900386935113428, 'reg_alpha': 0.6150483413274989, 'reg_lambda': 1.0602023818779116}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:13,755] Trial 40 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 115, 'learning_rate': 0.0915951625214346, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9983855201110147, 'colsample_bytree': 0.8957765926003951, 'gamma': 4.933246499630376, 'reg_alpha': 0.20644951200030565, 'reg_lambda': 2.069040545723658}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:14,126] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.014240697539101925, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9412023630387982, 'colsample_bytree': 0.7558897377560785, 'gamma': 2.5867989800645237, 'reg_alpha': 0.5515955740113182, 'reg_lambda': 0.6335543585651107}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:14,434] Trial 42 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 230, 'learning_rate': 0.012528469320750777, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.944873279853541, 'colsample_bytree': 0.7687105340912921, 'gamma': 3.7083404870922423, 'reg_alpha': 0.573395865822637, 'reg_lambda': 0.813703929808295}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:14,844] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.01822690065214676, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9681696300667864, 'colsample_bytree': 0.809893056033216, 'gamma': 3.4161588916130174, 'reg_alpha': 0.8350412344589963, 'reg_lambda': 0.6787453843492355}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:15,127] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.015086646254178094, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9025086131345662, 'colsample_bytree': 0.7128105992799687, 'gamma': 1.9505050182959436, 'reg_alpha': 0.7540317525609178, 'reg_lambda': 0.8775392014611807}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:15,541] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 187, 'learning_rate': 0.011812329759354106, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.9540091604552967, 'colsample_bytree': 0.7590048324834991, 'gamma': 4.616232831011864, 'reg_alpha': 0.6651715656653694, 'reg_lambda': 0.5042564169629803}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:15,750] Trial 46 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 84, 'learning_rate': 0.020627645666634473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9811070770695577, 'colsample_bytree': 0.6590745742488455, 'gamma': 4.2075391985333725, 'reg_alpha': 0.3473370859598932, 'reg_lambda': 1.313352623114747}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,027] Trial 47 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 125, 'learning_rate': 0.11673679360441208, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9244377642817542, 'colsample_bytree': 0.7862784220121847, 'gamma': 2.939821172264133, 'reg_alpha': 0.2555757792270612, 'reg_lambda': 1.1463610174826249}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,309] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.15685994340314094, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8384286259585607, 'colsample_bytree': 0.8757323342070421, 'gamma': 2.5556704542036996, 'reg_alpha': 0.453770915242243, 'reg_lambda': 0.7445866887938484}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,578] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 176, 'learning_rate': 0.054135611437469415, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8810161005647701, 'colsample_bytree': 0.7314210944332672, 'gamma': 3.165827051380477, 'reg_alpha': 0.016214679681021416, 'reg_lambda': 1.0099893598452336}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:16,834] Trial 50 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 70, 'learning_rate': 0.01002862303214213, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9851180257482206, 'colsample_bytree': 0.8226908761721448, 'gamma': 2.290678684175023, 'reg_alpha': 0.9677178247690129, 'reg_lambda': 0.6225568345923114}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:17,074] Trial 51 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.010114592271294767, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9550449433054127, 'colsample_bytree': 0.844674481001811, 'gamma': 1.962584516801045, 'reg_alpha': 0.9532881908178008, 'reg_lambda': 0.5849657814907775}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:17,312] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 72, 'learning_rate': 0.012308588823184316, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9844708471796046, 'colsample_bytree': 0.8225595356720482, 'gamma': 2.26979820804402, 'reg_alpha': 0.9754387442149387, 'reg_lambda': 0.9313152056780108}. Best is trial 19 with value: 0.7440476190476191.
[I 2025-11-03 20:25:17,521] Trial 53 finished with value: 0.761904761904762 and parameters: {'n_estimators': 76, 'learning_rate': 0.012489856486232232, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9846283090756953, 'colsample_bytree': 0.826381106683084, 'gamma': 1.7212314015861905, 'reg_alpha': 0.9574422719635358, 'reg_lambda': 0.9055681747020995}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:17,725] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 71, 'learning_rate': 0.013076382198380157, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.980682377069866, 'colsample_bytree': 0.8262457168675422, 'gamma': 1.6773378696746997, 'reg_alpha': 0.9963369152593446, 'reg_lambda': 0.9027134866089641}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:17,996] Trial 55 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 69, 'learning_rate': 0.06917680230417202, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9300612812027751, 'colsample_bytree': 0.8484914965824628, 'gamma': 1.681427640955587, 'reg_alpha': 0.8956797573944174, 'reg_lambda': 0.9007173487110317}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:18,285] Trial 56 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 90, 'learning_rate': 0.013315047302074735, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.982214617646619, 'colsample_bytree': 0.833584361436043, 'gamma': 1.3209741834217419, 'reg_alpha': 0.9986461141389447, 'reg_lambda': 0.6795483079323849}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:18,488] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.02623059442658164, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9057205491793098, 'colsample_bytree': 0.8708489830865767, 'gamma': 1.3348770231923113, 'reg_alpha': 0.9335469837500155, 'reg_lambda': 1.1534541693470526}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:18,747] Trial 58 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.018444358246754933, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7093330937767138, 'colsample_bytree': 0.7891490753681644, 'gamma': 1.6726865793102819, 'reg_alpha': 0.8559782875344857, 'reg_lambda': 0.8276056190839668}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,049] Trial 59 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 62, 'learning_rate': 0.09326648275548641, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.962256217745065, 'colsample_bytree': 0.8107676545212672, 'gamma': 1.0079509790885788, 'reg_alpha': 0.7991326695065882, 'reg_lambda': 1.042999579082247}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,275] Trial 60 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 82, 'learning_rate': 0.09627218890436921, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9621791471883709, 'colsample_bytree': 0.9055487538522058, 'gamma': 0.775704437154269, 'reg_alpha': 0.8122586862806938, 'reg_lambda': 1.0726617059494101}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,554] Trial 61 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 59, 'learning_rate': 0.07633499294986458, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9728164896245516, 'colsample_bytree': 0.8170292727204362, 'gamma': 2.079009464605159, 'reg_alpha': 0.9625422831079555, 'reg_lambda': 1.0106285957172902}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,745] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.1099567410169523, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9133353223329722, 'colsample_bytree': 0.809794319044544, 'gamma': 1.523237484494805, 'reg_alpha': 0.868502247001541, 'reg_lambda': 1.0050505684593525}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:19,993] Trial 63 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.08151657797040221, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9348429881979692, 'colsample_bytree': 0.8118871056406574, 'gamma': 1.5659193157694142, 'reg_alpha': 0.9114890689254177, 'reg_lambda': 1.3282882105941205}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,165] Trial 64 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.11218644556968348, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9711290266799989, 'colsample_bytree': 0.7892631208351487, 'gamma': 1.0353724992556963, 'reg_alpha': 0.8684868266492055, 'reg_lambda': 0.9142689094179361}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,342] Trial 65 finished with value: 0.6875 and parameters: {'n_estimators': 50, 'learning_rate': 0.1390225309624098, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9542299464378121, 'colsample_bytree': 0.8389388664982469, 'gamma': 1.9842707996605977, 'reg_alpha': 0.7186263744426947, 'reg_lambda': 2.9274886276341845}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,595] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.08876085914990092, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.915366996010775, 'colsample_bytree': 0.7769476322705042, 'gamma': 0.6403034270280412, 'reg_alpha': 0.8000985492382222, 'reg_lambda': 1.165917076052578}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:20,841] Trial 67 finished with value: 0.738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.04097463349448728, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.892927270703195, 'colsample_bytree': 0.9442582553370604, 'gamma': 1.0933949501527855, 'reg_alpha': 0.843040322250684, 'reg_lambda': 0.976744060002222}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,234] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 59, 'learning_rate': 0.0433944005769599, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8877674083049694, 'colsample_bytree': 0.9468812160220862, 'gamma': 1.1232340302539328, 'reg_alpha': 0.8485862057927127, 'reg_lambda': 1.0202363471290867}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,420] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 42, 'learning_rate': 0.054101032043214675, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8720293158057866, 'colsample_bytree': 0.9803891164915808, 'gamma': 0.34110028294953754, 'reg_alpha': 0.8825160125143409, 'reg_lambda': 1.4333847532820139}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,619] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 23, 'learning_rate': 0.07393102863210256, 'max_depth': 8, 'min_child_weight': 17, 'subsample': 0.8063497237181029, 'colsample_bytree': 0.9888583564338062, 'gamma': 0.22511109401488333, 'reg_alpha': 0.8894459080200017, 'reg_lambda': 1.3738438185863093}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:21,884] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 42, 'learning_rate': 0.05610176584755951, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.895697950548101, 'colsample_bytree': 0.9755187745782845, 'gamma': 1.443466791370552, 'reg_alpha': 0.7810971218111329, 'reg_lambda': 1.4556870206662602}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,071] Trial 72 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 64, 'learning_rate': 0.10881670938718789, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.854394672841387, 'colsample_bytree': 0.9492638919770673, 'gamma': 0.8255273639297734, 'reg_alpha': 0.8207981772112829, 'reg_lambda': 1.2486353942918003}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,326] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 54, 'learning_rate': 0.06573006299917099, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9323121919320213, 'colsample_bytree': 0.9287637459989774, 'gamma': 0.39855055071692247, 'reg_alpha': 0.9404762765001571, 'reg_lambda': 0.780246346858864}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,464] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.0670376927727418, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9289937292891134, 'colsample_bytree': 0.9366127591654935, 'gamma': 0.3812059317460612, 'reg_alpha': 0.9306072452419782, 'reg_lambda': 0.7876716115292319}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,826] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.08357691506202723, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9138547620406722, 'colsample_bytree': 0.9773422039387831, 'gamma': 0.028817861450904203, 'reg_alpha': 0.9556137204389469, 'reg_lambda': 1.101943174861558}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:22,935] Trial 76 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 26, 'learning_rate': 0.1282397320536609, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9164546062623781, 'colsample_bytree': 0.9627338869917028, 'gamma': 0.024378998237184098, 'reg_alpha': 0.9619671064783412, 'reg_lambda': 1.073959455541693}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,300] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.05214312375508036, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.868080628229883, 'colsample_bytree': 0.9798005778534876, 'gamma': 0.43888471766295184, 'reg_alpha': 0.8869577139631056, 'reg_lambda': 1.6840642123485474}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,545] Trial 78 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 101, 'learning_rate': 0.08091794199643676, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9483625738121699, 'colsample_bytree': 0.9954451406908648, 'gamma': 0.17930936009659426, 'reg_alpha': 0.9204456003748579, 'reg_lambda': 1.1914790762133325}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,662] Trial 79 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 27, 'learning_rate': 0.06396449502583541, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9123700607968819, 'colsample_bytree': 0.9592914179370507, 'gamma': 0.5841435034663578, 'reg_alpha': 0.9420367973444591, 'reg_lambda': 0.8520384930130243}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:23,853] Trial 80 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 30, 'learning_rate': 0.0599868379250483, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6148123593011434, 'colsample_bytree': 0.9625706013177286, 'gamma': 0.5984262118909376, 'reg_alpha': 0.8810970986216811, 'reg_lambda': 0.7506683180847404}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,012] Trial 81 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 38, 'learning_rate': 0.0764553375637056, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9105032630057414, 'colsample_bytree': 0.9346075172367816, 'gamma': 0.24440658098704665, 'reg_alpha': 0.9411423776596463, 'reg_lambda': 1.101451248737975}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,278] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 53, 'learning_rate': 0.09852642931873237, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8804346394819259, 'colsample_bytree': 0.9313099908244297, 'gamma': 0.3138614962657064, 'reg_alpha': 0.9145770083375212, 'reg_lambda': 1.0155107612721057}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,513] Trial 83 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 40, 'learning_rate': 0.2783279792308953, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9603304862741733, 'colsample_bytree': 0.8853987421287665, 'gamma': 0.8103965130181991, 'reg_alpha': 0.9521586359181455, 'reg_lambda': 0.8456859869859845}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,738] Trial 84 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 46, 'learning_rate': 0.06510504454472346, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9388640910971031, 'colsample_bytree': 0.7991060382394157, 'gamma': 0.6339334945222665, 'reg_alpha': 0.868194186911305, 'reg_lambda': 1.5119584653854783}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:24,971] Trial 85 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.07481789591578965, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9922869655236788, 'colsample_bytree': 0.9111383612760477, 'gamma': 2.122999327731581, 'reg_alpha': 0.9707154653589086, 'reg_lambda': 0.9586814979302034}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,164] Trial 86 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 24, 'learning_rate': 0.07694165222495764, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9929791058567846, 'colsample_bytree': 0.9585864177838912, 'gamma': 2.1337407681543077, 'reg_alpha': 0.9790807163057004, 'reg_lambda': 1.2904168901334017}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,277] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.09261613105393986, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9909382416776326, 'colsample_bytree': 0.9104212305345429, 'gamma': 1.84632844938545, 'reg_alpha': 0.9045921277025202, 'reg_lambda': 0.9455813941964454}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,524] Trial 88 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 29, 'learning_rate': 0.07375950180030123, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9903501419992178, 'colsample_bytree': 0.9078204278300033, 'gamma': 2.3891820860129926, 'reg_alpha': 0.9021044987568307, 'reg_lambda': 0.8643273034336098}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,620] Trial 89 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 20, 'learning_rate': 0.09420325384799559, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9747642370055692, 'colsample_bytree': 0.9156242417742677, 'gamma': 1.7867175056265692, 'reg_alpha': 0.9863976624896762, 'reg_lambda': 1.1279346469167046}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:25,781] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 36, 'learning_rate': 0.05157293506690391, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9691091870304702, 'colsample_bytree': 0.8640920446078961, 'gamma': 1.8482068700508347, 'reg_alpha': 0.916865348363042, 'reg_lambda': 0.917104393579418}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,055] Trial 91 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 63, 'learning_rate': 0.10492480643966567, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9451981318709082, 'colsample_bytree': 0.8953148343618594, 'gamma': 2.1615301022422058, 'reg_alpha': 0.8623862870951798, 'reg_lambda': 0.9589036024506999}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,185] Trial 92 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 28, 'learning_rate': 0.12206353977819308, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9980162980501031, 'colsample_bytree': 0.8072900958547445, 'gamma': 1.1815324214830758, 'reg_alpha': 0.9499679765646385, 'reg_lambda': 1.0373694461164158}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,446] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 76, 'learning_rate': 0.09015675198495088, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.963951860500026, 'colsample_bytree': 0.851361948849435, 'gamma': 2.021819554490377, 'reg_alpha': 0.7905613312298009, 'reg_lambda': 1.222058604609711}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:26,771] Trial 94 finished with value: 0.755952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.08604134317279363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9036400957537921, 'colsample_bytree': 0.9397121232914634, 'gamma': 0.5149065558828554, 'reg_alpha': 0.831533861565105, 'reg_lambda': 0.6974030249490888}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,027] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 107, 'learning_rate': 0.07336384496752907, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.900241130141322, 'colsample_bytree': 0.9727708496701504, 'gamma': 0.5421160158886613, 'reg_alpha': 0.7608097580809672, 'reg_lambda': 0.7395364540631917}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,382] Trial 96 finished with value: 0.738095238095238 and parameters: {'n_estimators': 93, 'learning_rate': 0.05708090820568592, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8982573707113467, 'colsample_bytree': 0.9380189315315748, 'gamma': 0.19107834688573044, 'reg_alpha': 0.7609335745672698, 'reg_lambda': 0.5683798828294083}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,602] Trial 97 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.07243103953267944, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9047966126830101, 'colsample_bytree': 0.9540794989915209, 'gamma': 0.5039467905127933, 'reg_alpha': 0.7326697750791751, 'reg_lambda': 0.7464214763907556}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:27,966] Trial 98 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 89, 'learning_rate': 0.08451987196051788, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.922427225990647, 'colsample_bytree': 0.9689727476645086, 'gamma': 2.37838394731437, 'reg_alpha': 0.8277664327431467, 'reg_lambda': 0.6782880317873352}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:28,192] Trial 99 finished with value: 0.744047619047619 and parameters: {'n_estimators': 118, 'learning_rate': 0.028692602818252564, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.885299235771119, 'colsample_bytree': 0.9885992734288427, 'gamma': 0.7257643470838293, 'reg_alpha': 0.9770576295572976, 'reg_lambda': 0.6988753607012028}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:28,510] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.026115918338842064, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8423815960784601, 'colsample_bytree': 0.980235915660382, 'gamma': 0.856687947454505, 'reg_alpha': 0.9679102652284973, 'reg_lambda': 0.7109260081168086}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:28,800] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.029922809202886168, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8721064538338696, 'colsample_bytree': 0.9875844984310097, 'gamma': 0.6801586031522182, 'reg_alpha': 0.998561115279164, 'reg_lambda': 0.8161773066836322}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,153] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.06270808945350832, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8846737642607406, 'colsample_bytree': 0.9224346763134149, 'gamma': 0.29041300667503817, 'reg_alpha': 0.9290369184750809, 'reg_lambda': 0.8675663315424287}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,373] Trial 103 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 120, 'learning_rate': 0.07779941426289677, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8597241516470758, 'colsample_bytree': 0.9988624799237691, 'gamma': 0.5117164492169965, 'reg_alpha': 0.9014533991828166, 'reg_lambda': 0.6612300237171714}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,673] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.06979122166719015, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8773828996749796, 'colsample_bytree': 0.9876507279371749, 'gamma': 0.1279460714426004, 'reg_alpha': 0.9693321036832709, 'reg_lambda': 0.6074903880729967}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:29,921] Trial 105 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 141, 'learning_rate': 0.04596000141667485, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8912013263515879, 'colsample_bytree': 0.9714323072884167, 'gamma': 0.5466187844935056, 'reg_alpha': 0.9475072740266386, 'reg_lambda': 0.5090891043531933}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,098] Trial 106 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 35, 'learning_rate': 0.022816950462040807, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9759991329997105, 'colsample_bytree': 0.9005798221861294, 'gamma': 0.8882245136981437, 'reg_alpha': 0.701575113694248, 'reg_lambda': 0.9338800431392705}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,395] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.08528736873973088, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9088290829061854, 'colsample_bytree': 0.941191783158885, 'gamma': 0.7208557244032214, 'reg_alpha': 0.6401526709106246, 'reg_lambda': 0.7187798503384463}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,620] Trial 108 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 81, 'learning_rate': 0.030384494461726395, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9896031492572805, 'colsample_bytree': 0.9552001919089281, 'gamma': 2.0615572771262958, 'reg_alpha': 0.8801055616503146, 'reg_lambda': 0.8167224808108454}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:30,963] Trial 109 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.03204101774545362, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.990969288315333, 'colsample_bytree': 0.9544041998133932, 'gamma': 1.8355179285212089, 'reg_alpha': 0.8748381477553434, 'reg_lambda': 0.7991913449241455}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:31,162] Trial 110 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 85, 'learning_rate': 0.019445458532974292, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9883779853298332, 'colsample_bytree': 0.9152494309489998, 'gamma': 2.5061539113831635, 'reg_alpha': 0.8329282227407021, 'reg_lambda': 0.960855064498391}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:31,471] Trial 111 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 89, 'learning_rate': 0.011165900852783723, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9771840510224072, 'colsample_bytree': 0.9309196750620454, 'gamma': 0.9304547548008437, 'reg_alpha': 0.9029038788940357, 'reg_lambda': 0.8618652002432514}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:31,820] Trial 112 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 97, 'learning_rate': 0.01617552885640248, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9024146558928083, 'colsample_bytree': 0.9687642011738529, 'gamma': 2.0748921392839743, 'reg_alpha': 0.9350357874858716, 'reg_lambda': 0.629441917921934}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,110] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 74, 'learning_rate': 0.07849809928789626, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9525914717254872, 'colsample_bytree': 0.9590014314638566, 'gamma': 1.8708440353551143, 'reg_alpha': 0.9815784057927415, 'reg_lambda': 0.7888330723599675}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,343] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.0986507209533268, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9228808572952713, 'colsample_bytree': 0.9478793958734107, 'gamma': 2.228020163928354, 'reg_alpha': 0.8425351118623196, 'reg_lambda': 0.884694971788314}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,666] Trial 115 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 110, 'learning_rate': 0.028858731224007873, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7777629624929544, 'colsample_bytree': 0.9865213721238162, 'gamma': 1.5773688974257172, 'reg_alpha': 0.8874632874406353, 'reg_lambda': 0.7038562237187397}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:32,757] Trial 116 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.05043106298008253, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9992316476656261, 'colsample_bytree': 0.9395086623674375, 'gamma': 0.3855058596517226, 'reg_alpha': 0.923974868719422, 'reg_lambda': 0.544792915353971}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,062] Trial 117 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.03878346149906562, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9835420843255986, 'colsample_bytree': 0.8334500096360218, 'gamma': 0.3125682744160443, 'reg_alpha': 0.9157208609285915, 'reg_lambda': 0.5553406211398628}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,196] Trial 118 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 21, 'learning_rate': 0.051061272300091866, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9990292645449512, 'colsample_bytree': 0.9239386544625182, 'gamma': 0.40568466587771623, 'reg_alpha': 0.8489483932245195, 'reg_lambda': 0.6316959541112948}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,427] Trial 119 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.03600083672163403, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.625743018166981, 'colsample_bytree': 0.8879866664653627, 'gamma': 0.13150008154990392, 'reg_alpha': 0.9652214865812131, 'reg_lambda': 0.5607500775369882}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,683] Trial 120 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 44, 'learning_rate': 0.042004601131403946, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9699474680830422, 'colsample_bytree': 0.9343215791632344, 'gamma': 2.356395608022754, 'reg_alpha': 0.8229536914149009, 'reg_lambda': 1.836858370802171}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:33,790] Trial 121 finished with value: 0.7470238095238096 and parameters: {'n_estimators': 31, 'learning_rate': 0.05892624507966401, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9893600182555946, 'colsample_bytree': 0.9428288895103055, 'gamma': 0.4752283947506213, 'reg_alpha': 0.9402094328498052, 'reg_lambda': 0.8269460177811014}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,068] Trial 122 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 31, 'learning_rate': 0.058144435907424956, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9854793989458391, 'colsample_bytree': 0.9412316485962433, 'gamma': 0.4572743507037844, 'reg_alpha': 0.9278377736579235, 'reg_lambda': 0.7586495543984693}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,218] Trial 123 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 38, 'learning_rate': 0.047906603425378634, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.998899408809925, 'colsample_bytree': 0.9141999180592552, 'gamma': 0.271176555907795, 'reg_alpha': 0.9821682262828042, 'reg_lambda': 1.0871507487349903}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,529] Trial 124 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 55, 'learning_rate': 0.06854665256059964, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9792313249123606, 'colsample_bytree': 0.968557979923782, 'gamma': 2.0963945607459875, 'reg_alpha': 0.7792881727750152, 'reg_lambda': 1.6081356069513235}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,789] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 24, 'learning_rate': 0.06109538501659552, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9898108753293267, 'colsample_bytree': 0.8790849574625537, 'gamma': 2.655551051857784, 'reg_alpha': 0.8868538625254391, 'reg_lambda': 0.9786085174193659}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:34,950] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 20, 'learning_rate': 0.055969033131705426, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9864000295825097, 'colsample_bytree': 0.9041392919284348, 'gamma': 0.3504727793458766, 'reg_alpha': 0.8832345153552966, 'reg_lambda': 0.657491109256497}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,051] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.05001334724060296, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9957983442890856, 'colsample_bytree': 0.8801960404570548, 'gamma': 2.817789015782273, 'reg_alpha': 0.9005453051655405, 'reg_lambda': 0.9462784884861936}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,271] Trial 128 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 31, 'learning_rate': 0.044330784109534005, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9569845271034626, 'colsample_bytree': 0.9265465941473614, 'gamma': 3.256198765918078, 'reg_alpha': 0.8557779517232827, 'reg_lambda': 0.8237786462869299}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,419] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 26, 'learning_rate': 0.061950282150704195, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9672933439075013, 'colsample_bytree': 0.8965187439607096, 'gamma': 0.7295962109137536, 'reg_alpha': 0.8021129087869394, 'reg_lambda': 0.9144827343032289}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,562] Trial 130 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 26, 'learning_rate': 0.061568752555098846, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.991395977672621, 'colsample_bytree': 0.8929316013048585, 'gamma': 0.5199471118858209, 'reg_alpha': 0.743400881515183, 'reg_lambda': 0.9817510763910101}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,815] Trial 131 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 34, 'learning_rate': 0.05499542339516692, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9658819476113897, 'colsample_bytree': 0.9099364320310113, 'gamma': 0.7341236807699416, 'reg_alpha': 0.8085337430480042, 'reg_lambda': 0.9195354025628668}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:35,983] Trial 132 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 39, 'learning_rate': 0.07171926778561243, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9795002069157527, 'colsample_bytree': 0.9185638414171673, 'gamma': 1.4279981832070743, 'reg_alpha': 0.9172787856360167, 'reg_lambda': 0.7768705073283765}. Best is trial 53 with value: 0.761904761904762.
[I 2025-11-03 20:25:36,266] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 29, 'learning_rate': 0.06568923522621466, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9993088399940544, 'colsample_bytree': 0.8678904890248593, 'gamma': 0.10356010099424556, 'reg_alpha': 0.8665003734353937, 'reg_lambda': 0.7055389779743211}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,393] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.06036024240650904, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9901713659363973, 'colsample_bytree': 0.881706917256509, 'gamma': 0.09744118590783035, 'reg_alpha': 0.8638149259708091, 'reg_lambda': 2.2189960359649867}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,607] Trial 135 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 20, 'learning_rate': 0.0669091127722193, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.973079036205219, 'colsample_bytree': 0.8637388988971442, 'gamma': 4.81732524455342, 'reg_alpha': 0.8000753710202861, 'reg_lambda': 1.11264468689657}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,727] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.0883101571190841, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9986727766022004, 'colsample_bytree': 0.8694517202014217, 'gamma': 0.22391228626262594, 'reg_alpha': 0.7683911310365984, 'reg_lambda': 0.8917130172196329}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:36,944] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 45, 'learning_rate': 0.08094726586179488, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9848882214195676, 'colsample_bytree': 0.9371636314019403, 'gamma': 0.4221675403672621, 'reg_alpha': 0.8821181212584983, 'reg_lambda': 0.823393219810462}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,120] Trial 138 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.07277895882677736, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9634534262292519, 'colsample_bytree': 0.9010962965832875, 'gamma': 4.361402386447462, 'reg_alpha': 0.11882212818162341, 'reg_lambda': 1.0465487215071252}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,341] Trial 139 finished with value: 0.75 and parameters: {'n_estimators': 26, 'learning_rate': 0.07686197714855376, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9812277582516703, 'colsample_bytree': 0.8736692179084734, 'gamma': 0.09478580027901173, 'reg_alpha': 0.8242220470500905, 'reg_lambda': 0.9910125149984578}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,551] Trial 140 finished with value: 0.693452380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.09161761689419008, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9491128715021411, 'colsample_bytree': 0.8559311942160766, 'gamma': 0.007734168458927937, 'reg_alpha': 0.820242122173343, 'reg_lambda': 1.4084987168427383}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,794] Trial 141 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.07643462432618185, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9806109349882506, 'colsample_bytree': 0.8745581438134837, 'gamma': 0.13609055959443392, 'reg_alpha': 0.8404808092520901, 'reg_lambda': 0.997565408432512}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:37,910] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.06274759067316885, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9999569904240578, 'colsample_bytree': 0.891073949617953, 'gamma': 0.301719905202768, 'reg_alpha': 0.7864417476572205, 'reg_lambda': 0.93389244594786}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,151] Trial 143 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.06514761379356461, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9986321831031165, 'colsample_bytree': 0.8870771714599182, 'gamma': 0.26125673743200656, 'reg_alpha': 0.8003332197818472, 'reg_lambda': 0.8992427593453264}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,274] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 35, 'learning_rate': 0.05281883399527139, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9924077655955432, 'colsample_bytree': 0.892650066605356, 'gamma': 0.2519160667087073, 'reg_alpha': 0.7972376117839132, 'reg_lambda': 1.1894157295426246}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,424] Trial 145 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 34, 'learning_rate': 0.06606628770453457, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9935807626181302, 'colsample_bytree': 0.893287358135999, 'gamma': 0.22270678719246492, 'reg_alpha': 0.7918476338315135, 'reg_lambda': 1.152507437831695}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,621] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.0643408678087622, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9996938131429911, 'colsample_bytree': 0.8989449001453815, 'gamma': 0.09721577530019339, 'reg_alpha': 0.7267146668484185, 'reg_lambda': 1.0605230123483624}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,791] Trial 147 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 29, 'learning_rate': 0.05359199679379287, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999378457380053, 'colsample_bytree': 0.8871923696946593, 'gamma': 0.11367145136678261, 'reg_alpha': 0.7288168628536159, 'reg_lambda': 0.8905571587215687}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:38,896] Trial 148 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 28, 'learning_rate': 0.052074569680474386, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.974057767621163, 'colsample_bytree': 0.9027488764681418, 'gamma': 0.08301228594187668, 'reg_alpha': 0.7016275623776661, 'reg_lambda': 1.0697619163463472}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,168] Trial 149 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 29, 'learning_rate': 0.04685306677465555, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9735750297806892, 'colsample_bytree': 0.9002963676644626, 'gamma': 0.0829327967394031, 'reg_alpha': 0.6950163413022081, 'reg_lambda': 1.045998249172729}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,284] Trial 150 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 20, 'learning_rate': 0.05423413414374074, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9824722158245407, 'colsample_bytree': 0.9097958984354744, 'gamma': 0.10555137556338394, 'reg_alpha': 0.7381059137305314, 'reg_lambda': 1.1921669413424087}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,451] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.0579740899678617, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.990090188528628, 'colsample_bytree': 0.8873681963849706, 'gamma': 0.2244032301024504, 'reg_alpha': 0.7144374376911671, 'reg_lambda': 1.097573691850363}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,696] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 28, 'learning_rate': 0.057967549729962285, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9908945193561364, 'colsample_bytree': 0.866250215221649, 'gamma': 0.015172988682576716, 'reg_alpha': 0.6840396946796632, 'reg_lambda': 0.9408092706507851}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:39,883] Trial 153 finished with value: 0.761904761904762 and parameters: {'n_estimators': 42, 'learning_rate': 0.049360534806664774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9990426252510035, 'colsample_bytree': 0.8698250282138894, 'gamma': 0.01484133402367524, 'reg_alpha': 0.6602372627443307, 'reg_lambda': 0.9418881366501053}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,165] Trial 154 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 43, 'learning_rate': 0.03948090162170035, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9693362933149349, 'colsample_bytree': 0.8630209553168297, 'gamma': 0.012097006349650177, 'reg_alpha': 0.6593566510895692, 'reg_lambda': 1.0149854182992326}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,272] Trial 155 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 26, 'learning_rate': 0.050769413489344564, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9766652258963043, 'colsample_bytree': 0.8726758834278263, 'gamma': 0.005999283682648458, 'reg_alpha': 0.5826875736381217, 'reg_lambda': 1.0588088525480421}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,543] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 50, 'learning_rate': 0.045824198323137236, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9900142871162562, 'colsample_bytree': 0.8458956063724881, 'gamma': 0.16891809267652932, 'reg_alpha': 0.7221366554909212, 'reg_lambda': 0.9678010148947165}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:40,796] Trial 157 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 40, 'learning_rate': 0.04908099147631172, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9843337340468016, 'colsample_bytree': 0.870935224752586, 'gamma': 0.1705277534318068, 'reg_alpha': 0.6818730565186683, 'reg_lambda': 0.8593641493255347}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,000] Trial 158 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 42, 'learning_rate': 0.04910582223870536, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9999682946812878, 'colsample_bytree': 0.8989402024090315, 'gamma': 0.21839372896883558, 'reg_alpha': 0.6867998917370229, 'reg_lambda': 0.8609460547938386}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,217] Trial 159 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.05212157308792465, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.9887346390604067, 'colsample_bytree': 0.8549046365715535, 'gamma': 0.3567670692779312, 'reg_alpha': 0.6670743326437963, 'reg_lambda': 0.9147507180439242}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,337] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.054711093262223356, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.966458801378924, 'colsample_bytree': 0.8843105083611258, 'gamma': 0.15643069275025034, 'reg_alpha': 0.6420778362957589, 'reg_lambda': 1.1185174326101566}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,462] Trial 161 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 29, 'learning_rate': 0.04170809817253259, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9821285723875588, 'colsample_bytree': 0.8765463439930341, 'gamma': 0.08233322437819796, 'reg_alpha': 0.7039535904924723, 'reg_lambda': 0.9945536387233663}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,657] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 33, 'learning_rate': 0.044748750679448494, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9780860032073803, 'colsample_bytree': 0.8681007850993744, 'gamma': 0.15816935879844854, 'reg_alpha': 0.7103126722254509, 'reg_lambda': 1.0772214722943751}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,782] Trial 163 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 31, 'learning_rate': 0.042441045292775, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9759526284970218, 'colsample_bytree': 0.8810755921780488, 'gamma': 0.07164984142555832, 'reg_alpha': 0.7196263575658408, 'reg_lambda': 1.071784395820209}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:41,982] Trial 164 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 32, 'learning_rate': 0.043975991081016894, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9942128379972545, 'colsample_bytree': 0.8671249690116156, 'gamma': 0.3458456877733333, 'reg_alpha': 0.7218517959349037, 'reg_lambda': 1.1765173824550954}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,236] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.03731176597842443, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9797164229222695, 'colsample_bytree': 0.879363786167323, 'gamma': 0.003375950934417421, 'reg_alpha': 0.7510856418210272, 'reg_lambda': 1.2601736250333406}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,342] Trial 166 finished with value: 0.75 and parameters: {'n_estimators': 23, 'learning_rate': 0.04256661898279799, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.960300498065261, 'colsample_bytree': 0.8876565214874705, 'gamma': 0.19687181064944193, 'reg_alpha': 0.6176810405870583, 'reg_lambda': 1.0239863398036788}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,602] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 31, 'learning_rate': 0.03220857217231957, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9911950457679365, 'colsample_bytree': 0.8588399575607618, 'gamma': 1.9186148330804549, 'reg_alpha': 0.7217750007546199, 'reg_lambda': 0.9466683380188683}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,708] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 20, 'learning_rate': 0.056682928464671295, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9854368296501906, 'colsample_bytree': 0.8410870017245218, 'gamma': 0.2762597758632583, 'reg_alpha': 0.7039102151189978, 'reg_lambda': 1.1226711264847629}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:42,902] Trial 169 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 35, 'learning_rate': 0.034328776150667734, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9711327676256816, 'colsample_bytree': 0.892282168360619, 'gamma': 1.7311736366501354, 'reg_alpha': 0.6619111117801695, 'reg_lambda': 1.0842428287370502}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,068] Trial 170 finished with value: 0.755952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.045899838605929395, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.993335799196364, 'colsample_bytree': 0.8774766930798165, 'gamma': 0.4058811585654432, 'reg_alpha': 0.7501421882862896, 'reg_lambda': 2.773863789808029}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,257] Trial 171 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 48, 'learning_rate': 0.046094437054209, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9993671715525014, 'colsample_bytree': 0.8793776189913233, 'gamma': 0.3700998989587756, 'reg_alpha': 0.7468770943818736, 'reg_lambda': 2.9819195497189033}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,569] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 28, 'learning_rate': 0.0428933982042608, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9899643391920542, 'colsample_bytree': 0.8641744502898626, 'gamma': 0.11479244636271013, 'reg_alpha': 0.7681026512860665, 'reg_lambda': 2.451071452655128}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,795] Trial 173 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 38, 'learning_rate': 0.039348139176209086, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9812255258938909, 'colsample_bytree': 0.8510325497899577, 'gamma': 0.4626067519185175, 'reg_alpha': 0.7167459980897487, 'reg_lambda': 2.631999604303066}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:43,942] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.04046526668547394, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9751633487809719, 'colsample_bytree': 0.8467666115626299, 'gamma': 0.631772980052079, 'reg_alpha': 0.7311234001373789, 'reg_lambda': 2.7483590830884728}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,215] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 53, 'learning_rate': 0.038477995659283615, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.982088144329834, 'colsample_bytree': 0.854105547239138, 'gamma': 0.0056678837203933494, 'reg_alpha': 0.6902448587196824, 'reg_lambda': 2.8630131137672805}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,409] Trial 176 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 45, 'learning_rate': 0.045137877846774074, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7284059407132081, 'colsample_bytree': 0.8837219558482391, 'gamma': 0.26493920282174366, 'reg_alpha': 0.7107238199489033, 'reg_lambda': 0.8974707625559003}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,613] Trial 177 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 35, 'learning_rate': 0.033935277538792157, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9641544021120402, 'colsample_bytree': 0.8659729118559516, 'gamma': 0.4797347508895527, 'reg_alpha': 0.73713199199405, 'reg_lambda': 1.9074139739448166}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:44,805] Trial 178 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 32, 'learning_rate': 0.04120850085154377, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991556800090343, 'colsample_bytree': 0.8972530509704278, 'gamma': 0.17001288844889717, 'reg_alpha': 0.7508509836080713, 'reg_lambda': 2.8060555403585243}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,004] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.05896896766222714, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9787863643116743, 'colsample_bytree': 0.8757684919125612, 'gamma': 0.43599741590807634, 'reg_alpha': 0.6736015123213749, 'reg_lambda': 2.7608864251996104}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,197] Trial 180 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 50, 'learning_rate': 0.04800979133664006, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9564834354750843, 'colsample_bytree': 0.9071223681065066, 'gamma': 0.09325763975919821, 'reg_alpha': 0.5988389265022819, 'reg_lambda': 2.663197262428127}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,407] Trial 181 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 25, 'learning_rate': 0.05426758317891648, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9926614441383413, 'colsample_bytree': 0.8888266507816686, 'gamma': 0.3492900068656888, 'reg_alpha': 0.6468723401335849, 'reg_lambda': 2.1621799491429434}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,629] Trial 182 finished with value: 0.761904761904762 and parameters: {'n_estimators': 29, 'learning_rate': 0.05143641723712253, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9846005408343841, 'colsample_bytree': 0.8770493989257591, 'gamma': 0.23633554682325156, 'reg_alpha': 0.7173719587046643, 'reg_lambda': 0.9469091153855244}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:45,791] Trial 183 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 30, 'learning_rate': 0.05788041413180672, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9853736122327779, 'colsample_bytree': 0.8729676372638796, 'gamma': 0.23137311340980238, 'reg_alpha': 0.719174457991037, 'reg_lambda': 0.9683989683397605}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,017] Trial 184 finished with value: 0.738095238095238 and parameters: {'n_estimators': 36, 'learning_rate': 0.04675857332704864, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9712052470714125, 'colsample_bytree': 0.831366546859968, 'gamma': 0.5826362834913207, 'reg_alpha': 0.7714060032209079, 'reg_lambda': 1.0093606688391896}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,198] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.03650537542225597, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816895412927282, 'colsample_bytree': 0.8579810900933083, 'gamma': 0.11751966057637671, 'reg_alpha': 0.7052752067790166, 'reg_lambda': 2.633077359603823}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,434] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 29, 'learning_rate': 0.06242436639244509, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9995733163749828, 'colsample_bytree': 0.8802998071074113, 'gamma': 0.24171502762204522, 'reg_alpha': 0.5135526797608261, 'reg_lambda': 0.7781865836634448}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,590] Trial 187 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 29, 'learning_rate': 0.06193717855083989, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.998970653925712, 'colsample_bytree': 0.8812478140780541, 'gamma': 0.28023963086548664, 'reg_alpha': 0.5200581538009119, 'reg_lambda': 0.9334181664995282}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:46,803] Trial 188 finished with value: 0.75 and parameters: {'n_estimators': 24, 'learning_rate': 0.06982326598782695, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999636362945744, 'colsample_bytree': 0.8956314926595161, 'gamma': 0.23742375829838502, 'reg_alpha': 0.6842860312652601, 'reg_lambda': 1.0395749162855858}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,044] Trial 189 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 33, 'learning_rate': 0.05808904871294672, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8058710600435512, 'colsample_bytree': 0.8656777868083936, 'gamma': 0.4643646867536363, 'reg_alpha': 0.7576268518390422, 'reg_lambda': 0.851676626070618}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,158] Trial 190 finished with value: 0.761904761904762 and parameters: {'n_estimators': 38, 'learning_rate': 0.06352640218330705, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9756197879275846, 'colsample_bytree': 0.8750097253800658, 'gamma': 0.07670273371669029, 'reg_alpha': 0.4585300924279163, 'reg_lambda': 0.7839005699643465}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,291] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.06404900746763026, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9773552237129457, 'colsample_bytree': 0.8782559826500062, 'gamma': 0.10151978821365848, 'reg_alpha': 0.4657243107993406, 'reg_lambda': 0.7381549250605381}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,492] Trial 192 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.05355110341235475, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9752218404124245, 'colsample_bytree': 0.8747445459977771, 'gamma': 0.0010972107770780143, 'reg_alpha': 0.4675710299027074, 'reg_lambda': 0.7795319635611221}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,713] Trial 193 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 45, 'learning_rate': 0.06401925328254182, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9680818035298909, 'colsample_bytree': 0.8841231047199198, 'gamma': 0.09634939444867116, 'reg_alpha': 0.4840158085501104, 'reg_lambda': 0.7308049295319363}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:47,865] Trial 194 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 40, 'learning_rate': 0.0666492227674326, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9852200849325681, 'colsample_bytree': 0.8503162611943246, 'gamma': 0.17267051980395115, 'reg_alpha': 0.39870149633232654, 'reg_lambda': 0.7962460264555368}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,062] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.05094041777865714, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9775261381254259, 'colsample_bytree': 0.871974322976095, 'gamma': 0.3221939679057844, 'reg_alpha': 0.371038049951452, 'reg_lambda': 0.6872700518148567}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,285] Trial 196 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 55, 'learning_rate': 0.06046878881133577, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9902733169660548, 'colsample_bytree': 0.862418644529535, 'gamma': 0.08530672379600787, 'reg_alpha': 0.41703224601121097, 'reg_lambda': 0.755273781839085}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,694] Trial 197 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 56, 'learning_rate': 0.06218273055889714, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9914796527652974, 'colsample_bytree': 0.602779964000488, 'gamma': 0.0822441538491286, 'reg_alpha': 0.43971043313504554, 'reg_lambda': 0.7499492190242804}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:48,888] Trial 198 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 51, 'learning_rate': 0.057073426950238766, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9876476589922761, 'colsample_bytree': 0.8902241700548282, 'gamma': 0.2377681172908117, 'reg_alpha': 0.43163163861289167, 'reg_lambda': 0.6190583613934535}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:49,133] Trial 199 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 51, 'learning_rate': 0.05520836499637161, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9844949725594535, 'colsample_bytree': 0.8891313723873538, 'gamma': 0.25863786812721734, 'reg_alpha': 0.4126297397678684, 'reg_lambda': 0.6566594425371289}. Best is trial 133 with value: 0.7678571428571429.
[I 2025-11-03 20:25:49,137] A new study created in memory with name: no-name-c35fb8be-81b4-4d63-8406-0880ee9ff7ff
[I 2025-11-03 20:25:49,461] Trial 0 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 181, 'learning_rate': 0.016553258508294668, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7739102724907707, 'colsample_bytree': 0.7211855433779334, 'gamma': 4.646964703393802, 'reg_alpha': 0.9581501298371877, 'reg_lambda': 2.1266621752912847}. Best is trial 0 with value: 0.6726190476190476.
[I 2025-11-03 20:25:49,657] Trial 1 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 96, 'learning_rate': 0.010342135030602238, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.6157313680995897, 'colsample_bytree': 0.8618936354334139, 'gamma': 4.727985067243996, 'reg_alpha': 0.10660705820025873, 'reg_lambda': 1.327820356401705}. Best is trial 0 with value: 0.6726190476190476.
[I 2025-11-03 20:25:49,880] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 115, 'learning_rate': 0.01200369413143523, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.9755243287414597, 'colsample_bytree': 0.7875970467627755, 'gamma': 0.5437745392078935, 'reg_alpha': 0.3524386921454856, 'reg_lambda': 1.0303168478991718}. Best is trial 0 with value: 0.6726190476190476.
[I 2025-11-03 20:25:50,173] Trial 3 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 79, 'learning_rate': 0.08194036255889288, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6274657988088921, 'colsample_bytree': 0.6270047249389483, 'gamma': 2.9586730306810964, 'reg_alpha': 0.4172601246275167, 'reg_lambda': 2.799341579696467}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 20:25:50,450] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.0157247586808757, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.7253088459603355, 'colsample_bytree': 0.9120586449821131, 'gamma': 4.785023497227892, 'reg_alpha': 0.32183695496726195, 'reg_lambda': 2.9396531060866318}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 20:25:50,760] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 67, 'learning_rate': 0.013716521338998866, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7512292594137704, 'colsample_bytree': 0.673851837864392, 'gamma': 3.6787611221629635, 'reg_alpha': 0.4657433573604579, 'reg_lambda': 1.2314367689093264}. Best is trial 3 with value: 0.7023809523809523.
[I 2025-11-03 20:25:51,055] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 209, 'learning_rate': 0.12594690503558303, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9341324707523746, 'colsample_bytree': 0.8754472577201453, 'gamma': 2.657350829680845, 'reg_alpha': 0.4826459419384197, 'reg_lambda': 0.830443687532167}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:51,450] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.1327796513005533, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7241225044156292, 'colsample_bytree': 0.6847054740466756, 'gamma': 4.212418974469877, 'reg_alpha': 0.8781302695240746, 'reg_lambda': 1.059755432852336}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:51,767] Trial 8 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 188, 'learning_rate': 0.02592664280358504, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6842578597691664, 'colsample_bytree': 0.7093430443530133, 'gamma': 1.2310917699036295, 'reg_alpha': 0.7955479308624208, 'reg_lambda': 2.7439055399852683}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:52,003] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 137, 'learning_rate': 0.06187085920251149, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6083068709674545, 'colsample_bytree': 0.9270541221325785, 'gamma': 3.8058766864072027, 'reg_alpha': 0.13382904061508905, 'reg_lambda': 2.4725057888511257}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:52,455] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 250, 'learning_rate': 0.2992813589516502, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9293385889087344, 'colsample_bytree': 0.9811257159881088, 'gamma': 1.9605297971313658, 'reg_alpha': 0.6509616471251873, 'reg_lambda': 0.5637954057379938}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:52,617] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 35, 'learning_rate': 0.07971218732425966, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8756292164991111, 'colsample_bytree': 0.6063421205244903, 'gamma': 2.866435743415346, 'reg_alpha': 0.6147180510972974, 'reg_lambda': 1.836992618219721}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,066] Trial 12 finished with value: 0.5 and parameters: {'n_estimators': 241, 'learning_rate': 0.13044357005157378, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8444273904821822, 'colsample_bytree': 0.8053988491254261, 'gamma': 2.8818853739267465, 'reg_alpha': 0.32760470838809186, 'reg_lambda': 0.5227625971609027}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,363] Trial 13 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 192, 'learning_rate': 0.036461100585576, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9978179588025351, 'colsample_bytree': 0.8137324278450389, 'gamma': 2.183874244509822, 'reg_alpha': 0.5201095217683278, 'reg_lambda': 1.7002332997361906}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,544] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 28, 'learning_rate': 0.12848076495324384, 'max_depth': 7, 'min_child_weight': 15, 'subsample': 0.8463935611590596, 'colsample_bytree': 0.8593762673966857, 'gamma': 3.233458659390041, 'reg_alpha': 0.2299444185188842, 'reg_lambda': 2.346042299909785}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:53,843] Trial 15 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 66, 'learning_rate': 0.23233422437213339, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9165996827833544, 'colsample_bytree': 0.6015297043478646, 'gamma': 1.568406588651477, 'reg_alpha': 0.4836835076529717, 'reg_lambda': 1.6425229703939155}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:54,152] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.09312203769085138, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.6697111093876831, 'colsample_bytree': 0.7576686796396535, 'gamma': 2.4969415654570084, 'reg_alpha': 0.7106057124321709, 'reg_lambda': 2.047220120923913}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:54,589] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.03999058860670003, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8119942700906787, 'colsample_bytree': 0.860133091305694, 'gamma': 0.3050242020274414, 'reg_alpha': 0.023230294414437025, 'reg_lambda': 0.7726944518128905}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:54,835] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 161, 'learning_rate': 0.03803386347814963, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8053238886325569, 'colsample_bytree': 0.8669070566625944, 'gamma': 0.13213920508962484, 'reg_alpha': 0.06752060956933886, 'reg_lambda': 0.8191398588707631}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:25:55,186] Trial 19 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 222, 'learning_rate': 0.046498222041735794, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9337858418058667, 'colsample_bytree': 0.9892122671213198, 'gamma': 0.9820524642723001, 'reg_alpha': 0.010779466491275607, 'reg_lambda': 0.788873063765609}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:55,545] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 218, 'learning_rate': 0.18830821403001463, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9349007934616859, 'colsample_bytree': 0.9953076269142018, 'gamma': 0.939070393922651, 'reg_alpha': 0.22427059245650954, 'reg_lambda': 1.4437321929332252}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:56,034] Trial 21 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 219, 'learning_rate': 0.043969225647058234, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8901640856968235, 'colsample_bytree': 0.9406375355507327, 'gamma': 0.25215532098902066, 'reg_alpha': 0.017995196497880256, 'reg_lambda': 0.8058479178378325}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:56,408] Trial 22 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.056989716665415094, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8948416827561165, 'colsample_bytree': 0.9519386801740435, 'gamma': 1.0392064160338734, 'reg_alpha': 0.18253991614983947, 'reg_lambda': 0.7896724897858367}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:56,835] Trial 23 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.025119191691279633, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9643228842497681, 'colsample_bytree': 0.9089922194122236, 'gamma': 1.7094303893946048, 'reg_alpha': 0.04722181988006924, 'reg_lambda': 1.0565791348195244}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:57,119] Trial 24 finished with value: 0.5 and parameters: {'n_estimators': 202, 'learning_rate': 0.04828776323517548, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8701733020113885, 'colsample_bytree': 0.95883747588578, 'gamma': 0.6886122933695433, 'reg_alpha': 0.2589563706827043, 'reg_lambda': 0.7140067753237868}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:57,493] Trial 25 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 179, 'learning_rate': 0.022975571860703033, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9531489417950146, 'colsample_bytree': 0.9437703644821793, 'gamma': 1.4110730806595115, 'reg_alpha': 0.007508774912836476, 'reg_lambda': 0.9729809169030789}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:57,792] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.030481567052724087, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9079904253363277, 'colsample_bytree': 0.8939647041426398, 'gamma': 0.0826309646140806, 'reg_alpha': 0.13788100173625012, 'reg_lambda': 1.235379422823748}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:58,099] Trial 27 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.029507460924413226, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9019005185131266, 'colsample_bytree': 0.8981722809804646, 'gamma': 0.007856334789533626, 'reg_alpha': 0.13607664627832963, 'reg_lambda': 1.4855347206335616}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:58,455] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 161, 'learning_rate': 0.03153070525958607, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8498298873041394, 'colsample_bytree': 0.8372287565057193, 'gamma': 0.0007149848003904224, 'reg_alpha': 0.15520064378614515, 'reg_lambda': 1.488844708298517}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:58,848] Trial 29 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 177, 'learning_rate': 0.02020657239413346, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.904326737682394, 'colsample_bytree': 0.8918195886845495, 'gamma': 0.5836158530437229, 'reg_alpha': 0.09583459149573187, 'reg_lambda': 1.2478932050293958}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:59,352] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.019149535065145645, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.983659255948574, 'colsample_bytree': 0.9982413480088161, 'gamma': 0.7802420121697244, 'reg_alpha': 0.9784548806549627, 'reg_lambda': 1.9488954697896825}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:25:59,713] Trial 31 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.019321432195351138, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9918519544866318, 'colsample_bytree': 0.9686223228915148, 'gamma': 0.8178954911876929, 'reg_alpha': 0.9870959779339248, 'reg_lambda': 2.005882062057501}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:00,007] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 198, 'learning_rate': 0.030565460104437094, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9525783117660258, 'colsample_bytree': 0.9749951093945347, 'gamma': 1.1113950021258359, 'reg_alpha': 0.8832005280166042, 'reg_lambda': 1.5056039715792289}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:00,424] Trial 33 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.010381801675927928, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9795647738390328, 'colsample_bytree': 0.9115179149944082, 'gamma': 0.32406512181117253, 'reg_alpha': 0.1153145802692844, 'reg_lambda': 2.3856080539401}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:00,723] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.030636364343954507, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9983519143885251, 'colsample_bytree': 0.9656793209711397, 'gamma': 0.5034021846017982, 'reg_alpha': 0.282424831986189, 'reg_lambda': 2.172594542186665}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:01,048] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 121, 'learning_rate': 0.017168774685483838, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.942067919511899, 'colsample_bytree': 0.7684851732016291, 'gamma': 0.8524770214478969, 'reg_alpha': 0.3710727228394608, 'reg_lambda': 1.3540021837729759}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:01,350] Trial 36 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 180, 'learning_rate': 0.014055457041866858, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9077663645094716, 'colsample_bytree': 0.8334718261038182, 'gamma': 0.005106836388500444, 'reg_alpha': 0.17807682459394403, 'reg_lambda': 1.8117320789234772}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:01,689] Trial 37 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 209, 'learning_rate': 0.06905854065458578, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.786058312423727, 'colsample_bytree': 0.8901670430837472, 'gamma': 0.5780794204517659, 'reg_alpha': 0.5498244880740069, 'reg_lambda': 1.1483595413684666}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:02,116] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.049796306573916094, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8283649330141314, 'colsample_bytree': 0.9292811239591823, 'gamma': 1.3210624622191742, 'reg_alpha': 0.3913777802058823, 'reg_lambda': 1.5812074659412008}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:02,413] Trial 39 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.05048492666230868, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8252161733645526, 'colsample_bytree': 0.9248512512570959, 'gamma': 1.7774907503428912, 'reg_alpha': 0.39494681899325235, 'reg_lambda': 2.1000797936012074}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:02,646] Trial 40 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 129, 'learning_rate': 0.06566668678125945, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.7465132695726172, 'colsample_bytree': 0.9807818613819512, 'gamma': 1.1634670045137065, 'reg_alpha': 0.9117311526802523, 'reg_lambda': 1.589738459400396}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:03,037] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 168, 'learning_rate': 0.02759746424964346, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8729826904964381, 'colsample_bytree': 0.9316207294340273, 'gamma': 1.3564764058316894, 'reg_alpha': 0.7939825879390046, 'reg_lambda': 1.3633674107201195}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:03,393] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 200, 'learning_rate': 0.03574900449177626, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9190120742621152, 'colsample_bytree': 0.8882507976184904, 'gamma': 0.4087255254276691, 'reg_alpha': 0.4240396291440067, 'reg_lambda': 1.8555363273859622}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:03,804] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 188, 'learning_rate': 0.019788928202655636, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9573630619974457, 'colsample_bytree': 0.9079380272652668, 'gamma': 0.8502016695823285, 'reg_alpha': 0.07194493993624276, 'reg_lambda': 0.9578025277543909}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:04,064] Trial 44 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 147, 'learning_rate': 0.0441841179642457, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7704728956539026, 'colsample_bytree': 0.9577256954700847, 'gamma': 1.988000514615266, 'reg_alpha': 0.29687559560332444, 'reg_lambda': 1.1747751012712422}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:04,445] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 173, 'learning_rate': 0.02239095673422179, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8888849706365176, 'colsample_bytree': 0.9995655838951811, 'gamma': 0.43771227095857723, 'reg_alpha': 0.22143250867476655, 'reg_lambda': 1.5846974098310214}. Best is trial 19 with value: 0.7678571428571429.
[I 2025-11-03 20:26:04,817] Trial 46 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.09875433671196099, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8321726142916779, 'colsample_bytree': 0.9348307082052838, 'gamma': 1.401542043004951, 'reg_alpha': 0.13352913757474938, 'reg_lambda': 1.7168083120466884}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,163] Trial 47 finished with value: 0.6875 and parameters: {'n_estimators': 240, 'learning_rate': 0.09053906313054337, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8246808564171354, 'colsample_bytree': 0.9279620610164622, 'gamma': 4.979723929370165, 'reg_alpha': 0.765452730098942, 'reg_lambda': 2.2187145672982815}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,379] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.10250218169143219, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8451454498410165, 'colsample_bytree': 0.9750892330007371, 'gamma': 1.5697881979114419, 'reg_alpha': 0.5457219475534881, 'reg_lambda': 2.0093553117995326}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,748] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.15176563753339356, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.860492669975495, 'colsample_bytree': 0.6539981400833599, 'gamma': 2.112702158360383, 'reg_alpha': 0.6471607161419846, 'reg_lambda': 2.6040819307959246}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:05,977] Trial 50 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.06905987002373604, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8289303120898407, 'colsample_bytree': 0.9439069668042683, 'gamma': 1.3287718071318748, 'reg_alpha': 0.08747636231349006, 'reg_lambda': 1.754835809430294}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:06,372] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.054902306151584535, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9271557347742584, 'colsample_bytree': 0.9023324537374205, 'gamma': 0.16313485218369683, 'reg_alpha': 0.13820083201159353, 'reg_lambda': 1.907844899035151}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:06,658] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 208, 'learning_rate': 0.03230305165132459, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.7882051680204413, 'colsample_bytree': 0.8786013331277267, 'gamma': 1.044320836562624, 'reg_alpha': 0.19448501770420293, 'reg_lambda': 1.7261902602941908}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:07,149] Trial 53 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 187, 'learning_rate': 0.015555931888104361, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9705578415990177, 'colsample_bytree': 0.8474091587766875, 'gamma': 2.3843573853042983, 'reg_alpha': 0.12920394420043713, 'reg_lambda': 1.2857778445745307}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:07,543] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.04085669870932099, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8871989047359224, 'colsample_bytree': 0.9253012097128582, 'gamma': 0.6760569194951787, 'reg_alpha': 0.3282183418073493, 'reg_lambda': 1.4259964424958667}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:07,994] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.07639665604059558, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.9393596919069397, 'colsample_bytree': 0.9692099828950962, 'gamma': 1.7700254788852268, 'reg_alpha': 0.059494361938811705, 'reg_lambda': 1.6720442715299724}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:08,227] Trial 56 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 136, 'learning_rate': 0.027221521603282856, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.8594862680929409, 'colsample_bytree': 0.987630250926611, 'gamma': 3.370007524339744, 'reg_alpha': 0.44757185965661067, 'reg_lambda': 0.5920030819721093}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:08,572] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.03486881851923638, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7021920094344236, 'colsample_bytree': 0.7323422807661212, 'gamma': 1.566356356228397, 'reg_alpha': 0.2550474002503943, 'reg_lambda': 0.9306795960559914}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:08,961] Trial 58 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 225, 'learning_rate': 0.05907488173469069, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9088755604699442, 'colsample_bytree': 0.9422903034036966, 'gamma': 0.1748467543197788, 'reg_alpha': 0.0048087814714887975, 'reg_lambda': 1.5657993434836102}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:09,289] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.11145488781460676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8133346143876456, 'colsample_bytree': 0.9495959326733683, 'gamma': 0.9194745986873765, 'reg_alpha': 0.0446555148404481, 'reg_lambda': 1.5655240140708016}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:09,609] Trial 60 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.05885621224327658, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6495050190675957, 'colsample_bytree': 0.9335238162984064, 'gamma': 4.212098567877914, 'reg_alpha': 4.807101022341609e-05, 'reg_lambda': 1.7855368293677423}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:09,927] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.0505302464558977, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9053879482857595, 'colsample_bytree': 0.9593092485335742, 'gamma': 0.14971592886748708, 'reg_alpha': 0.15203424149262768, 'reg_lambda': 1.3876086282962283}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:10,406] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.045789774658104125, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9151937512678636, 'colsample_bytree': 0.8760699230384389, 'gamma': 0.2557764364696145, 'reg_alpha': 0.03445910005494401, 'reg_lambda': 1.5436735819122251}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:10,726] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.02454144075284523, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8811956774740239, 'colsample_bytree': 0.9163083261711323, 'gamma': 0.7000990644616516, 'reg_alpha': 0.08816427192341106, 'reg_lambda': 1.6573783923671437}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:11,114] Trial 64 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 226, 'learning_rate': 0.04055142169787733, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9254606514792219, 'colsample_bytree': 0.8961410121208294, 'gamma': 0.3494957171591638, 'reg_alpha': 0.10765947330370734, 'reg_lambda': 1.1153842480232035}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:11,475] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.07308288896708907, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.988911222036642, 'colsample_bytree': 0.9431347233206421, 'gamma': 0.0030120019582864643, 'reg_alpha': 0.19524577756257672, 'reg_lambda': 0.6593680066770002}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:11,889] Trial 66 finished with value: 0.738095238095238 and parameters: {'n_estimators': 233, 'learning_rate': 0.14571312720949475, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9486409547465631, 'colsample_bytree': 0.9879554607734695, 'gamma': 0.45833046706384284, 'reg_alpha': 0.1641114457871026, 'reg_lambda': 1.923320835385796}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:12,155] Trial 67 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.08860548982020078, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.8977794436041845, 'colsample_bytree': 0.9166328811986304, 'gamma': 1.1690440664794368, 'reg_alpha': 0.02818600393239521, 'reg_lambda': 1.2887410463840825}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:12,358] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.017339943723234705, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.835709198801276, 'colsample_bytree': 0.9599448014491127, 'gamma': 0.5960468249267123, 'reg_alpha': 0.5892792012757071, 'reg_lambda': 1.46728038728854}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:12,787] Trial 69 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 200, 'learning_rate': 0.060017673594705695, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.968056480020278, 'colsample_bytree': 0.9713580760668334, 'gamma': 0.9355462546121116, 'reg_alpha': 0.7329266636083189, 'reg_lambda': 1.6226486630391146}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:13,149] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 155, 'learning_rate': 0.01189632541845469, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8546138054552125, 'colsample_bytree': 0.8217548905948809, 'gamma': 0.1848133493445616, 'reg_alpha': 0.23759178719260804, 'reg_lambda': 2.030725200091571}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:13,436] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.0353184527995203, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9184824168045452, 'colsample_bytree': 0.8795990326330463, 'gamma': 0.43013956033207307, 'reg_alpha': 0.41989891799224005, 'reg_lambda': 1.8590156012002574}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:13,771] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 193, 'learning_rate': 0.028276870524235678, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9348174830302879, 'colsample_bytree': 0.8677057326923864, 'gamma': 0.7661999361390742, 'reg_alpha': 0.3359993717530572, 'reg_lambda': 1.990868014837418}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:14,087] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.03697898372063174, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9084632260823887, 'colsample_bytree': 0.8916491600339407, 'gamma': 0.3477146517223512, 'reg_alpha': 0.4871266838890441, 'reg_lambda': 1.8302805744920152}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:14,583] Trial 74 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 230, 'learning_rate': 0.05214499634677366, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8761286193507152, 'colsample_bytree': 0.8473790029687002, 'gamma': 0.09353636040056432, 'reg_alpha': 0.3756437993658135, 'reg_lambda': 2.2640698910801786}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:14,855] Trial 75 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 187, 'learning_rate': 0.04196789124100032, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8630824042278835, 'colsample_bytree': 0.9371089355595521, 'gamma': 1.2888313337479635, 'reg_alpha': 0.42709706223422744, 'reg_lambda': 1.7256354622756431}. Best is trial 46 with value: 0.7738095238095238.
[I 2025-11-03 20:26:15,304] Trial 76 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 249, 'learning_rate': 0.03307393639671527, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.922133435327673, 'colsample_bytree': 0.9215163842703392, 'gamma': 0.5216343977870719, 'reg_alpha': 0.06670690487578497, 'reg_lambda': 0.8994687047132328}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:15,755] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 250, 'learning_rate': 0.033006199956530424, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9450744913309908, 'colsample_bytree': 0.9214053364342909, 'gamma': 0.5610501066168638, 'reg_alpha': 0.06823351040742913, 'reg_lambda': 1.0375973629627029}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:16,220] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.02233691288643131, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.895565890886061, 'colsample_bytree': 0.9050470063922594, 'gamma': 1.473987481933282, 'reg_alpha': 0.10998225758236471, 'reg_lambda': 0.8762826537474044}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:16,580] Trial 79 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.02859614739264029, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8380532994101946, 'colsample_bytree': 0.9514659378492203, 'gamma': 1.009756133993512, 'reg_alpha': 0.0018342524536092975, 'reg_lambda': 0.7252074864147503}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:16,893] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.18611190567065283, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9640456282804427, 'colsample_bytree': 0.9894487814556707, 'gamma': 0.8117628125542111, 'reg_alpha': 0.048118743854857454, 'reg_lambda': 0.868325274184005}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:17,241] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.03843116293128905, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9208800100634968, 'colsample_bytree': 0.8890082634257294, 'gamma': 0.310457748097379, 'reg_alpha': 0.1310336469177237, 'reg_lambda': 1.230120478929469}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:17,550] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.048164947197959274, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9302226738247743, 'colsample_bytree': 0.9325568430912023, 'gamma': 0.6384322826030664, 'reg_alpha': 0.5166231138785378, 'reg_lambda': 1.5204403571250131}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:18,001] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.024864265769099267, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9577439208435667, 'colsample_bytree': 0.9000522678743128, 'gamma': 0.4535015213157371, 'reg_alpha': 0.4493934083783096, 'reg_lambda': 2.1334073373816635}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:18,374] Trial 84 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 241, 'learning_rate': 0.045808802198822295, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7952379051302594, 'colsample_bytree': 0.9650931795610873, 'gamma': 0.08708864115920674, 'reg_alpha': 0.08458144670317139, 'reg_lambda': 1.6406092965359116}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:18,728] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 142, 'learning_rate': 0.030369401292046197, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.914004633831562, 'colsample_bytree': 0.7869574921219681, 'gamma': 0.24946354268610155, 'reg_alpha': 0.8404950249908356, 'reg_lambda': 1.8634089742556608}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:19,093] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.03474925240806913, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7726546938821954, 'colsample_bytree': 0.91652856938284, 'gamma': 1.086050307103547, 'reg_alpha': 0.3007798365468084, 'reg_lambda': 0.5059698735291049}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:19,433] Trial 87 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 174, 'learning_rate': 0.06477728685992866, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9910585634819877, 'colsample_bytree': 0.9498750819678003, 'gamma': 1.253057330802709, 'reg_alpha': 0.16425148556895802, 'reg_lambda': 1.4609143601350696}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:19,677] Trial 88 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 41, 'learning_rate': 0.0427292720799153, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9775818672627902, 'colsample_bytree': 0.9836053252501017, 'gamma': 0.5140517364333927, 'reg_alpha': 0.948523429165588, 'reg_lambda': 1.410591673381485}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:20,108] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.021321657537809263, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8847643135091464, 'colsample_bytree': 0.9382180883739784, 'gamma': 0.7524383428802457, 'reg_alpha': 0.215372822379996, 'reg_lambda': 1.191119505729752}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:20,418] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.018884087225575757, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8731381358782677, 'colsample_bytree': 0.8866186175620034, 'gamma': 0.36483721801446867, 'reg_alpha': 0.04321861845249734, 'reg_lambda': 2.9690670850562615}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:20,808] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.025371618254985073, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8800889591831681, 'colsample_bytree': 0.9118864326054602, 'gamma': 0.6899732424737366, 'reg_alpha': 0.10064363826400301, 'reg_lambda': 1.7077019699678504}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:21,118] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.024399920631082286, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8960270657979778, 'colsample_bytree': 0.9225597642438637, 'gamma': 0.9167578625135978, 'reg_alpha': 0.07146898893953885, 'reg_lambda': 1.7884855252757952}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:21,405] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 182, 'learning_rate': 0.029768611988693183, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.815589726504768, 'colsample_bytree': 0.8665855467796744, 'gamma': 0.12133745038844344, 'reg_alpha': 0.013200372989459946, 'reg_lambda': 1.644425127335825}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:21,789] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.033143012279133646, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9035705419524024, 'colsample_bytree': 0.8547776207388833, 'gamma': 0.7207884623977453, 'reg_alpha': 0.13342502791479047, 'reg_lambda': 1.5890114900373589}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:22,116] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.026669594182915906, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9348489368788147, 'colsample_bytree': 0.9051120251466185, 'gamma': 0.21745514504268112, 'reg_alpha': 0.6902889643644137, 'reg_lambda': 1.8994904273810271}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:22,642] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 246, 'learning_rate': 0.037934639421594855, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9381622067437578, 'colsample_bytree': 0.9777710366385306, 'gamma': 0.22922031749309493, 'reg_alpha': 0.6907367494579375, 'reg_lambda': 1.9209458552191199}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:23,001] Trial 97 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 242, 'learning_rate': 0.027509600483242764, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7522309744118405, 'colsample_bytree': 0.900861639690042, 'gamma': 0.04303357723249965, 'reg_alpha': 0.8433489416549004, 'reg_lambda': 1.963806518681324}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:23,363] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.014480819961459637, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9447244940221842, 'colsample_bytree': 0.9480583200206375, 'gamma': 0.42343637797689765, 'reg_alpha': 0.36260569117202557, 'reg_lambda': 1.867460689233083}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:23,610] Trial 99 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.05357038561961432, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9268952832143078, 'colsample_bytree': 0.9290258899135688, 'gamma': 0.541604785586716, 'reg_alpha': 0.6842209458919992, 'reg_lambda': 2.0798347910765886}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:24,045] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.10435587100367774, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9116317657551627, 'colsample_bytree': 0.8832589216785153, 'gamma': 0.22678063050366049, 'reg_alpha': 0.9912243975912397, 'reg_lambda': 1.0828664285155596}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:24,375] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.02089713421176239, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8648824602843366, 'colsample_bytree': 0.9053478500686305, 'gamma': 1.1938463302218894, 'reg_alpha': 0.5610118423845156, 'reg_lambda': 1.7571883244359492}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:24,862] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 212, 'learning_rate': 0.02327375283440623, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8843734807252039, 'colsample_bytree': 0.9122666865288068, 'gamma': 0.6511365711857274, 'reg_alpha': 0.08182291452474783, 'reg_lambda': 1.5363792041259012}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:25,162] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.02626164249575492, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9012320760473059, 'colsample_bytree': 0.919483975026505, 'gamma': 1.0152176925798944, 'reg_alpha': 0.023002509728545617, 'reg_lambda': 1.3228072660527097}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:25,656] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.03182168597379474, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9237904195750988, 'colsample_bytree': 0.9579995345121005, 'gamma': 0.8668490770758697, 'reg_alpha': 0.17947470992502665, 'reg_lambda': 1.6830011906977878}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:25,975] Trial 105 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.017550988236163693, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.953870329203933, 'colsample_bytree': 0.9402921944600519, 'gamma': 1.411146574977277, 'reg_alpha': 0.1062933981262259, 'reg_lambda': 0.7127056770003295}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:26,334] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.056601287606688346, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9632266922761438, 'colsample_bytree': 0.9671886963341405, 'gamma': 1.4370093535397161, 'reg_alpha': 0.6142747504672673, 'reg_lambda': 0.6004515820896943}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:26,620] Trial 107 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 167, 'learning_rate': 0.01813538255008427, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9549197837191772, 'colsample_bytree': 0.9346213252060757, 'gamma': 1.6825929911073743, 'reg_alpha': 0.11619750789039257, 'reg_lambda': 0.6852980196939316}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:26,948] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 151, 'learning_rate': 0.01314546866811144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9366865803611972, 'colsample_bytree': 0.9938943484030982, 'gamma': 0.3647438363166856, 'reg_alpha': 0.056302339693184024, 'reg_lambda': 0.9847995836185097}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:27,298] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.015133048495576264, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9993818261264774, 'colsample_bytree': 0.9413573236563234, 'gamma': 1.8678023903766943, 'reg_alpha': 0.4631554366331708, 'reg_lambda': 0.8504770593296741}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:27,753] Trial 110 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 184, 'learning_rate': 0.016306069643058585, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9762364821126465, 'colsample_bytree': 0.8950383674378192, 'gamma': 1.5712887730150216, 'reg_alpha': 0.15252120561908222, 'reg_lambda': 0.7506066689961874}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:28,048] Trial 111 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.0848096745858922, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.914810266411583, 'colsample_bytree': 0.9266351819432985, 'gamma': 0.12167960469008855, 'reg_alpha': 0.0906567801592889, 'reg_lambda': 0.6400941095708443}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:28,400] Trial 112 finished with value: 0.699404761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.02317337232165478, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.931419896808734, 'colsample_bytree': 0.9113755203603029, 'gamma': 2.6823313230219785, 'reg_alpha': 0.2066378433578498, 'reg_lambda': 0.7957202126827622}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:28,732] Trial 113 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 231, 'learning_rate': 0.03415191175133403, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8907815072823408, 'colsample_bytree': 0.9564973878583287, 'gamma': 0.5574337077815674, 'reg_alpha': 0.3866232068200768, 'reg_lambda': 0.918101017381809}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:29,077] Trial 114 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 223, 'learning_rate': 0.03900855767486922, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.944732724680562, 'colsample_bytree': 0.8703396693739863, 'gamma': 1.1346827571026, 'reg_alpha': 0.026534629071364797, 'reg_lambda': 1.8075118834594388}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:29,400] Trial 115 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 239, 'learning_rate': 0.019915198375330383, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8046623943933519, 'colsample_bytree': 0.9447631445654744, 'gamma': 1.368632728735613, 'reg_alpha': 0.12003762010201793, 'reg_lambda': 1.5009604216150592}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:29,844] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.04717516853252362, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9228650768163348, 'colsample_bytree': 0.9174557216444759, 'gamma': 0.2646212964772541, 'reg_alpha': 0.2611696490541108, 'reg_lambda': 1.7523792500673705}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:30,133] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.04515429423849891, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9194934237224249, 'colsample_bytree': 0.9755309696500379, 'gamma': 0.01830541743257455, 'reg_alpha': 0.28831019703114263, 'reg_lambda': 1.7408397084940048}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:30,556] Trial 118 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 191, 'learning_rate': 0.11985417178116108, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9511474300989043, 'colsample_bytree': 0.9306598881225754, 'gamma': 0.26227891004395365, 'reg_alpha': 0.2443190962996472, 'reg_lambda': 2.0670638180477336}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:30,893] Trial 119 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 177, 'learning_rate': 0.04850070441423817, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9069702958081369, 'colsample_bytree': 0.8972386185037682, 'gamma': 0.17838554104858076, 'reg_alpha': 0.40134041964766937, 'reg_lambda': 1.8972939061477836}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:31,333] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 157, 'learning_rate': 0.06357192018519342, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.986281793454762, 'colsample_bytree': 0.9018251620072865, 'gamma': 0.18108646617620944, 'reg_alpha': 0.4017771424185743, 'reg_lambda': 1.9850791957866418}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:31,640] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.04868841777729067, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9861871761548476, 'colsample_bytree': 0.896393666078254, 'gamma': 0.15622254289287069, 'reg_alpha': 0.40889195670964257, 'reg_lambda': 2.149190720695156}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:32,073] Trial 122 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 173, 'learning_rate': 0.06531614426669867, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9611554298682333, 'colsample_bytree': 0.9053165332232267, 'gamma': 0.30110067692557996, 'reg_alpha': 0.26502664068608794, 'reg_lambda': 2.0040603762808424}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:32,372] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.07021430119533466, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9814286197502802, 'colsample_bytree': 0.9164700214316115, 'gamma': 0.008260679570764609, 'reg_alpha': 0.39952587941027756, 'reg_lambda': 1.9450811602680806}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:32,753] Trial 124 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.060279929424652066, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9726087855936926, 'colsample_bytree': 0.6959515220527163, 'gamma': 0.17565045426881584, 'reg_alpha': 0.5162011586615405, 'reg_lambda': 1.8911265496038934}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:33,080] Trial 125 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 178, 'learning_rate': 0.07717911924734934, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9068664585562249, 'colsample_bytree': 0.9393210338517146, 'gamma': 0.4590810610309952, 'reg_alpha': 0.3476707735971433, 'reg_lambda': 2.2138025050971057}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:33,595] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.0541510870131716, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9922941411131988, 'colsample_bytree': 0.9236373618178711, 'gamma': 0.11596699963070872, 'reg_alpha': 0.31593530076734216, 'reg_lambda': 1.6176731915711628}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:33,914] Trial 127 finished with value: 0.761904761904762 and parameters: {'n_estimators': 166, 'learning_rate': 0.049628358691179986, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9307725480090067, 'colsample_bytree': 0.8760554268838608, 'gamma': 0.3105826597626039, 'reg_alpha': 0.9239848143012726, 'reg_lambda': 1.9907340613382125}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:34,322] Trial 128 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.04782863040027887, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9320564334036234, 'colsample_bytree': 0.8791913408167304, 'gamma': 0.3351892967826201, 'reg_alpha': 0.945698629216222, 'reg_lambda': 1.9751844766167872}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:34,591] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 166, 'learning_rate': 0.05179096011921806, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9339075275684977, 'colsample_bytree': 0.8743162485477411, 'gamma': 0.3733534940714741, 'reg_alpha': 0.9638731449684895, 'reg_lambda': 2.0404912330500746}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:34,938] Trial 130 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 147, 'learning_rate': 0.042701912783042605, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9487310275146119, 'colsample_bytree': 0.8789378129146882, 'gamma': 3.1016717587358973, 'reg_alpha': 0.9204153172386426, 'reg_lambda': 2.31218197495862}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:35,253] Trial 131 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.04727786916245707, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9388841070546566, 'colsample_bytree': 0.8567088899471871, 'gamma': 0.22481245339292427, 'reg_alpha': 0.9124503008839623, 'reg_lambda': 1.9637785873647144}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:35,556] Trial 132 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.049936626407547764, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9198144264072253, 'colsample_bytree': 0.8882238016638236, 'gamma': 0.4762326922616862, 'reg_alpha': 0.9345768652941362, 'reg_lambda': 2.100373678731719}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:35,852] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 170, 'learning_rate': 0.057013230115430254, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.92482417841635, 'colsample_bytree': 0.9020275404890747, 'gamma': 0.29827593482787707, 'reg_alpha': 0.9925316864623505, 'reg_lambda': 1.8017687686917019}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:36,306] Trial 134 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 176, 'learning_rate': 0.04428664669146398, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9563575421589963, 'colsample_bytree': 0.9085660676360181, 'gamma': 0.8346360838702251, 'reg_alpha': 0.9641837741301542, 'reg_lambda': 1.9990102325674906}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:36,580] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 158, 'learning_rate': 0.06077841945355394, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9323814432006454, 'colsample_bytree': 0.9206952301798792, 'gamma': 0.5877974583192795, 'reg_alpha': 0.8892283158264792, 'reg_lambda': 1.8441964520368035}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:36,971] Trial 136 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.05498991741800881, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9322978399018503, 'colsample_bytree': 0.9636128799048862, 'gamma': 0.6404792733758459, 'reg_alpha': 0.8745255954994744, 'reg_lambda': 1.90691412249001}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:37,236] Trial 137 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.060517222674278205, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9677308725359812, 'colsample_bytree': 0.9533191342540879, 'gamma': 0.6037184246628697, 'reg_alpha': 0.8802822640841779, 'reg_lambda': 2.195075417003676}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:37,643] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.06589272062337974, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9013267729021113, 'colsample_bytree': 0.9653602653696362, 'gamma': 0.999670442690256, 'reg_alpha': 0.852867272398382, 'reg_lambda': 2.043316365140435}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:37,908] Trial 139 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.05488200560458516, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9430223441785988, 'colsample_bytree': 0.7413152822907403, 'gamma': 0.7620580104010596, 'reg_alpha': 0.8885175387142425, 'reg_lambda': 1.8372505254206444}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:38,249] Trial 140 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 146, 'learning_rate': 0.0739290764205011, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9306858214828349, 'colsample_bytree': 0.9708105353065561, 'gamma': 2.215465392507059, 'reg_alpha': 0.931412880994298, 'reg_lambda': 1.977546889889762}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:38,519] Trial 141 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 156, 'learning_rate': 0.0639351577893903, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9394138216396071, 'colsample_bytree': 0.9363875946376546, 'gamma': 0.5131783808141935, 'reg_alpha': 0.8998364458495228, 'reg_lambda': 1.888921466256104}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:38,924] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 128, 'learning_rate': 0.05846873750272767, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9099194871659416, 'colsample_bytree': 0.9802720575238972, 'gamma': 0.3687742206948641, 'reg_alpha': 0.8139442229055558, 'reg_lambda': 1.920578072842962}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:39,177] Trial 143 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.09571346104340271, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9524214042681541, 'colsample_bytree': 0.6337144061025262, 'gamma': 0.6389268363378553, 'reg_alpha': 0.9553912237593117, 'reg_lambda': 2.485510714198838}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:39,564] Trial 144 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 133, 'learning_rate': 0.039950651133323384, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9320909875096809, 'colsample_bytree': 0.94884542613803, 'gamma': 1.225510597917175, 'reg_alpha': 0.8687952474861085, 'reg_lambda': 2.1082394798096358}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:39,848] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 166, 'learning_rate': 0.05130036538165218, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6305300037319894, 'colsample_bytree': 0.9620547441936729, 'gamma': 0.4272868790037064, 'reg_alpha': 0.7747323726905937, 'reg_lambda': 1.919556022088887}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:40,173] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 110, 'learning_rate': 0.06234227435353298, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8193539900662781, 'colsample_bytree': 0.9997749080767554, 'gamma': 0.17311817921524794, 'reg_alpha': 0.8217303652065459, 'reg_lambda': 1.706862888111911}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:40,531] Trial 147 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 250, 'learning_rate': 0.07044498362541547, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8354338052746613, 'colsample_bytree': 0.9264796560314805, 'gamma': 0.9020572236397675, 'reg_alpha': 0.9759819341381731, 'reg_lambda': 1.8332575475743396}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:40,769] Trial 148 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 149, 'learning_rate': 0.2847272318737617, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9142002622151681, 'colsample_bytree': 0.89379249839671, 'gamma': 0.5665859007011337, 'reg_alpha': 0.9480197389413489, 'reg_lambda': 0.5625924456159538}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:41,145] Trial 149 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.05498491537035688, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8940471217900945, 'colsample_bytree': 0.8841481425245957, 'gamma': 0.7166689853215432, 'reg_alpha': 0.7371696494573613, 'reg_lambda': 2.031114359279661}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:41,508] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 172, 'learning_rate': 0.049894089742692965, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9283718998729942, 'colsample_bytree': 0.7984360360047067, 'gamma': 0.09363286632206375, 'reg_alpha': 0.9001301731732235, 'reg_lambda': 1.8813445583688544}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:41,976] Trial 151 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.04702447048772888, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9238554965793695, 'colsample_bytree': 0.9190584827416246, 'gamma': 0.26671233513634546, 'reg_alpha': 0.9322909632779711, 'reg_lambda': 1.784804722538213}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:42,300] Trial 152 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 236, 'learning_rate': 0.043163998707104426, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9178919061308456, 'colsample_bytree': 0.909735569891628, 'gamma': 1.4922560748196512, 'reg_alpha': 0.44410044601900556, 'reg_lambda': 1.747115556029534}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:42,579] Trial 153 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 120, 'learning_rate': 0.04788220831311585, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7111399733586562, 'colsample_bytree': 0.9312203838896272, 'gamma': 0.3346189735276454, 'reg_alpha': 0.0029361947356450462, 'reg_lambda': 1.6871525670687961}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:42,812] Trial 154 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 140, 'learning_rate': 0.04099641227015873, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9458965748252975, 'colsample_bytree': 0.9210569524497755, 'gamma': 4.4939340554560845, 'reg_alpha': 0.05958672313742357, 'reg_lambda': 2.894115487405555}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:43,437] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.05361982004510424, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9097054462690582, 'colsample_bytree': 0.9447069773525463, 'gamma': 0.240106052395275, 'reg_alpha': 0.034376276975056824, 'reg_lambda': 1.842408694596034}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:43,662] Trial 156 finished with value: 0.5 and parameters: {'n_estimators': 154, 'learning_rate': 0.058327678614592246, 'max_depth': 7, 'min_child_weight': 14, 'subsample': 0.9373041490274721, 'colsample_bytree': 0.9147300226979814, 'gamma': 0.4986155226464285, 'reg_alpha': 0.8618953494672801, 'reg_lambda': 1.9546373438268263}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:43,966] Trial 157 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.03692350013474841, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9590616417121536, 'colsample_bytree': 0.9000250126023395, 'gamma': 3.744237050962261, 'reg_alpha': 0.9860799230566695, 'reg_lambda': 1.5738013687243697}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:44,391] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.05109095833806839, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9748259728796508, 'colsample_bytree': 0.9388337804982454, 'gamma': 0.06068735160862315, 'reg_alpha': 0.49825830951359995, 'reg_lambda': 1.7700118806732679}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:44,871] Trial 159 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 164, 'learning_rate': 0.16416826239821025, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9261083741306977, 'colsample_bytree': 0.9294671566969652, 'gamma': 0.0026618916958740524, 'reg_alpha': 0.3800173615943412, 'reg_lambda': 1.996492695792195}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:45,161] Trial 160 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 159, 'learning_rate': 0.012370953339465099, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8488648156567487, 'colsample_bytree': 0.9551997800517295, 'gamma': 1.6561314928913224, 'reg_alpha': 0.35803690540222144, 'reg_lambda': 2.0803973961109037}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:45,485] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.017052256246873617, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9265337534059758, 'colsample_bytree': 0.9263874198087293, 'gamma': 0.012623386898548805, 'reg_alpha': 0.44820173588505396, 'reg_lambda': 2.004054467095351}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:45,835] Trial 162 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.17017908093022657, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9212762051754769, 'colsample_bytree': 0.9068402400445857, 'gamma': 0.1957566369157883, 'reg_alpha': 0.3880664936634891, 'reg_lambda': 0.7183666760430089}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:46,095] Trial 163 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.1391986402607, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9349166720621054, 'colsample_bytree': 0.8970768196908049, 'gamma': 0.347865271047425, 'reg_alpha': 0.470660329868845, 'reg_lambda': 1.9081448378631158}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:46,560] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 183, 'learning_rate': 0.15971318856913308, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9475936179779564, 'colsample_bytree': 0.8952182495458567, 'gamma': 0.37089526332933676, 'reg_alpha': 0.3766347085803563, 'reg_lambda': 1.936481590849906}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:46,825] Trial 165 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 174, 'learning_rate': 0.20332777775501518, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9364775217285545, 'colsample_bytree': 0.8865576912237414, 'gamma': 0.1627723666786512, 'reg_alpha': 0.4679465132879234, 'reg_lambda': 2.1462775062374817}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:47,167] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 167, 'learning_rate': 0.13913871550254228, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9916359706177714, 'colsample_bytree': 0.9461103672566819, 'gamma': 0.6264935196816835, 'reg_alpha': 0.5804587638429008, 'reg_lambda': 1.891577402097244}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:47,437] Trial 167 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 156, 'learning_rate': 0.20805014921146228, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9041370384543752, 'colsample_bytree': 0.9903534905457503, 'gamma': 0.4184114180440908, 'reg_alpha': 0.4130195424086105, 'reg_lambda': 1.9805819944980048}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:47,739] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.12060121006017681, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9322487419822316, 'colsample_bytree': 0.9038156691512393, 'gamma': 0.11442395773116135, 'reg_alpha': 0.5335320303718121, 'reg_lambda': 0.8012407004473838}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:48,021] Trial 169 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 163, 'learning_rate': 0.02168100694147005, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9126986243203992, 'colsample_bytree': 0.9329207348518239, 'gamma': 1.3115133636111005, 'reg_alpha': 0.4835615874466209, 'reg_lambda': 2.0447664363324494}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:48,866] Trial 170 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.0824458145422043, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9686392519844771, 'colsample_bytree': 0.8753888265323693, 'gamma': 0.3099832918470588, 'reg_alpha': 0.4320793613038968, 'reg_lambda': 1.8529651759477779}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:49,217] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 247, 'learning_rate': 0.17195025900017535, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9239112284140113, 'colsample_bytree': 0.9166507398113971, 'gamma': 0.2682054372663482, 'reg_alpha': 0.9994254245961752, 'reg_lambda': 1.8153646571905453}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:49,655] Trial 172 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 239, 'learning_rate': 0.044674933941272185, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9427985925370999, 'colsample_bytree': 0.9255347531209968, 'gamma': 3.4570001053191444, 'reg_alpha': 0.3483281583575657, 'reg_lambda': 1.9386248410639222}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:49,955] Trial 173 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 232, 'learning_rate': 0.15164216952616172, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.930217658030755, 'colsample_bytree': 0.897946417648324, 'gamma': 0.48610614314472955, 'reg_alpha': 0.046536771525802184, 'reg_lambda': 1.8927880244688626}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:50,455] Trial 174 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 178, 'learning_rate': 0.10958533217040173, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9188496170625555, 'colsample_bytree': 0.9147362457728349, 'gamma': 0.17270477071600038, 'reg_alpha': 0.10000630663482798, 'reg_lambda': 1.64040349706214}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:50,788] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 160, 'learning_rate': 0.04657503092263091, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.899989498038926, 'colsample_bytree': 0.9334026901703555, 'gamma': 0.8085250341845222, 'reg_alpha': 0.06832703574675805, 'reg_lambda': 1.986160458817555}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:51,131] Trial 176 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 169, 'learning_rate': 0.12818897142064015, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.950023799832956, 'colsample_bytree': 0.909490910805326, 'gamma': 0.00021071828999258413, 'reg_alpha': 0.15270211081889606, 'reg_lambda': 0.7612712656134039}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:51,442] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.029256120922146734, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9844517330090717, 'colsample_bytree': 0.9205296484460047, 'gamma': 0.33334700628395686, 'reg_alpha': 0.31652957026813733, 'reg_lambda': 1.7826630121408242}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:51,697] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 165, 'learning_rate': 0.06058522336687275, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7952872625902226, 'colsample_bytree': 0.8654807578669945, 'gamma': 0.5479235188081822, 'reg_alpha': 0.4045333661610023, 'reg_lambda': 1.7151121054812855}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,011] Trial 179 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 175, 'learning_rate': 0.018519840065748784, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9359323425659657, 'colsample_bytree': 0.9813591740021601, 'gamma': 0.23897876630609283, 'reg_alpha': 0.6532394872933478, 'reg_lambda': 2.061738169468512}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,313] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 227, 'learning_rate': 0.06809372419859333, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9130790010576234, 'colsample_bytree': 0.89006023653834, 'gamma': 1.0733094028207266, 'reg_alpha': 0.9185421418896001, 'reg_lambda': 1.4577408708374557}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,622] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.05686399898562125, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9084815336339076, 'colsample_bytree': 0.9816435910786132, 'gamma': 0.3970466885820747, 'reg_alpha': 0.8915202438848566, 'reg_lambda': 1.8966477862861053}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:52,962] Trial 182 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.057656121814336006, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7573242648225285, 'colsample_bytree': 0.9731685866494827, 'gamma': 0.3608963974368674, 'reg_alpha': 0.12376869830316516, 'reg_lambda': 1.9394729822797292}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:53,386] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 123, 'learning_rate': 0.05198428413378339, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9999503118669381, 'colsample_bytree': 0.9600308012650975, 'gamma': 0.10929201088703164, 'reg_alpha': 0.7860747616919023, 'reg_lambda': 1.9235069299784056}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:53,649] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.04956642851662822, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9240925719170088, 'colsample_bytree': 0.9868004397372676, 'gamma': 0.6822068031853742, 'reg_alpha': 0.8129413183862042, 'reg_lambda': 2.012860167532504}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:53,898] Trial 185 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 92, 'learning_rate': 0.06235601251665464, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8908206868256452, 'colsample_bytree': 0.9761374292990205, 'gamma': 0.4580152864003781, 'reg_alpha': 0.8197096785413891, 'reg_lambda': 1.8127584152469125}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:54,141] Trial 186 finished with value: 0.738095238095238 and parameters: {'n_estimators': 137, 'learning_rate': 0.13757346752737373, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9090533946594236, 'colsample_bytree': 0.9434143403965373, 'gamma': 0.2127399364004658, 'reg_alpha': 0.942887161189859, 'reg_lambda': 1.969635627621952}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:54,493] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 146, 'learning_rate': 0.05590502333654274, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9423663024653219, 'colsample_bytree': 0.8817261967576107, 'gamma': 0.30744404062412634, 'reg_alpha': 0.021088897870377557, 'reg_lambda': 0.6228821308462442}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:54,759] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.05367945812759657, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.950848358468364, 'colsample_bytree': 0.8844455414914354, 'gamma': 0.15172302375576452, 'reg_alpha': 0.015420389882231867, 'reg_lambda': 0.6473963537795803}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:55,223] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 144, 'learning_rate': 0.045747672227742155, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9408910921991405, 'colsample_bytree': 0.8791516946344526, 'gamma': 0.29254268333004957, 'reg_alpha': 0.03305057867824109, 'reg_lambda': 0.6446919391374307}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:55,588] Trial 190 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.04312887772369952, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9285699694822368, 'colsample_bytree': 0.8482650895517712, 'gamma': 0.07362568718647255, 'reg_alpha': 0.0014333586075000841, 'reg_lambda': 0.8458198490604164}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:55,900] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 150, 'learning_rate': 0.057111184420593285, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.920385953383779, 'colsample_bytree': 0.903021891086499, 'gamma': 0.39935711569376475, 'reg_alpha': 0.07409401375236302, 'reg_lambda': 0.5858093398914662}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:56,171] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.05560626863465895, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9193968744483184, 'colsample_bytree': 0.9039764154771603, 'gamma': 0.542512500665137, 'reg_alpha': 0.08024075939161239, 'reg_lambda': 0.5812165574105812}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:56,450] Trial 193 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.04822530029167282, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9351889873852491, 'colsample_bytree': 0.9003573171803687, 'gamma': 0.43250798017671194, 'reg_alpha': 0.05206976714351293, 'reg_lambda': 0.5266235915717391}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:56,844] Trial 194 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 152, 'learning_rate': 0.06540629740382098, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9411321388760366, 'colsample_bytree': 0.8902921806036131, 'gamma': 0.22057807651350614, 'reg_alpha': 0.09876500908487049, 'reg_lambda': 0.6964709667697988}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:57,103] Trial 195 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 150, 'learning_rate': 0.062319260704814146, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9580767954626304, 'colsample_bytree': 0.873333318827211, 'gamma': 0.6083817546020401, 'reg_alpha': 0.1035781564496122, 'reg_lambda': 0.6902773387694663}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:57,452] Trial 196 finished with value: 0.761904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.0737092008287845, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9402884815690499, 'colsample_bytree': 0.8919931557010616, 'gamma': 0.1054016202830256, 'reg_alpha': 0.02424037620705495, 'reg_lambda': 0.6308774472855998}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:57,734] Trial 197 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 152, 'learning_rate': 0.07371544810251768, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7815031521480871, 'colsample_bytree': 0.8922670347827238, 'gamma': 0.0930319112224333, 'reg_alpha': 0.025211929185445604, 'reg_lambda': 0.5961290578103852}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:58,145] Trial 198 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 140, 'learning_rate': 0.06719773020886562, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.939956826756219, 'colsample_bytree': 0.882157530451807, 'gamma': 0.9409449174457332, 'reg_alpha': 0.0754398064470645, 'reg_lambda': 0.6942920270813694}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:58,429] Trial 199 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 161, 'learning_rate': 0.07084702336528967, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9477233740014549, 'colsample_bytree': 0.8632616953807484, 'gamma': 0.013788644015175046, 'reg_alpha': 0.05616701511072827, 'reg_lambda': 0.6781015468643046}. Best is trial 76 with value: 0.7797619047619048.
[I 2025-11-03 20:26:58,432] A new study created in memory with name: no-name-c23760c9-b05b-4446-98f2-0a6b677e98ad
[I 2025-11-03 20:26:58,799] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 140, 'learning_rate': 0.04307965823737885, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7571142362369353, 'colsample_bytree': 0.7192039078971972, 'gamma': 3.3898730659222354, 'reg_alpha': 0.17889858243679757, 'reg_lambda': 1.0671685440038874}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:26:59,019] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.08334054867510837, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.9999038084441103, 'colsample_bytree': 0.846689730276374, 'gamma': 2.4840590106108094, 'reg_alpha': 0.9455637414740444, 'reg_lambda': 1.6722294035421579}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:26:59,392] Trial 2 finished with value: 0.693452380952381 and parameters: {'n_estimators': 216, 'learning_rate': 0.18959534249296456, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8286063987177873, 'colsample_bytree': 0.9888362997455793, 'gamma': 2.053602216085772, 'reg_alpha': 0.5880082982853667, 'reg_lambda': 2.903386708827395}. Best is trial 2 with value: 0.693452380952381.
[I 2025-11-03 20:26:59,699] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 238, 'learning_rate': 0.05472393717885031, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.7385780857244759, 'colsample_bytree': 0.7161864360208388, 'gamma': 4.769817225793983, 'reg_alpha': 0.7953834758819467, 'reg_lambda': 0.9888291642781037}. Best is trial 2 with value: 0.693452380952381.
[I 2025-11-03 20:26:59,891] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 93, 'learning_rate': 0.20852099565320442, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.9216825139019407, 'colsample_bytree': 0.946418904745744, 'gamma': 2.314483146097146, 'reg_alpha': 0.9208538670667293, 'reg_lambda': 0.5457993529640186}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,275] Trial 5 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 185, 'learning_rate': 0.15395001222505858, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6807507048977327, 'colsample_bytree': 0.8395610318907571, 'gamma': 3.641217329421527, 'reg_alpha': 0.20223349416006042, 'reg_lambda': 2.969220207405945}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,393] Trial 6 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 49, 'learning_rate': 0.04559612609722851, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9994397730652183, 'colsample_bytree': 0.8206147027605477, 'gamma': 1.4256665413309917, 'reg_alpha': 0.23657477190250897, 'reg_lambda': 2.1322383837582994}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,600] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.014576201829674968, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9456228062539733, 'colsample_bytree': 0.870388001096029, 'gamma': 2.499222035401903, 'reg_alpha': 0.38732798697944937, 'reg_lambda': 0.9527719568784516}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:00,840] Trial 8 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.03336909944980474, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9211188889204945, 'colsample_bytree': 0.7204278212397173, 'gamma': 4.040767799657214, 'reg_alpha': 0.9854813010741491, 'reg_lambda': 2.747063731646125}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,069] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 141, 'learning_rate': 0.1233899042484431, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.6144688406392137, 'colsample_bytree': 0.9895630808461722, 'gamma': 3.6399033848016353, 'reg_alpha': 0.5326238835238009, 'reg_lambda': 2.3047196612274963}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,139] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 20, 'learning_rate': 0.2898011814949747, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.851128076904715, 'colsample_bytree': 0.6140922022087488, 'gamma': 0.5923136100031445, 'reg_alpha': 0.7356505084635222, 'reg_lambda': 0.563717781050636}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,531] Trial 11 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 226, 'learning_rate': 0.23214982177532179, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8448729053353311, 'colsample_bytree': 0.9998470123151083, 'gamma': 1.5739058459777204, 'reg_alpha': 0.5892566101389031, 'reg_lambda': 1.6063736571863048}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:01,764] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 102, 'learning_rate': 0.1523878657594618, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8661245379552626, 'colsample_bytree': 0.9261080269313021, 'gamma': 1.7234006107902475, 'reg_alpha': 0.7391246829078487, 'reg_lambda': 2.281573971208173}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:27:02,057] Trial 13 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.10815414832658454, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8958632591612005, 'colsample_bytree': 0.9167094256045445, 'gamma': 0.1489075498129131, 'reg_alpha': 0.789555291461211, 'reg_lambda': 2.2611112381728335}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:02,263] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.09108442392342751, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.9201141416082328, 'colsample_bytree': 0.9130384742594462, 'gamma': 0.0662661829404254, 'reg_alpha': 0.0030406969617653434, 'reg_lambda': 1.9269185708730083}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:02,581] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.08756650176353795, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8993782455757179, 'colsample_bytree': 0.9249474605784986, 'gamma': 0.8463051945171801, 'reg_alpha': 0.8495511632607067, 'reg_lambda': 1.4033391059727425}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:02,885] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 179, 'learning_rate': 0.025712766777014225, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.785824422675758, 'colsample_bytree': 0.8843983719092611, 'gamma': 0.7070068130381395, 'reg_alpha': 0.8452529541355701, 'reg_lambda': 1.291154837240972}. Best is trial 13 with value: 0.7380952380952381.
[I 2025-11-03 20:27:03,275] Trial 17 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.08412345536498536, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8742363497590396, 'colsample_bytree': 0.7700641735408595, 'gamma': 0.9359385067215429, 'reg_alpha': 0.6686716580574231, 'reg_lambda': 2.5161964899189853}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:03,538] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 164, 'learning_rate': 0.07339108172683954, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8110514794720213, 'colsample_bytree': 0.7723782017007216, 'gamma': 0.04676086269619695, 'reg_alpha': 0.6866407941577382, 'reg_lambda': 2.585104009744104}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:03,913] Trial 19 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 119, 'learning_rate': 0.0180925013261861, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9636863224636322, 'colsample_bytree': 0.796515530335628, 'gamma': 1.2549574154917587, 'reg_alpha': 0.42440498231689966, 'reg_lambda': 2.544590083459379}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:04,176] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.10992326781751605, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8785025396362828, 'colsample_bytree': 0.643341989205986, 'gamma': 0.43889381174395287, 'reg_alpha': 0.6325176149831773, 'reg_lambda': 1.9835684497633062}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:04,558] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.06400259802410167, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.888930789449065, 'colsample_bytree': 0.7625953019527731, 'gamma': 0.9661004237332815, 'reg_alpha': 0.848419611732177, 'reg_lambda': 1.4569324815359477}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:04,866] Trial 22 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 202, 'learning_rate': 0.10641169514810495, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.892066732099044, 'colsample_bytree': 0.9522686632412927, 'gamma': 1.0049325504558224, 'reg_alpha': 0.8230036044600321, 'reg_lambda': 2.4504594610424557}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:05,113] Trial 23 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.14110642309550261, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9587733067214796, 'colsample_bytree': 0.8831797062463917, 'gamma': 3.035543484979293, 'reg_alpha': 0.7026616473921738, 'reg_lambda': 1.9010300958750102}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:05,505] Trial 24 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.06211524623798892, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7866693191717322, 'colsample_bytree': 0.9160536668619768, 'gamma': 0.36058632408736746, 'reg_alpha': 0.8971479979881106, 'reg_lambda': 2.211414850680143}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:05,819] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 116, 'learning_rate': 0.08896045360782792, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9042087456537604, 'colsample_bytree': 0.6705247496662075, 'gamma': 0.9716429206394227, 'reg_alpha': 0.4730596803382775, 'reg_lambda': 1.3266093339124174}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,189] Trial 26 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.035037354065234165, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8281890548627574, 'colsample_bytree': 0.7626181829454817, 'gamma': 0.039925710467343056, 'reg_alpha': 0.7504623809417967, 'reg_lambda': 2.7172377305972732}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,479] Trial 27 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 202, 'learning_rate': 0.010839221818235167, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8558634859841543, 'colsample_bytree': 0.7968302949436474, 'gamma': 1.8871843609939805, 'reg_alpha': 0.6434859091850043, 'reg_lambda': 1.7653153189017494}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,746] Trial 28 finished with value: 0.7380952380952382 and parameters: {'n_estimators': 88, 'learning_rate': 0.07497300969154069, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9400055418166062, 'colsample_bytree': 0.9553556714074555, 'gamma': 0.7589069005770472, 'reg_alpha': 0.997602639949845, 'reg_lambda': 2.428159461790407}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:06,985] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 74, 'learning_rate': 0.04961280338609635, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7459975102845235, 'colsample_bytree': 0.9648107920156743, 'gamma': 3.021938393125828, 'reg_alpha': 0.9881872854708864, 'reg_lambda': 2.397625899164892}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:07,169] Trial 30 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 41, 'learning_rate': 0.036432391726395834, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9428077122220085, 'colsample_bytree': 0.7286607157249505, 'gamma': 1.2452029223212011, 'reg_alpha': 0.9113929991015337, 'reg_lambda': 2.082279492306183}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:07,449] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.07563198129275751, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9145212386340495, 'colsample_bytree': 0.8997501842324633, 'gamma': 0.7005695141896132, 'reg_alpha': 0.8009536638252457, 'reg_lambda': 2.6801608596943325}. Best is trial 17 with value: 0.7440476190476191.
[I 2025-11-03 20:27:07,685] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 126, 'learning_rate': 0.0987591192492959, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.96445835081692, 'colsample_bytree': 0.8588007867456786, 'gamma': 0.34989688837832034, 'reg_alpha': 0.8809710783674224, 'reg_lambda': 1.1496380552539214}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:07,974] Trial 33 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.11997979288324613, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9791928018391582, 'colsample_bytree': 0.8393306390921731, 'gamma': 0.24761154191672863, 'reg_alpha': 0.9357991041294822, 'reg_lambda': 0.7619913302588888}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:08,290] Trial 34 finished with value: 0.75 and parameters: {'n_estimators': 108, 'learning_rate': 0.05941926391894464, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9777390359522938, 'colsample_bytree': 0.9639490322764891, 'gamma': 0.44993458871637915, 'reg_alpha': 0.8848089883365728, 'reg_lambda': 1.1570811866610753}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:08,526] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 117, 'learning_rate': 0.06141557661997171, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9820072012700322, 'colsample_bytree': 0.966824087758877, 'gamma': 0.4897834932634513, 'reg_alpha': 0.996233077050824, 'reg_lambda': 1.1770735382807094}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:08,845] Trial 36 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 107, 'learning_rate': 0.04101082706151525, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9324673646118159, 'colsample_bytree': 0.8553859887669414, 'gamma': 2.121433355964425, 'reg_alpha': 0.8791392224081866, 'reg_lambda': 0.8400062985097807}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:09,084] Trial 37 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.07139591379714223, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.993096636109339, 'colsample_bytree': 0.8144741626417199, 'gamma': 1.093358628603703, 'reg_alpha': 0.9385868186894474, 'reg_lambda': 1.0804537779492829}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:09,449] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 132, 'learning_rate': 0.02708649797936317, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9957060064369714, 'colsample_bytree': 0.8276002407779928, 'gamma': 1.3122556370367158, 'reg_alpha': 0.29696138408712985, 'reg_lambda': 1.1008649350080864}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:09,709] Trial 39 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.05215871010792344, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9636449428557379, 'colsample_bytree': 0.7466685548447539, 'gamma': 4.546038147304866, 'reg_alpha': 0.9342396373842607, 'reg_lambda': 1.5709098231552439}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:10,037] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 134, 'learning_rate': 0.18702095119416737, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7081814323998286, 'colsample_bytree': 0.6915952569379596, 'gamma': 1.1367579922697706, 'reg_alpha': 0.5374064139943735, 'reg_lambda': 0.7136244237571239}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:10,308] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.0681607703849971, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9809140906237462, 'colsample_bytree': 0.861469293705359, 'gamma': 0.7401961927712036, 'reg_alpha': 0.9463702057662031, 'reg_lambda': 0.9464484051864049}. Best is trial 32 with value: 0.75.
[I 2025-11-03 20:27:10,633] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.0794763508532635, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9352618112218825, 'colsample_bytree': 0.788112055498905, 'gamma': 1.6809532319336271, 'reg_alpha': 0.8808422274148583, 'reg_lambda': 2.8548330666725077}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:10,851] Trial 43 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.09133875197668381, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9994141948620671, 'colsample_bytree': 0.8115829541100364, 'gamma': 1.662458529193238, 'reg_alpha': 0.7764646661218468, 'reg_lambda': 2.866965490077713}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,153] Trial 44 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 171, 'learning_rate': 0.04366226637369852, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.962820549068855, 'colsample_bytree': 0.782574614750128, 'gamma': 1.4499060633306744, 'reg_alpha': 0.8767582227486054, 'reg_lambda': 1.1742550997793058}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,391] Trial 45 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 128, 'learning_rate': 0.05548047179900499, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9513129412662855, 'colsample_bytree': 0.7411556083868482, 'gamma': 2.003538655051993, 'reg_alpha': 0.6557333926713209, 'reg_lambda': 2.8760323532074827}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,689] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.1441177124452728, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9298476516347269, 'colsample_bytree': 0.8136841000482495, 'gamma': 2.225464693443664, 'reg_alpha': 0.7169110254272275, 'reg_lambda': 1.0918156853326793}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:11,903] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 124, 'learning_rate': 0.18088004127461058, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9781824741137669, 'colsample_bytree': 0.8352473052808685, 'gamma': 0.49518837921853326, 'reg_alpha': 0.7743491530245106, 'reg_lambda': 2.994921797361865}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:12,152] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 100, 'learning_rate': 0.1005431536278242, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8733766829590777, 'colsample_bytree': 0.7852842863654073, 'gamma': 0.31267568995787465, 'reg_alpha': 0.9612299752779266, 'reg_lambda': 0.9992762660479971}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:12,450] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 150, 'learning_rate': 0.08063911807025685, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.916423044148883, 'colsample_bytree': 0.7035882595099645, 'gamma': 2.7002796146052264, 'reg_alpha': 0.8865435665694147, 'reg_lambda': 1.7736420952892722}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:12,771] Trial 50 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.12862086999733766, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9481664319329511, 'colsample_bytree': 0.8741639461872333, 'gamma': 1.818653732937762, 'reg_alpha': 0.1120414138952675, 'reg_lambda': 1.520482154063462}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:13,129] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.12659633609086854, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9479486867679182, 'colsample_bytree': 0.8749077153153031, 'gamma': 1.4892665233989872, 'reg_alpha': 0.35812128108491437, 'reg_lambda': 1.509607919054869}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:13,408] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.16538875339199613, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.970111384497181, 'colsample_bytree': 0.8465834150644629, 'gamma': 1.8785210328672701, 'reg_alpha': 0.10106868698666771, 'reg_lambda': 1.2828820735647755}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:13,699] Trial 53 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.24623959873564336, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9836931971856538, 'colsample_bytree': 0.8501422555007634, 'gamma': 2.5710071955962377, 'reg_alpha': 0.12210056089560188, 'reg_lambda': 1.2780107679573427}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:14,072] Trial 54 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 236, 'learning_rate': 0.2672747608832274, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6348447427727125, 'colsample_bytree': 0.8495237286110676, 'gamma': 2.72722816061719, 'reg_alpha': 0.05180038962092238, 'reg_lambda': 1.328741849469588}. Best is trial 42 with value: 0.7559523809523809.
[I 2025-11-03 20:27:14,384] Trial 55 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 228, 'learning_rate': 0.23441698485125037, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9849032049150872, 'colsample_bytree': 0.8208898945829854, 'gamma': 2.416104957078323, 'reg_alpha': 0.19879348083334486, 'reg_lambda': 1.226044734835924}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:14,763] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 250, 'learning_rate': 0.23745951031253137, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9886202585407307, 'colsample_bytree': 0.8978644172282855, 'gamma': 2.2973495051607267, 'reg_alpha': 0.22017776594842609, 'reg_lambda': 1.1900454413906991}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,038] Trial 57 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.2345271004709827, 'max_depth': 8, 'min_child_weight': 18, 'subsample': 0.9837925105267276, 'colsample_bytree': 0.8974008359864503, 'gamma': 2.487496299245076, 'reg_alpha': 0.20728733214682793, 'reg_lambda': 1.2161833026090594}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,329] Trial 58 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 244, 'learning_rate': 0.21701520697657167, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.969302969584524, 'colsample_bytree': 0.9394844227737806, 'gamma': 3.1421202228006346, 'reg_alpha': 0.27744893475170596, 'reg_lambda': 0.8749598162324952}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,670] Trial 59 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 228, 'learning_rate': 0.2876675854674541, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9297025256964425, 'colsample_bytree': 0.890791000673214, 'gamma': 2.7347130564527644, 'reg_alpha': 0.16392097703457986, 'reg_lambda': 1.424157327424216}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:15,999] Trial 60 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 248, 'learning_rate': 0.25135863420211835, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9998588231220211, 'colsample_bytree': 0.8642037613779737, 'gamma': 2.403840227769617, 'reg_alpha': 0.16790767300111242, 'reg_lambda': 0.6699212820668716}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:16,377] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 215, 'learning_rate': 0.2063081142097379, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9894822971700514, 'colsample_bytree': 0.8252337820546966, 'gamma': 2.247578721499277, 'reg_alpha': 0.25621801983173925, 'reg_lambda': 1.0338263860198433}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:16,710] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.2960373344366862, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9559197024729315, 'colsample_bytree': 0.8075664214481673, 'gamma': 3.339525839277791, 'reg_alpha': 0.3311337595823784, 'reg_lambda': 1.656959664103528}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:17,085] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 96, 'learning_rate': 0.16868936908422483, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9734310053453366, 'colsample_bytree': 0.7930274718429329, 'gamma': 2.5863643103768372, 'reg_alpha': 0.10450497125213853, 'reg_lambda': 0.9130744222859171}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:17,377] Trial 64 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 108, 'learning_rate': 0.2079859834121277, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.989283566398508, 'colsample_bytree': 0.9337870595235069, 'gamma': 2.0468120071808795, 'reg_alpha': 0.20649160179202164, 'reg_lambda': 1.125061653057543}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:17,781] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 250, 'learning_rate': 0.05712740876210774, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9608060802860611, 'colsample_bytree': 0.9830716074326068, 'gamma': 1.6580243080709505, 'reg_alpha': 0.41688125162401857, 'reg_lambda': 1.2315657858619178}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,062] Trial 66 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 221, 'learning_rate': 0.2506734899165966, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9397376196861599, 'colsample_bytree': 0.8225985811733942, 'gamma': 2.8554047075004116, 'reg_alpha': 0.014965326332688211, 'reg_lambda': 1.0318688111276502}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,284] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 122, 'learning_rate': 0.09818693235774818, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.909940296265741, 'colsample_bytree': 0.9070246064434907, 'gamma': 2.31938155197836, 'reg_alpha': 0.8169349582752087, 'reg_lambda': 1.3356858451619182}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,682] Trial 68 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.06476994187656249, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9876289121029511, 'colsample_bytree': 0.842985841946547, 'gamma': 1.1008309613968241, 'reg_alpha': 0.1365085491447723, 'reg_lambda': 1.395796534620988}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:18,926] Trial 69 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 139, 'learning_rate': 0.07116451933547001, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9716418619618412, 'colsample_bytree': 0.8080401425797965, 'gamma': 3.6720641773693794, 'reg_alpha': 0.06878437634623291, 'reg_lambda': 0.5952602469469979}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,209] Trial 70 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 72, 'learning_rate': 0.11344271330529156, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9280275255713629, 'colsample_bytree': 0.83430214622774, 'gamma': 0.560425504870863, 'reg_alpha': 0.24618392663813501, 'reg_lambda': 1.216963453530306}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,342] Trial 71 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 57, 'learning_rate': 0.1117182090980137, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9309198927373331, 'colsample_bytree': 0.8324262549993948, 'gamma': 0.5907932617626654, 'reg_alpha': 0.21405143482520225, 'reg_lambda': 0.7983485332523692}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,598] Trial 72 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 37, 'learning_rate': 0.14084886260872828, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9516473911550487, 'colsample_bytree': 0.8576168600430616, 'gamma': 0.1702281383358215, 'reg_alpha': 0.14472079800847712, 'reg_lambda': 1.2535886985883657}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:19,808] Trial 73 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.08327698958937876, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9900488402658936, 'colsample_bytree': 0.881963168844138, 'gamma': 0.8196185215920202, 'reg_alpha': 0.23534031950689877, 'reg_lambda': 1.1386684308475437}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,082] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.04628033018318042, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9730881269923387, 'colsample_bytree': 0.7782076323606577, 'gamma': 0.4191863825818115, 'reg_alpha': 0.9636390808786955, 'reg_lambda': 1.0726258674110698}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,286] Trial 75 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 67, 'learning_rate': 0.1623951284201466, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.960516056470558, 'colsample_bytree': 0.7982156367394865, 'gamma': 0.22102147245309997, 'reg_alpha': 0.8463102852497258, 'reg_lambda': 0.9264422615069946}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,558] Trial 76 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 112, 'learning_rate': 0.09685350318701459, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9993886267460036, 'colsample_bytree': 0.8184374632194766, 'gamma': 0.6622774892726209, 'reg_alpha': 0.32944327262078277, 'reg_lambda': 1.3672563107111355}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,876] Trial 77 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.07707424333542483, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8885629753364818, 'colsample_bytree': 0.8646550863931658, 'gamma': 1.3501180121294887, 'reg_alpha': 0.46911250681663075, 'reg_lambda': 1.4707410652826853}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:20,973] Trial 78 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 24, 'learning_rate': 0.05818282152266395, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.942205708942765, 'colsample_bytree': 0.7584554292896262, 'gamma': 2.888778562304428, 'reg_alpha': 0.5730448241899785, 'reg_lambda': 1.1964651582490047}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:21,329] Trial 79 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.19050959158446928, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7699401676529382, 'colsample_bytree': 0.8367118101100957, 'gamma': 1.0629116812929422, 'reg_alpha': 0.8656336443746079, 'reg_lambda': 0.9766588373972447}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:21,673] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.11465458564124653, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8354732281681863, 'colsample_bytree': 0.9989498595330766, 'gamma': 0.014101310831372338, 'reg_alpha': 0.9109080805230934, 'reg_lambda': 1.851146237253494}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,057] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.22068410506243527, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9723640458446172, 'colsample_bytree': 0.852379981586711, 'gamma': 1.9209252127912337, 'reg_alpha': 0.07470422875439443, 'reg_lambda': 1.283796063028631}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,341] Trial 82 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 232, 'learning_rate': 0.17137266843825946, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9669628258015441, 'colsample_bytree': 0.8051599611678031, 'gamma': 2.138064989272887, 'reg_alpha': 0.1875165091788811, 'reg_lambda': 1.2448444816064383}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,598] Trial 83 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.19769581397113456, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9810255973329296, 'colsample_bytree': 0.8460501229834396, 'gamma': 2.373346050271339, 'reg_alpha': 0.09355620771618921, 'reg_lambda': 1.144753535728947}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:22,812] Trial 84 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 102, 'learning_rate': 0.23900138750185335, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9208072994298764, 'colsample_bytree': 0.790884964495153, 'gamma': 0.9162957985705488, 'reg_alpha': 0.03402732766128007, 'reg_lambda': 1.598733955124233}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:23,071] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 156, 'learning_rate': 0.13353726476977343, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9537883292483154, 'colsample_bytree': 0.8300886532974376, 'gamma': 2.566128509178232, 'reg_alpha': 0.12936896548440416, 'reg_lambda': 1.3021112108590809}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:23,364] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 234, 'learning_rate': 0.15814237552637747, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9358207500889079, 'colsample_bytree': 0.8768346769112106, 'gamma': 1.7717336822548038, 'reg_alpha': 0.17825072418546828, 'reg_lambda': 1.0660389529096996}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:23,775] Trial 87 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 136, 'learning_rate': 0.27373053821367305, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.989689724056825, 'colsample_bytree': 0.8206382142749774, 'gamma': 1.5572949461633363, 'reg_alpha': 0.23805830114264556, 'reg_lambda': 1.0006360779126595}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:24,067] Trial 88 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.06901224752281164, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.7169239997108646, 'colsample_bytree': 0.8684994550708539, 'gamma': 0.5690497969544954, 'reg_alpha': 0.2794959518926056, 'reg_lambda': 1.3841841033603624}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:24,367] Trial 89 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 223, 'learning_rate': 0.1481744583021885, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8100691504526587, 'colsample_bytree': 0.8919277264711192, 'gamma': 1.9485374052808746, 'reg_alpha': 0.9038675297254402, 'reg_lambda': 1.1884011574703413}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:24,764] Trial 90 finished with value: 0.5 and parameters: {'n_estimators': 243, 'learning_rate': 0.09234414704943837, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.9660290798387408, 'colsample_bytree': 0.9257628928422152, 'gamma': 2.1809867551888784, 'reg_alpha': 0.970578142294289, 'reg_lambda': 1.455925687171086}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:25,046] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 209, 'learning_rate': 0.19950781182199498, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9796792900964331, 'colsample_bytree': 0.8477871906984055, 'gamma': 2.4513383616635585, 'reg_alpha': 0.10540263035206274, 'reg_lambda': 1.1732495521410162}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:25,491] Trial 92 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.2604621441736435, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9803131187115136, 'colsample_bytree': 0.8381226992094508, 'gamma': 2.319244462070268, 'reg_alpha': 0.0833846554918599, 'reg_lambda': 1.1349920356460146}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:25,941] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 247, 'learning_rate': 0.18166901107194294, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.994719059840302, 'colsample_bytree': 0.8474992666333061, 'gamma': 2.59452680871512, 'reg_alpha': 0.03634296952419662, 'reg_lambda': 1.2715039298673871}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:26,303] Trial 94 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.21839232716545906, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9564283841754708, 'colsample_bytree': 0.8151935397398467, 'gamma': 2.3653636671645306, 'reg_alpha': 0.09161396020106878, 'reg_lambda': 0.8750340457512971}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:26,570] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 189, 'learning_rate': 0.21806011504091233, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9056653556923391, 'colsample_bytree': 0.7726102429198253, 'gamma': 1.1987505242518508, 'reg_alpha': 0.15146678623191237, 'reg_lambda': 0.8548257993113999}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:26,885] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.2251527016485055, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9250768552444251, 'colsample_bytree': 0.8147818530133546, 'gamma': 1.8184629360941043, 'reg_alpha': 0.8219210909499459, 'reg_lambda': 1.069905613996935}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,151] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 195, 'learning_rate': 0.106652099463627, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9465702340702324, 'colsample_bytree': 0.9742725967192057, 'gamma': 2.104799444656331, 'reg_alpha': 0.05136994939645252, 'reg_lambda': 0.7251679305810734}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,429] Trial 98 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 144, 'learning_rate': 0.08027802097868122, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9568704209502822, 'colsample_bytree': 0.7999561128756079, 'gamma': 4.970344023101016, 'reg_alpha': 0.12627858737261582, 'reg_lambda': 2.056284014797648}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,684] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.04905052785662641, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9693162506411589, 'colsample_bytree': 0.8251766448310951, 'gamma': 0.33588875369174814, 'reg_alpha': 0.9380888473690913, 'reg_lambda': 0.8980417391111315}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:27,942] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 85, 'learning_rate': 0.2415692588201863, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9386312874086635, 'colsample_bytree': 0.7866420781163128, 'gamma': 1.614138567958905, 'reg_alpha': 0.22376544984461053, 'reg_lambda': 0.8234714213771341}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:28,288] Trial 101 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.20135031655444266, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9785081412552157, 'colsample_bytree': 0.8561799926860884, 'gamma': 2.3968470792916032, 'reg_alpha': 0.09724203370134588, 'reg_lambda': 1.1377150919385632}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:28,623] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 180, 'learning_rate': 0.17746366695209354, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9842125580705803, 'colsample_bytree': 0.8398136510128346, 'gamma': 2.3063236697515164, 'reg_alpha': 0.167640213957174, 'reg_lambda': 1.0152095815425277}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:28,902] Trial 103 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 231, 'learning_rate': 0.19404196672941054, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9931717084852122, 'colsample_bytree': 0.8146897070466814, 'gamma': 2.8799980194439434, 'reg_alpha': 0.2602286400481407, 'reg_lambda': 1.3471500247478687}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:29,318] Trial 104 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.27875243021256185, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9616973681453905, 'colsample_bytree': 0.8303540689912339, 'gamma': 2.658565160586713, 'reg_alpha': 0.18412969520196404, 'reg_lambda': 0.9544282597703875}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:29,583] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 218, 'learning_rate': 0.25290145559211186, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.952010504480667, 'colsample_bytree': 0.8443141438829036, 'gamma': 2.0123768818315675, 'reg_alpha': 0.08545040016701999, 'reg_lambda': 1.2208603588970042}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,066] Trial 106 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.12123479439103978, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9770848888337355, 'colsample_bytree': 0.8038899224615362, 'gamma': 2.776007812989879, 'reg_alpha': 0.11888958008765743, 'reg_lambda': 1.5459831887443238}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,335] Trial 107 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 224, 'learning_rate': 0.08573141893436331, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.985907920380967, 'colsample_bytree': 0.6016742986101083, 'gamma': 2.526283412216861, 'reg_alpha': 0.010507833371812408, 'reg_lambda': 1.2916970412285878}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,656] Trial 108 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 112, 'learning_rate': 0.2333880342888633, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9661128785996222, 'colsample_bytree': 0.8588750062767893, 'gamma': 2.3972622057387443, 'reg_alpha': 0.1470319094067879, 'reg_lambda': 2.343107183256016}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:30,933] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.059404273897528136, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9990454608957462, 'colsample_bytree': 0.9472407617648346, 'gamma': 0.1064462540143343, 'reg_alpha': 0.6085964390201105, 'reg_lambda': 1.1055066020168967}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:31,299] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 209, 'learning_rate': 0.13460188821474647, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6589339595409993, 'colsample_bytree': 0.9105552228011499, 'gamma': 0.8601318631382969, 'reg_alpha': 0.8625451501599334, 'reg_lambda': 1.6969357045691513}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:31,646] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 208, 'learning_rate': 0.2004551918728645, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9801441906056689, 'colsample_bytree': 0.8513759254117214, 'gamma': 2.2422738697034204, 'reg_alpha': 0.09199163629733466, 'reg_lambda': 1.1687479715100786}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:31,972] Trial 112 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.15608622358297666, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9732690422356562, 'colsample_bytree': 0.8688299446439519, 'gamma': 2.3456975953066017, 'reg_alpha': 0.05970321695766284, 'reg_lambda': 1.1602942731231158}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:32,257] Trial 113 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 230, 'learning_rate': 0.06657640959184671, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9570074833307122, 'colsample_bytree': 0.885294254481999, 'gamma': 3.030890920227674, 'reg_alpha': 0.10692015743059073, 'reg_lambda': 1.0512065472898802}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:32,608] Trial 114 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 235, 'learning_rate': 0.2965659142176932, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9453182551105337, 'colsample_bytree': 0.833251308396209, 'gamma': 2.5024093347134664, 'reg_alpha': 0.03310186054386821, 'reg_lambda': 1.2427484356253886}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:32,908] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 250, 'learning_rate': 0.2123907549058344, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9889614518925561, 'colsample_bytree': 0.848745225128764, 'gamma': 2.4478847493986966, 'reg_alpha': 0.19836455242789, 'reg_lambda': 2.814958021090442}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,190] Trial 116 finished with value: 0.693452380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.18895395275802357, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9755618476538169, 'colsample_bytree': 0.8189990217768385, 'gamma': 2.6439580444606183, 'reg_alpha': 0.8892303979740309, 'reg_lambda': 1.0957732129693805}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,419] Trial 117 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.07213899509370353, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9635644858956217, 'colsample_bytree': 0.8453606761060288, 'gamma': 1.8733851858726174, 'reg_alpha': 0.15332387230276104, 'reg_lambda': 1.211221030846937}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,690] Trial 118 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 198, 'learning_rate': 0.16607828356752624, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9822499059400441, 'colsample_bytree': 0.8103988938265229, 'gamma': 0.49875109758581104, 'reg_alpha': 0.9257339045341466, 'reg_lambda': 1.4147174426965745}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:33,983] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.2606670389124917, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.9937280265485569, 'colsample_bytree': 0.8756002029999851, 'gamma': 0.25350272200629975, 'reg_alpha': 0.12017126640701759, 'reg_lambda': 0.9612017159372446}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:34,376] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.05345425079076894, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9262652117674568, 'colsample_bytree': 0.8281332845081499, 'gamma': 1.3518709540611802, 'reg_alpha': 0.3101787038344223, 'reg_lambda': 0.6353411862729026}. Best is trial 55 with value: 0.7619047619047619.
[I 2025-11-03 20:27:34,612] Trial 121 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 94, 'learning_rate': 0.06012105415211477, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.999909495441974, 'colsample_bytree': 0.9594264093122147, 'gamma': 0.06683292920552664, 'reg_alpha': 0.7591185564025382, 'reg_lambda': 1.1023442648514445}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:34,946] Trial 122 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 99, 'learning_rate': 0.06463228523317109, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9868194601242574, 'colsample_bytree': 0.9725442750099704, 'gamma': 0.6602360474677483, 'reg_alpha': 0.7644515464651903, 'reg_lambda': 2.6399449568578217}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,150] Trial 123 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 70, 'learning_rate': 0.10095708082757442, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9997858061730951, 'colsample_bytree': 0.9010668774715593, 'gamma': 0.3216301406057161, 'reg_alpha': 0.9197597968544652, 'reg_lambda': 0.5271751710338327}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,440] Trial 124 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 91, 'learning_rate': 0.061202068138887324, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6007196527543653, 'colsample_bytree': 0.9391899616574625, 'gamma': 0.11977564517264663, 'reg_alpha': 0.8364332346362954, 'reg_lambda': 1.3357911334320975}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,662] Trial 125 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 109, 'learning_rate': 0.0778857486730944, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9718705328887434, 'colsample_bytree': 0.8388524018110219, 'gamma': 2.1319003458437678, 'reg_alpha': 0.6797933483799782, 'reg_lambda': 1.173332279363949}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:35,928] Trial 126 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 77, 'learning_rate': 0.01845315105151126, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.9520204899051486, 'colsample_bytree': 0.9546255889145389, 'gamma': 1.7101875485224936, 'reg_alpha': 0.9727028721031616, 'reg_lambda': 1.033124730228699}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:36,262] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 115, 'learning_rate': 0.22598131781514813, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9836665751586148, 'colsample_bytree': 0.9852216954166455, 'gamma': 0.0007862516654417728, 'reg_alpha': 0.7261822983804304, 'reg_lambda': 1.2542824303943831}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:36,536] Trial 128 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 62, 'learning_rate': 0.09228043805731533, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9659216289767072, 'colsample_bytree': 0.7974237424109805, 'gamma': 0.4531389209784368, 'reg_alpha': 0.06497929998015965, 'reg_lambda': 0.7789197972310995}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:36,791] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 186, 'learning_rate': 0.20647087330534877, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9924545012117775, 'colsample_bytree': 0.9622924084926234, 'gamma': 2.047234741719425, 'reg_alpha': 0.7957826856470219, 'reg_lambda': 1.1048390141896052}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,057] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 192, 'learning_rate': 0.051298236480169665, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9919887873061946, 'colsample_bytree': 0.95998915053641, 'gamma': 2.2150813180251943, 'reg_alpha': 0.8689742299165251, 'reg_lambda': 1.108024525452156}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,320] Trial 131 finished with value: 0.6994047619047619 and parameters: {'n_estimators': 184, 'learning_rate': 0.20350790975842104, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.977975497525492, 'colsample_bytree': 0.9803851232840878, 'gamma': 2.4650193733133166, 'reg_alpha': 0.8012548831274914, 'reg_lambda': 1.2941675932780436}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,544] Trial 132 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 138, 'learning_rate': 0.1801076938801855, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9583583841881832, 'colsample_bytree': 0.9660259045119719, 'gamma': 2.033615468054274, 'reg_alpha': 0.9027370800501311, 'reg_lambda': 1.1970640998311037}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:37,906] Trial 133 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 203, 'learning_rate': 0.24211659865667517, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9712711476616502, 'colsample_bytree': 0.9933355425970888, 'gamma': 0.22437773568358152, 'reg_alpha': 0.9486313597317501, 'reg_lambda': 1.1351126608211746}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:38,136] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.22157445869086395, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9899194306651111, 'colsample_bytree': 0.9330681559478846, 'gamma': 1.9332701876499747, 'reg_alpha': 0.7458194896959689, 'reg_lambda': 1.0530726104964452}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:38,518] Trial 135 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 189, 'learning_rate': 0.27042647783760365, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9984063505141298, 'colsample_bytree': 0.9198385970701762, 'gamma': 2.274666097037813, 'reg_alpha': 0.49100843408041406, 'reg_lambda': 0.999969632316762}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:38,783] Trial 136 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 178, 'learning_rate': 0.2721788911308315, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9973300181816204, 'colsample_bytree': 0.9468572413476533, 'gamma': 2.279782189204916, 'reg_alpha': 0.3732671908065175, 'reg_lambda': 0.9823680631748395}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:39,053] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.04086961634922137, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9854844342604393, 'colsample_bytree': 0.9223030630351953, 'gamma': 2.1378014325500683, 'reg_alpha': 0.5068742569649892, 'reg_lambda': 1.0053082924829968}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:39,450] Trial 138 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 186, 'learning_rate': 0.250015104084304, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9941053767835719, 'colsample_bytree': 0.9596183500461506, 'gamma': 1.537287558203958, 'reg_alpha': 0.43804940513183693, 'reg_lambda': 0.9299205411835062}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:39,744] Trial 139 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 162, 'learning_rate': 0.2867961667261683, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9667303729342278, 'colsample_bytree': 0.932593887458175, 'gamma': 2.052312046901872, 'reg_alpha': 0.8543217121344618, 'reg_lambda': 0.8843089130299213}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:40,192] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 104, 'learning_rate': 0.23241327222663122, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9379756635121022, 'colsample_bytree': 0.9177846829431057, 'gamma': 0.37023860911063605, 'reg_alpha': 0.7878140923106103, 'reg_lambda': 1.0930297421847313}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:40,434] Trial 141 finished with value: 0.738095238095238 and parameters: {'n_estimators': 189, 'learning_rate': 0.19328896411653176, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9761872978676257, 'colsample_bytree': 0.8610873282729079, 'gamma': 2.76590411320687, 'reg_alpha': 0.10976549390686793, 'reg_lambda': 1.1695214380316792}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:40,750] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.20372802116084499, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9811314920431792, 'colsample_bytree': 0.8209259625246668, 'gamma': 2.3302853394530745, 'reg_alpha': 0.2528521070598093, 'reg_lambda': 1.208821871581629}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,050] Trial 143 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 197, 'learning_rate': 0.2194452046930721, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9881872822450742, 'colsample_bytree': 0.8544207715147011, 'gamma': 2.5710762979332613, 'reg_alpha': 0.8368457600103498, 'reg_lambda': 1.1226370352664226}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,427] Trial 144 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.2695745636685363, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.999105533286144, 'colsample_bytree': 0.8649752477946039, 'gamma': 4.386084702794357, 'reg_alpha': 0.13493294740500464, 'reg_lambda': 1.3072822714440506}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,671] Trial 145 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 169, 'learning_rate': 0.17184794419309118, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9472664425569886, 'colsample_bytree': 0.8888836250971088, 'gamma': 2.405995545230533, 'reg_alpha': 0.8861198268021414, 'reg_lambda': 1.0556041262066809}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:41,918] Trial 146 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 131, 'learning_rate': 0.07240360483085796, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9589847090792871, 'colsample_bytree': 0.7805364889183971, 'gamma': 2.2304739631300348, 'reg_alpha': 0.807477590877101, 'reg_lambda': 2.1979701506598817}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:42,241] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.055201106906434774, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9748955532731644, 'colsample_bytree': 0.8298233574159697, 'gamma': 1.807063474802658, 'reg_alpha': 0.08092250497330128, 'reg_lambda': 1.2529307115963653}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:42,516] Trial 148 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 218, 'learning_rate': 0.08318997833345844, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9837917249026521, 'colsample_bytree': 0.8091059133529335, 'gamma': 2.4879648847563574, 'reg_alpha': 0.5517606888509909, 'reg_lambda': 1.347189632948241}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:42,858] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.24344975091466467, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997811586848132, 'colsample_bytree': 0.9745484914698096, 'gamma': 0.5587493465827277, 'reg_alpha': 0.16928186079138235, 'reg_lambda': 1.0160988178810255}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:43,144] Trial 150 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 193, 'learning_rate': 0.185735167022914, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9682051137117444, 'colsample_bytree': 0.6402220267591553, 'gamma': 0.7639772679455672, 'reg_alpha': 0.7044840920920641, 'reg_lambda': 1.1443340175675498}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:43,630] Trial 151 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.06414839343234888, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.991645295051014, 'colsample_bytree': 0.9434946952410601, 'gamma': 0.17477999729434207, 'reg_alpha': 0.19059210056660725, 'reg_lambda': 1.0912184678138828}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:43,828] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 83, 'learning_rate': 0.0684028912673711, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9917037825479995, 'colsample_bytree': 0.9519882582636385, 'gamma': 0.1662819232260416, 'reg_alpha': 0.19335312005878422, 'reg_lambda': 1.0835914214467894}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,188] Trial 153 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 95, 'learning_rate': 0.061120446165574605, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9819223216461332, 'colsample_bytree': 0.9451298807927114, 'gamma': 0.3827896179528644, 'reg_alpha': 0.14980448160935653, 'reg_lambda': 0.9420677072461265}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,412] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.06293224022162483, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9856672380088072, 'colsample_bytree': 0.936498850124672, 'gamma': 0.40925674739286205, 'reg_alpha': 0.2046787745218556, 'reg_lambda': 0.863263210571863}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,667] Trial 155 finished with value: 0.755952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.06334103931957295, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.990060618804878, 'colsample_bytree': 0.940525624800352, 'gamma': 0.3716116536765743, 'reg_alpha': 0.2212880695918724, 'reg_lambda': 0.811184174298606}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:44,946] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 99, 'learning_rate': 0.05766282990851488, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9921469211624994, 'colsample_bytree': 0.9392478420428824, 'gamma': 0.2706947646276031, 'reg_alpha': 0.2243950061058052, 'reg_lambda': 0.8277927013613935}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:45,247] Trial 157 finished with value: 0.755952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.061604545934132796, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9905881162070843, 'colsample_bytree': 0.9395123795353034, 'gamma': 0.27910057104537533, 'reg_alpha': 0.22170631530493462, 'reg_lambda': 0.7517942830056903}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:45,527] Trial 158 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05294629691133582, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8586059931681796, 'colsample_bytree': 0.938424182872928, 'gamma': 0.2886495809579476, 'reg_alpha': 0.2247488984234502, 'reg_lambda': 0.726410205118524}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:45,815] Trial 159 finished with value: 0.755952380952381 and parameters: {'n_estimators': 80, 'learning_rate': 0.06149581177486693, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9894090995225087, 'colsample_bytree': 0.9288030108915213, 'gamma': 0.4168874592242025, 'reg_alpha': 0.281158493118804, 'reg_lambda': 0.8298679808775655}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,030] Trial 160 finished with value: 0.755952380952381 and parameters: {'n_estimators': 89, 'learning_rate': 0.04819663751862966, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9911612040924543, 'colsample_bytree': 0.9279869329930603, 'gamma': 0.43125815739258055, 'reg_alpha': 0.2689478620033002, 'reg_lambda': 0.6819505917273812}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,379] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.048910612220334757, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9890935516263599, 'colsample_bytree': 0.9268649107725924, 'gamma': 0.09475044190315196, 'reg_alpha': 0.26953785163208727, 'reg_lambda': 0.8251660901944133}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,602] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 80, 'learning_rate': 0.06226736064630969, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.99887446354782, 'colsample_bytree': 0.9171510241885878, 'gamma': 0.4577011632858921, 'reg_alpha': 0.24406233058732815, 'reg_lambda': 0.6509540516164494}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:46,962] Trial 163 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.05990025331265786, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.988137290892648, 'colsample_bytree': 0.9416985363882129, 'gamma': 0.38281012419782373, 'reg_alpha': 0.22113240244469648, 'reg_lambda': 0.7333847397240988}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:47,180] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.05709471308368445, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9999577376362525, 'colsample_bytree': 0.9481162291455852, 'gamma': 0.17753500433366506, 'reg_alpha': 0.3034983447080685, 'reg_lambda': 0.8651694693497823}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:47,502] Trial 165 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 77, 'learning_rate': 0.06461451349437393, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9823865236834256, 'colsample_bytree': 0.9281872845596135, 'gamma': 0.5542991374402368, 'reg_alpha': 0.2070089287927615, 'reg_lambda': 0.8071363601475965}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:47,714] Trial 166 finished with value: 0.755952380952381 and parameters: {'n_estimators': 87, 'learning_rate': 0.04335236671233534, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991230825477201, 'colsample_bytree': 0.9431460073921342, 'gamma': 0.3174673230838361, 'reg_alpha': 0.28890514389514216, 'reg_lambda': 0.7760836906588442}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,035] Trial 167 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.04110351325144784, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9922277905417596, 'colsample_bytree': 0.9094566348420814, 'gamma': 0.26447268906431654, 'reg_alpha': 0.28646432765551766, 'reg_lambda': 0.5999539032917848}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,251] Trial 168 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 73, 'learning_rate': 0.04533022198746975, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9753090224875024, 'colsample_bytree': 0.9448758036143635, 'gamma': 0.614082152398763, 'reg_alpha': 0.3324759560786731, 'reg_lambda': 0.6850792645422774}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,514] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.03522907711413615, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991652677501331, 'colsample_bytree': 0.9554900646698659, 'gamma': 0.30843652482115513, 'reg_alpha': 0.24034298002420967, 'reg_lambda': 0.7404734799885336}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:48,724] Trial 170 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 88, 'learning_rate': 0.03751806695546592, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9766790476298095, 'colsample_bytree': 0.9187085565046612, 'gamma': 0.0688397796245318, 'reg_alpha': 0.28877903956609885, 'reg_lambda': 0.7704026512624761}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,030] Trial 171 finished with value: 0.761904761904762 and parameters: {'n_estimators': 97, 'learning_rate': 0.04883866556835795, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9848895319434772, 'colsample_bytree': 0.935672817720619, 'gamma': 0.4477982342132315, 'reg_alpha': 0.18377611173217404, 'reg_lambda': 0.8852878584733213}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,230] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.04902206410503171, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9928985314298876, 'colsample_bytree': 0.9284035219359631, 'gamma': 0.19451439339264698, 'reg_alpha': 0.26359024122370567, 'reg_lambda': 0.9266426405740525}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,516] Trial 173 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 99, 'learning_rate': 0.04469759439484956, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9829084374309973, 'colsample_bytree': 0.9438223475810031, 'gamma': 0.5120776203266262, 'reg_alpha': 0.18165529152918747, 'reg_lambda': 0.9156963330781911}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:49,770] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.04596295055122491, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9827186546094078, 'colsample_bytree': 0.943781725917937, 'gamma': 0.48459086404040186, 'reg_alpha': 0.17978235417021576, 'reg_lambda': 0.8396801515471368}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,189] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 100, 'learning_rate': 0.043810821018773746, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9820733230547553, 'colsample_bytree': 0.9429398693938471, 'gamma': 0.5074580048486256, 'reg_alpha': 0.19447494994495865, 'reg_lambda': 0.8051120348980044}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,459] Trial 176 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.04249251210599431, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9707642576295572, 'colsample_bytree': 0.944830447467586, 'gamma': 0.4736607117829936, 'reg_alpha': 0.18562076691861318, 'reg_lambda': 0.7854979449737657}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,673] Trial 177 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 104, 'learning_rate': 0.046623360330868266, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9813353360273356, 'colsample_bytree': 0.9395095925248673, 'gamma': 0.7444457030429583, 'reg_alpha': 0.16532861810323726, 'reg_lambda': 0.8210829802645945}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:50,950] Trial 178 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.030996439412179, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9827278709314126, 'colsample_bytree': 0.9535188807902545, 'gamma': 0.6981156877790919, 'reg_alpha': 0.18038180951483757, 'reg_lambda': 0.8417876093378334}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,187] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 96, 'learning_rate': 0.04517154096700607, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9778005133395212, 'colsample_bytree': 0.9306379979692689, 'gamma': 0.5778678538787131, 'reg_alpha': 0.16481304384826967, 'reg_lambda': 0.6845537162844162}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,467] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 86, 'learning_rate': 0.03757869430865202, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9998840082532561, 'colsample_bytree': 0.9389276212772638, 'gamma': 0.3463764537937518, 'reg_alpha': 0.23095764901029292, 'reg_lambda': 0.8079873470532752}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,698] Trial 181 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 92, 'learning_rate': 0.04692008940007426, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9843252039928182, 'colsample_bytree': 0.9498335675607891, 'gamma': 0.4842381348713963, 'reg_alpha': 0.20223493695167807, 'reg_lambda': 0.9058174611724064}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:51,970] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 103, 'learning_rate': 0.03977917650561002, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9699151958401759, 'colsample_bytree': 0.939178240368164, 'gamma': 0.7939459783485456, 'reg_alpha': 0.21727166811416943, 'reg_lambda': 0.8586002308040185}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:52,323] Trial 183 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 99, 'learning_rate': 0.0546174036662519, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9640837068753912, 'colsample_bytree': 0.9226973877586474, 'gamma': 0.3834322731116309, 'reg_alpha': 0.14978586450498357, 'reg_lambda': 0.950215221703142}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:52,648] Trial 184 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 108, 'learning_rate': 0.051767782358566036, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816540004432569, 'colsample_bytree': 0.9604450246988075, 'gamma': 0.2488923943282488, 'reg_alpha': 0.25471063766886154, 'reg_lambda': 0.7871904857847933}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:52,877] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.043171301938392595, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991676433888429, 'colsample_bytree': 0.968664232225153, 'gamma': 0.6564125852699025, 'reg_alpha': 0.18672992627282003, 'reg_lambda': 0.9086881978571912}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:53,177] Trial 186 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.04718457011055864, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9772727337412261, 'colsample_bytree': 0.9423607534384633, 'gamma': 0.49954089352726494, 'reg_alpha': 0.23871003663776844, 'reg_lambda': 0.7008323372691802}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:53,402] Trial 187 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.056621959610061785, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9877288299490735, 'colsample_bytree': 0.9327228966243355, 'gamma': 0.1549989878451787, 'reg_alpha': 0.16501635240606125, 'reg_lambda': 0.6089118511839468}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:53,739] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 76, 'learning_rate': 0.05053291107802671, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9881367721998933, 'colsample_bytree': 0.9324094855327596, 'gamma': 0.14269752216434886, 'reg_alpha': 0.16879842621426627, 'reg_lambda': 0.5605998113151436}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,041] Trial 189 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.0568026245533875, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9991580486786347, 'colsample_bytree': 0.9087857939198162, 'gamma': 0.2966802827990822, 'reg_alpha': 0.31947553245584737, 'reg_lambda': 0.6073743567442506}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,276] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.05770807366443215, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9982191434274288, 'colsample_bytree': 0.9127006245247957, 'gamma': 0.002273250697799989, 'reg_alpha': 0.32039435466047267, 'reg_lambda': 0.6184657161038931}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,534] Trial 191 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.054877778931318434, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9862120923821645, 'colsample_bytree': 0.934267559232569, 'gamma': 0.2997196966169803, 'reg_alpha': 0.3505824610384294, 'reg_lambda': 0.5098747602174989}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:54,882] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 87, 'learning_rate': 0.04456066789245534, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9931767113238287, 'colsample_bytree': 0.9230104441570993, 'gamma': 0.4160222039095866, 'reg_alpha': 0.20164048056677666, 'reg_lambda': 0.7587015236849826}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,103] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 93, 'learning_rate': 0.050483732352928475, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9999411171846028, 'colsample_bytree': 0.9480489581021687, 'gamma': 0.19619367563458523, 'reg_alpha': 0.284572902785589, 'reg_lambda': 0.8377645410757011}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,334] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.05849083072527733, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9771996544724594, 'colsample_bytree': 0.9050709588116123, 'gamma': 3.7874529217229185, 'reg_alpha': 0.15091874861779778, 'reg_lambda': 0.6760086486305752}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,534] Trial 195 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 83, 'learning_rate': 0.047382336519280505, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9849033450749151, 'colsample_bytree': 0.9527364926179417, 'gamma': 0.542813928028471, 'reg_alpha': 0.26558570183671165, 'reg_lambda': 0.5760455812912576}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:55,788] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 72, 'learning_rate': 0.05423440578147423, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9728311326166973, 'colsample_bytree': 0.9363703055496017, 'gamma': 0.3696785477774452, 'reg_alpha': 0.21528765505893582, 'reg_lambda': 0.7424737087636307}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,013] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 102, 'learning_rate': 0.03885641305235743, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9896036599362754, 'colsample_bytree': 0.9239271168491576, 'gamma': 0.2860460066620426, 'reg_alpha': 0.1834540002734046, 'reg_lambda': 0.887439568310421}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,306] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.03223653798307006, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816549432478988, 'colsample_bytree': 0.945103741458288, 'gamma': 0.13207508988693098, 'reg_alpha': 0.23969266611167056, 'reg_lambda': 0.6543555572783211}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,580] Trial 199 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.043274914940833756, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9924466618984688, 'colsample_bytree': 0.9581321047827771, 'gamma': 0.647089312279501, 'reg_alpha': 0.3983491091046635, 'reg_lambda': 0.9621837040846133}. Best is trial 121 with value: 0.7678571428571429.
[I 2025-11-03 20:27:56,584] A new study created in memory with name: no-name-f7ce737b-89a9-4210-987c-bf46db78fccd
[I 2025-11-03 20:27:56,996] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 249, 'learning_rate': 0.16132110806132974, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.6911827488678802, 'colsample_bytree': 0.8314101510255009, 'gamma': 1.5564419624126864, 'reg_alpha': 0.5590111431224263, 'reg_lambda': 1.5023018410257931}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 20:27:57,277] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.04613742081526611, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.6499132692382515, 'colsample_bytree': 0.7223595176634757, 'gamma': 0.6301703934404285, 'reg_alpha': 0.8571825764311785, 'reg_lambda': 2.8352598662747717}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 20:27:57,566] Trial 2 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 137, 'learning_rate': 0.026151751450234732, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9718039847081831, 'colsample_bytree': 0.8636766500645914, 'gamma': 3.7783691525081213, 'reg_alpha': 0.3059144404689489, 'reg_lambda': 1.9268030886064036}. Best is trial 2 with value: 0.7083333333333333.
[I 2025-11-03 20:27:57,805] Trial 3 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.09297455026527883, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8305961978685927, 'colsample_bytree': 0.8416508815578353, 'gamma': 2.5618031453509573, 'reg_alpha': 0.5823657775062148, 'reg_lambda': 2.9137687958678082}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,224] Trial 4 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 53, 'learning_rate': 0.2544472432515207, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6314153432492884, 'colsample_bytree': 0.6888605700946473, 'gamma': 2.308174623037403, 'reg_alpha': 0.9064922508279947, 'reg_lambda': 2.378243433768514}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,305] Trial 5 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 31, 'learning_rate': 0.0157394500669101, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.6983327844588991, 'colsample_bytree': 0.9319248719930813, 'gamma': 3.6983279877828794, 'reg_alpha': 0.9029270169388838, 'reg_lambda': 1.5546760275557643}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,765] Trial 6 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.05097093038049914, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7776351219529629, 'colsample_bytree': 0.9578029209461641, 'gamma': 2.1957638925917977, 'reg_alpha': 0.8723113450332897, 'reg_lambda': 1.909270654434949}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:58,968] Trial 7 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 92, 'learning_rate': 0.17535081609697087, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.714424161266219, 'colsample_bytree': 0.7005600879382682, 'gamma': 4.366644254918867, 'reg_alpha': 0.5229562097830602, 'reg_lambda': 1.4610730054406356}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:59,248] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 123, 'learning_rate': 0.10894793519880065, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9714489842108943, 'colsample_bytree': 0.6099880986480462, 'gamma': 3.4798555857774707, 'reg_alpha': 0.5007782093850442, 'reg_lambda': 2.321092399994216}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:59,538] Trial 9 finished with value: 0.6458333333333334 and parameters: {'n_estimators': 215, 'learning_rate': 0.012172198175041922, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9794726075290618, 'colsample_bytree': 0.7359300796842375, 'gamma': 4.41758730215256, 'reg_alpha': 0.2590404708276126, 'reg_lambda': 1.569077584019234}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:27:59,786] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 168, 'learning_rate': 0.07970986494088657, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8670320409516235, 'colsample_bytree': 0.8915121344441389, 'gamma': 0.042580464870336066, 'reg_alpha': 0.09885138249552122, 'reg_lambda': 0.6726551893285468}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,125] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 140, 'learning_rate': 0.028911008628994, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8913628473609301, 'colsample_bytree': 0.8434096425843415, 'gamma': 3.3438291807228993, 'reg_alpha': 0.2821401650251407, 'reg_lambda': 2.9930396672294153}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,353] Trial 12 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 110, 'learning_rate': 0.024917868870729682, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8799386099158384, 'colsample_bytree': 0.7896211557420376, 'gamma': 2.8761506432881636, 'reg_alpha': 0.6917748929258636, 'reg_lambda': 0.984303022274889}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,616] Trial 13 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.0322047784087879, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8461444798558104, 'colsample_bytree': 0.7795402280530973, 'gamma': 1.6636108196709307, 'reg_alpha': 0.6810929201596206, 'reg_lambda': 0.8496711504953502}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:00,891] Trial 14 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 96, 'learning_rate': 0.08100486051628782, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8032226652690518, 'colsample_bytree': 0.78438304245285, 'gamma': 2.836775010843344, 'reg_alpha': 0.7214528571242023, 'reg_lambda': 1.1067629366165888}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,228] Trial 15 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 171, 'learning_rate': 0.018079950472694045, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9152357396339874, 'colsample_bytree': 0.9163629354425129, 'gamma': 4.997767200654547, 'reg_alpha': 0.6778766967370644, 'reg_lambda': 1.0714195328651974}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,367] Trial 16 finished with value: 0.6190476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.08195365211283384, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.801524535213261, 'colsample_bytree': 0.8056451045084245, 'gamma': 1.4587583561419704, 'reg_alpha': 0.3925660294911193, 'reg_lambda': 2.550281597253316}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,601] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.04002165237353179, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8349453760030798, 'colsample_bytree': 0.9831980738966816, 'gamma': 2.73403998745441, 'reg_alpha': 0.7619772294783183, 'reg_lambda': 0.5949061330301935}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:01,998] Trial 18 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 159, 'learning_rate': 0.04058217889383173, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7758892067581901, 'colsample_bytree': 0.977510036302161, 'gamma': 1.9325091091213085, 'reg_alpha': 0.7806421499589706, 'reg_lambda': 0.5220691634745597}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:02,269] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 198, 'learning_rate': 0.12156917632375015, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.8321213991046575, 'colsample_bytree': 0.9905386346429312, 'gamma': 0.9561095797805754, 'reg_alpha': 0.9845254994446209, 'reg_lambda': 1.995177968943629}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:02,620] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.06489492836948399, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9352772836661181, 'colsample_bytree': 0.611584925614949, 'gamma': 2.7825829407664675, 'reg_alpha': 0.5826315020045496, 'reg_lambda': 1.31864153782248}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:02,857] Trial 21 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 116, 'learning_rate': 0.021943570817575392, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7485276368091098, 'colsample_bytree': 0.8831000322941356, 'gamma': 2.972688384560015, 'reg_alpha': 0.6402200060903899, 'reg_lambda': 0.8611686776754505}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:03,265] Trial 22 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.03813926269140545, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8754746502664432, 'colsample_bytree': 0.7581412068821782, 'gamma': 2.491574551882864, 'reg_alpha': 0.7740601911945251, 'reg_lambda': 0.5353431081589157}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:03,489] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 69, 'learning_rate': 0.011542610628857914, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8360481565042077, 'colsample_bytree': 0.6547765471251861, 'gamma': 3.0891491289811808, 'reg_alpha': 0.4145331498103107, 'reg_lambda': 1.1195780297729272}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:03,716] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.06019832554992214, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9014480596741152, 'colsample_bytree': 0.9205144059947377, 'gamma': 2.59023127138463, 'reg_alpha': 0.7680820119845354, 'reg_lambda': 0.8718298618275788}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,096] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.021451147702130646, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8578735062179664, 'colsample_bytree': 0.8120253444532376, 'gamma': 1.985972222470426, 'reg_alpha': 0.6148906681133322, 'reg_lambda': 2.242020601804435}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,357] Trial 26 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 175, 'learning_rate': 0.03296030773763459, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9215261377344516, 'colsample_bytree': 0.8565778596925274, 'gamma': 3.2776663271202624, 'reg_alpha': 0.3923444775150942, 'reg_lambda': 0.7433070831164177}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,532] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 75, 'learning_rate': 0.014511832733538505, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8205874472810822, 'colsample_bytree': 0.9510762890350759, 'gamma': 4.144593603907391, 'reg_alpha': 0.47036836518934644, 'reg_lambda': 2.654261601526664}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:04,846] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.11288533551225466, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9426000903348818, 'colsample_bytree': 0.8879062006845961, 'gamma': 1.244033125139214, 'reg_alpha': 0.8148224286863527, 'reg_lambda': 1.2387623518498156}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,105] Trial 29 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 127, 'learning_rate': 0.17038486957837706, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.7419295245921299, 'colsample_bytree': 0.8110332386934912, 'gamma': 2.4963700453252784, 'reg_alpha': 0.9945967760010352, 'reg_lambda': 2.1225819577911675}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,472] Trial 30 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 191, 'learning_rate': 0.2940836285951187, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7685990422234805, 'colsample_bytree': 0.7574609528721443, 'gamma': 1.870875820113341, 'reg_alpha': 0.5563885852544506, 'reg_lambda': 1.7280257287513967}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,692] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.03326734631034907, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8454735064373592, 'colsample_bytree': 0.7778245589016978, 'gamma': 1.8846815216027095, 'reg_alpha': 0.7104376988858431, 'reg_lambda': 0.9184909428360584}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:05,886] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.04602653076178568, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8818460391894001, 'colsample_bytree': 0.8227192287160062, 'gamma': 1.598767686613082, 'reg_alpha': 0.665312806649322, 'reg_lambda': 0.7128772610771777}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,049] Trial 33 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 27, 'learning_rate': 0.04420746883459863, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8845359820251303, 'colsample_bytree': 0.8358307538204603, 'gamma': 2.258943688679734, 'reg_alpha': 0.624183306126258, 'reg_lambda': 0.6562851746942453}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,245] Trial 34 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.023754205974145282, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8108408991057884, 'colsample_bytree': 0.8677743143100786, 'gamma': 0.8892943299382979, 'reg_alpha': 0.8282187361498143, 'reg_lambda': 1.0046781487142993}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,462] Trial 35 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 57, 'learning_rate': 0.05518792125341055, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9498848310749735, 'colsample_bytree': 0.7207913345842483, 'gamma': 3.8070720490279104, 'reg_alpha': 0.5637194604945187, 'reg_lambda': 1.2599287801611019}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,736] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 134, 'learning_rate': 0.06809386724873655, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9043172254623294, 'colsample_bytree': 0.8320742982128879, 'gamma': 0.3790285815241923, 'reg_alpha': 0.7376813697660503, 'reg_lambda': 0.7104937078953368}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:06,965] Trial 37 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 50, 'learning_rate': 0.04787210746725334, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8670767179934712, 'colsample_bytree': 0.6602068197511207, 'gamma': 1.255372614483309, 'reg_alpha': 0.45789209600585457, 'reg_lambda': 0.5102396419530688}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:07,239] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 77, 'learning_rate': 0.1318527124768869, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6464816512386459, 'colsample_bytree': 0.7477913916486615, 'gamma': 2.6890782599474434, 'reg_alpha': 0.6710261516623791, 'reg_lambda': 1.7641263063338288}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:07,597] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 186, 'learning_rate': 0.09702631199322635, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7871624349887977, 'colsample_bytree': 0.9478550539943583, 'gamma': 3.109111412147332, 'reg_alpha': 0.8954027158619473, 'reg_lambda': 1.4200554318553202}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:07,855] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.01881967987614104, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.6717247167544937, 'colsample_bytree': 0.9041797827393296, 'gamma': 2.2011520659796804, 'reg_alpha': 0.8551688390359634, 'reg_lambda': 2.8353355129885967}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:08,262] Trial 41 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.028482774915361164, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8327808623272924, 'colsample_bytree': 0.7916420473448829, 'gamma': 1.5908113992977728, 'reg_alpha': 0.7052815207561225, 'reg_lambda': 0.8152172385510714}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:08,476] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.21394998294717715, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6117491011653995, 'colsample_bytree': 0.7788137884956644, 'gamma': 1.6704734875576008, 'reg_alpha': 0.6444543298618505, 'reg_lambda': 0.9441006055232393}. Best is trial 3 with value: 0.7380952380952381.
[I 2025-11-03 20:28:08,653] Trial 43 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 41, 'learning_rate': 0.03559987139592252, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8559317917209838, 'colsample_bytree': 0.8232848154985273, 'gamma': 2.411073930353127, 'reg_alpha': 0.516520771886446, 'reg_lambda': 0.6032714396792028}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:08,894] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 41, 'learning_rate': 0.03950075493340831, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8539824491404542, 'colsample_bytree': 0.8708460281493987, 'gamma': 3.5094752475148567, 'reg_alpha': 0.3281642651304814, 'reg_lambda': 0.6417043831993705}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,084] Trial 45 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 36, 'learning_rate': 0.025749031679910567, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8854551460006733, 'colsample_bytree': 0.8173630795830775, 'gamma': 2.3454402821345472, 'reg_alpha': 0.5442560598249124, 'reg_lambda': 0.6179638403819412}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,444] Trial 46 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 241, 'learning_rate': 0.04918255532622804, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9959082718453521, 'colsample_bytree': 0.8442801956438304, 'gamma': 2.9211689616210297, 'reg_alpha': 0.5039277586013983, 'reg_lambda': 0.7398801072812377}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,689] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 56, 'learning_rate': 0.03574231485292154, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8224399683899114, 'colsample_bytree': 0.7291331712183313, 'gamma': 2.1054788782454232, 'reg_alpha': 0.1499235548137891, 'reg_lambda': 1.0329844687674867}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:09,817] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.0757537549326723, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.791509612638766, 'colsample_bytree': 0.8524506137915565, 'gamma': 3.667602470932922, 'reg_alpha': 0.9346183364215536, 'reg_lambda': 1.1682266183225722}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,125] Trial 49 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.09619033115864387, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8695857058940482, 'colsample_bytree': 0.7039909280752968, 'gamma': 3.274808758942643, 'reg_alpha': 0.591633317992731, 'reg_lambda': 0.602464031648223}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,378] Trial 50 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 152, 'learning_rate': 0.02860454216555184, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9020923563694921, 'colsample_bytree': 0.8246230034027158, 'gamma': 2.480671478615234, 'reg_alpha': 0.5252369981924606, 'reg_lambda': 2.5602588189391184}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,637] Trial 51 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.03440922328398381, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8222966093011362, 'colsample_bytree': 0.7331496613916273, 'gamma': 2.2083217471047063, 'reg_alpha': 0.03539234952364449, 'reg_lambda': 1.0215430733628763}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:10,738] Trial 52 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 21, 'learning_rate': 0.05548900157885873, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8124377790510734, 'colsample_bytree': 0.7687391700652583, 'gamma': 2.052861659183136, 'reg_alpha': 0.21496085080503208, 'reg_lambda': 0.790924665977681}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,017] Trial 53 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 62, 'learning_rate': 0.04071912797209574, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8535773177471475, 'colsample_bytree': 0.7945962707581242, 'gamma': 2.7260573011142637, 'reg_alpha': 0.16304147418404003, 'reg_lambda': 0.9736967106371595}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,305] Trial 54 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 136, 'learning_rate': 0.03625027819220529, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8389515294192438, 'colsample_bytree': 0.6620566044369598, 'gamma': 1.4221965400033727, 'reg_alpha': 0.4485387682616312, 'reg_lambda': 0.7919813562843223}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,417] Trial 55 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 34, 'learning_rate': 0.04480519750857624, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7579603062427329, 'colsample_bytree': 0.6785107873160787, 'gamma': 2.396280386434003, 'reg_alpha': 0.33808823049160464, 'reg_lambda': 1.4061743636014608}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,752] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 59, 'learning_rate': 0.030851333980762174, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.925100978418471, 'colsample_bytree': 0.7190371550470154, 'gamma': 1.746191728148039, 'reg_alpha': 0.7545518886406384, 'reg_lambda': 1.6416149749159705}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:11,994] Trial 57 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 116, 'learning_rate': 0.01755596141451917, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9238737545621643, 'colsample_bytree': 0.997405174031958, 'gamma': 1.7272019754978016, 'reg_alpha': 0.7540816513614272, 'reg_lambda': 1.6292252857998508}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:12,281] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 155, 'learning_rate': 0.015059957264215924, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.915665592867061, 'colsample_bytree': 0.9704857220287926, 'gamma': 1.7119986402865925, 'reg_alpha': 0.7604839025366846, 'reg_lambda': 1.6962835833610341}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:12,610] Trial 59 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 165, 'learning_rate': 0.012942700507086605, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9313442900692139, 'colsample_bytree': 0.9974111023736213, 'gamma': 0.8891638103924349, 'reg_alpha': 0.80190063014335, 'reg_lambda': 1.560021815772208}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:12,895] Trial 60 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 180, 'learning_rate': 0.019909557566389197, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9604416667122575, 'colsample_bytree': 0.93978975067689, 'gamma': 1.3090631978410765, 'reg_alpha': 0.6587968841497699, 'reg_lambda': 1.8755505333261384}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:13,290] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.02532422465772062, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8913623153309955, 'colsample_bytree': 0.9763757856423202, 'gamma': 1.8232837781737032, 'reg_alpha': 0.7025233677770741, 'reg_lambda': 2.1303822203728715}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:13,554] Trial 62 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 127, 'learning_rate': 0.01701259786721766, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8773841504408468, 'colsample_bytree': 0.6220688408310593, 'gamma': 1.0271941715296147, 'reg_alpha': 0.6016902456366895, 'reg_lambda': 1.5101059901832403}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:13,791] Trial 63 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.02894783351992822, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9269079752322378, 'colsample_bytree': 0.9300456594239898, 'gamma': 3.0665567269853065, 'reg_alpha': 0.7415447282172825, 'reg_lambda': 1.6471554867226048}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,097] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.021947612363784275, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9080534050013233, 'colsample_bytree': 0.9634597296613521, 'gamma': 2.834244301494644, 'reg_alpha': 0.8493618086500374, 'reg_lambda': 1.9597601762000043}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,316] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 80, 'learning_rate': 0.030680187594154563, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.950688751438199, 'colsample_bytree': 0.8017932339348411, 'gamma': 2.669510733938792, 'reg_alpha': 0.673207614898202, 'reg_lambda': 1.8433877054946337}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,556] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.04240987771886884, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9755320563659524, 'colsample_bytree': 0.9920377173239792, 'gamma': 1.4884781665909588, 'reg_alpha': 0.8007438988098736, 'reg_lambda': 0.5725669989767135}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:14,796] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.0699047998650245, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9844533235431564, 'colsample_bytree': 0.9901567540048821, 'gamma': 1.1013342010075289, 'reg_alpha': 0.800241330733339, 'reg_lambda': 0.5517184090403578}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,122] Trial 68 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.04346567560054137, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9591802905099986, 'colsample_bytree': 0.9901435943868043, 'gamma': 1.7799451637346848, 'reg_alpha': 0.8952720956010688, 'reg_lambda': 2.336380087684832}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,379] Trial 69 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 45, 'learning_rate': 0.0589386246536999, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9686137686120124, 'colsample_bytree': 0.9913659782503979, 'gamma': 0.6302814369698769, 'reg_alpha': 0.9426010394605857, 'reg_lambda': 2.822286365251818}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,681] Trial 70 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 65, 'learning_rate': 0.042894808512822374, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9999954163042625, 'colsample_bytree': 0.9605675350956517, 'gamma': 1.4925475593919737, 'reg_alpha': 0.8709810635976398, 'reg_lambda': 2.441761995487811}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:15,904] Trial 71 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 71, 'learning_rate': 0.0518084237622568, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9939676697586068, 'colsample_bytree': 0.9815031492312927, 'gamma': 1.484033380879236, 'reg_alpha': 0.8833778907260428, 'reg_lambda': 2.9916962701933127}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:16,213] Trial 72 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 65, 'learning_rate': 0.010250819858950757, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9867943471316033, 'colsample_bytree': 0.9830798316299849, 'gamma': 1.4585234430307388, 'reg_alpha': 0.9075032378196208, 'reg_lambda': 2.9260069092847427}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:16,444] Trial 73 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 91, 'learning_rate': 0.04226110505655276, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.999398948049658, 'colsample_bytree': 0.9591841078336022, 'gamma': 1.4632591143700988, 'reg_alpha': 0.8772991612868626, 'reg_lambda': 2.3819268106326352}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:16,785] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.051619127558744204, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.97369146860977, 'colsample_bytree': 0.9999836878737076, 'gamma': 1.9726649563711247, 'reg_alpha': 0.8331176031570131, 'reg_lambda': 2.719714048425253}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,014] Trial 75 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 84, 'learning_rate': 0.051661570065997565, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9747297668959191, 'colsample_bytree': 0.998491137105724, 'gamma': 2.0093447853220137, 'reg_alpha': 0.9527242940052834, 'reg_lambda': 2.703170673843885}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,348] Trial 76 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 72, 'learning_rate': 0.06141988623866067, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.990550966765136, 'colsample_bytree': 0.9688625596301452, 'gamma': 1.1190484654636803, 'reg_alpha': 0.8237949682624897, 'reg_lambda': 2.7535740815996106}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,616] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 104, 'learning_rate': 0.0508961611166505, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9766123461112427, 'colsample_bytree': 0.949165159055351, 'gamma': 0.7520531530959286, 'reg_alpha': 0.8463529882842971, 'reg_lambda': 2.885951080588649}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:17,928] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.08323287175462027, 'max_depth': 10, 'min_child_weight': 13, 'subsample': 0.9442793925773173, 'colsample_bytree': 0.9804335366515421, 'gamma': 1.3014340097864987, 'reg_alpha': 0.7836217062977876, 'reg_lambda': 2.982900914815126}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,144] Trial 79 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 53, 'learning_rate': 0.06435821259579196, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9642399061682861, 'colsample_bytree': 0.9092056126670973, 'gamma': 1.9378265545955662, 'reg_alpha': 0.9209484114558609, 'reg_lambda': 2.559420995274609}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,510] Trial 80 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 141, 'learning_rate': 0.03784816352240408, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9820714349446135, 'colsample_bytree': 0.930406878329434, 'gamma': 2.129953977245055, 'reg_alpha': 0.8752087587568528, 'reg_lambda': 2.4823608731239712}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,702] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 65, 'learning_rate': 0.054256852622243786, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9554116597425589, 'colsample_bytree': 0.9857521738204715, 'gamma': 1.7982319092752241, 'reg_alpha': 0.8901732667615405, 'reg_lambda': 2.681001142098848}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:18,989] Trial 82 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 85, 'learning_rate': 0.1362706999900086, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9547264424445823, 'colsample_bytree': 0.9570442595863843, 'gamma': 2.5591309617922153, 'reg_alpha': 0.8427901161260044, 'reg_lambda': 2.6306356399776165}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:19,217] Trial 83 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 75, 'learning_rate': 0.053504717818494675, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9699977944411253, 'colsample_bytree': 0.980267463147514, 'gamma': 1.511184274429537, 'reg_alpha': 0.9586142534709515, 'reg_lambda': 2.736083434908952}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:19,522] Trial 84 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 78, 'learning_rate': 0.05659366865843257, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9698349030122091, 'colsample_bytree': 0.9758947095882817, 'gamma': 1.5948457487089005, 'reg_alpha': 0.9696168579090202, 'reg_lambda': 2.785797777322743}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:19,777] Trial 85 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 68, 'learning_rate': 0.050004834314490654, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.999370566014646, 'colsample_bytree': 0.9660625020503826, 'gamma': 2.2992297407117746, 'reg_alpha': 0.9660048876876899, 'reg_lambda': 2.7033545383428117}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,033] Trial 86 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 51, 'learning_rate': 0.04752901169396371, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9785415310033114, 'colsample_bytree': 0.983884807548894, 'gamma': 1.4258906450524962, 'reg_alpha': 0.8786667484026609, 'reg_lambda': 2.4530279227023493}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,185] Trial 87 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 36, 'learning_rate': 0.0696751528510453, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9391080128850712, 'colsample_bytree': 0.9433698358841849, 'gamma': 1.1735006132295984, 'reg_alpha': 0.9995238496662809, 'reg_lambda': 2.8954768187675053}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,465] Trial 88 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 50, 'learning_rate': 0.09015613958980671, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9812821141159226, 'colsample_bytree': 0.9566731239368901, 'gamma': 1.3530587006151698, 'reg_alpha': 0.8791179636921992, 'reg_lambda': 2.482108563534769}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,608] Trial 89 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 57, 'learning_rate': 0.046969970162921426, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9684746032927439, 'colsample_bytree': 0.9812267913728392, 'gamma': 1.5073014788240031, 'reg_alpha': 0.9245381684394693, 'reg_lambda': 2.6396474844196933}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:20,884] Trial 90 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.05375589794024755, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.993558624168038, 'colsample_bytree': 0.923138286426866, 'gamma': 1.8789605834433756, 'reg_alpha': 0.9097195867614679, 'reg_lambda': 2.403291406032289}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,086] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 65, 'learning_rate': 0.040501290072667076, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9474409833964633, 'colsample_bytree': 0.9862184450227555, 'gamma': 2.4247113831542624, 'reg_alpha': 0.8218624973840567, 'reg_lambda': 2.969039265678593}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,291] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 79, 'learning_rate': 0.03743400811436271, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9762356018586476, 'colsample_bytree': 0.9729692919366996, 'gamma': 1.5747745352281601, 'reg_alpha': 0.7964669710980933, 'reg_lambda': 2.257734330807657}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,549] Trial 93 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.07572485874866297, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7245968979437585, 'colsample_bytree': 0.9711536092917081, 'gamma': 1.6006115107249943, 'reg_alpha': 0.8640668842110883, 'reg_lambda': 2.224325162014357}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:21,741] Trial 94 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.04602809382214488, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.988870322668603, 'colsample_bytree': 0.9542097955729064, 'gamma': 1.4042456300855695, 'reg_alpha': 0.7982444243012763, 'reg_lambda': 2.4857553647099824}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:22,070] Trial 95 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.0359646303150368, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.976165858313238, 'colsample_bytree': 0.9649697759027479, 'gamma': 1.1997686217893144, 'reg_alpha': 0.9633050014657851, 'reg_lambda': 2.710696948712081}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:22,249] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 41, 'learning_rate': 0.03824153109511745, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9593310985732169, 'colsample_bytree': 0.9361889622650328, 'gamma': 1.5456230348360296, 'reg_alpha': 0.8880357743653535, 'reg_lambda': 2.8559791418469365}. Best is trial 43 with value: 0.7559523809523809.
[I 2025-11-03 20:28:22,433] Trial 97 finished with value: 0.761904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.06317144186314576, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9365813101878737, 'colsample_bytree': 0.9743398732795077, 'gamma': 1.815378959181213, 'reg_alpha': 0.9336687176839993, 'reg_lambda': 2.5984163618371774}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:22,686] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 29, 'learning_rate': 0.0638026522370457, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9354920544662104, 'colsample_bytree': 0.9734881914472122, 'gamma': 1.8168848679005956, 'reg_alpha': 0.9374051217255448, 'reg_lambda': 2.610939425807579}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:22,862] Trial 99 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 50, 'learning_rate': 0.0567643537232471, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9516221426891335, 'colsample_bytree': 0.9997068266786905, 'gamma': 1.6612392776927516, 'reg_alpha': 0.9777234915763477, 'reg_lambda': 2.2145462209934785}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,031] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 47, 'learning_rate': 0.04260049256113245, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9524861794750363, 'colsample_bytree': 0.9984446399391156, 'gamma': 1.9709549302376888, 'reg_alpha': 0.9692860625224212, 'reg_lambda': 2.2425668583739435}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,379] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.05776243222340072, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9641902730326045, 'colsample_bytree': 0.9867513171422487, 'gamma': 1.652022675065296, 'reg_alpha': 0.9827882020155543, 'reg_lambda': 2.3087557879859633}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,537] Trial 102 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 56, 'learning_rate': 0.05168801210165512, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9778598535946661, 'colsample_bytree': 0.9757417211237963, 'gamma': 2.105352646398486, 'reg_alpha': 0.9259499552080527, 'reg_lambda': 2.071387671930855}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:23,856] Trial 103 finished with value: 0.75 and parameters: {'n_estimators': 69, 'learning_rate': 0.04780478621501538, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9881550236635476, 'colsample_bytree': 0.9998371444971205, 'gamma': 1.3715981789591642, 'reg_alpha': 0.840484254852904, 'reg_lambda': 2.4202070002381935}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,042] Trial 104 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 40, 'learning_rate': 0.04854281604795774, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9858421960602326, 'colsample_bytree': 0.998633776866814, 'gamma': 1.0220195851479232, 'reg_alpha': 0.8381778672580847, 'reg_lambda': 2.426662485330714}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,222] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.03366407930595967, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9405919429684583, 'colsample_bytree': 0.9902768257988274, 'gamma': 1.3464929671471249, 'reg_alpha': 0.7848941302710881, 'reg_lambda': 2.5283408514762487}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,517] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 88, 'learning_rate': 0.055142919751974974, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9710617030750622, 'colsample_bytree': 0.968051080645153, 'gamma': 1.703256247188146, 'reg_alpha': 0.8596292789527392, 'reg_lambda': 2.4328684827761196}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,707] Trial 107 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 64, 'learning_rate': 0.0612156354008666, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9550719858253556, 'colsample_bytree': 0.9428140432503638, 'gamma': 1.8511953131727394, 'reg_alpha': 0.7300652514812307, 'reg_lambda': 2.3317228218678245}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:24,862] Trial 108 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 34, 'learning_rate': 0.04595367993716335, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9117008412932588, 'colsample_bytree': 0.9609976992313591, 'gamma': 1.2323587264599585, 'reg_alpha': 0.911849560588607, 'reg_lambda': 2.2035487993897354}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,160] Trial 109 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 75, 'learning_rate': 0.07262681586292259, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.96559453515836, 'colsample_bytree': 0.9897802306069761, 'gamma': 1.644291125775348, 'reg_alpha': 0.9544837685410573, 'reg_lambda': 2.588132023007209}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,389] Trial 110 finished with value: 0.744047619047619 and parameters: {'n_estimators': 68, 'learning_rate': 0.042051480342539235, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9461899005983797, 'colsample_bytree': 0.9814398455741834, 'gamma': 1.5395031489182638, 'reg_alpha': 0.8126876852692507, 'reg_lambda': 2.282389010029573}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,589] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 53, 'learning_rate': 0.03299729035616311, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9318164298015819, 'colsample_bytree': 0.990888342349126, 'gamma': 1.3735709020702769, 'reg_alpha': 0.7822794802527516, 'reg_lambda': 2.520661397523992}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:25,805] Trial 112 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 46, 'learning_rate': 0.03855274229559438, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9830309914441383, 'colsample_bytree': 0.9994418280178723, 'gamma': 1.3453480297920213, 'reg_alpha': 0.8342718122054207, 'reg_lambda': 2.765194948833131}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:26,004] Trial 113 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 61, 'learning_rate': 0.030960352681782637, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9848407087700973, 'colsample_bytree': 0.9992645017999785, 'gamma': 4.993602177159019, 'reg_alpha': 0.8946996104221265, 'reg_lambda': 2.7491115715889625}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:26,181] Trial 114 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 38, 'learning_rate': 0.03949350633362874, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9754319744047211, 'colsample_bytree': 0.9485685745994313, 'gamma': 1.7186409238170997, 'reg_alpha': 0.8603703268961621, 'reg_lambda': 2.6823552766585874}. Best is trial 97 with value: 0.761904761904762.
[I 2025-11-03 20:28:26,420] Trial 115 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 47, 'learning_rate': 0.06627105936484307, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9994645128116592, 'colsample_bytree': 0.9773690068328836, 'gamma': 1.107098277716412, 'reg_alpha': 0.8277480604807873, 'reg_lambda': 2.7569671464899614}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:26,553] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 25, 'learning_rate': 0.06617063972070546, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9948667745349802, 'colsample_bytree': 0.974258340828338, 'gamma': 0.8779160283719313, 'reg_alpha': 0.8159909966727001, 'reg_lambda': 2.80885383537469}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:26,879] Trial 117 finished with value: 0.738095238095238 and parameters: {'n_estimators': 23, 'learning_rate': 0.06660530105134067, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9929040010163502, 'colsample_bytree': 0.9737419287047323, 'gamma': 0.8273630167782291, 'reg_alpha': 0.9391480906692316, 'reg_lambda': 2.820934033218718}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,094] Trial 118 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 44, 'learning_rate': 0.03563402922159155, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.994153335837301, 'colsample_bytree': 0.9621113988753988, 'gamma': 0.5285723219181644, 'reg_alpha': 0.8059773282124739, 'reg_lambda': 2.7929836430749244}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,214] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 33, 'learning_rate': 0.05887723005028105, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9845556909995, 'colsample_bytree': 0.979744165998367, 'gamma': 0.993705371658556, 'reg_alpha': 0.986044992390927, 'reg_lambda': 2.141012408686022}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,462] Trial 120 finished with value: 0.7708333333333334 and parameters: {'n_estimators': 29, 'learning_rate': 0.04387453587363267, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998450159346979, 'colsample_bytree': 0.9508829684072576, 'gamma': 1.1412909448130835, 'reg_alpha': 0.8208540793883697, 'reg_lambda': 2.587680027528237}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,642] Trial 121 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 29, 'learning_rate': 0.044677896616862944, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9961846980708291, 'colsample_bytree': 0.8798074576706925, 'gamma': 1.0656322900268664, 'reg_alpha': 0.8303421208786304, 'reg_lambda': 2.590780870280967}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:27,892] Trial 122 finished with value: 0.767857142857143 and parameters: {'n_estimators': 47, 'learning_rate': 0.08283713806778661, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990717902510322, 'colsample_bytree': 0.9540704155386192, 'gamma': 0.895170914973549, 'reg_alpha': 0.7755862442828203, 'reg_lambda': 2.7699780803948264}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:28,052] Trial 123 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 46, 'learning_rate': 0.07554367112186967, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9987357851285488, 'colsample_bytree': 0.9519200956737259, 'gamma': 0.6904505490196998, 'reg_alpha': 0.7613869855350953, 'reg_lambda': 2.769263399259838}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:28,287] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.08232738219724177, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9827277371784798, 'colsample_bytree': 0.9689791800606524, 'gamma': 0.9153879662981766, 'reg_alpha': 0.8484100806249367, 'reg_lambda': 2.4642492368704096}. Best is trial 115 with value: 0.7738095238095238.
[I 2025-11-03 20:28:28,492] Trial 125 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 26, 'learning_rate': 0.08976511992606526, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9999813398441332, 'colsample_bytree': 0.9102645316294615, 'gamma': 0.5461120480438322, 'reg_alpha': 0.9075082603767867, 'reg_lambda': 2.368907679879554}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:28,634] Trial 126 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 37, 'learning_rate': 0.10823439495722678, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9919720756878065, 'colsample_bytree': 0.9162292274932231, 'gamma': 0.8232774237036595, 'reg_alpha': 0.8688471135857618, 'reg_lambda': 2.360648284766857}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:28,751] Trial 127 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 30, 'learning_rate': 0.09045000774261915, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9984814158652264, 'colsample_bytree': 0.9332361323303016, 'gamma': 0.3024654351812587, 'reg_alpha': 0.9190502493313005, 'reg_lambda': 2.1778725912663157}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,009] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 27, 'learning_rate': 0.10117658281149532, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9648062138423737, 'colsample_bytree': 0.89268761894327, 'gamma': 0.37616367895141334, 'reg_alpha': 0.8998547408338593, 'reg_lambda': 2.284008118729133}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,118] Trial 129 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.06921424291673967, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9884229600986706, 'colsample_bytree': 0.9426616520268138, 'gamma': 1.153633706145516, 'reg_alpha': 0.9470565998757425, 'reg_lambda': 2.555607423188427}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,365] Trial 130 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 42, 'learning_rate': 0.08451124650516272, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9995015432633981, 'colsample_bytree': 0.9221964897312321, 'gamma': 0.4567882409734284, 'reg_alpha': 0.7137919653589092, 'reg_lambda': 2.6560303164502566}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,536] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 32, 'learning_rate': 0.0630172152739302, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9806868747508978, 'colsample_bytree': 0.9571681536031188, 'gamma': 1.2667130049915798, 'reg_alpha': 0.821879671089169, 'reg_lambda': 2.3816240260342276}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,757] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 48, 'learning_rate': 0.04831772653612583, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9894757517984456, 'colsample_bytree': 0.9745505058545423, 'gamma': 0.16649337529800512, 'reg_alpha': 0.36668800201678464, 'reg_lambda': 2.876504438326971}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:29,977] Trial 133 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 38, 'learning_rate': 0.07305066955613225, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9756344263587198, 'colsample_bytree': 0.9635447951510914, 'gamma': 0.7729406960663685, 'reg_alpha': 0.774838883049627, 'reg_lambda': 2.523777529215105}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,210] Trial 134 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 47, 'learning_rate': 0.038211976195940925, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9673272535860622, 'colsample_bytree': 0.9834752712354614, 'gamma': 0.9581968297885793, 'reg_alpha': 0.8659794302369979, 'reg_lambda': 2.6408598569731447}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,347] Trial 135 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 55, 'learning_rate': 0.0779845730696028, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.986822011714828, 'colsample_bytree': 0.9512754420216601, 'gamma': 1.1285502720412912, 'reg_alpha': 0.8344082490964317, 'reg_lambda': 2.070629912539735}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,592] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 59, 'learning_rate': 0.06613364322655742, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9607420384348371, 'colsample_bytree': 0.9772937560407398, 'gamma': 1.2572608127819371, 'reg_alpha': 0.2460181026696111, 'reg_lambda': 2.4403293806287625}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:30,728] Trial 137 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 42, 'learning_rate': 0.0860894574210771, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9814553734131058, 'colsample_bytree': 0.9626778723308725, 'gamma': 0.5766146805176138, 'reg_alpha': 0.7903500328654515, 'reg_lambda': 2.73888893214558}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,018] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 33, 'learning_rate': 0.057806446518252334, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9713130658318182, 'colsample_bytree': 0.9007235441102962, 'gamma': 0.6945276274314865, 'reg_alpha': 0.8109644992173288, 'reg_lambda': 2.927067482385321}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,212] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 26, 'learning_rate': 0.056919012642966754, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9733203513452378, 'colsample_bytree': 0.905388053978947, 'gamma': 0.8599103012057168, 'reg_alpha': 0.8793133233599146, 'reg_lambda': 2.9406056618206002}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,337] Trial 140 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.05960753969225789, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6940966545499551, 'colsample_bytree': 0.9404510670419085, 'gamma': 0.6803571490249416, 'reg_alpha': 0.7525222764406363, 'reg_lambda': 2.8415848279959808}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,669] Trial 141 finished with value: 0.755952380952381 and parameters: {'n_estimators': 50, 'learning_rate': 0.04734571213561978, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991708552567273, 'colsample_bytree': 0.8984827539106536, 'gamma': 1.0344425485523634, 'reg_alpha': 0.8127330006750022, 'reg_lambda': 2.9287564697396986}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:31,859] Trial 142 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.049317729815680035, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9906603233342229, 'colsample_bytree': 0.8571963084121292, 'gamma': 0.955436425166871, 'reg_alpha': 0.8526816545572072, 'reg_lambda': 2.9275805326608704}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,133] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 37, 'learning_rate': 0.05375095275828922, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9986202462550802, 'colsample_bytree': 0.8855604524222697, 'gamma': 1.1074202712787549, 'reg_alpha': 0.807801586784753, 'reg_lambda': 2.8211756648579507}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,293] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.05489970888444025, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998061040360195, 'colsample_bytree': 0.8917506915264214, 'gamma': 1.0659504266519897, 'reg_alpha': 0.7367948038401497, 'reg_lambda': 2.8147948325054024}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,415] Trial 145 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.06228915303675681, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9699336054278135, 'colsample_bytree': 0.9140941912187794, 'gamma': 0.7271549210326174, 'reg_alpha': 0.7340266484214302, 'reg_lambda': 2.865315769777812}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,660] Trial 146 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 25, 'learning_rate': 0.0696834122749955, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9788284249900684, 'colsample_bytree': 0.8955833136808655, 'gamma': 0.5777582320993606, 'reg_alpha': 0.7806807622230527, 'reg_lambda': 2.911503431977634}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,750] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 20, 'learning_rate': 0.07088053240941915, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9895172208082866, 'colsample_bytree': 0.8776230749270314, 'gamma': 1.0415835703171954, 'reg_alpha': 0.7744966332551848, 'reg_lambda': 2.8015907399228985}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:32,986] Trial 148 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 39, 'learning_rate': 0.046390952971255034, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9797722958586873, 'colsample_bytree': 0.8633539932254883, 'gamma': 0.2111954198784503, 'reg_alpha': 0.6950929082003494, 'reg_lambda': 2.6721734850280905}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,220] Trial 149 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 26, 'learning_rate': 0.07672952964458692, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9579177369555185, 'colsample_bytree': 0.8749558691878044, 'gamma': 0.4962275341781417, 'reg_alpha': 0.9979827025659258, 'reg_lambda': 2.5990386676628257}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,462] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 43, 'learning_rate': 0.05348190876833037, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9907467208116766, 'colsample_bytree': 0.898576802323913, 'gamma': 0.6123187253578573, 'reg_alpha': 0.762598334683662, 'reg_lambda': 2.88848808695683}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,609] Trial 151 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 35, 'learning_rate': 0.06464494986409378, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9757321538092623, 'colsample_bytree': 0.8940589059708938, 'gamma': 0.8789069747369989, 'reg_alpha': 0.802749665326311, 'reg_lambda': 2.9243463367741005}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,783] Trial 152 finished with value: 0.755952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.06000433449086299, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9994275291909763, 'colsample_bytree': 0.9093805565869347, 'gamma': 1.1657869256417794, 'reg_alpha': 0.7393878957630378, 'reg_lambda': 2.9957016803801824}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:33,985] Trial 153 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 51, 'learning_rate': 0.09815619599074901, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9996508986060715, 'colsample_bytree': 0.9241001887936782, 'gamma': 1.4033897164021432, 'reg_alpha': 0.7466105644300576, 'reg_lambda': 2.9847537692346604}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,155] Trial 154 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 46, 'learning_rate': 0.05985692717664512, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9863976064952332, 'colsample_bytree': 0.9067296840667464, 'gamma': 1.19721552193068, 'reg_alpha': 0.7863578744842281, 'reg_lambda': 2.7279567966685887}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,308] Trial 155 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 24, 'learning_rate': 0.0678731644548018, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9816748322841815, 'colsample_bytree': 0.8930434725001614, 'gamma': 1.0098757928990936, 'reg_alpha': 0.7331048770557661, 'reg_lambda': 2.9950573645334386}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,553] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.050817527221839104, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9907036386526202, 'colsample_bytree': 0.9151400768437938, 'gamma': 1.2128274118690183, 'reg_alpha': 0.6277784330198376, 'reg_lambda': 2.8481586839036477}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:34,833] Trial 157 finished with value: 0.738095238095238 and parameters: {'n_estimators': 29, 'learning_rate': 0.07860391830597047, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9990601603577508, 'colsample_bytree': 0.8435120170747845, 'gamma': 1.325622169801846, 'reg_alpha': 0.8201933222419985, 'reg_lambda': 2.5056329386660265}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,011] Trial 158 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 57, 'learning_rate': 0.05516305508561964, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9628217351523977, 'colsample_bytree': 0.9297549057843716, 'gamma': 1.1272102791111676, 'reg_alpha': 0.6878523068637634, 'reg_lambda': 2.7812367483041185}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,321] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.0899854756050082, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9501464429475845, 'colsample_bytree': 0.8691595159003496, 'gamma': 1.4481877084607606, 'reg_alpha': 0.7179124596321609, 'reg_lambda': 2.893625349777788}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,518] Trial 160 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 42, 'learning_rate': 0.044310215348598476, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9779978651180004, 'colsample_bytree': 0.9872289955357725, 'gamma': 0.8188537005883298, 'reg_alpha': 0.9281437816074397, 'reg_lambda': 2.342520575752049}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,730] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 32, 'learning_rate': 0.062183227351026556, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9700459469783542, 'colsample_bytree': 0.9017287928288363, 'gamma': 0.6326722774567834, 'reg_alpha': 0.42448237343449063, 'reg_lambda': 2.9158445435959806}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:35,907] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.06301359629336281, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9892794846650184, 'colsample_bytree': 0.9015963226168404, 'gamma': 0.44339526926191486, 'reg_alpha': 0.4425137047816376, 'reg_lambda': 2.8192133619975253}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,076] Trial 163 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 36, 'learning_rate': 0.06642934588965659, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9687857521723257, 'colsample_bytree': 0.8878118191756722, 'gamma': 0.46546902524849315, 'reg_alpha': 0.4639927429709413, 'reg_lambda': 2.949390543885805}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,291] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 30, 'learning_rate': 0.07235720113612272, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9814678125206003, 'colsample_bytree': 0.8996404761534782, 'gamma': 0.3857002091849161, 'reg_alpha': 0.41449639119939985, 'reg_lambda': 2.7983884620004806}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,515] Trial 165 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 23, 'learning_rate': 0.06127147117324732, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.6753736627426491, 'colsample_bytree': 0.9117820597273366, 'gamma': 0.5967533308649116, 'reg_alpha': 0.3584756399570552, 'reg_lambda': 2.8573850473085356}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,630] Trial 166 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 34, 'learning_rate': 0.06522107616383288, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9913749283370171, 'colsample_bytree': 0.8848683809789012, 'gamma': 0.7444104336596509, 'reg_alpha': 0.4872579276561019, 'reg_lambda': 2.7022281710587035}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,747] Trial 167 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 34, 'learning_rate': 0.06326330043769937, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9932335373719474, 'colsample_bytree': 0.8797623680619813, 'gamma': 0.2654575219050158, 'reg_alpha': 0.5009830743922966, 'reg_lambda': 2.6685808638450164}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:36,858] Trial 168 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 20, 'learning_rate': 0.06971911419294527, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9921869195352117, 'colsample_bytree': 0.9036478438918798, 'gamma': 0.9069542243943317, 'reg_alpha': 0.4105941805746144, 'reg_lambda': 2.781032308824524}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,095] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 28, 'learning_rate': 0.058547884933926334, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9846778788149085, 'colsample_bytree': 0.886176392377912, 'gamma': 0.03914523737618941, 'reg_alpha': 0.5203174396502733, 'reg_lambda': 2.7299490470052294}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,219] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 39, 'learning_rate': 0.08003469096486043, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9988474040517831, 'colsample_bytree': 0.9253821661634952, 'gamma': 0.7370667580900426, 'reg_alpha': 0.4797213175356008, 'reg_lambda': 2.8889151413325083}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,528] Trial 171 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 46, 'learning_rate': 0.05599799755615939, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9740405105957478, 'colsample_bytree': 0.9100743162724649, 'gamma': 0.3809874245624466, 'reg_alpha': 0.4278077035244913, 'reg_lambda': 2.8179257610541435}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:37,728] Trial 172 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.06484069257248598, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9857097745404638, 'colsample_bytree': 0.8970123715704115, 'gamma': 0.5637650197619751, 'reg_alpha': 0.49012279437559303, 'reg_lambda': 2.729372094617855}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,001] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 32, 'learning_rate': 0.06443972963412123, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9998151857806274, 'colsample_bytree': 0.894330587739104, 'gamma': 0.5792214110378774, 'reg_alpha': 0.5260702401913746, 'reg_lambda': 2.688590765050393}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,267] Trial 174 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 26, 'learning_rate': 0.06456080752123972, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9997688328474694, 'colsample_bytree': 0.8952454525059451, 'gamma': 0.6174514846434833, 'reg_alpha': 0.43924749969669824, 'reg_lambda': 2.7527538160413827}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,370] Trial 175 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 32, 'learning_rate': 0.06894281184541762, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9912124435465981, 'colsample_bytree': 0.8868745903866707, 'gamma': 0.48780205739296656, 'reg_alpha': 0.47640782665599096, 'reg_lambda': 2.6026009657571585}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,606] Trial 176 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 37, 'learning_rate': 0.07254684033530892, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9865334399100285, 'colsample_bytree': 0.9029299000076386, 'gamma': 0.7266657104030103, 'reg_alpha': 0.5557746704518103, 'reg_lambda': 2.6930500526434495}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:38,871] Trial 177 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 38, 'learning_rate': 0.07540727717778783, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9901305313800711, 'colsample_bytree': 0.9060907050080751, 'gamma': 0.7907246866930393, 'reg_alpha': 0.5646389491076063, 'reg_lambda': 2.6972241845898903}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,087] Trial 178 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 43, 'learning_rate': 0.07428813521726105, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9884989352048534, 'colsample_bytree': 0.9092180476562504, 'gamma': 0.7995713922863075, 'reg_alpha': 0.5373317853144929, 'reg_lambda': 2.7043453303264724}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,362] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 36, 'learning_rate': 0.07836121126827952, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9927567367659086, 'colsample_bytree': 0.9201187780473512, 'gamma': 0.9444248605567537, 'reg_alpha': 0.5642907558402265, 'reg_lambda': 2.6412846164012267}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,491] Trial 180 finished with value: 0.755952380952381 and parameters: {'n_estimators': 40, 'learning_rate': 0.0654267919536984, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9986213132445384, 'colsample_bytree': 0.8624965912274233, 'gamma': 0.7624449541938807, 'reg_alpha': 0.5640635717598566, 'reg_lambda': 2.695231845122321}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,807] Trial 181 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 39, 'learning_rate': 0.0849305937584017, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9940642262165701, 'colsample_bytree': 0.8593982337326843, 'gamma': 0.7576607175695882, 'reg_alpha': 0.5805812485842993, 'reg_lambda': 2.706301517672087}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:39,963] Trial 182 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 43, 'learning_rate': 0.06623288940787399, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9995516308641207, 'colsample_bytree': 0.8283613984545681, 'gamma': 0.8630446423228963, 'reg_alpha': 0.523738675086411, 'reg_lambda': 2.6590875480660725}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,228] Trial 183 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 49, 'learning_rate': 0.07276301169258127, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9999627510951086, 'colsample_bytree': 0.8714780608171401, 'gamma': 1.0241877624670483, 'reg_alpha': 0.5528283562349129, 'reg_lambda': 2.7354907872449643}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,431] Trial 184 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 36, 'learning_rate': 0.058892389608111335, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9887648389236872, 'colsample_bytree': 0.880850510825389, 'gamma': 0.725290345256336, 'reg_alpha': 0.4882563571113889, 'reg_lambda': 2.569283886526378}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,675] Trial 185 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 40, 'learning_rate': 0.05410921445906965, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9865546066433124, 'colsample_bytree': 0.8518468501410471, 'gamma': 0.509990901537478, 'reg_alpha': 0.5098654454358029, 'reg_lambda': 2.636464855045042}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:40,777] Trial 186 finished with value: 0.7648809523809523 and parameters: {'n_estimators': 31, 'learning_rate': 0.06461763023810918, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9825480388721173, 'colsample_bytree': 0.90539430819724, 'gamma': 0.9280211151595293, 'reg_alpha': 0.5958162602063521, 'reg_lambda': 2.688205211283024}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,101] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 30, 'learning_rate': 0.06549038169905042, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9824143461900625, 'colsample_bytree': 0.8901964967812245, 'gamma': 0.9284802916067337, 'reg_alpha': 0.6073917217877085, 'reg_lambda': 2.767157134172531}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,226] Trial 188 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.08205412423301978, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9849595203468211, 'colsample_bytree': 0.9025920003652352, 'gamma': 0.8003019575772637, 'reg_alpha': 0.5878655246884386, 'reg_lambda': 2.684616942378341}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,591] Trial 189 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 45, 'learning_rate': 0.07290348570325941, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9926402806241887, 'colsample_bytree': 0.908710840161529, 'gamma': 1.0594886778092678, 'reg_alpha': 0.5637560842188483, 'reg_lambda': 2.82239347743597}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:41,951] Trial 190 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 230, 'learning_rate': 0.06160413641430648, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9931432001548594, 'colsample_bytree': 0.896147005892396, 'gamma': 0.7129674511838233, 'reg_alpha': 0.5421020783478003, 'reg_lambda': 2.712513318545209}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,078] Trial 191 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 38, 'learning_rate': 0.05776843359725129, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9991227262695308, 'colsample_bytree': 0.9198484496712969, 'gamma': 0.9740996751411928, 'reg_alpha': 0.4902536920054252, 'reg_lambda': 2.615578689886031}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,334] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 37, 'learning_rate': 0.0672551349982187, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9825782552327302, 'colsample_bytree': 0.9153488651556216, 'gamma': 0.9605691295015568, 'reg_alpha': 0.49654639091361136, 'reg_lambda': 2.606187334224224}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,530] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 27, 'learning_rate': 0.061791185026785204, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9940558856338978, 'colsample_bytree': 0.810315883476555, 'gamma': 1.08006936517726, 'reg_alpha': 0.45169958175299896, 'reg_lambda': 2.674466151309592}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,762] Trial 194 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 40, 'learning_rate': 0.09011612107756244, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9998695394188428, 'colsample_bytree': 0.9151012868084458, 'gamma': 0.8882020408387207, 'reg_alpha': 0.5319780911897259, 'reg_lambda': 2.7661738243576726}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:42,907] Trial 195 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 32, 'learning_rate': 0.051940577007969446, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9873899991864784, 'colsample_bytree': 0.9332533375237405, 'gamma': 0.619840235929867, 'reg_alpha': 0.5025574337387586, 'reg_lambda': 2.5528613377398024}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,027] Trial 196 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.0571615135082726, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8911808728976888, 'colsample_bytree': 0.9344673776430681, 'gamma': 0.5464174981288016, 'reg_alpha': 0.5039755680282165, 'reg_lambda': 2.5832120801637632}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,251] Trial 197 finished with value: 0.7708333333333333 and parameters: {'n_estimators': 22, 'learning_rate': 0.07584663330871955, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9864735749144289, 'colsample_bytree': 0.9268644412705026, 'gamma': 0.6561509146256543, 'reg_alpha': 0.5788239156542537, 'reg_lambda': 2.639881990218687}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,475] Trial 198 finished with value: 0.7767857142857143 and parameters: {'n_estimators': 21, 'learning_rate': 0.07666551122707765, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9999728616211223, 'colsample_bytree': 0.9252227039473341, 'gamma': 0.3963835696476276, 'reg_alpha': 0.5718868349399318, 'reg_lambda': 2.5623281828661106}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,648] Trial 199 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.10575632035394342, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.986228620530759, 'colsample_bytree': 0.9283222381213749, 'gamma': 0.42727915565064684, 'reg_alpha': 0.6523250156526986, 'reg_lambda': 2.5219081120205145}. Best is trial 125 with value: 0.7797619047619049.
[I 2025-11-03 20:28:43,653] A new study created in memory with name: no-name-5d1f0f8d-29b2-4924-b7f4-ae24c5c28cd2
[I 2025-11-03 20:28:43,998] Trial 0 finished with value: 0.6071428571428571 and parameters: {'n_estimators': 203, 'learning_rate': 0.17781936495815054, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6544881748043206, 'colsample_bytree': 0.8370097765063216, 'gamma': 4.2934055050058975, 'reg_alpha': 0.8365326483504035, 'reg_lambda': 1.721388913303617}. Best is trial 0 with value: 0.6071428571428571.
[I 2025-11-03 20:28:44,266] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.010363772912411246, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.6653602816667364, 'colsample_bytree': 0.893152732973415, 'gamma': 4.987479483524043, 'reg_alpha': 0.44143612770133733, 'reg_lambda': 0.5756793473891739}. Best is trial 0 with value: 0.6071428571428571.
[I 2025-11-03 20:28:44,347] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 30, 'learning_rate': 0.02897972249478535, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.8714512304666695, 'colsample_bytree': 0.8151345941639383, 'gamma': 3.800544761243736, 'reg_alpha': 0.9374279693880878, 'reg_lambda': 2.6498220400891235}. Best is trial 0 with value: 0.6071428571428571.
[I 2025-11-03 20:28:44,576] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 37, 'learning_rate': 0.29722909490696003, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.6996505278673488, 'colsample_bytree': 0.9234953549914516, 'gamma': 0.9468579739352112, 'reg_alpha': 0.808561202009632, 'reg_lambda': 1.2657342035633554}. Best is trial 3 with value: 0.6547619047619048.
[I 2025-11-03 20:28:44,867] Trial 4 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.013224742980812398, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7022871385114434, 'colsample_bytree': 0.8156324563569187, 'gamma': 0.26892536683041257, 'reg_alpha': 0.9634290829485065, 'reg_lambda': 1.684291582061587}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:44,941] Trial 5 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 26, 'learning_rate': 0.024836898528190727, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9819416999164262, 'colsample_bytree': 0.9653624694938481, 'gamma': 4.639475065747795, 'reg_alpha': 0.9751193201916631, 'reg_lambda': 2.933198703391895}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,111] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.016116478602437916, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.6936156558128954, 'colsample_bytree': 0.6950643126733379, 'gamma': 4.1743960629958305, 'reg_alpha': 0.49069973634228825, 'reg_lambda': 2.87295444068411}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,468] Trial 7 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 179, 'learning_rate': 0.014295248570766783, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9723472057068506, 'colsample_bytree': 0.6556886420601128, 'gamma': 1.077061523176805, 'reg_alpha': 0.34889676800754776, 'reg_lambda': 1.1215494006959756}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,680] Trial 8 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 56, 'learning_rate': 0.08715013432831195, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.8495853196851091, 'colsample_bytree': 0.7881368031789315, 'gamma': 3.413362301561056, 'reg_alpha': 0.6498200142017582, 'reg_lambda': 0.7844175234372498}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:45,747] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 36, 'learning_rate': 0.24370495711102375, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8695053500535598, 'colsample_bytree': 0.7724415151991895, 'gamma': 4.333154285162145, 'reg_alpha': 0.41894326566528406, 'reg_lambda': 2.9199110513625772}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:46,157] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 248, 'learning_rate': 0.051823489889011205, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7686073395181292, 'colsample_bytree': 0.704328772173057, 'gamma': 0.04174489008555668, 'reg_alpha': 0.06293702720191574, 'reg_lambda': 2.2109512527804696}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:46,483] Trial 11 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 125, 'learning_rate': 0.011958128547049198, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9830524111006838, 'colsample_bytree': 0.6296859261173717, 'gamma': 1.5643065014423343, 'reg_alpha': 0.172244085887036, 'reg_lambda': 1.3598334578187443}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:46,913] Trial 12 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 131, 'learning_rate': 0.022358728750744867, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7689817697263114, 'colsample_bytree': 0.6101930587657548, 'gamma': 0.032993684828998615, 'reg_alpha': 0.21624160730170267, 'reg_lambda': 1.2389770933918156}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,188] Trial 13 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 170, 'learning_rate': 0.04421699626005245, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9430581116148606, 'colsample_bytree': 0.7113513952717069, 'gamma': 1.7674165016763734, 'reg_alpha': 0.6699068732482565, 'reg_lambda': 1.9445570090828612}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,411] Trial 14 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 91, 'learning_rate': 0.046527980971679726, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9071071414376308, 'colsample_bytree': 0.7473866468357547, 'gamma': 2.5609752047156307, 'reg_alpha': 0.6971783810673979, 'reg_lambda': 2.0236138572527054}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,691] Trial 15 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 175, 'learning_rate': 0.11121073119100292, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.6054088578252004, 'colsample_bytree': 0.8633025740706413, 'gamma': 2.238573473486771, 'reg_alpha': 0.6411381408525738, 'reg_lambda': 1.7386410354092012}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:47,935] Trial 16 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 94, 'learning_rate': 0.03717890846164413, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8100349066484062, 'colsample_bytree': 0.7453453907937118, 'gamma': 0.71755007582356, 'reg_alpha': 0.7936676979686093, 'reg_lambda': 2.3374944250987566}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:48,344] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.07526557420789275, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7416687384448075, 'colsample_bytree': 0.6920445623444785, 'gamma': 1.9512681463311188, 'reg_alpha': 0.5865900931945132, 'reg_lambda': 1.579201731494008}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:48,696] Trial 18 finished with value: 0.6875 and parameters: {'n_estimators': 249, 'learning_rate': 0.10914852881430627, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7358816526102084, 'colsample_bytree': 0.6584291882386173, 'gamma': 2.8130472602347485, 'reg_alpha': 0.30630045934673433, 'reg_lambda': 1.5162288968753663}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:49,677] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 215, 'learning_rate': 0.0773516229765004, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.6125987450869851, 'colsample_bytree': 0.9976402121728164, 'gamma': 3.0456533277877664, 'reg_alpha': 0.584217478249657, 'reg_lambda': 0.9516594095034907}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:49,888] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.07270074609731608, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7400988429345561, 'colsample_bytree': 0.8483579098238214, 'gamma': 2.0518930233270063, 'reg_alpha': 0.9104787975838474, 'reg_lambda': 1.5055907862740783}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:50,201] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 169, 'learning_rate': 0.153052957297735, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9405083001077127, 'colsample_bytree': 0.700037805946334, 'gamma': 1.6252442831701686, 'reg_alpha': 0.5589392567648808, 'reg_lambda': 2.072287977164707}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:50,504] Trial 22 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 216, 'learning_rate': 0.036836228978093945, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8116561035364834, 'colsample_bytree': 0.7350838375555635, 'gamma': 1.6531204530574732, 'reg_alpha': 0.7332586617833058, 'reg_lambda': 1.924828517933663}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:50,797] Trial 23 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 152, 'learning_rate': 0.020096351303278786, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7196976718330121, 'colsample_bytree': 0.6789117940829796, 'gamma': 0.7900981282445747, 'reg_alpha': 0.545491700969838, 'reg_lambda': 2.401663308667728}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:51,150] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 114, 'learning_rate': 0.06207217514939314, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7774871054744201, 'colsample_bytree': 0.797487525455822, 'gamma': 2.0315388010239728, 'reg_alpha': 0.8481515678492608, 'reg_lambda': 1.611983340148671}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:51,358] Trial 25 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 72, 'learning_rate': 0.0426877047412614, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.6532279568342984, 'colsample_bytree': 0.7334664572685761, 'gamma': 1.2751512878172129, 'reg_alpha': 0.7393539683856598, 'reg_lambda': 1.878783077771988}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:51,750] Trial 26 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.10540653345049472, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8349817797902841, 'colsample_bytree': 0.7709919409960052, 'gamma': 0.3863231348627987, 'reg_alpha': 0.6351427098805041, 'reg_lambda': 2.532076975064471}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:52,092] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.12788410389212976, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8242903018303066, 'colsample_bytree': 0.7753225871303774, 'gamma': 0.4682140098590617, 'reg_alpha': 0.90097317893661, 'reg_lambda': 2.604268715638652}. Best is trial 4 with value: 0.7321428571428572.
[I 2025-11-03 20:28:52,411] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.1962053434211406, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7846602970069234, 'colsample_bytree': 0.8208099508112768, 'gamma': 0.41582386775843494, 'reg_alpha': 0.9984356142383588, 'reg_lambda': 2.2678503986707694}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:52,692] Trial 29 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 196, 'learning_rate': 0.20215289577936832, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6560521309830722, 'colsample_bytree': 0.8321733042230645, 'gamma': 0.3886699901097951, 'reg_alpha': 0.9867264019758547, 'reg_lambda': 1.770411585002088}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:53,083] Trial 30 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 194, 'learning_rate': 0.16800803490318314, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7859444951681192, 'colsample_bytree': 0.8764219765184296, 'gamma': 1.273351174464654, 'reg_alpha': 0.8672982943443425, 'reg_lambda': 2.219594009002732}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:53,403] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.09638004464280382, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7386606431395746, 'colsample_bytree': 0.80704162463287, 'gamma': 0.4205029551352788, 'reg_alpha': 0.747739958628145, 'reg_lambda': 2.562238195834301}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:53,786] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 210, 'learning_rate': 0.062031693731288626, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7412204345164909, 'colsample_bytree': 0.8238446544278726, 'gamma': 0.6112807743562882, 'reg_alpha': 0.9980663919709893, 'reg_lambda': 2.7657427693985666}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:54,102] Trial 33 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 235, 'learning_rate': 0.1496704461151377, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.6842100226368064, 'colsample_bytree': 0.9001655499479677, 'gamma': 0.1781459603777238, 'reg_alpha': 0.7777572850679821, 'reg_lambda': 2.4486708492333102}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:54,456] Trial 34 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 190, 'learning_rate': 0.22147587299940422, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7133022887014954, 'colsample_bytree': 0.8389764393132727, 'gamma': 1.1424790424516431, 'reg_alpha': 0.8569295847021962, 'reg_lambda': 2.1943017304485593}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:54,801] Trial 35 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 149, 'learning_rate': 0.28289203092358106, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7496245545635197, 'colsample_bytree': 0.8095708448979834, 'gamma': 0.748175183843921, 'reg_alpha': 0.9413712485452593, 'reg_lambda': 2.7134355683241305}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:55,176] Trial 36 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 223, 'learning_rate': 0.08826194465087654, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6765751830022247, 'colsample_bytree': 0.9211165663488132, 'gamma': 0.2345049572603268, 'reg_alpha': 0.46883791971130434, 'reg_lambda': 1.4014878952998973}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:55,550] Trial 37 finished with value: 0.738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.030260211430613162, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6256351837544084, 'colsample_bytree': 0.8669505896992595, 'gamma': 1.0218480916356274, 'reg_alpha': 0.9398656149029372, 'reg_lambda': 1.7147208119931598}. Best is trial 28 with value: 0.7380952380952381.
[I 2025-11-03 20:28:55,972] Trial 38 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.028382317564508142, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6165982195654697, 'colsample_bytree': 0.886576856091885, 'gamma': 0.8692147039834429, 'reg_alpha': 0.9341689489643178, 'reg_lambda': 1.820905565508537}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:56,254] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.03218488749397496, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6389754640425241, 'colsample_bytree': 0.9407499412535546, 'gamma': 1.2282834545681736, 'reg_alpha': 0.9144099043900903, 'reg_lambda': 2.118696187180306}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:56,631] Trial 40 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.024879511191815074, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6438500105450548, 'colsample_bytree': 0.8924854469982729, 'gamma': 0.9469959427076236, 'reg_alpha': 0.8145524421963001, 'reg_lambda': 0.5461631387664103}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:56,955] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.017532967442313686, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6306906985025693, 'colsample_bytree': 0.8580801932232016, 'gamma': 0.5317225465928399, 'reg_alpha': 0.9318984115001823, 'reg_lambda': 1.8045914828810008}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:57,355] Trial 42 finished with value: 0.5 and parameters: {'n_estimators': 140, 'learning_rate': 0.011135057130141682, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7060241891576031, 'colsample_bytree': 0.8758370578716367, 'gamma': 0.9155971630985835, 'reg_alpha': 0.9962104191021395, 'reg_lambda': 2.307812326897274}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:57,659] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.027644834801892573, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6207078231596889, 'colsample_bytree': 0.8175049694033948, 'gamma': 0.2504305155119914, 'reg_alpha': 0.9514271785221239, 'reg_lambda': 2.8172750189180125}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,006] Trial 44 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 204, 'learning_rate': 0.013309722797863736, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6701275545150802, 'colsample_bytree': 0.9099214225211555, 'gamma': 0.03923638616712544, 'reg_alpha': 0.8785917351541923, 'reg_lambda': 1.6734707863613172}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,355] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.016564083587339812, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7947821562510691, 'colsample_bytree': 0.9400730830484635, 'gamma': 1.3539583347351862, 'reg_alpha': 0.8237330682161084, 'reg_lambda': 1.2464670684323267}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,635] Trial 46 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.021040167652774052, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.6948470359140726, 'colsample_bytree': 0.8004414736902982, 'gamma': 0.9005860376599846, 'reg_alpha': 0.9592903208797787, 'reg_lambda': 2.0125012748369717}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:58,937] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 181, 'learning_rate': 0.014092887357841222, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7581005505397267, 'colsample_bytree': 0.8803523612214766, 'gamma': 0.5721177201326488, 'reg_alpha': 0.7612799830224368, 'reg_lambda': 1.1296449941985396}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:59,323] Trial 48 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 135, 'learning_rate': 0.05539589154047333, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6036705735696192, 'colsample_bytree': 0.8521115353126767, 'gamma': 3.7863190383406486, 'reg_alpha': 0.8901124931468685, 'reg_lambda': 2.9746376284127782}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:59,612] Trial 49 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.03310786539072473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8689003414626941, 'colsample_bytree': 0.7804539297814699, 'gamma': 1.0462780175755824, 'reg_alpha': 0.8223219755056222, 'reg_lambda': 1.8702859224524224}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:28:59,979] Trial 50 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.01822947538145842, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.722880452201212, 'colsample_bytree': 0.7627907136600326, 'gamma': 1.4829435245568792, 'reg_alpha': 0.9524043906904922, 'reg_lambda': 1.377234323134108}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:00,345] Trial 51 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 221, 'learning_rate': 0.08770636494456763, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7604490828935994, 'colsample_bytree': 0.83954198038698, 'gamma': 1.9756073320178262, 'reg_alpha': 0.4123955173914556, 'reg_lambda': 1.5499554292334223}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:00,729] Trial 52 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 242, 'learning_rate': 0.07292060351513746, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7272611025122594, 'colsample_bytree': 0.793782187660911, 'gamma': 0.3108324277353151, 'reg_alpha': 0.005783817618566778, 'reg_lambda': 1.6804935672075108}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:01,013] Trial 53 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 211, 'learning_rate': 0.12178114560772434, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.6259550737709915, 'colsample_bytree': 0.8138124809506094, 'gamma': 0.6925030950078986, 'reg_alpha': 0.598973243855968, 'reg_lambda': 1.594000610819015}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:01,419] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 199, 'learning_rate': 0.02553062103481836, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6963512928470846, 'colsample_bytree': 0.8655832001531446, 'gamma': 2.4905325291345686, 'reg_alpha': 0.7066975703790231, 'reg_lambda': 1.802843909202451}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:01,651] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 81, 'learning_rate': 0.05168883993011347, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.7721802271060658, 'colsample_bytree': 0.7543404025251585, 'gamma': 0.13963465690941457, 'reg_alpha': 0.5095575860448914, 'reg_lambda': 1.4087780904730303}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,027] Trial 56 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.09875779123907213, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6588974840126242, 'colsample_bytree': 0.6131956938536067, 'gamma': 3.0805613790398345, 'reg_alpha': 0.9136646341955271, 'reg_lambda': 0.7610363785767698}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,259] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 106, 'learning_rate': 0.06352848858722145, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8013988797168613, 'colsample_bytree': 0.8243631820164486, 'gamma': 1.7754808816100331, 'reg_alpha': 0.7008649443598403, 'reg_lambda': 1.9817781123641225}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,634] Trial 58 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.03875921522742339, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.6781413526522294, 'colsample_bytree': 0.8914447649795747, 'gamma': 1.436743409034411, 'reg_alpha': 0.3825897155514659, 'reg_lambda': 2.603999966361287}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:02,951] Trial 59 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.1322134084803907, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7396195080736073, 'colsample_bytree': 0.7284918190853659, 'gamma': 1.0729849319906373, 'reg_alpha': 0.27741659602134844, 'reg_lambda': 1.4738172270616632}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:03,402] Trial 60 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 241, 'learning_rate': 0.1914267917812692, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7834496206801272, 'colsample_bytree': 0.8457567192691164, 'gamma': 4.775345710637154, 'reg_alpha': 0.7939596549339601, 'reg_lambda': 2.130136762109907}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:03,733] Trial 61 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 224, 'learning_rate': 0.10688004951415048, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8243763787662137, 'colsample_bytree': 0.6641839203081464, 'gamma': 0.4709958682975395, 'reg_alpha': 0.6352816298002024, 'reg_lambda': 2.5088487884939585}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:04,141] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 217, 'learning_rate': 0.07965673826096588, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8280970338190873, 'colsample_bytree': 0.6359196880963521, 'gamma': 0.4312638830275037, 'reg_alpha': 0.6161234365473854, 'reg_lambda': 2.3052920733516684}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:04,458] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.09748313592097659, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8528839626718319, 'colsample_bytree': 0.7825786897233193, 'gamma': 0.8241579520227534, 'reg_alpha': 0.670069580221063, 'reg_lambda': 2.5404583236231333}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:04,849] Trial 64 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.14879861087416582, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8345729531713311, 'colsample_bytree': 0.7204213283146073, 'gamma': 0.029582865284147303, 'reg_alpha': 0.5334082515761119, 'reg_lambda': 2.680961836264075}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:05,160] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 248, 'learning_rate': 0.17331217647820615, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8829871654236969, 'colsample_bytree': 0.6906563332150498, 'gamma': 0.15567196967417304, 'reg_alpha': 0.5366375164903008, 'reg_lambda': 2.40157539765504}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:05,608] Trial 66 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.2529730074592153, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8955479355633019, 'colsample_bytree': 0.7194849514174907, 'gamma': 0.01829024273442706, 'reg_alpha': 0.5369188971852925, 'reg_lambda': 2.652194808581723}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:06,009] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 249, 'learning_rate': 0.25320866284391536, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9256906121246994, 'colsample_bytree': 0.7153838958766148, 'gamma': 0.032041437461901225, 'reg_alpha': 0.46358691149967635, 'reg_lambda': 2.8292232200408507}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:06,323] Trial 68 finished with value: 0.738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.18017759978618045, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8960832656807645, 'colsample_bytree': 0.6731878278467784, 'gamma': 0.1377333627523187, 'reg_alpha': 0.5033192450903146, 'reg_lambda': 2.6854481995889414}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:06,707] Trial 69 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.15602578703087797, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8952396945960189, 'colsample_bytree': 0.689490562875517, 'gamma': 0.6563327346286102, 'reg_alpha': 0.5407834079315104, 'reg_lambda': 2.426455555573208}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:07,035] Trial 70 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.15900764728534603, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8825158023002638, 'colsample_bytree': 0.6909704835396243, 'gamma': 0.31894174758369165, 'reg_alpha': 0.5432508422315574, 'reg_lambda': 2.409748901043902}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:07,473] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 248, 'learning_rate': 0.2117367415927206, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.88224272759912, 'colsample_bytree': 0.6916060687120841, 'gamma': 0.3473924927711492, 'reg_alpha': 0.5630741958851512, 'reg_lambda': 2.386892665136392}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:07,777] Trial 72 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 243, 'learning_rate': 0.24634949400397013, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9228547295215901, 'colsample_bytree': 0.6465171356097082, 'gamma': 0.619738080918252, 'reg_alpha': 0.5192217973236307, 'reg_lambda': 2.63221824138089}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:08,176] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 235, 'learning_rate': 0.21765471090443217, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8502765027804566, 'colsample_bytree': 0.7143482815114318, 'gamma': 0.17003868803455036, 'reg_alpha': 0.5661042081965724, 'reg_lambda': 2.460536648650348}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:08,497] Trial 74 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.14312282910929025, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8987467783456335, 'colsample_bytree': 0.7220910001774408, 'gamma': 0.013029022425359693, 'reg_alpha': 0.47553319190602866, 'reg_lambda': 2.3549983313873617}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:08,918] Trial 75 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.21492456091102402, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.880436231664767, 'colsample_bytree': 0.6822654245887178, 'gamma': 0.3115758949326056, 'reg_alpha': 0.5330222980468882, 'reg_lambda': 2.5088245703937404}. Best is trial 38 with value: 0.75.
[I 2025-11-03 20:29:09,223] Trial 76 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 236, 'learning_rate': 0.29957304038810345, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.949933573609967, 'colsample_bytree': 0.702842125085255, 'gamma': 0.505688249303669, 'reg_alpha': 0.4412099211046704, 'reg_lambda': 2.253682574362006}. Best is trial 76 with value: 0.7500000000000001.
[I 2025-11-03 20:29:09,573] Trial 77 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 236, 'learning_rate': 0.28850896445958557, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9466699550670136, 'colsample_bytree': 0.7027927104284015, 'gamma': 0.7081769338038644, 'reg_alpha': 0.43672926964379, 'reg_lambda': 2.230993672009448}. Best is trial 76 with value: 0.7500000000000001.
[I 2025-11-03 20:29:09,882] Trial 78 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 233, 'learning_rate': 0.1796309393996229, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.995821265267685, 'colsample_bytree': 0.6736050943292599, 'gamma': 0.43882349981221375, 'reg_alpha': 0.35670834980675503, 'reg_lambda': 2.2752863267413703}. Best is trial 76 with value: 0.7500000000000001.
[I 2025-11-03 20:29:10,179] Trial 79 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 222, 'learning_rate': 0.14164214091773883, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8579584377584994, 'colsample_bytree': 0.6899035565162084, 'gamma': 0.5841051622077758, 'reg_alpha': 0.4129083404950913, 'reg_lambda': 2.3725617992448975}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:10,502] Trial 80 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.13723756801512657, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9695387806920768, 'colsample_bytree': 0.7411150918888287, 'gamma': 0.6051060773080075, 'reg_alpha': 0.26767122664524895, 'reg_lambda': 2.746958801265826}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:10,811] Trial 81 finished with value: 0.755952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.16532916803093448, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8370783474240617, 'colsample_bytree': 0.6861868433197564, 'gamma': 0.853026160394008, 'reg_alpha': 0.41348016531725257, 'reg_lambda': 2.3789440661987302}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:11,209] Trial 82 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.12413620083310968, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8130496298737171, 'colsample_bytree': 0.6500912334576348, 'gamma': 0.7836037719939157, 'reg_alpha': 0.4022264601371235, 'reg_lambda': 2.153315577926628}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:11,626] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.15926557634527533, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8446296632253761, 'colsample_bytree': 0.7085438304905157, 'gamma': 0.5115098332559929, 'reg_alpha': 0.4421273809249674, 'reg_lambda': 2.585071040077277}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,009] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 213, 'learning_rate': 0.2002890918791683, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8630704572639835, 'colsample_bytree': 0.7054240558199468, 'gamma': 0.8941513054563648, 'reg_alpha': 0.3316650833613536, 'reg_lambda': 2.359380521222393}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,303] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.1628966977888974, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8633732896523375, 'colsample_bytree': 0.6640319670663882, 'gamma': 0.5065021747016434, 'reg_alpha': 0.4406244490465937, 'reg_lambda': 2.27061846225854}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,650] Trial 86 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 199, 'learning_rate': 0.16438671626850798, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8601702753380581, 'colsample_bytree': 0.6680866001132854, 'gamma': 1.168270451350656, 'reg_alpha': 0.4426687188923647, 'reg_lambda': 2.248540249825254}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:12,947] Trial 87 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 223, 'learning_rate': 0.22975987280700763, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9179044055432383, 'colsample_bytree': 0.6864034407529747, 'gamma': 0.529224838786628, 'reg_alpha': 0.37316759185302484, 'reg_lambda': 2.0980133885379764}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:13,225] Trial 88 finished with value: 0.755952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.23325183510291428, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9148592648273733, 'colsample_bytree': 0.6376431004719688, 'gamma': 0.5428448455232201, 'reg_alpha': 0.37674179108480543, 'reg_lambda': 2.1866436884380356}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:13,484] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.2731076682176004, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9127083085144361, 'colsample_bytree': 0.627543745363309, 'gamma': 0.6506881409375269, 'reg_alpha': 0.3780954390392362, 'reg_lambda': 2.0603815510377506}. Best is trial 79 with value: 0.7738095238095238.
[I 2025-11-03 20:29:13,749] Trial 90 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 65, 'learning_rate': 0.23244484019697506, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9359333267067503, 'colsample_bytree': 0.6845823476794709, 'gamma': 0.827035240691995, 'reg_alpha': 0.1647671331791309, 'reg_lambda': 2.1534874619528783}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:13,995] Trial 91 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 61, 'learning_rate': 0.23001701244624256, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9554333264797819, 'colsample_bytree': 0.6553811301316838, 'gamma': 0.835319632674244, 'reg_alpha': 0.23242865131494952, 'reg_lambda': 2.1693847223779756}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,118] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.2716043618330741, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.929263935928056, 'colsample_bytree': 0.6806700676020068, 'gamma': 0.99575226656393, 'reg_alpha': 0.13256224760140725, 'reg_lambda': 2.0898002224710845}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,320] Trial 93 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.1891753400634947, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9136308079830363, 'colsample_bytree': 0.6348345878447607, 'gamma': 0.5423726126070739, 'reg_alpha': 0.3094723164545295, 'reg_lambda': 1.9305410741799178}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,424] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 22, 'learning_rate': 0.29539411677197197, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9689833612745974, 'colsample_bytree': 0.6865396056363101, 'gamma': 0.7576366118466746, 'reg_alpha': 0.10183902631728353, 'reg_lambda': 2.452710561800103}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,708] Trial 95 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 65, 'learning_rate': 0.2350224904494341, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9539471841125275, 'colsample_bytree': 0.6170270969059857, 'gamma': 1.1412587013841555, 'reg_alpha': 0.3922979375879366, 'reg_lambda': 2.190886118690365}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:14,918] Trial 96 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 87, 'learning_rate': 0.2620615674354758, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9398518405592494, 'colsample_bytree': 0.6982985244910254, 'gamma': 0.3532385740845925, 'reg_alpha': 0.3547170045470055, 'reg_lambda': 2.047969554354168}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:15,243] Trial 97 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.21544264261931073, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9072115549247688, 'colsample_bytree': 0.6703333787842376, 'gamma': 0.9210465619086254, 'reg_alpha': 0.48376850725315945, 'reg_lambda': 2.33081436617422}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:15,535] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 219, 'learning_rate': 0.2064199888005968, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8775388975483742, 'colsample_bytree': 0.6026500575997243, 'gamma': 0.681224396600896, 'reg_alpha': 0.4167961463186238, 'reg_lambda': 1.9811231109866254}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:15,840] Trial 99 finished with value: 0.613095238095238 and parameters: {'n_estimators': 46, 'learning_rate': 0.18772178790676222, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.890089670869275, 'colsample_bytree': 0.6614446604104437, 'gamma': 1.3290280461891675, 'reg_alpha': 0.19785770130958064, 'reg_lambda': 2.3838249968880643}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,003] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.23397907810765803, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9338543746693481, 'colsample_bytree': 0.6454608094183757, 'gamma': 0.24356624428238544, 'reg_alpha': 0.3715423735297518, 'reg_lambda': 2.1089051117816253}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,350] Trial 101 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.16950693263304834, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8410293355236508, 'colsample_bytree': 0.7091968342627157, 'gamma': 0.5281926735190888, 'reg_alpha': 0.4437120784734888, 'reg_lambda': 2.479924866491425}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,648] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 227, 'learning_rate': 0.12094116708487224, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.870589463967606, 'colsample_bytree': 0.6969009486944934, 'gamma': 0.5163550149228144, 'reg_alpha': 0.45289392386921284, 'reg_lambda': 2.2807990454212907}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:16,922] Trial 103 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.15872791062095037, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8622904081276019, 'colsample_bytree': 0.9998964249421373, 'gamma': 0.8349195185071698, 'reg_alpha': 0.4263449408291741, 'reg_lambda': 2.5912008451418993}. Best is trial 90 with value: 0.7797619047619048.
[I 2025-11-03 20:29:17,234] Trial 104 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 233, 'learning_rate': 0.14697039967175274, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8421314057474444, 'colsample_bytree': 0.6825603253034679, 'gamma': 0.63754695725678, 'reg_alpha': 0.33917160224117865, 'reg_lambda': 1.8694895515539232}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:17,667] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.11599632243756068, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9152279274193322, 'colsample_bytree': 0.6795579853021508, 'gamma': 0.9933939120132695, 'reg_alpha': 0.3118311080085058, 'reg_lambda': 1.861778350915813}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:17,965] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.14156836858287083, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9171190040434729, 'colsample_bytree': 0.6762583436892331, 'gamma': 1.0335587382826383, 'reg_alpha': 0.3205967260779251, 'reg_lambda': 1.7751363807372291}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:18,431] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 243, 'learning_rate': 0.20185363491779246, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9598116294559456, 'colsample_bytree': 0.9736648924297465, 'gamma': 0.38782045858535874, 'reg_alpha': 0.281963413498458, 'reg_lambda': 2.0022265571259936}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:18,771] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.23237525901005188, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9457788585623562, 'colsample_bytree': 0.6551309365214428, 'gamma': 4.1710325089916465, 'reg_alpha': 0.34506032915217855, 'reg_lambda': 1.8570420823590108}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:19,144] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 209, 'learning_rate': 0.11794056302122824, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9035795257131664, 'colsample_bytree': 0.6398532958785161, 'gamma': 1.1619974002419957, 'reg_alpha': 0.3002704123885429, 'reg_lambda': 1.8976559900868766}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:19,454] Trial 110 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 239, 'learning_rate': 0.13215625567129402, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9191883043980938, 'colsample_bytree': 0.6265808008650415, 'gamma': 0.7580647121624229, 'reg_alpha': 0.2555329398703014, 'reg_lambda': 2.2363839888945147}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:19,856] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.14126430734678455, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9116156005151925, 'colsample_bytree': 0.6798726100305668, 'gamma': 0.9760903849449631, 'reg_alpha': 0.33198494468951467, 'reg_lambda': 1.8279384626545365}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:20,146] Trial 112 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.1478217500846075, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8882565153789919, 'colsample_bytree': 0.6639668714014825, 'gamma': 1.068246444864845, 'reg_alpha': 0.3185577357674501, 'reg_lambda': 1.7688314663125833}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:20,483] Trial 113 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 216, 'learning_rate': 0.11431181860637259, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9343141479362389, 'colsample_bytree': 0.674871270331224, 'gamma': 0.8764604465872279, 'reg_alpha': 0.3643738505805196, 'reg_lambda': 1.6427415127338463}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:20,746] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.17833473890134588, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8558149872929424, 'colsample_bytree': 0.6860678646708424, 'gamma': 0.5699799541153682, 'reg_alpha': 0.15996207912828814, 'reg_lambda': 1.956534884837608}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:21,143] Trial 115 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 244, 'learning_rate': 0.2983164878159827, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8729010648954499, 'colsample_bytree': 0.652576843203972, 'gamma': 0.6993317073035552, 'reg_alpha': 0.3963579358263687, 'reg_lambda': 1.7360218148356483}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:21,404] Trial 116 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 170, 'learning_rate': 0.2634019997352881, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9205546676206038, 'colsample_bytree': 0.696649154571507, 'gamma': 0.24279863471440777, 'reg_alpha': 0.41654834310511973, 'reg_lambda': 2.184219543031549}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:21,789] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.24644458565985217, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8376101408169961, 'colsample_bytree': 0.6697598544676766, 'gamma': 1.234793681328695, 'reg_alpha': 0.2982339444215921, 'reg_lambda': 2.0319957723798363}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:22,036] Trial 118 finished with value: 0.6517857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.20960369624024594, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.811943661861452, 'colsample_bytree': 0.6605008301273669, 'gamma': 0.9879324956145417, 'reg_alpha': 0.3401999049174005, 'reg_lambda': 2.3142877257180245}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:22,319] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.18825107362279508, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9844993772825581, 'colsample_bytree': 0.727063127340155, 'gamma': 0.45360085147782714, 'reg_alpha': 0.23533719309811868, 'reg_lambda': 2.132775976259049}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:22,730] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 232, 'learning_rate': 0.13501399481494383, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9045201160726303, 'colsample_bytree': 0.6776865739446548, 'gamma': 2.2368682416417096, 'reg_alpha': 0.4868676051610518, 'reg_lambda': 1.9124944610681982}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:23,069] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 238, 'learning_rate': 0.14572331119295048, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8880931449814525, 'colsample_bytree': 0.6643736710934184, 'gamma': 1.059395926165625, 'reg_alpha': 0.3243521369077478, 'reg_lambda': 1.7810078734745727}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:23,433] Trial 122 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.17428771367133866, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8891971542517916, 'colsample_bytree': 0.6923537527765325, 'gamma': 0.7951384263174737, 'reg_alpha': 0.3757156508561611, 'reg_lambda': 1.8309945497356617}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:23,808] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.1276857430992915, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9307317178273913, 'colsample_bytree': 0.684076476518587, 'gamma': 1.444654772508815, 'reg_alpha': 0.3241594179412596, 'reg_lambda': 1.738993693187194}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:24,246] Trial 124 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.14965352344063806, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8468556103077002, 'colsample_bytree': 0.6428415517556296, 'gamma': 0.6053283480032555, 'reg_alpha': 0.03441971969355595, 'reg_lambda': 1.6168605836123657}. Best is trial 104 with value: 0.7797619047619049.
[I 2025-11-03 20:29:24,559] Trial 125 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 221, 'learning_rate': 0.1039808703794081, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8306729668624253, 'colsample_bytree': 0.6373128566980354, 'gamma': 0.5793193450938762, 'reg_alpha': 0.009032836354102125, 'reg_lambda': 1.5438234319739592}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:24,917] Trial 126 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 221, 'learning_rate': 0.1491401906123667, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8195441941864324, 'colsample_bytree': 0.622777293898528, 'gamma': 0.607788575503347, 'reg_alpha': 0.06184879232749968, 'reg_lambda': 1.5125860943634264}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:25,271] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 218, 'learning_rate': 0.1977509958740775, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.831779382902919, 'colsample_bytree': 0.6468603720844079, 'gamma': 0.3159606800394727, 'reg_alpha': 0.005500950247797461, 'reg_lambda': 1.4443489258476583}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:25,539] Trial 128 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.1037324456327495, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8534113088493261, 'colsample_bytree': 0.6404380479843313, 'gamma': 0.46707814132355613, 'reg_alpha': 0.029486455352869756, 'reg_lambda': 1.583160679099538}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:25,874] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.2290680487645435, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8428437715486782, 'colsample_bytree': 0.6325297993114982, 'gamma': 0.6537306510588077, 'reg_alpha': 0.08827654111513633, 'reg_lambda': 1.3477697038261232}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:26,200] Trial 130 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.2230932644833281, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.8461507218956067, 'colsample_bytree': 0.6156856304517816, 'gamma': 0.7066062309130583, 'reg_alpha': 0.03198281600608807, 'reg_lambda': 1.2014584942593265}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:26,538] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 213, 'learning_rate': 0.16362009400374009, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8202713960476398, 'colsample_bytree': 0.6367683818511067, 'gamma': 0.5838728189334097, 'reg_alpha': 0.09196232529937859, 'reg_lambda': 1.635842261078219}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:27,008] Trial 132 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 203, 'learning_rate': 0.23992317746518596, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8020130465696889, 'colsample_bytree': 0.6397243341866715, 'gamma': 0.5983436816532692, 'reg_alpha': 0.08939054981096196, 'reg_lambda': 1.346968715068864}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:27,304] Trial 133 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 214, 'learning_rate': 0.1691387780999153, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8167295691410624, 'colsample_bytree': 0.6336526961328679, 'gamma': 0.8658655462024003, 'reg_alpha': 0.07015312928188544, 'reg_lambda': 1.5381353403034976}. Best is trial 125 with value: 0.7916666666666666.
[I 2025-11-03 20:29:27,691] Trial 134 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 213, 'learning_rate': 0.16891479012641217, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.823482899304844, 'colsample_bytree': 0.6070894935880113, 'gamma': 0.8396038657791386, 'reg_alpha': 0.07311896047002858, 'reg_lambda': 1.6482463619872443}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:27,969] Trial 135 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 211, 'learning_rate': 0.1683754341881435, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7931313550687362, 'colsample_bytree': 0.6058061917469337, 'gamma': 0.7767503941099414, 'reg_alpha': 0.08223821287216136, 'reg_lambda': 1.613876153085433}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:28,369] Trial 136 finished with value: 0.7857142857142858 and parameters: {'n_estimators': 206, 'learning_rate': 0.1528216075351042, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8210816067798221, 'colsample_bytree': 0.6221159623847615, 'gamma': 0.8744652484406653, 'reg_alpha': 0.12272015593090846, 'reg_lambda': 1.681098454453787}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:28,640] Trial 137 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 207, 'learning_rate': 0.14950832757863142, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8243217681907727, 'colsample_bytree': 0.6249484768343815, 'gamma': 0.872667348893323, 'reg_alpha': 0.11608221592114723, 'reg_lambda': 1.6834515241191828}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:29,054] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.18207973145818065, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8194125967100822, 'colsample_bytree': 0.6308816462073362, 'gamma': 0.6885033211931114, 'reg_alpha': 0.04278242371837222, 'reg_lambda': 1.5250576903591946}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:29,393] Trial 139 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 215, 'learning_rate': 0.1578526350499651, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8309807328899848, 'colsample_bytree': 0.611916169067188, 'gamma': 0.9024607346977355, 'reg_alpha': 0.06375858157593384, 'reg_lambda': 1.6861667607386022}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:29,830] Trial 140 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 213, 'learning_rate': 0.1278155754179665, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8059332903695413, 'colsample_bytree': 0.6210200723090219, 'gamma': 0.5983532873676448, 'reg_alpha': 0.1506142936734205, 'reg_lambda': 1.4549059563569628}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:30,210] Trial 141 finished with value: 0.755952380952381 and parameters: {'n_estimators': 212, 'learning_rate': 0.131405221803973, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.804332344809338, 'colsample_bytree': 0.6179594289668126, 'gamma': 0.6563423418392909, 'reg_alpha': 0.14491439303493797, 'reg_lambda': 1.4577032355266863}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:30,614] Trial 142 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.13211811921542005, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8053604080754251, 'colsample_bytree': 0.6019696923857654, 'gamma': 0.7065826123918465, 'reg_alpha': 0.14464523294193096, 'reg_lambda': 1.4546294734693963}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:30,897] Trial 143 finished with value: 0.744047619047619 and parameters: {'n_estimators': 197, 'learning_rate': 0.12469405996753527, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7918490508019358, 'colsample_bytree': 0.6238181459781509, 'gamma': 0.8139510725096546, 'reg_alpha': 0.1799038690691929, 'reg_lambda': 1.5627280681825106}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:31,386] Trial 144 finished with value: 0.761904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.13598406785130687, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.81001563754771, 'colsample_bytree': 0.6328400180741252, 'gamma': 0.3991360576650659, 'reg_alpha': 0.13951294619475127, 'reg_lambda': 1.3430307858216415}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:31,679] Trial 145 finished with value: 0.744047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.14054934250409884, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8093769962415284, 'colsample_bytree': 0.6209515083362122, 'gamma': 0.3905459297695949, 'reg_alpha': 0.12708855483369708, 'reg_lambda': 1.4171495716400395}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:32,019] Trial 146 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.09311955063168034, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7828547972401089, 'colsample_bytree': 0.6125613761920176, 'gamma': 1.145172484145196, 'reg_alpha': 0.1532984815688629, 'reg_lambda': 1.30392833371059}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:32,388] Trial 147 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.128419139379114, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7975016208024558, 'colsample_bytree': 0.6087868987284775, 'gamma': 0.3949585277395432, 'reg_alpha': 0.1988973482176693, 'reg_lambda': 1.4710894122656177}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:32,787] Trial 148 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 219, 'learning_rate': 0.11069593963518352, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8153120243957009, 'colsample_bytree': 0.6457514053961173, 'gamma': 0.1936755091794814, 'reg_alpha': 0.05751914196434353, 'reg_lambda': 1.5125787627262288}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,094] Trial 149 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 216, 'learning_rate': 0.10958973726830994, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8362862822500384, 'colsample_bytree': 0.6469510214187484, 'gamma': 0.17759121240969297, 'reg_alpha': 0.05178154811835296, 'reg_lambda': 1.5698489875953494}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,438] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.15123504649290762, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8170810398668862, 'colsample_bytree': 0.6316940378652627, 'gamma': 0.2694015156764427, 'reg_alpha': 0.020091197610854275, 'reg_lambda': 1.6390863734354342}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,633] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 55, 'learning_rate': 0.11543319511255692, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8274556030632899, 'colsample_bytree': 0.6196140212093714, 'gamma': 0.5768250073600898, 'reg_alpha': 0.1260443236134021, 'reg_lambda': 1.4935051080490591}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:33,931] Trial 152 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 211, 'learning_rate': 0.13910991373201684, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8065210222195132, 'colsample_bytree': 0.6514460420558552, 'gamma': 0.11864428231489821, 'reg_alpha': 0.0736011808820337, 'reg_lambda': 1.541860779104667}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:34,283] Trial 153 finished with value: 0.738095238095238 and parameters: {'n_estimators': 208, 'learning_rate': 0.13621364529256633, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8110316040778784, 'colsample_bytree': 0.6538755790390292, 'gamma': 0.12316633072029487, 'reg_alpha': 0.06985389404928824, 'reg_lambda': 1.524154409009264}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:34,595] Trial 154 finished with value: 0.755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.10331252133718884, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8288779055198483, 'colsample_bytree': 0.6450868928947191, 'gamma': 0.22627534943603045, 'reg_alpha': 0.018214920247776812, 'reg_lambda': 1.2895653510707978}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:34,942] Trial 155 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.14988888453653737, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8135258743959544, 'colsample_bytree': 0.6556482802352577, 'gamma': 0.48225806195739196, 'reg_alpha': 0.10877564898131115, 'reg_lambda': 1.7130116245962945}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:35,308] Trial 156 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.14210369826909147, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8398346796923288, 'colsample_bytree': 0.6583427713112969, 'gamma': 0.44696305148454, 'reg_alpha': 0.10242078948394233, 'reg_lambda': 1.716194926645559}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:35,572] Trial 157 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.08269270185681765, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.8156248087112091, 'colsample_bytree': 0.6659844212158077, 'gamma': 3.2105271149348384, 'reg_alpha': 0.041916030500435464, 'reg_lambda': 1.5967192036205275}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:36,083] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.12234738580044283, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7771942720418542, 'colsample_bytree': 0.6480215904278147, 'gamma': 0.3379074094606061, 'reg_alpha': 0.11113183073098666, 'reg_lambda': 1.6561251510704356}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:36,386] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.15363659781562614, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8493667697392573, 'colsample_bytree': 0.6293172054217926, 'gamma': 0.11592455318606881, 'reg_alpha': 0.16811891970994625, 'reg_lambda': 1.57902587008061}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:36,766] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.16854036848772805, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7918728324336711, 'colsample_bytree': 0.6002366731488092, 'gamma': 0.790256427326061, 'reg_alpha': 0.07526817504590554, 'reg_lambda': 1.4014739463041566}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:37,047] Trial 161 finished with value: 0.75 and parameters: {'n_estimators': 210, 'learning_rate': 0.14340362822532363, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8260635105332528, 'colsample_bytree': 0.6390475846846185, 'gamma': 0.4932132866337453, 'reg_alpha': 0.05541539053756908, 'reg_lambda': 1.7054228563495366}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:37,438] Trial 162 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 215, 'learning_rate': 0.1561985775891076, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.804472263138621, 'colsample_bytree': 0.6563121509292723, 'gamma': 0.9372862150480576, 'reg_alpha': 0.18377996048981682, 'reg_lambda': 1.5394771058911954}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:37,805] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.1535174162950798, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8016256044205737, 'colsample_bytree': 0.6504469940727159, 'gamma': 0.9333765131517316, 'reg_alpha': 0.19016260027610954, 'reg_lambda': 1.5329610965675844}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:38,310] Trial 164 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 214, 'learning_rate': 0.16630022600076588, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8193667769843792, 'colsample_bytree': 0.6591740741108644, 'gamma': 1.0571834668595241, 'reg_alpha': 0.11009025170170608, 'reg_lambda': 1.7560849208592022}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:38,606] Trial 165 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.17993086198268715, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8079012143566136, 'colsample_bytree': 0.6651688500431623, 'gamma': 0.7582271978564828, 'reg_alpha': 0.0033302942232665902, 'reg_lambda': 1.6322809603495982}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,000] Trial 166 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 220, 'learning_rate': 0.1391086094626362, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8331713193719461, 'colsample_bytree': 0.656670179829855, 'gamma': 2.6914689791069977, 'reg_alpha': 0.1253407946499236, 'reg_lambda': 1.3782060636293916}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,302] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.1093237184852137, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8416511003609997, 'colsample_bytree': 0.6705167620885905, 'gamma': 0.8999433202179504, 'reg_alpha': 0.2090606220372745, 'reg_lambda': 1.5006316515901779}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,686] Trial 168 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.12248770932809105, 'max_depth': 7, 'min_child_weight': 19, 'subsample': 0.7888855775026546, 'colsample_bytree': 0.6424037296617525, 'gamma': 0.3272199729589322, 'reg_alpha': 0.07283158582807259, 'reg_lambda': 1.7932907687276407}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:39,961] Trial 169 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 201, 'learning_rate': 0.15680077758165908, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7997436648699734, 'colsample_bytree': 0.6324382763452906, 'gamma': 0.6221395126958902, 'reg_alpha': 0.17244743542707505, 'reg_lambda': 1.6060136290509988}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:40,407] Trial 170 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 187, 'learning_rate': 0.14832571397424776, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8005720126281698, 'colsample_bytree': 0.6288452198585348, 'gamma': 0.4038236875211898, 'reg_alpha': 0.16761997168350634, 'reg_lambda': 1.5598679455558566}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:40,787] Trial 171 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 210, 'learning_rate': 0.1658662814409238, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8131496019025138, 'colsample_bytree': 0.6346252998161437, 'gamma': 0.6727472848814681, 'reg_alpha': 0.14183839511555724, 'reg_lambda': 1.6132007998160278}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:41,160] Trial 172 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 199, 'learning_rate': 0.1563730966677041, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.813860666249338, 'colsample_bytree': 0.6353651779383047, 'gamma': 0.6188387567202833, 'reg_alpha': 0.14414074519114706, 'reg_lambda': 1.6672900804162663}. Best is trial 134 with value: 0.7976190476190476.
[I 2025-11-03 20:29:41,457] Trial 173 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 202, 'learning_rate': 0.13182851276001867, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7967534899301613, 'colsample_bytree': 0.6217004133704719, 'gamma': 0.605876028570968, 'reg_alpha': 0.23021738977011044, 'reg_lambda': 1.6222786322862264}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:41,800] Trial 174 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.15893426014331938, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7794719752567859, 'colsample_bytree': 0.6089697135980322, 'gamma': 0.6493668059653768, 'reg_alpha': 0.22234632273396804, 'reg_lambda': 1.6178958377166153}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:42,257] Trial 175 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 202, 'learning_rate': 0.1727618477749553, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7695540094572911, 'colsample_bytree': 0.6336487293239538, 'gamma': 0.7308154191494658, 'reg_alpha': 0.14263676056279428, 'reg_lambda': 1.658587548913499}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:42,565] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.13720867874674325, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8062732579312536, 'colsample_bytree': 0.6171841937573899, 'gamma': 0.6292453475699726, 'reg_alpha': 0.17733147379401926, 'reg_lambda': 1.5801772949692627}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:42,908] Trial 177 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 206, 'learning_rate': 0.1911066150020578, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7953389429159907, 'colsample_bytree': 0.624826640923166, 'gamma': 0.8213793950839806, 'reg_alpha': 0.15417291656693413, 'reg_lambda': 1.6825367418285877}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:43,208] Trial 178 finished with value: 0.7797619047619047 and parameters: {'n_estimators': 195, 'learning_rate': 0.15746323174628468, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8231221021649482, 'colsample_bytree': 0.6377944568918607, 'gamma': 0.5671597495130722, 'reg_alpha': 0.1768097728751517, 'reg_lambda': 1.425972369284626}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:43,685] Trial 179 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 199, 'learning_rate': 0.1316212280991945, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7976182079111175, 'colsample_bytree': 0.6356498977508441, 'gamma': 0.565707146788066, 'reg_alpha': 0.24433109078296097, 'reg_lambda': 1.4407944128791554}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:43,960] Trial 180 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 190, 'learning_rate': 0.18100158927894863, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7608688103372618, 'colsample_bytree': 0.6224877602151869, 'gamma': 0.9928231247204263, 'reg_alpha': 0.2448559811656931, 'reg_lambda': 1.4476444514924893}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:44,309] Trial 181 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.16355791506513562, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8213863414492198, 'colsample_bytree': 0.6201830477078234, 'gamma': 1.0000260037606752, 'reg_alpha': 0.2567753306317559, 'reg_lambda': 1.4156725511040391}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:44,581] Trial 182 finished with value: 0.7797619047619049 and parameters: {'n_estimators': 192, 'learning_rate': 0.1802209980623159, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7638899016611006, 'colsample_bytree': 0.6110164533496996, 'gamma': 1.0966573272432747, 'reg_alpha': 0.24067415945737597, 'reg_lambda': 1.4679431702379377}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:44,902] Trial 183 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 195, 'learning_rate': 0.1784462038100539, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7515554409311698, 'colsample_bytree': 0.6113622478927688, 'gamma': 1.0543559155079223, 'reg_alpha': 0.22780615434733242, 'reg_lambda': 1.4270162636822312}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:45,174] Trial 184 finished with value: 0.744047619047619 and parameters: {'n_estimators': 188, 'learning_rate': 0.19759980757663398, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7580605346314901, 'colsample_bytree': 0.6079259718996262, 'gamma': 1.2813934643521343, 'reg_alpha': 0.20943438902126793, 'reg_lambda': 1.5354364196873482}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:45,574] Trial 185 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 195, 'learning_rate': 0.1865047379643305, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7720828592441636, 'colsample_bytree': 0.6233715209948371, 'gamma': 1.1334514678078025, 'reg_alpha': 0.24533543423348286, 'reg_lambda': 1.547019919785318}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:45,886] Trial 186 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.12772839733886154, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7653336520173941, 'colsample_bytree': 0.6124639407477414, 'gamma': 0.938023180480637, 'reg_alpha': 0.28404275641830384, 'reg_lambda': 1.4843523099944098}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:46,237] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.15657960237913432, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7902103024051926, 'colsample_bytree': 0.6244400341897874, 'gamma': 0.8284775644289251, 'reg_alpha': 0.18942428001850226, 'reg_lambda': 1.4483216594892174}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:46,556] Trial 188 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.17553106989742534, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7823436656889939, 'colsample_bytree': 0.6363789533954928, 'gamma': 0.75893654679922, 'reg_alpha': 0.265867293802013, 'reg_lambda': 1.4738763519047897}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:46,839] Trial 189 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 193, 'learning_rate': 0.14505697907917364, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.801978126452595, 'colsample_bytree': 0.6026966264068306, 'gamma': 0.5579635080691925, 'reg_alpha': 0.2139276313057838, 'reg_lambda': 1.3943633280704562}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:47,241] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.1574991422194714, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.82760512368398, 'colsample_bytree': 0.6169311507937711, 'gamma': 0.9373017305828283, 'reg_alpha': 0.24725347163212705, 'reg_lambda': 1.3449839592359956}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:47,517] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.18693634987164337, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7604438982044652, 'colsample_bytree': 0.628382787110908, 'gamma': 1.157565150065558, 'reg_alpha': 0.24984324107397943, 'reg_lambda': 1.5418824938837044}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:47,867] Trial 192 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 176, 'learning_rate': 0.19777140724386427, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7732267942744909, 'colsample_bytree': 0.6222846270042095, 'gamma': 1.1182959809793385, 'reg_alpha': 0.23214051849167536, 'reg_lambda': 1.556342096642839}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:48,142] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.17811060003860144, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7973761422880788, 'colsample_bytree': 0.6396520506002867, 'gamma': 1.2200133108581808, 'reg_alpha': 0.18346010897516896, 'reg_lambda': 1.477687533163724}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:48,549] Trial 194 finished with value: 0.761904761904762 and parameters: {'n_estimators': 192, 'learning_rate': 0.1402107139187535, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8225341336821864, 'colsample_bytree': 0.6248860773898616, 'gamma': 1.026676296476517, 'reg_alpha': 0.2886228857254078, 'reg_lambda': 1.6726570066312088}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:48,939] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.21143758965826737, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7488497422474376, 'colsample_bytree': 0.6142940938829599, 'gamma': 0.8783434738746027, 'reg_alpha': 0.20270047039378486, 'reg_lambda': 1.5870869821823268}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:49,310] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 188, 'learning_rate': 0.12998549203087623, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7881523234372242, 'colsample_bytree': 0.6304869635375133, 'gamma': 1.80614407284473, 'reg_alpha': 0.17419702658618563, 'reg_lambda': 1.5071905038678788}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:49,606] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 199, 'learning_rate': 0.16722615884149716, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7522108634357151, 'colsample_bytree': 0.6499584979467642, 'gamma': 1.3230336004958079, 'reg_alpha': 0.24213043299080558, 'reg_lambda': 1.2480884764680003}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:49,980] Trial 198 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 207, 'learning_rate': 0.1889554070993146, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7330798370966214, 'colsample_bytree': 0.6182761522434229, 'gamma': 0.7525448780937999, 'reg_alpha': 0.15883475801749675, 'reg_lambda': 1.7420000750883806}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:50,276] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.15142600452937025, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7701038370274088, 'colsample_bytree': 0.641915843850349, 'gamma': 1.5677109649042493, 'reg_alpha': 0.277722077635686, 'reg_lambda': 1.4525816366244737}. Best is trial 173 with value: 0.8035714285714286.
[I 2025-11-03 20:29:50,280] A new study created in memory with name: no-name-d1d94eb0-26af-4609-80f6-22fadba15fdb
[I 2025-11-03 20:29:50,696] Trial 0 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 241, 'learning_rate': 0.058630281783418656, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9352447378930336, 'colsample_bytree': 0.6003986268780405, 'gamma': 2.6320718769084017, 'reg_alpha': 0.41087913761172934, 'reg_lambda': 2.9860515104369343}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:29:50,805] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.2889028644533219, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.6438683099676793, 'colsample_bytree': 0.8148259277980894, 'gamma': 4.003489413826635, 'reg_alpha': 0.24029497966438407, 'reg_lambda': 2.043306875316791}. Best is trial 0 with value: 0.6904761904761905.
[I 2025-11-03 20:29:51,081] Trial 2 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.01883087855031045, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7791864365379803, 'colsample_bytree': 0.8179034080044358, 'gamma': 1.3347552437238586, 'reg_alpha': 0.8366371631545756, 'reg_lambda': 2.069325712560538}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,196] Trial 3 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 24, 'learning_rate': 0.02764313303514145, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9965134861039584, 'colsample_bytree': 0.7047339952797771, 'gamma': 3.6283384826790446, 'reg_alpha': 0.41383409691504314, 'reg_lambda': 0.8038525530637957}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,445] Trial 4 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 105, 'learning_rate': 0.037458511196877, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.6960646291513506, 'colsample_bytree': 0.7731426955122433, 'gamma': 3.8490284689181427, 'reg_alpha': 0.8201903267612829, 'reg_lambda': 1.197329653081232}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,600] Trial 5 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 76, 'learning_rate': 0.01305855404788678, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.759737037916766, 'colsample_bytree': 0.8449373062305128, 'gamma': 4.310415291736383, 'reg_alpha': 0.6697098933377615, 'reg_lambda': 2.849503877371781}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:51,919] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 135, 'learning_rate': 0.23729827948702134, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.824929501965876, 'colsample_bytree': 0.7684542727023054, 'gamma': 0.40106937643730245, 'reg_alpha': 0.27041456205327663, 'reg_lambda': 2.331132654929699}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:52,192] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.05436501453409399, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8188690807965513, 'colsample_bytree': 0.6248519249269953, 'gamma': 4.991706980583123, 'reg_alpha': 0.30213589227756776, 'reg_lambda': 1.7074954441164132}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:52,498] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.017208606745399896, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8674173604314326, 'colsample_bytree': 0.7871844616767463, 'gamma': 2.8526023766075683, 'reg_alpha': 0.44745286174772225, 'reg_lambda': 0.8800638999801492}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:52,825] Trial 9 finished with value: 0.6517857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.06834980311637479, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9003474844418666, 'colsample_bytree': 0.719455312878917, 'gamma': 4.6088331451211175, 'reg_alpha': 0.6759985120964468, 'reg_lambda': 2.8489750348825793}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:53,114] Trial 10 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 29, 'learning_rate': 0.13405241416217986, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7293643105879661, 'colsample_bytree': 0.9717165571348458, 'gamma': 1.0646540318089448, 'reg_alpha': 0.9580782931679739, 'reg_lambda': 1.480094641115096}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:53,451] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.024285256911717394, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8079332815021291, 'colsample_bytree': 0.9115028709486657, 'gamma': 1.5499170128551867, 'reg_alpha': 0.005488115249983494, 'reg_lambda': 1.8230077096855175}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:53,818] Trial 12 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 170, 'learning_rate': 0.010158828432043973, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7914383824146154, 'colsample_bytree': 0.9059490846840709, 'gamma': 1.544514415815771, 'reg_alpha': 0.003816857474668478, 'reg_lambda': 2.2694603437619474}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:54,139] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 129, 'learning_rate': 0.024982227707985614, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.6754423019690718, 'colsample_bytree': 0.9025983730936947, 'gamma': 1.714401886447468, 'reg_alpha': 0.06647551738458093, 'reg_lambda': 1.9696755080688695}. Best is trial 2 with value: 0.7261904761904763.
[I 2025-11-03 20:29:54,459] Trial 14 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.020282927510329417, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6012864190735913, 'colsample_bytree': 0.9995115608283133, 'gamma': 0.22739184161965786, 'reg_alpha': 0.9999504539458087, 'reg_lambda': 2.466804644485869}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:54,708] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 91, 'learning_rate': 0.01494831930503988, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.6298378049242471, 'colsample_bytree': 0.9999717230022357, 'gamma': 0.013686320466334223, 'reg_alpha': 0.9716504803336019, 'reg_lambda': 2.4767120932354327}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:54,958] Trial 16 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 161, 'learning_rate': 0.03692785060303107, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6048518607940699, 'colsample_bytree': 0.8520312132379663, 'gamma': 0.8681053408050414, 'reg_alpha': 0.8234255215455022, 'reg_lambda': 2.587628442377616}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:55,283] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.09479563256195479, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.7147605286836043, 'colsample_bytree': 0.9463563094315814, 'gamma': 2.152161264480499, 'reg_alpha': 0.8066841136454103, 'reg_lambda': 1.566579090522299}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:55,572] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.018783604256904025, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7498711787489335, 'colsample_bytree': 0.6729546705187962, 'gamma': 0.6576614006158192, 'reg_alpha': 0.6076678107043478, 'reg_lambda': 0.5124108782022776}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:55,804] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 147, 'learning_rate': 0.010514437378680972, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.6619273794427551, 'colsample_bytree': 0.6670100585903557, 'gamma': 0.5372693532709831, 'reg_alpha': 0.6175087437156561, 'reg_lambda': 0.5257178641517477}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,147] Trial 20 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 199, 'learning_rate': 0.0377825643283887, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6034903841552233, 'colsample_bytree': 0.7167876604506036, 'gamma': 0.015871166751509236, 'reg_alpha': 0.5214616318470099, 'reg_lambda': 1.3824593452947824}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,286] Trial 21 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.01721705597018876, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7603531508201802, 'colsample_bytree': 0.660856656283479, 'gamma': 1.0435267619536746, 'reg_alpha': 0.9082355567551739, 'reg_lambda': 2.1086631658376382}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,507] Trial 22 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 60, 'learning_rate': 0.020372682761318768, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8622534279286718, 'colsample_bytree': 0.8625567100257465, 'gamma': 0.5840084589567066, 'reg_alpha': 0.765465560048193, 'reg_lambda': 2.4665066821830277}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,706] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.029340948960608283, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7534585192141449, 'colsample_bytree': 0.7557116019039849, 'gamma': 1.2526826634023138, 'reg_alpha': 0.9002685801339543, 'reg_lambda': 1.1894447077814063}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:56,957] Trial 24 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 86, 'learning_rate': 0.012972120526943276, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6926960797289623, 'colsample_bytree': 0.8163143543607378, 'gamma': 2.00336436069928, 'reg_alpha': 0.7298144357134659, 'reg_lambda': 2.652374564970881}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:57,242] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 105, 'learning_rate': 0.018911957734201817, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7785961790242855, 'colsample_bytree': 0.6681368945966293, 'gamma': 0.4249150655841992, 'reg_alpha': 0.5826423395532506, 'reg_lambda': 2.2343752470851226}. Best is trial 14 with value: 0.7380952380952381.
[I 2025-11-03 20:29:57,610] Trial 26 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.041972094797292414, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8495396455333979, 'colsample_bytree': 0.7348814673357629, 'gamma': 0.7404562528265234, 'reg_alpha': 0.993933726785416, 'reg_lambda': 1.8689732800855539}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:57,820] Trial 27 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.04781229225913308, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.851659010809764, 'colsample_bytree': 0.7416126492195776, 'gamma': 3.092352631470936, 'reg_alpha': 0.9851945689138117, 'reg_lambda': 1.8213069786398008}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:58,165] Trial 28 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.09905008315554707, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9299567661147, 'colsample_bytree': 0.6913327654377031, 'gamma': 0.8063864855199507, 'reg_alpha': 0.8955970765347148, 'reg_lambda': 0.5486694931755333}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:58,396] Trial 29 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 115, 'learning_rate': 0.06650835439292736, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9778035778343334, 'colsample_bytree': 0.6034785026426408, 'gamma': 2.2785334069677017, 'reg_alpha': 0.164843025011624, 'reg_lambda': 2.9992971381456224}. Best is trial 26 with value: 0.7440476190476191.
[I 2025-11-03 20:29:58,848] Trial 30 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.031228004895236732, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9003981541258834, 'colsample_bytree': 0.6440115394225813, 'gamma': 0.06832459356737686, 'reg_alpha': 0.535379673657485, 'reg_lambda': 1.2112212803629454}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:29:59,215] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.04312605083808846, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8998130917577403, 'colsample_bytree': 0.6471287514887429, 'gamma': 0.018929215838398017, 'reg_alpha': 0.5276281272372381, 'reg_lambda': 0.9480883071905158}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:29:59,714] Trial 32 finished with value: 0.738095238095238 and parameters: {'n_estimators': 239, 'learning_rate': 0.03144144248525695, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9424585231409255, 'colsample_bytree': 0.6300314170512368, 'gamma': 0.3012496529489127, 'reg_alpha': 0.3500822701603411, 'reg_lambda': 1.2735507079688833}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:00,076] Trial 33 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.02217969577382315, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.891941198442032, 'colsample_bytree': 0.6869550155096698, 'gamma': 0.8786828660484168, 'reg_alpha': 0.5714015302115629, 'reg_lambda': 1.0523956165458217}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:00,555] Trial 34 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 223, 'learning_rate': 0.03465833512092756, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9500197969313648, 'colsample_bytree': 0.7355415256586972, 'gamma': 0.2680065803869411, 'reg_alpha': 0.703279107318336, 'reg_lambda': 0.6983182793444944}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:00,774] Trial 35 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 42, 'learning_rate': 0.02744890544838085, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8358372344514938, 'colsample_bytree': 0.6140911177640035, 'gamma': 0.7005872771498821, 'reg_alpha': 0.4664813573258481, 'reg_lambda': 1.092294854222938}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,001] Trial 36 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 90, 'learning_rate': 0.045692539323020774, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9278479780045354, 'colsample_bytree': 0.643489498046213, 'gamma': 1.2318427480800125, 'reg_alpha': 0.3891237246717267, 'reg_lambda': 1.6534218363297937}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,307] Trial 37 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.01455337679946834, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8788477476119928, 'colsample_bytree': 0.6876569292424896, 'gamma': 0.34542417215435983, 'reg_alpha': 0.19084359394528266, 'reg_lambda': 0.723827073961139}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,604] Trial 38 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 218, 'learning_rate': 0.021398819848257138, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8419228711739365, 'colsample_bytree': 0.7136932651864988, 'gamma': 1.8427305041973994, 'reg_alpha': 0.8626863960117133, 'reg_lambda': 1.9873110060805383}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:01,949] Trial 39 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 44, 'learning_rate': 0.054137393334801075, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6500256352900742, 'colsample_bytree': 0.7443077701360441, 'gamma': 2.6545727874204794, 'reg_alpha': 0.6356603236879094, 'reg_lambda': 1.374337882513964}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:02,286] Trial 40 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 187, 'learning_rate': 0.030869042957711233, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.91205466995194, 'colsample_bytree': 0.7968223358324347, 'gamma': 0.23931644687074854, 'reg_alpha': 0.7955622848259359, 'reg_lambda': 2.770671983679654}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:02,776] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.0319401262208936, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9154225605072578, 'colsample_bytree': 0.6338691145552915, 'gamma': 0.2568893036032137, 'reg_alpha': 0.35542377703496186, 'reg_lambda': 1.4390236098204354}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:03,202] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.026074487688638782, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9819983261947282, 'colsample_bytree': 0.6295667369864972, 'gamma': 0.5723853054167162, 'reg_alpha': 0.3745772387942923, 'reg_lambda': 1.5590779188207367}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:03,686] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.02497288351201533, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9945410575627341, 'colsample_bytree': 0.6642208304478562, 'gamma': 0.647211991544755, 'reg_alpha': 0.4627220591960277, 'reg_lambda': 1.5859089566353881}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:04,067] Trial 44 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.016475292429388413, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9570904870043699, 'colsample_bytree': 0.6994185543576306, 'gamma': 1.0197062832181993, 'reg_alpha': 0.2785242414010997, 'reg_lambda': 1.799169173400645}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:04,443] Trial 45 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.01550445878017363, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9639993570502166, 'colsample_bytree': 0.7758746958918202, 'gamma': 1.087987779831777, 'reg_alpha': 0.23541774394544984, 'reg_lambda': 1.8483507568405453}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:04,789] Trial 46 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 229, 'learning_rate': 0.2951345667514221, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9649279827434853, 'colsample_bytree': 0.6991713125338529, 'gamma': 3.5588590273135567, 'reg_alpha': 0.31025428803163324, 'reg_lambda': 2.097441132596369}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:05,141] Trial 47 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 235, 'learning_rate': 0.012632174281421419, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9885242993858723, 'colsample_bytree': 0.6500125231447488, 'gamma': 1.4337791737662093, 'reg_alpha': 0.13016565144704534, 'reg_lambda': 1.714901113329601}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:05,633] Trial 48 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 247, 'learning_rate': 0.025179337883483338, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8782784400349709, 'colsample_bytree': 0.8322958756713569, 'gamma': 0.9863951691398437, 'reg_alpha': 0.23612297328071974, 'reg_lambda': 1.9214210642386234}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:05,937] Trial 49 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 231, 'learning_rate': 0.04039612830749876, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9612405644955626, 'colsample_bytree': 0.8775030157033161, 'gamma': 0.13521184673528502, 'reg_alpha': 0.9415258039696871, 'reg_lambda': 1.5484052725304565}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:06,346] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 186, 'learning_rate': 0.05876050040504477, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8134597681725391, 'colsample_bytree': 0.9350356246168988, 'gamma': 0.4593227943100143, 'reg_alpha': 0.9982257179387092, 'reg_lambda': 1.2021441100931627}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:06,651] Trial 51 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.017596339753607897, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.922470638653953, 'colsample_bytree': 0.6764177345349778, 'gamma': 0.6830278783906767, 'reg_alpha': 0.4094172313287907, 'reg_lambda': 2.374508199163936}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:06,927] Trial 52 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 136, 'learning_rate': 0.022230118714539938, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6311153415760763, 'colsample_bytree': 0.618399750861729, 'gamma': 0.5240121526976776, 'reg_alpha': 0.3148621190018961, 'reg_lambda': 1.7667504525235138}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,231] Trial 53 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 171, 'learning_rate': 0.21516254431038917, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7950636036185543, 'colsample_bytree': 0.7268880859609397, 'gamma': 0.7784802165501086, 'reg_alpha': 0.42974781244380067, 'reg_lambda': 2.178017657426217}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,331] Trial 54 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 25, 'learning_rate': 0.01558127796088269, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7383648357021393, 'colsample_bytree': 0.7033817809826114, 'gamma': 1.2169280564739902, 'reg_alpha': 0.4858201354109807, 'reg_lambda': 0.8754084419601598}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,573] Trial 55 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 62, 'learning_rate': 0.011674973613066254, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.980289444973745, 'colsample_bytree': 0.6037792193526138, 'gamma': 1.5515079327876298, 'reg_alpha': 0.2692482043909518, 'reg_lambda': 1.913377152186271}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:07,807] Trial 56 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 101, 'learning_rate': 0.027403375695240713, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9435500638526412, 'colsample_bytree': 0.9873790343159139, 'gamma': 0.10621385093418534, 'reg_alpha': 0.5606781541059944, 'reg_lambda': 1.316367972076565}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:08,279] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 248, 'learning_rate': 0.02070740413383843, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8282995483141506, 'colsample_bytree': 0.7625756621186378, 'gamma': 0.9013098520432302, 'reg_alpha': 0.3666051643628157, 'reg_lambda': 1.473374251798486}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:08,638] Trial 58 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.018437091910200116, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8642297515920725, 'colsample_bytree': 0.6748042731981476, 'gamma': 0.5152229303914989, 'reg_alpha': 0.6289700509987275, 'reg_lambda': 1.6041995358260284}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:09,117] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.034959718736866874, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7038787510673727, 'colsample_bytree': 0.6547860841290957, 'gamma': 1.1211042619670974, 'reg_alpha': 0.928998716856292, 'reg_lambda': 1.008063489862381}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:09,328] Trial 60 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 82, 'learning_rate': 0.024136755647444247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9999783091324429, 'colsample_bytree': 0.6394309299484596, 'gamma': 1.3402327165573649, 'reg_alpha': 0.6764617033069601, 'reg_lambda': 2.014155695394377}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:09,839] Trial 61 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 241, 'learning_rate': 0.03115479779321005, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.907390147015704, 'colsample_bytree': 0.6304663672524539, 'gamma': 0.18454437557138859, 'reg_alpha': 0.349302992222189, 'reg_lambda': 1.4656805532216721}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:10,186] Trial 62 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.03955139647718475, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8913064290503862, 'colsample_bytree': 0.6296963419000489, 'gamma': 0.3546957329784857, 'reg_alpha': 0.8643303403885216, 'reg_lambda': 1.679434962045858}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:10,642] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 233, 'learning_rate': 0.018953907106177705, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9505866081965582, 'colsample_bytree': 0.6779960384402658, 'gamma': 0.6239380662859426, 'reg_alpha': 0.27855170897180304, 'reg_lambda': 1.3974809872622234}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:10,970] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.033711031482687885, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9197831868351041, 'colsample_bytree': 0.6133646430310105, 'gamma': 0.4031679935631812, 'reg_alpha': 0.39543454228931074, 'reg_lambda': 1.1786719964548031}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:11,330] Trial 65 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 210, 'learning_rate': 0.028288044650901876, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6732982189071134, 'colsample_bytree': 0.6012145607276683, 'gamma': 0.4469507154050585, 'reg_alpha': 0.49426623943798165, 'reg_lambda': 1.1361065495714064}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:11,751] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.014447821021804565, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9750010617897574, 'colsample_bytree': 0.6572248358308951, 'gamma': 0.8219856551059588, 'reg_alpha': 0.5356945981975176, 'reg_lambda': 0.6807514958940957}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,012] Trial 67 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 49, 'learning_rate': 0.05007128738831679, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8505997484026253, 'colsample_bytree': 0.7174103771058794, 'gamma': 0.0214967448633398, 'reg_alpha': 0.4129631425780935, 'reg_lambda': 0.6183136641854243}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,315] Trial 68 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 160, 'learning_rate': 0.016072124430927332, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9380417229179796, 'colsample_bytree': 0.7036142878667246, 'gamma': 0.948129996312211, 'reg_alpha': 0.44034366234080957, 'reg_lambda': 0.7818576755366562}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,683] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 128, 'learning_rate': 0.08109844024220982, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.786639667141694, 'colsample_bytree': 0.6113384325656761, 'gamma': 0.6973327084372366, 'reg_alpha': 0.19433792919807394, 'reg_lambda': 1.277153856153451}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:12,868] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 35, 'learning_rate': 0.03444822485684542, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7704873562039628, 'colsample_bytree': 0.6183161949405713, 'gamma': 0.3877948095200582, 'reg_alpha': 0.9598595129495444, 'reg_lambda': 2.6022516611017545}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:13,398] Trial 71 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.02299823008250087, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9345999127142512, 'colsample_bytree': 0.6342381718506082, 'gamma': 0.2574242437098231, 'reg_alpha': 0.34204496274126406, 'reg_lambda': 1.778078691543298}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:13,762] Trial 72 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 243, 'learning_rate': 0.04271886967277154, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9119854087294647, 'colsample_bytree': 0.6418766473800009, 'gamma': 0.161854237054256, 'reg_alpha': 0.38313246370250403, 'reg_lambda': 1.198236657455421}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:14,052] Trial 73 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 66, 'learning_rate': 0.033105040259958564, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8825292522143935, 'colsample_bytree': 0.6218738846895213, 'gamma': 0.5557415767443993, 'reg_alpha': 0.32264498561987404, 'reg_lambda': 1.5304304522781378}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:14,403] Trial 74 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.02600249051291304, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9549607439913028, 'colsample_bytree': 0.6854023501322414, 'gamma': 4.856957697683591, 'reg_alpha': 0.2814564101305551, 'reg_lambda': 0.9601747592916036}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:14,843] Trial 75 finished with value: 0.744047619047619 and parameters: {'n_estimators': 224, 'learning_rate': 0.020259242199259755, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9180674616316149, 'colsample_bytree': 0.6640076276311087, 'gamma': 0.3338143166084184, 'reg_alpha': 0.7629320973180842, 'reg_lambda': 1.4035334977912122}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:15,210] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 221, 'learning_rate': 0.019462900679119217, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8052578866076169, 'colsample_bytree': 0.6548736376614774, 'gamma': 0.778691421423862, 'reg_alpha': 0.7718304222631677, 'reg_lambda': 1.347205796383241}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:15,601] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.01685220204274804, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8965603496300178, 'colsample_bytree': 0.6700336977585494, 'gamma': 0.3848028906667772, 'reg_alpha': 0.7210992402194571, 'reg_lambda': 1.629749546538739}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:15,895] Trial 78 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 214, 'learning_rate': 0.019914962050598405, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9219683896853555, 'colsample_bytree': 0.7534168524741723, 'gamma': 4.136665489242828, 'reg_alpha': 0.6032011567005051, 'reg_lambda': 1.8780682847301375}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:16,282] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 188, 'learning_rate': 0.013498226539987333, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9748871816461234, 'colsample_bytree': 0.7283640463056847, 'gamma': 3.1289560289721123, 'reg_alpha': 0.8517727713737613, 'reg_lambda': 1.1086011204929107}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:16,624] Trial 80 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 225, 'learning_rate': 0.028446155310767426, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8720297351585159, 'colsample_bytree': 0.6934845012175346, 'gamma': 0.014380626132471375, 'reg_alpha': 0.5170537733539186, 'reg_lambda': 2.4425485542821566}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:17,115] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 245, 'learning_rate': 0.03820262720950524, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9203981490483114, 'colsample_bytree': 0.6615100864637015, 'gamma': 0.2659034064669322, 'reg_alpha': 0.39104893724959405, 'reg_lambda': 1.5041748691891295}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:17,528] Trial 82 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 236, 'learning_rate': 0.02287660022543675, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9044009689549657, 'colsample_bytree': 0.6457490403338664, 'gamma': 0.5757377450919021, 'reg_alpha': 0.4597097388901497, 'reg_lambda': 2.9067869119940886}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:17,966] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.03078834544646558, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.856749564025814, 'colsample_bytree': 0.8869703716352954, 'gamma': 0.32250282136002023, 'reg_alpha': 0.6625961110835925, 'reg_lambda': 1.4238278327853608}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:18,312] Trial 84 finished with value: 0.744047619047619 and parameters: {'n_estimators': 241, 'learning_rate': 0.04363781057862588, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.916416812906222, 'colsample_bytree': 0.6258249908797516, 'gamma': 0.13763193181832584, 'reg_alpha': 0.8985109891758127, 'reg_lambda': 1.7281102078195305}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:18,698] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.04420428988339247, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9330381926636311, 'colsample_bytree': 0.9487957054270543, 'gamma': 0.13665582470749507, 'reg_alpha': 0.888229667365231, 'reg_lambda': 1.7304140523137452}. Best is trial 30 with value: 0.755952380952381.
[I 2025-11-03 20:30:18,983] Trial 86 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 121, 'learning_rate': 0.056548367670234766, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9307113474478803, 'colsample_bytree': 0.959001194908013, 'gamma': 0.10590979142666904, 'reg_alpha': 0.8941945937103492, 'reg_lambda': 1.2588364067212119}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:19,263] Trial 87 finished with value: 0.75 and parameters: {'n_estimators': 112, 'learning_rate': 0.05040088184928959, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9288237720291029, 'colsample_bytree': 0.9544197530926084, 'gamma': 0.10770841160393416, 'reg_alpha': 0.9110263640443252, 'reg_lambda': 1.7022058230775126}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:19,514] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 112, 'learning_rate': 0.06419902069245882, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9297370574589793, 'colsample_bytree': 0.9554263259263988, 'gamma': 0.08768064722828044, 'reg_alpha': 0.9268679721431347, 'reg_lambda': 1.2499042670172973}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:19,766] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.061274155304232934, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9293476294071611, 'colsample_bytree': 0.9569564509537597, 'gamma': 0.08807655770297196, 'reg_alpha': 0.927760655440714, 'reg_lambda': 1.8052815592447116}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,095] Trial 90 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.05230852012465791, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9464097526518763, 'colsample_bytree': 0.9197037455919511, 'gamma': 0.17724852795707524, 'reg_alpha': 0.8836717091909074, 'reg_lambda': 1.2304564900889325}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,362] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 129, 'learning_rate': 0.06118969470674643, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9328676066411317, 'colsample_bytree': 0.9610306240563101, 'gamma': 0.009336806339000081, 'reg_alpha': 0.9315872946109574, 'reg_lambda': 1.8214481429846312}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,605] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 120, 'learning_rate': 0.07491311095024081, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9588350851448627, 'colsample_bytree': 0.9521563823911919, 'gamma': 0.11219204895189436, 'reg_alpha': 0.9774633604157876, 'reg_lambda': 1.6832082740221062}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:20,948] Trial 93 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 98, 'learning_rate': 0.06460641082813365, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8874067358553057, 'colsample_bytree': 0.9847045416824213, 'gamma': 0.4505517882818355, 'reg_alpha': 0.9266517721086509, 'reg_lambda': 1.9364943302288202}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:21,237] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 115, 'learning_rate': 0.07231117523459075, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9309618670559084, 'colsample_bytree': 0.9366086968054984, 'gamma': 0.48576999399291515, 'reg_alpha': 0.8203042228587581, 'reg_lambda': 1.7847510082543776}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:21,617] Trial 95 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 141, 'learning_rate': 0.04788520981127629, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9654320309126859, 'colsample_bytree': 0.9696834185345832, 'gamma': 0.11772348129221843, 'reg_alpha': 0.957701451711021, 'reg_lambda': 1.1442698541540965}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:21,880] Trial 96 finished with value: 0.75 and parameters: {'n_estimators': 121, 'learning_rate': 0.058855333465852186, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9868928346165026, 'colsample_bytree': 0.9244954763041209, 'gamma': 0.21842837612120464, 'reg_alpha': 0.8390986812390568, 'reg_lambda': 1.279825905040655}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:22,316] Trial 97 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 125, 'learning_rate': 0.08824728678396479, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9873213732160626, 'colsample_bytree': 0.93627412710405, 'gamma': 0.2612084997680342, 'reg_alpha': 0.8776058372150681, 'reg_lambda': 1.3404281690759292}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:22,660] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 148, 'learning_rate': 0.10209852806027134, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9890721272055437, 'colsample_bytree': 0.9209256123779437, 'gamma': 0.2666580642860677, 'reg_alpha': 0.8437139320002383, 'reg_lambda': 1.3083812190610034}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:22,911] Trial 99 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.09000069109017401, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9839571473689223, 'colsample_bytree': 0.9394234226543214, 'gamma': 0.5740022128839011, 'reg_alpha': 0.7967769092266062, 'reg_lambda': 1.5506183577863768}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:23,267] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 95, 'learning_rate': 0.11235661307624026, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9701412997471371, 'colsample_bytree': 0.940596664091137, 'gamma': 0.6802106037821055, 'reg_alpha': 0.8753932663972368, 'reg_lambda': 1.0573868185152424}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:23,515] Trial 101 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 122, 'learning_rate': 0.08391073387470131, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9847270169777075, 'colsample_bytree': 0.9261716099251339, 'gamma': 0.2330337748816217, 'reg_alpha': 0.7907347557988152, 'reg_lambda': 1.5813373412579939}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:23,757] Trial 102 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.08345777772114649, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9844891379541029, 'colsample_bytree': 0.9247044057181922, 'gamma': 0.21579298079934492, 'reg_alpha': 0.8125148713061126, 'reg_lambda': 1.6072626412927102}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:24,118] Trial 103 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.08181877941179325, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9848999303428018, 'colsample_bytree': 0.9282788401578764, 'gamma': 0.20507212736589397, 'reg_alpha': 0.8023070560005243, 'reg_lambda': 1.6109730758539633}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:24,376] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.08192258422985331, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9896006650207357, 'colsample_bytree': 0.9250374749007005, 'gamma': 0.21021384118276998, 'reg_alpha': 0.8374826306106707, 'reg_lambda': 1.256055200610004}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:24,730] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 123, 'learning_rate': 0.11785076983677024, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9944026316631194, 'colsample_bytree': 0.8929691522991834, 'gamma': 0.003223170955440391, 'reg_alpha': 0.7691017619892075, 'reg_lambda': 1.6368598610101046}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,049] Trial 106 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 124, 'learning_rate': 0.0559640832252542, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9526204001917382, 'colsample_bytree': 0.9051089264480133, 'gamma': 0.20210574595616673, 'reg_alpha': 0.9090528209119256, 'reg_lambda': 1.3459011038839102}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,467] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 136, 'learning_rate': 0.06918997968808734, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.96952125581369, 'colsample_bytree': 0.9281726701016122, 'gamma': 0.3977874849382287, 'reg_alpha': 0.7440936247762723, 'reg_lambda': 1.488164476877328}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,710] Trial 108 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 103, 'learning_rate': 0.0866346900376444, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9428787469539168, 'colsample_bytree': 0.9122471860603595, 'gamma': 0.07116020619741469, 'reg_alpha': 0.8318756563119817, 'reg_lambda': 1.7371970954116769}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:25,991] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.08377378174924854, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9749490165324534, 'colsample_bytree': 0.9126940026728648, 'gamma': 0.31404292647751886, 'reg_alpha': 0.8157020886957561, 'reg_lambda': 1.7305602584278865}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:26,258] Trial 110 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.09081377248753597, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9424286149130573, 'colsample_bytree': 0.9757809386914285, 'gamma': 0.11084766244340064, 'reg_alpha': 0.8805155040198364, 'reg_lambda': 1.5995762864903398}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:26,658] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.0740850168038482, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9556563669396759, 'colsample_bytree': 0.9449506705867708, 'gamma': 0.08129282550638389, 'reg_alpha': 0.7895679775234932, 'reg_lambda': 1.673737433783559}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:26,931] Trial 112 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 131, 'learning_rate': 0.1019250207854374, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9579442745702161, 'colsample_bytree': 0.9662502557809975, 'gamma': 0.10331476997425733, 'reg_alpha': 0.7902025552362139, 'reg_lambda': 1.6784210240989224}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:27,230] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 142, 'learning_rate': 0.07388116721845746, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9520217538362439, 'colsample_bytree': 0.9492739874664676, 'gamma': 0.0002368515444852587, 'reg_alpha': 0.8633321090236025, 'reg_lambda': 1.7570920560291736}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:27,627] Trial 114 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 144, 'learning_rate': 0.07420526489529986, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9410426316668905, 'colsample_bytree': 0.951244445808994, 'gamma': 0.0029354648260899036, 'reg_alpha': 0.8605980778375292, 'reg_lambda': 1.8772589929670693}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:27,881] Trial 115 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 105, 'learning_rate': 0.07416066724491356, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.999020175989625, 'colsample_bytree': 0.9440600877955524, 'gamma': 0.010401041014698506, 'reg_alpha': 0.8102211810429399, 'reg_lambda': 1.8670492280693909}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:28,245] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 86, 'learning_rate': 0.07798856805237434, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9426143816465281, 'colsample_bytree': 0.9777592923648404, 'gamma': 0.3128487118934253, 'reg_alpha': 0.8622559225430828, 'reg_lambda': 1.967098865924376}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:28,507] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 84, 'learning_rate': 0.07890284525408453, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9463895039064437, 'colsample_bytree': 0.9810958943693062, 'gamma': 0.30832769930493686, 'reg_alpha': 0.8576507386418781, 'reg_lambda': 1.9979659878221718}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:28,856] Trial 118 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 133, 'learning_rate': 0.0893059292321866, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9676034827568285, 'colsample_bytree': 0.9323976849148047, 'gamma': 0.43536020089638405, 'reg_alpha': 0.786381310559789, 'reg_lambda': 2.172567827195857}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:29,104] Trial 119 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.11248554256024511, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9802174366048898, 'colsample_bytree': 0.998972552199856, 'gamma': 0.22739591287188293, 'reg_alpha': 0.744227631309252, 'reg_lambda': 2.091154181551397}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:29,496] Trial 120 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 152, 'learning_rate': 0.14331669651042067, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9409186524991571, 'colsample_bytree': 0.8982051926485537, 'gamma': 2.4312314933123726, 'reg_alpha': 0.8677943719733845, 'reg_lambda': 1.94463924780377}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:29,749] Trial 121 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 118, 'learning_rate': 0.06706714146030139, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9548370273834547, 'colsample_bytree': 0.9131857298653344, 'gamma': 0.33271778420790915, 'reg_alpha': 0.03683016539248965, 'reg_lambda': 1.8953540962810427}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:30,126] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.071902122005455, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9506349436210706, 'colsample_bytree': 0.916463306029838, 'gamma': 0.33505317761449915, 'reg_alpha': 0.9516163201475, 'reg_lambda': 2.0432732384163264}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:30,433] Trial 123 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 141, 'learning_rate': 0.06828226578369585, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9592035465298535, 'colsample_bytree': 0.9637018820043944, 'gamma': 0.012123842805350917, 'reg_alpha': 0.8253602859433407, 'reg_lambda': 1.8861339731153972}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:30,687] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.06416685619672861, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9727822543766563, 'colsample_bytree': 0.9096543772835461, 'gamma': 0.4776226990268083, 'reg_alpha': 0.09637479233255125, 'reg_lambda': 1.598625373306847}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,088] Trial 125 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.07824848096061619, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.938702283792907, 'colsample_bytree': 0.9484070723547878, 'gamma': 0.20850344334037718, 'reg_alpha': 0.7019091166302016, 'reg_lambda': 1.4404769326571136}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,317] Trial 126 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 78, 'learning_rate': 0.09618158176201676, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.966353612901337, 'colsample_bytree': 0.9742457854912974, 'gamma': 0.31623545959406124, 'reg_alpha': 0.8289989471190955, 'reg_lambda': 1.645010115074595}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,693] Trial 127 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.08567227904730275, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9801726717556462, 'colsample_bytree': 0.9321466556650898, 'gamma': 0.08580391773793643, 'reg_alpha': 0.8052460156912689, 'reg_lambda': 1.8346851395124206}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:31,904] Trial 128 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.06541106890423504, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9519037592697189, 'colsample_bytree': 0.9592551738123626, 'gamma': 3.600626890447979, 'reg_alpha': 0.9081571902322767, 'reg_lambda': 1.5264264316535168}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:32,262] Trial 129 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.05570226681195861, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9930331783136137, 'colsample_bytree': 0.8751773668408017, 'gamma': 0.222350585402738, 'reg_alpha': 0.8500852373901865, 'reg_lambda': 1.744811294223741}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:32,596] Trial 130 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.07648143505765104, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.908553272162298, 'colsample_bytree': 0.9924371911113703, 'gamma': 0.5199502461182504, 'reg_alpha': 0.7438862060855044, 'reg_lambda': 1.3650724032733703}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:32,938] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 139, 'learning_rate': 0.06861493650886111, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9574876788742435, 'colsample_bytree': 0.9620951481190133, 'gamma': 0.03493972916627616, 'reg_alpha': 0.7755535144043955, 'reg_lambda': 1.9448796421093066}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:33,236] Trial 132 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.084097426895725, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9616159365603848, 'colsample_bytree': 0.9663517612202137, 'gamma': 0.012576990622982898, 'reg_alpha': 0.8204684995692778, 'reg_lambda': 1.8922055424116655}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:33,503] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 144, 'learning_rate': 0.0958138013168859, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9412474966187171, 'colsample_bytree': 0.9458463059076219, 'gamma': 0.17064166446753937, 'reg_alpha': 0.8683101444627332, 'reg_lambda': 1.9937020151452618}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:33,798] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 118, 'learning_rate': 0.0695746595300393, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9597729366477408, 'colsample_bytree': 0.9766233513209202, 'gamma': 0.3826874405328865, 'reg_alpha': 0.8930951061783912, 'reg_lambda': 1.770902535528212}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,057] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.06241441834393261, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9829673005629189, 'colsample_bytree': 0.9526230831276425, 'gamma': 0.2618818338617386, 'reg_alpha': 0.8319998661973635, 'reg_lambda': 2.0503473193276935}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,277] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 122, 'learning_rate': 0.10598250300746281, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.925091433540539, 'colsample_bytree': 0.8276421631523431, 'gamma': 0.10384587177566229, 'reg_alpha': 0.850890348440808, 'reg_lambda': 1.8684111887515407}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,594] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 152, 'learning_rate': 0.0880042517958507, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9731595909119592, 'colsample_bytree': 0.9414905101906206, 'gamma': 0.3966393333299354, 'reg_alpha': 0.02273945123664195, 'reg_lambda': 1.814902642675017}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:34,862] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.07798076408534335, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9477542437739418, 'colsample_bytree': 0.9329784359272154, 'gamma': 0.14738533864343312, 'reg_alpha': 0.7853080412909209, 'reg_lambda': 2.1561917349280684}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:35,200] Trial 139 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.07542941870441519, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9488509417753642, 'colsample_bytree': 0.9283565758171548, 'gamma': 0.17970936819662087, 'reg_alpha': 0.7597905815526279, 'reg_lambda': 2.2583535321357204}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:35,465] Trial 140 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 100, 'learning_rate': 0.07843992815455711, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.936568803708421, 'colsample_bytree': 0.9156892566388688, 'gamma': 0.6058656311122645, 'reg_alpha': 0.722574154223889, 'reg_lambda': 1.1624234947212544}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:35,825] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 97, 'learning_rate': 0.06787488324622153, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.96316152476541, 'colsample_bytree': 0.9337685127739855, 'gamma': 0.07826390913584595, 'reg_alpha': 0.8156386378571288, 'reg_lambda': 2.206563598917172}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:36,057] Trial 142 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.059288087702744005, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9458583897255981, 'colsample_bytree': 0.9348500281462672, 'gamma': 0.2891359449930494, 'reg_alpha': 0.8023011206683192, 'reg_lambda': 2.3031107966071995}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:36,327] Trial 143 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 96, 'learning_rate': 0.09200728645057794, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9668416562486236, 'colsample_bytree': 0.9063372070668613, 'gamma': 0.1339776944123257, 'reg_alpha': 0.7916421346607948, 'reg_lambda': 2.1426963296567516}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:36,619] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.08177861873655767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9853416307502282, 'colsample_bytree': 0.8989992664510644, 'gamma': 0.2722353386881704, 'reg_alpha': 0.703799027694707, 'reg_lambda': 2.2040065227611305}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,011] Trial 145 finished with value: 0.738095238095238 and parameters: {'n_estimators': 114, 'learning_rate': 0.131252101808242, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9252696896979871, 'colsample_bytree': 0.9205970582248855, 'gamma': 0.0034979131478359987, 'reg_alpha': 0.880548511921979, 'reg_lambda': 2.3539363224434777}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,274] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.06687638928837439, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9998919322332067, 'colsample_bytree': 0.95270436762262, 'gamma': 2.016027394254546, 'reg_alpha': 0.9238186358530921, 'reg_lambda': 1.6696899188509426}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,515] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.07226900131871587, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.952672063998402, 'colsample_bytree': 0.9410074789425514, 'gamma': 0.44306989134253744, 'reg_alpha': 0.8615297480329634, 'reg_lambda': 1.2237653526026835}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:37,790] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.08569439122655477, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9760348844637279, 'colsample_bytree': 0.9287351412266058, 'gamma': 0.1588442515561682, 'reg_alpha': 0.8445108107564373, 'reg_lambda': 1.3213386284253952}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,193] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.05702354076145647, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9338087893082153, 'colsample_bytree': 0.947136085277956, 'gamma': 0.34477276338345825, 'reg_alpha': 0.7788339902353376, 'reg_lambda': 1.5740010685456156}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,435] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 104, 'learning_rate': 0.07433611165646808, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9636340896122008, 'colsample_bytree': 0.8918564055431658, 'gamma': 0.08802084845800348, 'reg_alpha': 0.9021422608137435, 'reg_lambda': 1.0780082370482342}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,695] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 127, 'learning_rate': 0.06827976673748212, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9586952608129253, 'colsample_bytree': 0.9624918002155434, 'gamma': 0.062451639429200616, 'reg_alpha': 0.8241334248771759, 'reg_lambda': 2.124590022075045}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:38,981] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 118, 'learning_rate': 0.06363411000586514, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9426397496108848, 'colsample_bytree': 0.9550186122253694, 'gamma': 0.20788342524470516, 'reg_alpha': 0.8141865395911279, 'reg_lambda': 2.0790389132139153}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:39,240] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.09609324055743125, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9533814370936448, 'colsample_bytree': 0.7928939359654773, 'gamma': 0.13838939972097464, 'reg_alpha': 0.8353364455870943, 'reg_lambda': 2.245758069072179}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:39,611] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 112, 'learning_rate': 0.07955582160044562, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.979294613609157, 'colsample_bytree': 0.9692297171368216, 'gamma': 0.27307485789669783, 'reg_alpha': 0.7942484245823259, 'reg_lambda': 2.155378636404843}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:39,898] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 135, 'learning_rate': 0.06910798671535977, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9685318915005878, 'colsample_bytree': 0.9358686768140063, 'gamma': 0.08095279871560096, 'reg_alpha': 0.752253644459252, 'reg_lambda': 2.038339164366731}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,107] Trial 156 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.05152615385174587, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9900107114452785, 'colsample_bytree': 0.9114654190135213, 'gamma': 3.7552574935136587, 'reg_alpha': 0.8694791604986518, 'reg_lambda': 1.9548514447712737}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,357] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 98, 'learning_rate': 0.07319973336465499, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9379955500986841, 'colsample_bytree': 0.9451095394987497, 'gamma': 0.4773587861802602, 'reg_alpha': 0.8880128792910335, 'reg_lambda': 1.7439220712328647}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,654] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.08262903404154906, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8997207229454794, 'colsample_bytree': 0.8578241576989725, 'gamma': 0.002235987389264102, 'reg_alpha': 0.808627835356642, 'reg_lambda': 1.6272917779326028}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:40,918] Trial 159 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 120, 'learning_rate': 0.06075386707731722, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9584534623790829, 'colsample_bytree': 0.9883856397253052, 'gamma': 0.35571552045129107, 'reg_alpha': 0.8506087641473199, 'reg_lambda': 2.296885519785703}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:41,203] Trial 160 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 90, 'learning_rate': 0.10606923708049154, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9480487429292387, 'colsample_bytree': 0.9241124183039651, 'gamma': 2.8698104398420554, 'reg_alpha': 0.9706121786375856, 'reg_lambda': 2.1093830741432926}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:41,512] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.06594288003717283, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9625050254988372, 'colsample_bytree': 0.9624422945819905, 'gamma': 0.19115143975599447, 'reg_alpha': 0.8291701835446992, 'reg_lambda': 1.910094070303753}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,015] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 157, 'learning_rate': 0.07029543706976031, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.973870534938609, 'colsample_bytree': 0.9795938205491879, 'gamma': 0.07463278033838665, 'reg_alpha': 0.8211316200662591, 'reg_lambda': 2.2186443247413754}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,320] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 148, 'learning_rate': 0.0783674822261026, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9559431751636778, 'colsample_bytree': 0.8045003196664082, 'gamma': 0.013263701119453616, 'reg_alpha': 0.7816977258496611, 'reg_lambda': 1.7837162386905214}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,700] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 136, 'learning_rate': 0.08777118307521413, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.928754929134432, 'colsample_bytree': 0.9576458378563676, 'gamma': 0.20084765081162356, 'reg_alpha': 0.9139142904832892, 'reg_lambda': 1.8444722728262248}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:42,987] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.06529112530155354, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9157162687472237, 'colsample_bytree': 0.969415735207373, 'gamma': 6.328219212745068e-06, 'reg_alpha': 0.8649972105880891, 'reg_lambda': 1.6889291365962973}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:43,548] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 125, 'learning_rate': 0.055656576528269046, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9832385215839891, 'colsample_bytree': 0.9350075244911137, 'gamma': 0.1300609612090889, 'reg_alpha': 0.9422244800433737, 'reg_lambda': 1.9934655585237913}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:43,839] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 132, 'learning_rate': 0.07595165950165587, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9697009769457909, 'colsample_bytree': 0.9590459853618601, 'gamma': 0.2658815605014109, 'reg_alpha': 0.8222364990087914, 'reg_lambda': 2.1272424175524476}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:44,195] Trial 168 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 116, 'learning_rate': 0.06880206639924544, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.947145480656659, 'colsample_bytree': 0.9422319472450529, 'gamma': 0.3585587615346167, 'reg_alpha': 0.8919469595855015, 'reg_lambda': 1.2671091906254843}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:44,434] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.09165674568978681, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9917716934622759, 'colsample_bytree': 0.9287192758339895, 'gamma': 0.09641264132167503, 'reg_alpha': 0.8456590518187442, 'reg_lambda': 1.4973746026696146}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:44,792] Trial 170 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 76, 'learning_rate': 0.0827924149339926, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9368470621994648, 'colsample_bytree': 0.9509764686814335, 'gamma': 0.23061476766669334, 'reg_alpha': 0.7685851978952051, 'reg_lambda': 1.901215091561763}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,046] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 103, 'learning_rate': 0.062403565966182496, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9746538196653148, 'colsample_bytree': 0.9094222563521626, 'gamma': 0.4116915618963436, 'reg_alpha': 0.03928772113831192, 'reg_lambda': 1.5656032288833173}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,322] Trial 172 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.06589387746455769, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9612001293747979, 'colsample_bytree': 0.9194950222259213, 'gamma': 0.526338175659022, 'reg_alpha': 0.038289990851221874, 'reg_lambda': 1.6334612959158519}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,548] Trial 173 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 83, 'learning_rate': 0.07227165162922164, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9535099705271372, 'colsample_bytree': 0.914379773425988, 'gamma': 0.11554774159625755, 'reg_alpha': 0.8012783500796866, 'reg_lambda': 1.7150013799132962}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:45,791] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 102, 'learning_rate': 0.05968329522126728, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9685898481528235, 'colsample_bytree': 0.880099534517423, 'gamma': 0.28886164717273255, 'reg_alpha': 0.0942568190357077, 'reg_lambda': 1.4006525219312946}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,085] Trial 175 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.07775110284601235, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9801961194610261, 'colsample_bytree': 0.9008007505616992, 'gamma': 0.00046669707293872653, 'reg_alpha': 0.8357190821465925, 'reg_lambda': 2.415309143323216}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,317] Trial 176 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.06987087132809053, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9437429629763814, 'colsample_bytree': 0.9356387080380231, 'gamma': 0.1847673288380399, 'reg_alpha': 0.06713919191427488, 'reg_lambda': 1.5908389882523843}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,612] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.05259250051476972, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9573465136501593, 'colsample_bytree': 0.9738646935491532, 'gamma': 0.46614050485835684, 'reg_alpha': 0.11804617232446869, 'reg_lambda': 1.8033731894480884}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:46,957] Trial 178 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 138, 'learning_rate': 0.08681615141544147, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9724294444436744, 'colsample_bytree': 0.9628825679222659, 'gamma': 0.31689160421895657, 'reg_alpha': 0.15679080576697885, 'reg_lambda': 1.1791716861545258}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:47,277] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.04786565382397088, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9883187037916054, 'colsample_bytree': 0.7796010062051525, 'gamma': 0.10652752259277579, 'reg_alpha': 0.002652859693697329, 'reg_lambda': 1.8486518750292484}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:47,557] Trial 180 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 108, 'learning_rate': 0.06371797757191044, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9246418418297914, 'colsample_bytree': 0.9274648815854158, 'gamma': 0.20793554306480902, 'reg_alpha': 0.8822233428634882, 'reg_lambda': 1.4482226151411672}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:47,819] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.06167461410345037, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9370313079433039, 'colsample_bytree': 0.9286093530064956, 'gamma': 0.20536558512120354, 'reg_alpha': 0.8816189827953889, 'reg_lambda': 1.434778497710926}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:48,217] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 179, 'learning_rate': 0.06521115560975331, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9306945520776977, 'colsample_bytree': 0.9469199875508553, 'gamma': 0.07785980905997927, 'reg_alpha': 0.8620445136461692, 'reg_lambda': 1.4764442612802655}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:48,467] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 106, 'learning_rate': 0.07439252449903767, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9205491629578746, 'colsample_bytree': 0.9242623865979724, 'gamma': 0.2629936937625334, 'reg_alpha': 0.07785941487814549, 'reg_lambda': 1.345422276402061}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:48,700] Trial 184 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 88, 'learning_rate': 0.05513411285386553, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9480145669377753, 'colsample_bytree': 0.9114611381315095, 'gamma': 0.18394235766908346, 'reg_alpha': 0.8077792771552325, 'reg_lambda': 1.5219111180141698}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:49,055] Trial 185 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 123, 'learning_rate': 0.08033462726944539, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9620960871239125, 'colsample_bytree': 0.9400990872663624, 'gamma': 1.7149188833337505, 'reg_alpha': 0.9135809752343774, 'reg_lambda': 1.5904889873051036}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:49,352] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.06812118496027994, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9102532313483185, 'colsample_bytree': 0.9512180348086153, 'gamma': 0.386233358060474, 'reg_alpha': 0.8308859189919139, 'reg_lambda': 1.2481258939773223}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:50,339] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 100, 'learning_rate': 0.0729324233339085, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9235860377781558, 'colsample_bytree': 0.9303591824298008, 'gamma': 0.08917253082367083, 'reg_alpha': 0.7872685523281505, 'reg_lambda': 1.676435841972699}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:50,642] Trial 188 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 133, 'learning_rate': 0.0953081807851874, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9442299927595758, 'colsample_bytree': 0.9221987559154512, 'gamma': 0.008859938739072065, 'reg_alpha': 0.5489121648830826, 'reg_lambda': 1.7507898707178426}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,063] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.09697314963245754, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9441992288562325, 'colsample_bytree': 0.9215959940648459, 'gamma': 0.01733192179339557, 'reg_alpha': 0.5812039232336915, 'reg_lambda': 1.309870144278689}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,353] Trial 190 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.10297917230845116, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9322997564547397, 'colsample_bytree': 0.9391657246912358, 'gamma': 0.18336141313563237, 'reg_alpha': 0.5611224564105376, 'reg_lambda': 1.7501195330218553}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,599] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.09087866775493644, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9546241567006664, 'colsample_bytree': 0.9137411765108739, 'gamma': 0.303701557533766, 'reg_alpha': 0.5034945654401208, 'reg_lambda': 1.628864190117203}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:51,940] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.08330590265784668, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9392937962682452, 'colsample_bytree': 0.9026079652799509, 'gamma': 0.11508694090483554, 'reg_alpha': 0.5321620385105251, 'reg_lambda': 1.7047511838217957}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:52,232] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 127, 'learning_rate': 0.06324473738047563, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9526198586615668, 'colsample_bytree': 0.9565856970703859, 'gamma': 0.005292041952619786, 'reg_alpha': 0.5474020591224431, 'reg_lambda': 1.5388761262557056}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:52,576] Trial 194 finished with value: 0.6398809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.07818167819204551, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9628603835223775, 'colsample_bytree': 0.9193141302079471, 'gamma': 4.496309150851838, 'reg_alpha': 0.6089598513288413, 'reg_lambda': 1.7758993008410668}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:52,792] Trial 195 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.07027088154654766, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.9786472767182264, 'colsample_bytree': 0.9663884993088684, 'gamma': 0.16668880687886076, 'reg_alpha': 0.6492582618701636, 'reg_lambda': 1.9031270085004484}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:53,046] Trial 196 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 111, 'learning_rate': 0.05896171372026464, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9947633629491095, 'colsample_bytree': 0.9342992301322706, 'gamma': 0.2536539340772662, 'reg_alpha': 0.8738340802661857, 'reg_lambda': 1.392756400927464}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:53,407] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 105, 'learning_rate': 0.0845979889601944, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.945214596162633, 'colsample_bytree': 0.9468770569620271, 'gamma': 0.09280520959471569, 'reg_alpha': 0.8527761440820378, 'reg_lambda': 2.18354224797226}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:53,646] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.09414823199070983, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9277956448778054, 'colsample_bytree': 0.9843610925603394, 'gamma': 0.3839890703899485, 'reg_alpha': 0.897869864748299, 'reg_lambda': 1.6626152417881206}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:54,013] Trial 199 finished with value: 0.75 and parameters: {'n_estimators': 167, 'learning_rate': 0.06594858305823073, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9683628708982139, 'colsample_bytree': 0.9060271472163448, 'gamma': 0.002597641514922776, 'reg_alpha': 0.8140336413614818, 'reg_lambda': 1.9731140602104869}. Best is trial 86 with value: 0.7738095238095238.
[I 2025-11-03 20:30:54,017] A new study created in memory with name: no-name-cca65a00-42d8-4bad-9b86-4bd8c1b7e0f5
[I 2025-11-03 20:30:54,302] Trial 0 finished with value: 0.7291666666666666 and parameters: {'n_estimators': 64, 'learning_rate': 0.0163290177911472, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8069726858430973, 'colsample_bytree': 0.8206194161270723, 'gamma': 3.99942373845035, 'reg_alpha': 0.40356727912927703, 'reg_lambda': 2.9414952648688035}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:54,614] Trial 1 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 65, 'learning_rate': 0.02679371322493415, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.9867612297077281, 'colsample_bytree': 0.6420638027182565, 'gamma': 4.3940593175774865, 'reg_alpha': 0.5081876857513346, 'reg_lambda': 1.566653826368409}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:54,989] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.09739883409400386, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.7850838876462898, 'colsample_bytree': 0.735248405114338, 'gamma': 3.430596148175746, 'reg_alpha': 0.5418604150512188, 'reg_lambda': 0.600252150269263}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:55,190] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.14494860352223787, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7670087465824611, 'colsample_bytree': 0.6929716514569564, 'gamma': 0.2973819974612796, 'reg_alpha': 0.35545518853570457, 'reg_lambda': 1.2516865411275295}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:55,542] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 88, 'learning_rate': 0.03741582881711624, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.6457394005854982, 'colsample_bytree': 0.9103224450775419, 'gamma': 0.15732300783401487, 'reg_alpha': 0.4547389826377858, 'reg_lambda': 1.9425022215395806}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:55,622] Trial 5 finished with value: 0.613095238095238 and parameters: {'n_estimators': 23, 'learning_rate': 0.23728855250338254, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.6251875441608802, 'colsample_bytree': 0.7279809127670916, 'gamma': 0.7917932275674472, 'reg_alpha': 0.8470349913522552, 'reg_lambda': 1.8008215882514562}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,016] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 248, 'learning_rate': 0.1561768571102002, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.8212441473113471, 'colsample_bytree': 0.6441846512246876, 'gamma': 4.1273172664635185, 'reg_alpha': 0.5173870278766589, 'reg_lambda': 2.8705799505570235}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,271] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 119, 'learning_rate': 0.08695541054149084, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.7537261463307152, 'colsample_bytree': 0.8596953711423375, 'gamma': 3.3864981400115295, 'reg_alpha': 0.08605687059459999, 'reg_lambda': 1.352945587091851}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,547] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.04188950366574086, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.7230501358769444, 'colsample_bytree': 0.7276351865624016, 'gamma': 2.2966283480094645, 'reg_alpha': 0.8487997314104289, 'reg_lambda': 2.7020440000284185}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:56,913] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 209, 'learning_rate': 0.041713870530180296, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.6470911857961031, 'colsample_bytree': 0.7171723384838198, 'gamma': 2.65470038064814, 'reg_alpha': 0.2154186569853137, 'reg_lambda': 1.1990934287242203}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:57,289] Trial 10 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 176, 'learning_rate': 0.012594666631148275, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8838882605412666, 'colsample_bytree': 0.9929848396195364, 'gamma': 1.583928824680147, 'reg_alpha': 0.6676405996164966, 'reg_lambda': 2.426337153533065}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:57,518] Trial 11 finished with value: 0.6011904761904763 and parameters: {'n_estimators': 21, 'learning_rate': 0.015986595389621945, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9991589289636401, 'colsample_bytree': 0.8078932529600555, 'gamma': 4.940955430232413, 'reg_alpha': 0.2440877083332641, 'reg_lambda': 2.220104077911871}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:57,666] Trial 12 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 65, 'learning_rate': 0.02312778818477914, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9955696235179432, 'colsample_bytree': 0.6026914138769888, 'gamma': 4.888921009896138, 'reg_alpha': 0.6831588082367672, 'reg_lambda': 1.5638164321637769}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,009] Trial 13 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 54, 'learning_rate': 0.022921695962193504, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9101765285611004, 'colsample_bytree': 0.8044875638290342, 'gamma': 4.2157274607999025, 'reg_alpha': 0.3109497507504174, 'reg_lambda': 0.8007313335616995}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,281] Trial 14 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 158, 'learning_rate': 0.010094507473585613, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9130137583696896, 'colsample_bytree': 0.8832717048620117, 'gamma': 3.9092555795763473, 'reg_alpha': 0.0011753153175799724, 'reg_lambda': 2.162275359771081}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,632] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.02238305298239778, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.8515801625062227, 'colsample_bytree': 0.946322692149266, 'gamma': 2.9071238896980662, 'reg_alpha': 0.6857305289046078, 'reg_lambda': 2.9919435717698395}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:58,764] Trial 16 finished with value: 0.613095238095238 and parameters: {'n_estimators': 51, 'learning_rate': 0.016961826853457547, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.6943455325726564, 'colsample_bytree': 0.7758196586302869, 'gamma': 4.512982781679882, 'reg_alpha': 0.992310857206905, 'reg_lambda': 0.9213505177412322}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:59,179] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.06260271224672045, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.949461733473227, 'colsample_bytree': 0.8408397116676936, 'gamma': 3.575854273612105, 'reg_alpha': 0.4214318408212622, 'reg_lambda': 1.6022276725246336}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:59,425] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 146, 'learning_rate': 0.06607326026895964, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9435668579933215, 'colsample_bytree': 0.8464417488066233, 'gamma': 3.3715400972972063, 'reg_alpha': 0.36992195469626177, 'reg_lambda': 2.472217547640505}. Best is trial 0 with value: 0.7291666666666666.
[I 2025-11-03 20:30:59,743] Trial 19 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.08071969837792284, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8336950905510546, 'colsample_bytree': 0.9282887718590711, 'gamma': 1.904417320688658, 'reg_alpha': 0.15506206457101906, 'reg_lambda': 2.0905938845007377}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:31:00,024] Trial 20 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 179, 'learning_rate': 0.2890071004728403, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8313527856586973, 'colsample_bytree': 0.944740408171447, 'gamma': 1.8593988697399122, 'reg_alpha': 0.16087925413775397, 'reg_lambda': 2.708194046268064}. Best is trial 19 with value: 0.7380952380952381.
[I 2025-11-03 20:31:00,364] Trial 21 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.06079521089539243, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8778631342155594, 'colsample_bytree': 0.8326814834758117, 'gamma': 1.3075200443048574, 'reg_alpha': 0.40644417354805434, 'reg_lambda': 1.9609853579728702}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:00,685] Trial 22 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 196, 'learning_rate': 0.09503296713439308, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8581186664680288, 'colsample_bytree': 0.90448061152634, 'gamma': 1.2038139865164577, 'reg_alpha': 0.2766936367934625, 'reg_lambda': 2.0037533220899677}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:01,123] Trial 23 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.10113888999994289, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8658357032599634, 'colsample_bytree': 0.9029798137296369, 'gamma': 1.2294277229028419, 'reg_alpha': 0.11621641276884631, 'reg_lambda': 2.0532535633056797}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:01,455] Trial 24 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.1255648347210692, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8794881660678939, 'colsample_bytree': 0.9907556222290725, 'gamma': 0.9206437714189359, 'reg_alpha': 0.11832191921404245, 'reg_lambda': 2.278721463307342}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:01,987] Trial 25 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.053544595069457704, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8444056889225651, 'colsample_bytree': 0.9445092777281283, 'gamma': 1.9427403415875784, 'reg_alpha': 0.0005676285642315926, 'reg_lambda': 1.9761108807088787}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:02,303] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 221, 'learning_rate': 0.050114628360501345, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9016584292045252, 'colsample_bytree': 0.9570702654830707, 'gamma': 1.3645126182576401, 'reg_alpha': 0.03492133790708653, 'reg_lambda': 1.8787321291240544}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:02,570] Trial 27 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.18633148125075943, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9327616038324807, 'colsample_bytree': 0.8745099394692192, 'gamma': 0.6479867435547965, 'reg_alpha': 0.039215085258234056, 'reg_lambda': 1.7267243870269764}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:02,981] Trial 28 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 248, 'learning_rate': 0.03382706013404787, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8664704971281288, 'colsample_bytree': 0.776348343692678, 'gamma': 1.9458084761369108, 'reg_alpha': 0.21839009699618386, 'reg_lambda': 2.4580644625680197}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:03,327] Trial 29 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 194, 'learning_rate': 0.055533609522487024, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8001115527249693, 'colsample_bytree': 0.9013290986017298, 'gamma': 1.1400164134316422, 'reg_alpha': 0.08506723842839568, 'reg_lambda': 2.311950636260822}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:03,670] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 231, 'learning_rate': 0.06847552134492049, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8045557837185782, 'colsample_bytree': 0.8297205882890745, 'gamma': 2.3863504202961288, 'reg_alpha': 0.1703658262692479, 'reg_lambda': 1.6990912925713997}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:03,970] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 191, 'learning_rate': 0.0509573343540514, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7921227719523118, 'colsample_bytree': 0.8961839653711031, 'gamma': 1.43457829815078, 'reg_alpha': 0.06269528444756195, 'reg_lambda': 2.2452175400837295}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:04,379] Trial 32 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 198, 'learning_rate': 0.11920100932347344, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8311313073878848, 'colsample_bytree': 0.9689989089350877, 'gamma': 1.159981617789879, 'reg_alpha': 0.1143254249282476, 'reg_lambda': 2.0582031634306226}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:04,718] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 162, 'learning_rate': 0.02985605104507344, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7547538316660141, 'colsample_bytree': 0.9201631228657472, 'gamma': 0.4497563244770386, 'reg_alpha': 0.015321529307454044, 'reg_lambda': 2.3607986222037143}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:05,052] Trial 34 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 185, 'learning_rate': 0.05644289127811963, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9679474812681572, 'colsample_bytree': 0.8680814360551934, 'gamma': 1.6701667926031942, 'reg_alpha': 0.5923802578949168, 'reg_lambda': 2.535333533079732}. Best is trial 21 with value: 0.7559523809523809.
[I 2025-11-03 20:31:05,350] Trial 35 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 214, 'learning_rate': 0.07753082148531444, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8509014882760001, 'colsample_bytree': 0.9357654882566011, 'gamma': 1.0617828786628078, 'reg_alpha': 0.3011110824319587, 'reg_lambda': 1.4084343074726666}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:05,708] Trial 36 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.08213778316982177, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8969457546642106, 'colsample_bytree': 0.966054961510936, 'gamma': 2.1433788531702427, 'reg_alpha': 0.3246862709865341, 'reg_lambda': 1.386079190276871}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:06,124] Trial 37 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.11054798437674627, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8543649699983212, 'colsample_bytree': 0.9310247366651337, 'gamma': 0.007894112120806707, 'reg_alpha': 0.4141844536843572, 'reg_lambda': 1.8583838282585319}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:06,464] Trial 38 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.17555788952175785, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7672679836462366, 'colsample_bytree': 0.9360042500401298, 'gamma': 0.0456962450051952, 'reg_alpha': 0.47148646761505547, 'reg_lambda': 1.4664419073199633}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:06,879] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 211, 'learning_rate': 0.12052389258882097, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8448439235687767, 'colsample_bytree': 0.9778897965135912, 'gamma': 0.5393609605599454, 'reg_alpha': 0.568177486923163, 'reg_lambda': 1.1409849952047924}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:07,213] Trial 40 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 240, 'learning_rate': 0.0755415826251354, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.8154107689543877, 'colsample_bytree': 0.7593576876827979, 'gamma': 0.7713787172613955, 'reg_alpha': 0.3875068394639415, 'reg_lambda': 1.8662809255488737}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:07,528] Trial 41 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 219, 'learning_rate': 0.10527522110553514, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8692584155945959, 'colsample_bytree': 0.9233878239481943, 'gamma': 0.2919539151043995, 'reg_alpha': 0.45070639357860187, 'reg_lambda': 1.9709416655301817}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:07,933] Trial 42 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.1002581920319869, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8942866766836584, 'colsample_bytree': 0.8937133546000965, 'gamma': 1.0586062826960212, 'reg_alpha': 0.3003636163859388, 'reg_lambda': 1.5978160451737347}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:08,200] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 170, 'learning_rate': 0.04555976999556422, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9252778590692252, 'colsample_bytree': 0.8552596547832243, 'gamma': 1.5964564465082027, 'reg_alpha': 0.501786323038957, 'reg_lambda': 1.7483290580445785}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:08,617] Trial 44 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 226, 'learning_rate': 0.14058715440920125, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8765064217343438, 'colsample_bytree': 0.9522370254611809, 'gamma': 2.819434083412097, 'reg_alpha': 0.2481732233285375, 'reg_lambda': 1.857463870808305}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:08,872] Trial 45 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 127, 'learning_rate': 0.06871807136253376, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7793741578809854, 'colsample_bytree': 0.9193508544925928, 'gamma': 0.9093461168347309, 'reg_alpha': 0.41483581618908955, 'reg_lambda': 2.1051968260361607}. Best is trial 35 with value: 0.7619047619047619.
[I 2025-11-03 20:31:09,330] Trial 46 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 250, 'learning_rate': 0.08930717979408297, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8477840794480733, 'colsample_bytree': 0.9985907510309553, 'gamma': 1.3886271042122793, 'reg_alpha': 0.19035540659995154, 'reg_lambda': 1.029044346384329}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:09,682] Trial 47 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 249, 'learning_rate': 0.03654916897994678, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.842273017578587, 'colsample_bytree': 0.9988464548123218, 'gamma': 0.25381418935793, 'reg_alpha': 0.335578036489815, 'reg_lambda': 0.5023061123812449}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:10,072] Trial 48 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 237, 'learning_rate': 0.08886930509468687, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8136030142744237, 'colsample_bytree': 0.6828792432854969, 'gamma': 2.1966493656042094, 'reg_alpha': 0.20445825520994118, 'reg_lambda': 1.0940250912416947}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:10,433] Trial 49 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.04455079947294648, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8491931009921598, 'colsample_bytree': 0.9860926604436342, 'gamma': 1.7283263652313472, 'reg_alpha': 0.614017082581259, 'reg_lambda': 0.9185496183030101}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:10,873] Trial 50 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 228, 'learning_rate': 0.0624096765856105, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.72864347322597, 'colsample_bytree': 0.9653979629527343, 'gamma': 2.533228365540705, 'reg_alpha': 0.2699549729073908, 'reg_lambda': 1.3412447598587045}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:11,172] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.04555669644444001, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8536460494977502, 'colsample_bytree': 0.9824316640598445, 'gamma': 1.6637111158513909, 'reg_alpha': 0.6184690497183936, 'reg_lambda': 0.8165681862235862}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:11,565] Trial 52 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 241, 'learning_rate': 0.0424966426737362, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.887293938553498, 'colsample_bytree': 0.9797485036760478, 'gamma': 1.385591203968766, 'reg_alpha': 0.7485607394010558, 'reg_lambda': 0.7235935425446045}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:11,878] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.07544622542838175, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9188067944475362, 'colsample_bytree': 0.9381913873890491, 'gamma': 1.831527498373658, 'reg_alpha': 0.3637364669948596, 'reg_lambda': 0.9675736193905725}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:12,187] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 232, 'learning_rate': 0.02895715109930246, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8272095197349978, 'colsample_bytree': 0.9987305591168658, 'gamma': 2.0863379691619617, 'reg_alpha': 0.5490728332335013, 'reg_lambda': 1.2677565070760992}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:12,572] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.057535416350748284, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8539671156831729, 'colsample_bytree': 0.9570026873283439, 'gamma': 1.4515077351958199, 'reg_alpha': 0.4717229781202257, 'reg_lambda': 0.9616854681847001}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:12,853] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.10886614769003537, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8430970902796552, 'colsample_bytree': 0.9735160594271148, 'gamma': 1.772079296433477, 'reg_alpha': 0.7662280896731637, 'reg_lambda': 1.4791263811092752}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:13,174] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.14664407527009662, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8808113672556299, 'colsample_bytree': 0.9520596053398599, 'gamma': 0.9355522610242193, 'reg_alpha': 0.6371313552322112, 'reg_lambda': 1.0298897618752627}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:13,560] Trial 58 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 149, 'learning_rate': 0.035459252846171734, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8199944467865821, 'colsample_bytree': 0.8821613597542945, 'gamma': 0.6749018741375845, 'reg_alpha': 0.5206753947280318, 'reg_lambda': 0.7190943877347921}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:13,837] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 222, 'learning_rate': 0.08776169690798037, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.786277257344135, 'colsample_bytree': 0.9337719061778728, 'gamma': 2.3579876971269904, 'reg_alpha': 0.42864434017490566, 'reg_lambda': 0.849795176611637}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,118] Trial 60 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 106, 'learning_rate': 0.049735256571862146, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8658812307974408, 'colsample_bytree': 0.9863484985696255, 'gamma': 1.2830937055612366, 'reg_alpha': 0.1901645796924264, 'reg_lambda': 1.658989321421964}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,459] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 181, 'learning_rate': 0.07170945122011357, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8673803128490241, 'colsample_bytree': 0.9115234738822051, 'gamma': 1.564021879803925, 'reg_alpha': 0.11936497589679275, 'reg_lambda': 1.9479743756391668}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,726] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.07219147515292493, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8983556569035885, 'colsample_bytree': 0.8108921552593056, 'gamma': 1.953400005075035, 'reg_alpha': 0.13795910834080646, 'reg_lambda': 1.805174146852503}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:14,993] Trial 63 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 180, 'learning_rate': 0.05841734896258261, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8397736978044095, 'colsample_bytree': 0.9097142671090445, 'gamma': 1.5632311685876308, 'reg_alpha': 0.07748876052083523, 'reg_lambda': 1.9608572642290618}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:15,365] Trial 64 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 186, 'learning_rate': 0.039935031875384525, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8580816040780707, 'colsample_bytree': 0.9424448399455779, 'gamma': 1.0114861503021406, 'reg_alpha': 0.2406383546273252, 'reg_lambda': 2.1427726307509625}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:15,632] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.0795410686946652, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9041840672506374, 'colsample_bytree': 0.9163810627504154, 'gamma': 2.0283245940726298, 'reg_alpha': 0.2917306502960979, 'reg_lambda': 1.507876054572839}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:15,932] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.06403721946501179, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8737250375364205, 'colsample_bytree': 0.9616856742580139, 'gamma': 1.4886519608374864, 'reg_alpha': 0.05074214923856957, 'reg_lambda': 1.2292030800450409}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:16,312] Trial 67 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 211, 'learning_rate': 0.06322573229720796, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8829208701096957, 'colsample_bytree': 0.9604103359905066, 'gamma': 0.4335348013185011, 'reg_alpha': 0.050585400943795135, 'reg_lambda': 1.2670344041115578}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:16,672] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.05099329896520554, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8253639846039885, 'colsample_bytree': 0.985371072800636, 'gamma': 1.7444908649791053, 'reg_alpha': 0.006489621381098924, 'reg_lambda': 1.1364890224745512}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:17,036] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.09146695517194472, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8045014028855861, 'colsample_bytree': 0.9693106578140854, 'gamma': 1.3131266919473967, 'reg_alpha': 0.350964622481639, 'reg_lambda': 1.0388308554255261}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:17,337] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.13309127289101227, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9407020004102514, 'colsample_bytree': 0.6812629156484716, 'gamma': 0.7732232209366863, 'reg_alpha': 0.394467567942699, 'reg_lambda': 1.2128751187059275}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:17,718] Trial 71 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.06354908256472576, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8660417388798907, 'colsample_bytree': 0.9320853671700035, 'gamma': 1.5122363281605504, 'reg_alpha': 0.09417313937720405, 'reg_lambda': 2.191711488046914}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,032] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 156, 'learning_rate': 0.11240431900304938, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9105136630469103, 'colsample_bytree': 0.9437401999914944, 'gamma': 0.01955908488578583, 'reg_alpha': 0.14397263433846907, 'reg_lambda': 1.8976114397062385}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,304] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 142, 'learning_rate': 0.16009632920909242, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9117556717450459, 'colsample_bytree': 0.9468414226776289, 'gamma': 0.038489042519459185, 'reg_alpha': 0.17122091473335052, 'reg_lambda': 1.6597898556686674}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,656] Trial 74 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 156, 'learning_rate': 0.1184666501927277, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9720881016313981, 'colsample_bytree': 0.7819471048176655, 'gamma': 0.1951830976787298, 'reg_alpha': 0.02952297293416578, 'reg_lambda': 1.8147869467651259}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:18,941] Trial 75 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 191, 'learning_rate': 0.10905889098030837, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8907234562308595, 'colsample_bytree': 0.9900443239337362, 'gamma': 0.45916828119932845, 'reg_alpha': 0.13665907120830262, 'reg_lambda': 1.4066815142474884}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:19,287] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 135, 'learning_rate': 0.09593810844436478, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.607404871955227, 'colsample_bytree': 0.8304237881103287, 'gamma': 1.1137458253676193, 'reg_alpha': 0.06044063129565175, 'reg_lambda': 1.9034583666887042}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:19,699] Trial 77 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 155, 'learning_rate': 0.032389167388217364, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.6621896424369844, 'colsample_bytree': 0.8921367750198684, 'gamma': 0.5760396271659955, 'reg_alpha': 0.22965454690448733, 'reg_lambda': 1.3196509860438297}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,001] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.08282303763458224, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8481715792132493, 'colsample_bytree': 0.9731703581906446, 'gamma': 0.35739911357777165, 'reg_alpha': 0.18817127691856944, 'reg_lambda': 2.0316575693395933}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,414] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 233, 'learning_rate': 0.04629013366183448, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8766605232501731, 'colsample_bytree': 0.7060029427401451, 'gamma': 0.06068161001813335, 'reg_alpha': 0.10350889193816382, 'reg_lambda': 1.1580569168237262}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,680] Trial 80 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.20146440838307905, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.9279965752055577, 'colsample_bytree': 0.6107760631594993, 'gamma': 2.193561887095297, 'reg_alpha': 0.45601973356423836, 'reg_lambda': 0.8921102725733039}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:20,998] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.06917077816103168, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.832563362399204, 'colsample_bytree': 0.9256365367851013, 'gamma': 1.2546162416070996, 'reg_alpha': 0.00283901629239749, 'reg_lambda': 1.9237109900775604}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:21,209] Trial 82 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.05457110909980153, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8740720079551713, 'colsample_bytree': 0.9103899506390327, 'gamma': 1.6805110799505392, 'reg_alpha': 0.13764870391079814, 'reg_lambda': 1.7781103283065214}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:21,503] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 165, 'learning_rate': 0.07893947226071749, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8595129005890171, 'colsample_bytree': 0.948617848660804, 'gamma': 1.4022095530548955, 'reg_alpha': 0.06867474891763992, 'reg_lambda': 2.0032757697599335}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:21,853] Trial 84 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 165, 'learning_rate': 0.07665191691895507, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8365153353770637, 'colsample_bytree': 0.9574628455408305, 'gamma': 0.8230753271291962, 'reg_alpha': 0.9934375751482183, 'reg_lambda': 2.0909450916758847}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:22,137] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.11247079244146165, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8579983882678383, 'colsample_bytree': 0.9466450162776716, 'gamma': 1.3723402859129086, 'reg_alpha': 0.2662661695878494, 'reg_lambda': 1.6880801742035019}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:22,434] Trial 86 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.0852789074878936, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8113499967575138, 'colsample_bytree': 0.999228514102087, 'gamma': 1.8467804752932635, 'reg_alpha': 0.07550425829130265, 'reg_lambda': 2.0167344988858393}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:22,745] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 243, 'learning_rate': 0.09378083409714086, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9031708169032083, 'colsample_bytree': 0.9670644750500194, 'gamma': 1.0612983041352209, 'reg_alpha': 0.31004472748869294, 'reg_lambda': 1.5464885136107436}. Best is trial 46 with value: 0.7678571428571429.
[I 2025-11-03 20:31:23,088] Trial 88 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 174, 'learning_rate': 0.06014036803410121, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8889186252473721, 'colsample_bytree': 0.934273150853142, 'gamma': 3.058955384170078, 'reg_alpha': 0.039593832640288394, 'reg_lambda': 0.749530865475468}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:23,339] Trial 89 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.1005960815492669, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9535063826615118, 'colsample_bytree': 0.9304909113522557, 'gamma': 3.148185054586411, 'reg_alpha': 0.04204976767007494, 'reg_lambda': 2.1564343458854562}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:23,639] Trial 90 finished with value: 0.6845238095238096 and parameters: {'n_estimators': 155, 'learning_rate': 0.12957995091444216, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9184529869961119, 'colsample_bytree': 0.7545894459019121, 'gamma': 3.5182789218931636, 'reg_alpha': 0.07173490977413549, 'reg_lambda': 0.7199929324130092}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:23,902] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.039591558554690744, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8902412007959666, 'colsample_bytree': 0.9436035933115356, 'gamma': 1.4599184736146467, 'reg_alpha': 0.02371979364719328, 'reg_lambda': 1.064149166503052}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:24,327] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 192, 'learning_rate': 0.059342121220236355, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8554185212864115, 'colsample_bytree': 0.9806836145385889, 'gamma': 3.8797285977449962, 'reg_alpha': 0.1029098275646181, 'reg_lambda': 0.7764400745085468}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:24,618] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.05309644254828173, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8469357244515677, 'colsample_bytree': 0.9250636623918398, 'gamma': 3.038739866239477, 'reg_alpha': 0.15671336080112633, 'reg_lambda': 0.6543168998611564}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:24,933] Trial 94 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.06629907642966319, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8771997784505225, 'colsample_bytree': 0.9580864824275815, 'gamma': 2.7668350912918704, 'reg_alpha': 0.3780492239369114, 'reg_lambda': 0.9759383721791643}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:25,184] Trial 95 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 137, 'learning_rate': 0.047543402573147715, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8220978830449744, 'colsample_bytree': 0.9375568995891901, 'gamma': 2.4562023695752115, 'reg_alpha': 0.04002721575004765, 'reg_lambda': 0.5781090064226925}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:25,594] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 234, 'learning_rate': 0.07478844958454355, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8859937231174599, 'colsample_bytree': 0.9627519722332548, 'gamma': 0.16072117632609967, 'reg_alpha': 0.4868349210725143, 'reg_lambda': 0.8947271231294228}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:25,861] Trial 97 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 174, 'learning_rate': 0.06081015668636187, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.860912909758162, 'colsample_bytree': 0.9506686704733721, 'gamma': 4.748946215559125, 'reg_alpha': 0.7454856081893031, 'reg_lambda': 1.8675874208251337}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:26,165] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 165, 'learning_rate': 0.042563950529512576, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.7941328237657419, 'colsample_bytree': 0.9753136296355149, 'gamma': 1.1887488346713968, 'reg_alpha': 0.4314654161902327, 'reg_lambda': 1.989143646635427}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:26,453] Trial 99 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.08040313437550453, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8372972778035385, 'colsample_bytree': 0.9923248605031937, 'gamma': 2.618171440882762, 'reg_alpha': 0.05616971512601396, 'reg_lambda': 1.824574255882116}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:26,929] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 245, 'learning_rate': 0.06606617243853379, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9040001870654878, 'colsample_bytree': 0.8659324032461511, 'gamma': 0.9200466815667334, 'reg_alpha': 0.5234726750931247, 'reg_lambda': 1.7465132680218418}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:27,218] Trial 101 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 185, 'learning_rate': 0.07020517225824237, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8701221966900735, 'colsample_bytree': 0.914212456614202, 'gamma': 1.532228278780474, 'reg_alpha': 0.12914573064240525, 'reg_lambda': 1.965342425311362}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:27,609] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.05528040616612171, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8646556915400676, 'colsample_bytree': 0.8855298669649131, 'gamma': 2.0323836758361025, 'reg_alpha': 0.11576128414165465, 'reg_lambda': 2.0757509372117897}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:27,899] Trial 103 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.08822763251960507, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.848660256739563, 'colsample_bytree': 0.899412289755845, 'gamma': 1.680126446888753, 'reg_alpha': 0.2070498725720603, 'reg_lambda': 1.9335472844101624}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:28,281] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 189, 'learning_rate': 0.07288157143485187, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8943244003477122, 'colsample_bytree': 0.9380422560005152, 'gamma': 3.293902891496429, 'reg_alpha': 0.34807673865288774, 'reg_lambda': 1.9000310853124938}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:28,558] Trial 105 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 177, 'learning_rate': 0.05049788688618037, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8714128300657196, 'colsample_bytree': 0.9063069571684655, 'gamma': 1.9286866052426346, 'reg_alpha': 0.09018103883641927, 'reg_lambda': 2.2205172665727764}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:28,972] Trial 106 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 214, 'learning_rate': 0.10423844259163886, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9156313197906698, 'colsample_bytree': 0.92192476663083, 'gamma': 1.5893656751627805, 'reg_alpha': 0.18274587863928776, 'reg_lambda': 1.223170245420116}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:29,260] Trial 107 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.07919687502171668, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8842227374986189, 'colsample_bytree': 0.9561767038011227, 'gamma': 1.3310173088696173, 'reg_alpha': 0.021387819442236507, 'reg_lambda': 2.1301794979601536}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:29,790] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06432036773983552, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8512790449424815, 'colsample_bytree': 0.8485373781191259, 'gamma': 1.7320455223282887, 'reg_alpha': 0.060632869516642186, 'reg_lambda': 2.0327705317317766}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:30,099] Trial 109 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 237, 'learning_rate': 0.11387231641398589, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.830534170535177, 'colsample_bytree': 0.948704448294686, 'gamma': 1.40660649442211, 'reg_alpha': 0.96342612612486, 'reg_lambda': 1.6186609969000327}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:30,588] Trial 110 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 196, 'learning_rate': 0.06001892189306211, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8626720788177351, 'colsample_bytree': 0.7966190290287691, 'gamma': 2.264970583936264, 'reg_alpha': 0.1651744781077103, 'reg_lambda': 1.8429329552852831}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:30,891] Trial 111 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 218, 'learning_rate': 0.09822896441540739, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8400616161539686, 'colsample_bytree': 0.9170532728742972, 'gamma': 1.2174518989284417, 'reg_alpha': 0.1271151585157352, 'reg_lambda': 2.065463517819662}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:31,339] Trial 112 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 219, 'learning_rate': 0.09731915393657044, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8424550877934225, 'colsample_bytree': 0.9279988260334924, 'gamma': 1.2111245785124984, 'reg_alpha': 0.14636925759393207, 'reg_lambda': 1.968500971808905}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:31,631] Trial 113 finished with value: 0.761904761904762 and parameters: {'n_estimators': 217, 'learning_rate': 0.09845799725649343, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8190974059614168, 'colsample_bytree': 0.9306437090048783, 'gamma': 0.9986812910332903, 'reg_alpha': 0.090024222237594, 'reg_lambda': 0.8317620508328516}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:32,048] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 218, 'learning_rate': 0.12248342322001568, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8166324734413877, 'colsample_bytree': 0.9312529900240877, 'gamma': 0.6742179631138786, 'reg_alpha': 0.15177171380422405, 'reg_lambda': 2.2934400768219962}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:32,343] Trial 115 finished with value: 0.755952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.0965764685585226, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.841282886602956, 'colsample_bytree': 0.9391133753743585, 'gamma': 1.2329536020731593, 'reg_alpha': 0.08948481071452948, 'reg_lambda': 0.7716271175638296}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:32,812] Trial 116 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 227, 'learning_rate': 0.09776920521657771, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8435759222501676, 'colsample_bytree': 0.9175234077903855, 'gamma': 1.1777959150953756, 'reg_alpha': 0.08941904980719335, 'reg_lambda': 0.7704315372575615}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:33,106] Trial 117 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 208, 'learning_rate': 0.13619851475148137, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8270283811098751, 'colsample_bytree': 0.9411631582380785, 'gamma': 0.9769642456437132, 'reg_alpha': 0.08752450446055032, 'reg_lambda': 0.7862288502553519}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:33,404] Trial 118 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 208, 'learning_rate': 0.09083922415237115, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8034477649523936, 'colsample_bytree': 0.9245288220198687, 'gamma': 0.9681366003560465, 'reg_alpha': 0.001113219109077114, 'reg_lambda': 0.7796829878535071}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:33,745] Trial 119 finished with value: 0.744047619047619 and parameters: {'n_estimators': 226, 'learning_rate': 0.22164761677516256, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8263076004962249, 'colsample_bytree': 0.9371791533043415, 'gamma': 1.135996172496023, 'reg_alpha': 0.09067861188134782, 'reg_lambda': 0.6687471231627373}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:34,037] Trial 120 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 202, 'learning_rate': 0.15284814167882024, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8133384729350263, 'colsample_bytree': 0.9012642830904548, 'gamma': 0.8505259087040704, 'reg_alpha': 0.0778657422947358, 'reg_lambda': 0.5628278102849025}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:34,465] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 204, 'learning_rate': 0.152592778671771, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8091806930399823, 'colsample_bytree': 0.8911866180400642, 'gamma': 0.8287098377246844, 'reg_alpha': 0.07987672693534142, 'reg_lambda': 0.8401348746435859}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:34,756] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.08386890192955988, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7971657544446007, 'colsample_bytree': 0.9032796202125447, 'gamma': 1.0259844763632295, 'reg_alpha': 0.045927032431737465, 'reg_lambda': 0.6315448337171571}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:35,098] Trial 123 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 221, 'learning_rate': 0.17589849231432078, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8357311350705419, 'colsample_bytree': 0.9162493962651167, 'gamma': 0.8620543384882959, 'reg_alpha': 0.1037357332637108, 'reg_lambda': 0.5098324848510404}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:35,493] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.13051756758634392, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8185501974125907, 'colsample_bytree': 0.8774630577823442, 'gamma': 1.075322042041129, 'reg_alpha': 0.021406346274014207, 'reg_lambda': 0.59659181374957}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:35,809] Trial 125 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 229, 'learning_rate': 0.16839635101798994, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7773121304328275, 'colsample_bytree': 0.93051044148594, 'gamma': 0.7183566731907238, 'reg_alpha': 0.06226311522585275, 'reg_lambda': 0.7774802446726248}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:36,101] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.10061452279936382, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8248165283307273, 'colsample_bytree': 0.9410463766454722, 'gamma': 1.2447998847553032, 'reg_alpha': 0.08028241995383119, 'reg_lambda': 0.6835161113354037}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:36,472] Trial 127 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 207, 'learning_rate': 0.19719026598275446, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8367302296414362, 'colsample_bytree': 0.9529951077935701, 'gamma': 1.291637074227969, 'reg_alpha': 0.040700325374292565, 'reg_lambda': 0.5530995928018836}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:36,743] Trial 128 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 194, 'learning_rate': 0.14596256753770437, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8450724333603542, 'colsample_bytree': 0.9682440628734288, 'gamma': 1.1329181473279601, 'reg_alpha': 0.1101237831210268, 'reg_lambda': 0.8573348673893328}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:37,030] Trial 129 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 212, 'learning_rate': 0.14124939519084517, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8464853098130045, 'colsample_bytree': 0.9685124461252103, 'gamma': 0.9962940061576352, 'reg_alpha': 0.11197878755720703, 'reg_lambda': 1.0105329631487194}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:37,395] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.15747368111939256, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8548917003783166, 'colsample_bytree': 0.9597844321533133, 'gamma': 0.5861582102209929, 'reg_alpha': 0.09877094859675165, 'reg_lambda': 0.8558107584949376}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:37,683] Trial 131 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 200, 'learning_rate': 0.13863169291813837, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8279365600416724, 'colsample_bytree': 0.951151154839092, 'gamma': 1.151951512109447, 'reg_alpha': 0.06393936241266035, 'reg_lambda': 0.7315542867398686}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:38,159] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 223, 'learning_rate': 0.09621772969862616, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8440109365315864, 'colsample_bytree': 0.9752615416023876, 'gamma': 1.4026541420891712, 'reg_alpha': 0.12731809220176052, 'reg_lambda': 0.9076374736444336}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:38,459] Trial 133 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 226, 'learning_rate': 0.09333315012954117, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8428943182766371, 'colsample_bytree': 0.9783651121639046, 'gamma': 1.3513659345847, 'reg_alpha': 0.17433389265111768, 'reg_lambda': 0.9527553668754725}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:38,845] Trial 134 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 224, 'learning_rate': 0.09345297300544249, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8136949541672318, 'colsample_bytree': 0.9749795864101138, 'gamma': 1.3633520537777162, 'reg_alpha': 0.17600769795221113, 'reg_lambda': 0.9391530470008027}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:39,166] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 233, 'learning_rate': 0.10723312434960604, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8426110631848366, 'colsample_bytree': 0.9809676176151424, 'gamma': 1.4915831925350527, 'reg_alpha': 0.1966581629249473, 'reg_lambda': 0.8739507133884161}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:39,519] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 229, 'learning_rate': 0.10656190659813725, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8337830031071796, 'colsample_bytree': 0.9821387184340957, 'gamma': 1.4308372927790618, 'reg_alpha': 0.19342240812094222, 'reg_lambda': 1.107898787694543}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:39,876] Trial 137 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.12003265163594548, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8572435937046152, 'colsample_bytree': 0.991786091074709, 'gamma': 1.4948450973197214, 'reg_alpha': 0.21534320684654956, 'reg_lambda': 0.8825510431037858}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:40,298] Trial 138 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.0873737501708714, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7879808003564763, 'colsample_bytree': 0.967967305348505, 'gamma': 0.9211562451355348, 'reg_alpha': 0.15296345570090158, 'reg_lambda': 0.8279167679013584}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:40,615] Trial 139 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 246, 'learning_rate': 0.1322252943900567, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8431992136530472, 'colsample_bytree': 0.9834001550263681, 'gamma': 1.092009690870926, 'reg_alpha': 0.24600990292965874, 'reg_lambda': 0.9903968196116228}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:40,963] Trial 140 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 77, 'learning_rate': 0.10436363810011114, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8220479954649834, 'colsample_bytree': 0.9976369672548315, 'gamma': 0.7524763848985031, 'reg_alpha': 0.1341809293203533, 'reg_lambda': 0.9322882666241799}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:41,281] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.09648565037986868, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8465711839538579, 'colsample_bytree': 0.9623091439548679, 'gamma': 1.2113758273062498, 'reg_alpha': 0.11745168614637172, 'reg_lambda': 0.7181816808047908}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:41,597] Trial 142 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.08338413454466863, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8395581156819224, 'colsample_bytree': 0.9755625248063999, 'gamma': 1.1568030562058143, 'reg_alpha': 0.08724512631033503, 'reg_lambda': 0.7870350107753754}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:41,976] Trial 143 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.11603517839287199, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8294046865362198, 'colsample_bytree': 0.9643850447930188, 'gamma': 1.3130893946123454, 'reg_alpha': 0.16162657751963522, 'reg_lambda': 0.9019587184606108}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:42,276] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.07795753478348276, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.810387055205853, 'colsample_bytree': 0.9883885247152095, 'gamma': 1.012632211168701, 'reg_alpha': 0.14115500640251563, 'reg_lambda': 1.0718508324140517}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:42,772] Trial 145 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 220, 'learning_rate': 0.09227803704121233, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8519945668785557, 'colsample_bytree': 0.9448348592086424, 'gamma': 3.791369760178635, 'reg_alpha': 0.11303308226533618, 'reg_lambda': 0.8186543661926852}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:43,064] Trial 146 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 206, 'learning_rate': 0.1082381642985564, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.860264368712093, 'colsample_bytree': 0.9766874798913115, 'gamma': 1.6037300600562192, 'reg_alpha': 0.2209744012573943, 'reg_lambda': 0.7446657620265477}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:43,417] Trial 147 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 212, 'learning_rate': 0.12484446860714082, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8730027110954008, 'colsample_bytree': 0.9357614739031683, 'gamma': 1.3696685942224802, 'reg_alpha': 0.07288188659406616, 'reg_lambda': 0.856179570885383}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:43,837] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.09809498613159924, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8436920817779995, 'colsample_bytree': 0.9548566344027588, 'gamma': 1.456181484466612, 'reg_alpha': 0.18494339351370187, 'reg_lambda': 1.020703689506493}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:44,146] Trial 149 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 233, 'learning_rate': 0.14461891795221604, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8194906682089137, 'colsample_bytree': 0.9261675320195843, 'gamma': 1.2430015522126228, 'reg_alpha': 0.031943543368489806, 'reg_lambda': 0.9477637093703254}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:44,564] Trial 150 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 225, 'learning_rate': 0.2905669115209258, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8627760089195502, 'colsample_bytree': 0.971837739591755, 'gamma': 0.8672132888998313, 'reg_alpha': 0.09081453841476642, 'reg_lambda': 0.6425536568966199}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:44,861] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.08662665663228816, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8746664136879106, 'colsample_bytree': 0.9431535295339705, 'gamma': 1.0809615905938401, 'reg_alpha': 0.1261036791684629, 'reg_lambda': 1.15948431723949}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:45,234] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 203, 'learning_rate': 0.07474672559433336, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8526262208514453, 'colsample_bytree': 0.9221249865837747, 'gamma': 1.2919341881517215, 'reg_alpha': 0.05063912512812954, 'reg_lambda': 0.7527206766216906}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:45,551] Trial 153 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.013499667190341375, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8332177895508226, 'colsample_bytree': 0.8366070185285022, 'gamma': 1.5657681838159647, 'reg_alpha': 0.19859340259605965, 'reg_lambda': 0.8098110339468962}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:45,835] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.06938338320000097, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8670310623131202, 'colsample_bytree': 0.9121870899732892, 'gamma': 1.1957081699174608, 'reg_alpha': 0.15079387925436213, 'reg_lambda': 0.6892169456897954}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:46,173] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.09256945356013728, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8814499991321918, 'colsample_bytree': 0.9509856456709306, 'gamma': 0.9785298826703444, 'reg_alpha': 0.10309500139820876, 'reg_lambda': 0.9187293740479949}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:46,543] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.07996454526300324, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8452240801393409, 'colsample_bytree': 0.9344487119361393, 'gamma': 1.3905818755083115, 'reg_alpha': 0.07262147078852821, 'reg_lambda': 0.9671141888960879}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:46,882] Trial 157 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 209, 'learning_rate': 0.11513542313551257, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8012864033467931, 'colsample_bytree': 0.8197563064274481, 'gamma': 1.4646196972052883, 'reg_alpha': 0.32969250541046835, 'reg_lambda': 0.8624215697532591}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:47,244] Trial 158 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 229, 'learning_rate': 0.09985589809059711, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8386326697128152, 'colsample_bytree': 0.9836778532261232, 'gamma': 1.1111519590078147, 'reg_alpha': 0.17245504415454266, 'reg_lambda': 0.6136880405584797}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:47,554] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 217, 'learning_rate': 0.0857770619603935, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8609597739201534, 'colsample_bytree': 0.9660109644565132, 'gamma': 1.2966787997681788, 'reg_alpha': 0.23196444652820844, 'reg_lambda': 1.0520543377869163}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:47,962] Trial 160 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 190, 'learning_rate': 0.10361903541249169, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8279472779880044, 'colsample_bytree': 0.9602032202443367, 'gamma': 0.8215366051785232, 'reg_alpha': 0.2772751338011093, 'reg_lambda': 1.2880979425246506}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:48,260] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 203, 'learning_rate': 0.06131505285476015, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8530321310565196, 'colsample_bytree': 0.9421163139847573, 'gamma': 1.5938493507107039, 'reg_alpha': 0.01207570688264024, 'reg_lambda': 0.8081716003679412}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:48,634] Trial 162 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 204, 'learning_rate': 0.06669418813206267, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8492979381645182, 'colsample_bytree': 0.9404516405131222, 'gamma': 1.6099880884630369, 'reg_alpha': 0.04135923945438254, 'reg_lambda': 1.393502087941473}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:48,931] Trial 163 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 203, 'learning_rate': 0.06506269457058987, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8496557676627384, 'colsample_bytree': 0.9303352498042107, 'gamma': 1.647796807575306, 'reg_alpha': 0.016246360826528992, 'reg_lambda': 1.436842757042439}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:49,420] Trial 164 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 203, 'learning_rate': 0.06649401967066751, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8531905414959791, 'colsample_bytree': 0.9287665316971527, 'gamma': 1.6462519297980784, 'reg_alpha': 0.018701381092381918, 'reg_lambda': 1.3967353921466286}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:49,708] Trial 165 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 207, 'learning_rate': 0.07373114349305213, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8512936053159181, 'colsample_bytree': 0.9472049213529203, 'gamma': 1.804475067406108, 'reg_alpha': 0.03280231221478874, 'reg_lambda': 1.5208958082118154}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:50,014] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.061090702031899, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8679735692496312, 'colsample_bytree': 0.9183310587705756, 'gamma': 1.4711957550071921, 'reg_alpha': 0.012025200608300212, 'reg_lambda': 1.1890927801614422}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:50,344] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.05610963231165061, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8337994921725508, 'colsample_bytree': 0.90663295633526, 'gamma': 1.5698328185694428, 'reg_alpha': 0.04875256452673049, 'reg_lambda': 1.3814802657292968}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:50,689] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 195, 'learning_rate': 0.1522954234373163, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8216020936296218, 'colsample_bytree': 0.9320407509184724, 'gamma': 1.6895006478472012, 'reg_alpha': 0.06501327465168166, 'reg_lambda': 1.3376820818303656}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:51,139] Trial 169 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 206, 'learning_rate': 0.16777380931850527, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8430378483583765, 'colsample_bytree': 0.9992645539416517, 'gamma': 1.5334396828149546, 'reg_alpha': 0.031513579498637485, 'reg_lambda': 1.4132379117361866}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:51,380] Trial 170 finished with value: 0.6428571428571429 and parameters: {'n_estimators': 114, 'learning_rate': 0.185872281381755, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8130707807864243, 'colsample_bytree': 0.9933687487269763, 'gamma': 1.865657599272561, 'reg_alpha': 0.035358001121951976, 'reg_lambda': 1.4451904140750804}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:51,722] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 206, 'learning_rate': 0.16192279819094438, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8575503022436319, 'colsample_bytree': 0.9974047932314855, 'gamma': 1.4823009111297827, 'reg_alpha': 0.015030911389010401, 'reg_lambda': 1.2603986742859843}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:52,065] Trial 172 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.173120031908885, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.842143692732198, 'colsample_bytree': 0.988883582428759, 'gamma': 1.7498283832207202, 'reg_alpha': 0.04173801764921625, 'reg_lambda': 1.3299887492550655}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:52,459] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 199, 'learning_rate': 0.06980931764900858, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8492573471830439, 'colsample_bytree': 0.9790815877525658, 'gamma': 1.550820368167678, 'reg_alpha': 0.05746246321170066, 'reg_lambda': 1.4226975943679043}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:52,789] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.06435648295811834, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8366404080840445, 'colsample_bytree': 0.9555296156306647, 'gamma': 1.3627285298329355, 'reg_alpha': 0.08457006191357211, 'reg_lambda': 1.494366086327961}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:53,207] Trial 175 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.0781070001496985, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8270870716307678, 'colsample_bytree': 0.9384372783016223, 'gamma': 1.1527701448240633, 'reg_alpha': 0.0030514598995287773, 'reg_lambda': 1.563642857385998}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:53,521] Trial 176 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 214, 'learning_rate': 0.05821168947842783, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8618226515195572, 'colsample_bytree': 0.9998037033897101, 'gamma': 1.617637084944178, 'reg_alpha': 0.05619775939207325, 'reg_lambda': 0.8943567120556695}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:53,845] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.1872583060517355, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8462882422468898, 'colsample_bytree': 0.9686229037420732, 'gamma': 1.4032675021870507, 'reg_alpha': 0.11782720903100902, 'reg_lambda': 1.4582462978244688}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:54,156] Trial 178 finished with value: 0.738095238095238 and parameters: {'n_estimators': 224, 'learning_rate': 0.07254049342144307, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8704295015980326, 'colsample_bytree': 0.9241397132837705, 'gamma': 0.9419132624182043, 'reg_alpha': 0.03298545026232086, 'reg_lambda': 0.820659183700913}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:54,530] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.137410106284057, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8573663987244091, 'colsample_bytree': 0.9481964582750488, 'gamma': 1.0438125403524225, 'reg_alpha': 0.07318610436543371, 'reg_lambda': 0.6982249734156026}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:54,889] Trial 180 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 199, 'learning_rate': 0.08279379587716872, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8348514799343314, 'colsample_bytree': 0.9848570808462355, 'gamma': 1.284601048888573, 'reg_alpha': 0.0004449111825658887, 'reg_lambda': 0.887420486929965}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:55,321] Trial 181 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 220, 'learning_rate': 0.08999315310055814, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8395244840434685, 'colsample_bytree': 0.9397629759767154, 'gamma': 1.1900437301908813, 'reg_alpha': 0.09860557169723458, 'reg_lambda': 0.7599268851717749}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:55,631] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.09445960010714759, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8468036452852294, 'colsample_bytree': 0.9329743927044567, 'gamma': 1.36143664190099, 'reg_alpha': 0.0816164237880593, 'reg_lambda': 0.7915970656078968}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:56,085] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.10625222584718483, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8292318788824521, 'colsample_bytree': 0.9431464405010216, 'gamma': 1.5189502451820058, 'reg_alpha': 0.13671154534650864, 'reg_lambda': 0.5464566127035329}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:56,394] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 232, 'learning_rate': 0.12598173262317025, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8417220914864452, 'colsample_bytree': 0.9593287871022893, 'gamma': 1.2210369195231319, 'reg_alpha': 0.09481492825416897, 'reg_lambda': 0.984807652465087}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:56,803] Trial 185 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 221, 'learning_rate': 0.06568397159722257, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8488294573175009, 'colsample_bytree': 0.9164711794610411, 'gamma': 2.9057702408645545, 'reg_alpha': 0.024580850929552554, 'reg_lambda': 0.8430395632007868}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:57,092] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 205, 'learning_rate': 0.06648181096077478, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8554574149678044, 'colsample_bytree': 0.918298731314396, 'gamma': 3.0446048097539635, 'reg_alpha': 0.025661985651845413, 'reg_lambda': 0.8643830975992494}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:57,438] Trial 187 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 218, 'learning_rate': 0.14922994740128415, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8787080009165402, 'colsample_bytree': 0.9230740461227877, 'gamma': 3.1732029116179965, 'reg_alpha': 0.04848928310408277, 'reg_lambda': 0.9426323412336798}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:57,790] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.06239357532349516, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8173646642870457, 'colsample_bytree': 0.8988780412067561, 'gamma': 2.971649999078374, 'reg_alpha': 0.02617830552529051, 'reg_lambda': 0.8334647027761934}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:58,177] Trial 189 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05306276727336556, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8662713245405765, 'colsample_bytree': 0.9077399525476038, 'gamma': 2.764682205719, 'reg_alpha': 0.04805525370091363, 'reg_lambda': 1.1055169187942182}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:58,478] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 195, 'learning_rate': 0.0703408444310315, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8504203368838519, 'colsample_bytree': 0.974010429352684, 'gamma': 3.2378942003962328, 'reg_alpha': 0.06446944275489885, 'reg_lambda': 1.2951404441781413}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:58,867] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.07779550812463705, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.839318378903159, 'colsample_bytree': 0.9274301090378888, 'gamma': 1.429309147246998, 'reg_alpha': 0.11140569198301954, 'reg_lambda': 0.7357783382261895}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:59,157] Trial 192 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 225, 'learning_rate': 0.07682395945250176, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.830903153593677, 'colsample_bytree': 0.9295649481834584, 'gamma': 2.84012685600002, 'reg_alpha': 0.11695635647644129, 'reg_lambda': 0.7321473695150595}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:59,500] Trial 193 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 235, 'learning_rate': 0.08206047723523127, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8243916680287994, 'colsample_bytree': 0.9117871571699331, 'gamma': 2.7787364837248334, 'reg_alpha': 0.12813992394480975, 'reg_lambda': 0.6701528783456123}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:31:59,796] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.05923186994337956, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8312907945660807, 'colsample_bytree': 0.6548272482249502, 'gamma': 2.95998527122367, 'reg_alpha': 0.07384641570389133, 'reg_lambda': 0.8033312140940992}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:00,148] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 212, 'learning_rate': 0.06735715645378341, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8493475071651945, 'colsample_bytree': 0.9333243603218134, 'gamma': 2.5816833441233644, 'reg_alpha': 0.1663735681804578, 'reg_lambda': 0.9073002853756382}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:00,513] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 215, 'learning_rate': 0.0667894394746749, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.859700634206398, 'colsample_bytree': 0.9315377220483915, 'gamma': 2.5956659283412318, 'reg_alpha': 0.16702062106969323, 'reg_lambda': 0.9210968698964214}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:00,818] Trial 197 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 226, 'learning_rate': 0.07444093000382192, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8071960592945745, 'colsample_bytree': 0.9150542666279455, 'gamma': 2.8219117469264385, 'reg_alpha': 0.1497314909799991, 'reg_lambda': 1.0381394532387416}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:01,133] Trial 198 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 211, 'learning_rate': 0.08788914594376437, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8528959668618247, 'colsample_bytree': 0.9394193439065496, 'gamma': 2.871582669725141, 'reg_alpha': 0.18833195666964242, 'reg_lambda': 2.6634782210642167}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:01,438] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.06361913331826152, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8219564350713526, 'colsample_bytree': 0.925831759370549, 'gamma': 2.4855942036428793, 'reg_alpha': 0.20469966339653856, 'reg_lambda': 1.361095578750423}. Best is trial 88 with value: 0.7738095238095238.
[I 2025-11-03 20:32:01,441] A new study created in memory with name: no-name-9a91c15b-dd09-4c39-aa61-68dbf57131b3
[I 2025-11-03 20:32:01,664] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.2784553019198037, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.8441847499856456, 'colsample_bytree': 0.6981916708464365, 'gamma': 0.9558734962568943, 'reg_alpha': 0.44064274009683924, 'reg_lambda': 1.8402024667181147}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:32:01,904] Trial 1 finished with value: 0.636904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.011914218457499254, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6834377142172525, 'colsample_bytree': 0.8370193083870512, 'gamma': 4.154313200759737, 'reg_alpha': 0.9404167446520628, 'reg_lambda': 2.8551539512691515}. Best is trial 1 with value: 0.636904761904762.
[I 2025-11-03 20:32:02,083] Trial 2 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 77, 'learning_rate': 0.030698882561380755, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7617997158579113, 'colsample_bytree': 0.6497498392348429, 'gamma': 4.419861802647526, 'reg_alpha': 0.28925881273418563, 'reg_lambda': 0.7702447380781594}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:02,493] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.0199778018171648, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.6537758075823573, 'colsample_bytree': 0.7925432081584317, 'gamma': 3.665028150597637, 'reg_alpha': 0.3263589302926527, 'reg_lambda': 2.6482043439040717}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:02,702] Trial 4 finished with value: 0.675595238095238 and parameters: {'n_estimators': 68, 'learning_rate': 0.2066219060947777, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8708787591957183, 'colsample_bytree': 0.9052092689239334, 'gamma': 4.994243984180102, 'reg_alpha': 0.7317218714074504, 'reg_lambda': 2.4887391646076926}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:02,974] Trial 5 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 93, 'learning_rate': 0.015451741519457406, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8576355793190522, 'colsample_bytree': 0.9931390110798172, 'gamma': 1.898972558526188, 'reg_alpha': 0.4139990028128375, 'reg_lambda': 1.7399930899839564}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:03,214] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 113, 'learning_rate': 0.022330885424345873, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.9936466162256599, 'colsample_bytree': 0.9449088823524084, 'gamma': 0.5737256100109062, 'reg_alpha': 0.377654599450965, 'reg_lambda': 2.329701709502282}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:03,586] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 232, 'learning_rate': 0.03513712016683709, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.9723294966407374, 'colsample_bytree': 0.859303659225823, 'gamma': 1.8777529934193948, 'reg_alpha': 0.12558077223006925, 'reg_lambda': 1.3630489945254658}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:03,847] Trial 8 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 136, 'learning_rate': 0.2607987508661198, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9188888891781084, 'colsample_bytree': 0.8007340644816449, 'gamma': 3.7644104181800757, 'reg_alpha': 0.22493332981090852, 'reg_lambda': 1.1825431514906461}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,245] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 212, 'learning_rate': 0.08535859517202873, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.8484856439466593, 'colsample_bytree': 0.9392331732646221, 'gamma': 4.819820785441832, 'reg_alpha': 0.8023089393547875, 'reg_lambda': 2.5796401245642295}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,428] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 32, 'learning_rate': 0.08305973976593456, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7410294532486169, 'colsample_bytree': 0.6104595653300672, 'gamma': 2.862187089477791, 'reg_alpha': 0.08940879265890644, 'reg_lambda': 0.5149013111992642}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,686] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 24, 'learning_rate': 0.07905078607779681, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7349830218873922, 'colsample_bytree': 0.6084076307347803, 'gamma': 2.925997655308418, 'reg_alpha': 0.06019961378932166, 'reg_lambda': 0.5148744827293678}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:04,771] Trial 12 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 22, 'learning_rate': 0.04015440369330168, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7546334445933571, 'colsample_bytree': 0.6019005793630529, 'gamma': 2.69470873841235, 'reg_alpha': 0.01743200671810813, 'reg_lambda': 0.5077703576517538}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,112] Trial 13 finished with value: 0.6875 and parameters: {'n_estimators': 157, 'learning_rate': 0.12441662705359992, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.7705170998959295, 'colsample_bytree': 0.6816104339480592, 'gamma': 3.134226564362092, 'reg_alpha': 0.23160872783250566, 'reg_lambda': 0.861052184527807}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,251] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 55, 'learning_rate': 0.05240595137434472, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6001517630086026, 'colsample_bytree': 0.6884137084655824, 'gamma': 1.9646904601985704, 'reg_alpha': 0.6528485204477862, 'reg_lambda': 0.8916727557175598}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,425] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.12314998912902535, 'max_depth': 4, 'min_child_weight': 11, 'subsample': 0.7117893907941235, 'colsample_bytree': 0.6511328377366379, 'gamma': 4.391575976909409, 'reg_alpha': 0.5641543246804883, 'reg_lambda': 0.8944234304526424}. Best is trial 2 with value: 0.6964285714285714.
[I 2025-11-03 20:32:05,745] Trial 16 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.030360146557039662, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7995692299943195, 'colsample_bytree': 0.7275551497944445, 'gamma': 3.3955538109798784, 'reg_alpha': 0.2265526399791234, 'reg_lambda': 1.3682560404995803}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:32:06,022] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.028560955950212245, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.796301133699007, 'colsample_bytree': 0.7477085020233191, 'gamma': 3.3505809897440177, 'reg_alpha': 0.25320319873485536, 'reg_lambda': 1.4997251791960113}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:32:06,335] Trial 18 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 172, 'learning_rate': 0.028276177397848656, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8130514508387308, 'colsample_bytree': 0.7482220993374739, 'gamma': 3.7571306096563233, 'reg_alpha': 0.1777989102716913, 'reg_lambda': 1.8253068106239725}. Best is trial 16 with value: 0.7202380952380952.
[I 2025-11-03 20:32:06,712] Trial 19 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 166, 'learning_rate': 0.010278327813613472, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.915153015677611, 'colsample_bytree': 0.7511359559773448, 'gamma': 2.2256599640941173, 'reg_alpha': 0.5056898411426176, 'reg_lambda': 1.4423774441637243}. Best is trial 19 with value: 0.7202380952380953.
[I 2025-11-03 20:32:07,135] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 134, 'learning_rate': 0.010552923116390483, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9183721965744795, 'colsample_bytree': 0.7398803964516003, 'gamma': 2.3044334128444053, 'reg_alpha': 0.5386586966607577, 'reg_lambda': 2.0056370554744927}. Best is trial 19 with value: 0.7202380952380953.
[I 2025-11-03 20:32:07,530] Trial 21 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.016790302277195746, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8030194345763363, 'colsample_bytree': 0.7544126826824769, 'gamma': 3.499770338624619, 'reg_alpha': 0.49584653361048714, 'reg_lambda': 1.3828526906359062}. Best is trial 19 with value: 0.7202380952380953.
[I 2025-11-03 20:32:07,792] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.051894287181169355, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8935370388071605, 'colsample_bytree': 0.7234983831962352, 'gamma': 1.1994763003441427, 'reg_alpha': 0.3263823353963396, 'reg_lambda': 1.5139235478634363}. Best is trial 22 with value: 0.75.
[I 2025-11-03 20:32:08,072] Trial 23 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 146, 'learning_rate': 0.05209680843038279, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.912556473111059, 'colsample_bytree': 0.7165957122897227, 'gamma': 1.1368494015490538, 'reg_alpha': 0.624902340868666, 'reg_lambda': 1.1623421859286083}. Best is trial 22 with value: 0.75.
[I 2025-11-03 20:32:08,304] Trial 24 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 118, 'learning_rate': 0.04547760732160291, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9547173113332277, 'colsample_bytree': 0.78492401133499, 'gamma': 0.04009237279172506, 'reg_alpha': 0.34562283039045644, 'reg_lambda': 1.6007618337638847}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:08,650] Trial 25 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 123, 'learning_rate': 0.04362407792277653, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9605564266541725, 'colsample_bytree': 0.7910807767941516, 'gamma': 0.12844418343806474, 'reg_alpha': 0.3633089428473922, 'reg_lambda': 2.210005659237413}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:08,926] Trial 26 finished with value: 0.744047619047619 and parameters: {'n_estimators': 166, 'learning_rate': 0.06277181453075127, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8855995231959233, 'colsample_bytree': 0.8367457309551696, 'gamma': 1.216469002310765, 'reg_alpha': 0.45624553291888725, 'reg_lambda': 1.6077120895728527}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:09,282] Trial 27 finished with value: 0.5 and parameters: {'n_estimators': 207, 'learning_rate': 0.0637804022450438, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8855976428024388, 'colsample_bytree': 0.8501182524132319, 'gamma': 1.3910041245671347, 'reg_alpha': 0.42591779935308316, 'reg_lambda': 1.635674624536168}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:09,641] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 249, 'learning_rate': 0.12026337624605825, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9502863427292242, 'colsample_bytree': 0.8164830921397588, 'gamma': 0.0652931934376696, 'reg_alpha': 0.3104060500822549, 'reg_lambda': 1.9803727603778345}. Best is trial 24 with value: 0.7678571428571429.
[I 2025-11-03 20:32:10,163] Trial 29 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 241, 'learning_rate': 0.1401814235339001, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9697174817943437, 'colsample_bytree': 0.8005090154260319, 'gamma': 0.005423381428185936, 'reg_alpha': 0.1501462536667166, 'reg_lambda': 2.0439372608446695}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:10,381] Trial 30 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.15219932574206305, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9990717490668763, 'colsample_bytree': 0.8805302311873842, 'gamma': 0.6467871508526377, 'reg_alpha': 0.14294232852849484, 'reg_lambda': 1.9859938224404117}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:10,847] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.10423452384924536, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9500035621351052, 'colsample_bytree': 0.8146674910203138, 'gamma': 0.02354262840596274, 'reg_alpha': 0.30619062277711445, 'reg_lambda': 1.9995385094900513}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:11,165] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 247, 'learning_rate': 0.17731360301845678, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.938940012994321, 'colsample_bytree': 0.7680090401297665, 'gamma': 0.41067409918040443, 'reg_alpha': 0.1643944223124284, 'reg_lambda': 2.2242274969765985}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:11,512] Trial 33 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.2829370542946842, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9760071350560053, 'colsample_bytree': 0.7774936669443759, 'gamma': 0.8630155990488733, 'reg_alpha': 0.32478003061970573, 'reg_lambda': 1.854777317992935}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:11,835] Trial 34 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 228, 'learning_rate': 0.09985668162107585, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9388351734231082, 'colsample_bytree': 0.8254790083879151, 'gamma': 0.23359390404244174, 'reg_alpha': 0.39397635245552776, 'reg_lambda': 2.858563645145095}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:12,297] Trial 35 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 217, 'learning_rate': 0.06674284080775834, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8966911028261211, 'colsample_bytree': 0.7149401248412945, 'gamma': 1.5743826386949447, 'reg_alpha': 0.2934277905359617, 'reg_lambda': 2.134532452574892}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:12,566] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 192, 'learning_rate': 0.07034995180062543, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8296574601403652, 'colsample_bytree': 0.6689970418245199, 'gamma': 1.3799230037170882, 'reg_alpha': 0.926827391614788, 'reg_lambda': 2.3742508325217004}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:12,871] Trial 37 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 81, 'learning_rate': 0.04539403672736032, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8840933563891529, 'colsample_bytree': 0.7132763765803014, 'gamma': 1.6158273414594624, 'reg_alpha': 0.27859742015526057, 'reg_lambda': 1.2049582258010703}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:13,271] Trial 38 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 216, 'learning_rate': 0.022401702753880252, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8946781673627371, 'colsample_bytree': 0.7033111325731835, 'gamma': 0.7911774941697092, 'reg_alpha': 0.35117763808649805, 'reg_lambda': 1.684095588300314}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:13,672] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 196, 'learning_rate': 0.05671363481571357, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9768484068086626, 'colsample_bytree': 0.7733470504126099, 'gamma': 0.420152666721481, 'reg_alpha': 0.009292136673433121, 'reg_lambda': 2.158256498318718}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:13,833] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 92, 'learning_rate': 0.036808122115183646, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.8337174947479251, 'colsample_bytree': 0.6451907478647035, 'gamma': 1.0542728653116198, 'reg_alpha': 0.19807141984431703, 'reg_lambda': 2.6362497996123313}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:14,281] Trial 41 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 237, 'learning_rate': 0.2062220377406457, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9369853397197738, 'colsample_bytree': 0.8078587657393573, 'gamma': 0.30257857950136247, 'reg_alpha': 0.2740611489567718, 'reg_lambda': 1.8792797560086543}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:14,611] Trial 42 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 221, 'learning_rate': 0.12942220807587862, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8596715743634368, 'colsample_bytree': 0.8729969933866503, 'gamma': 0.6923702216647837, 'reg_alpha': 0.31939393946029826, 'reg_lambda': 2.117933991917994}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,037] Trial 43 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.10043580760090286, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.9593098633856668, 'colsample_bytree': 0.7960281006515991, 'gamma': 0.024016217455936333, 'reg_alpha': 0.08795415059343278, 'reg_lambda': 1.5623453789094515}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,273] Trial 44 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.14649586746757776, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9874151143918443, 'colsample_bytree': 0.8241841067915494, 'gamma': 0.531544222022737, 'reg_alpha': 0.4535449090209475, 'reg_lambda': 2.4408456194188535}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,647] Trial 45 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.22024653059585514, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8987410843863796, 'colsample_bytree': 0.729312990521685, 'gamma': 0.8952377756606725, 'reg_alpha': 0.38770915712829623, 'reg_lambda': 1.8148629512740166}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:15,984] Trial 46 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 208, 'learning_rate': 0.238284043645777, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9065610350644392, 'colsample_bytree': 0.7279716207715309, 'gamma': 1.6806918037148915, 'reg_alpha': 0.3921428092612808, 'reg_lambda': 1.2609251791009968}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:16,395] Trial 47 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 234, 'learning_rate': 0.2041050250509071, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8676858823580395, 'colsample_bytree': 0.672060418696555, 'gamma': 0.9339659572812956, 'reg_alpha': 0.20795955832624535, 'reg_lambda': 1.7461539632299985}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:16,664] Trial 48 finished with value: 0.75 and parameters: {'n_estimators': 197, 'learning_rate': 0.17189228948638077, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9322820120967272, 'colsample_bytree': 0.6925792877781761, 'gamma': 1.3697124415964963, 'reg_alpha': 0.26459179075282013, 'reg_lambda': 2.7495909898166326}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:16,931] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 219, 'learning_rate': 0.08052561192295493, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.8987282090242186, 'colsample_bytree': 0.7669695708231636, 'gamma': 1.6686371138194915, 'reg_alpha': 0.3647534517111516, 'reg_lambda': 2.284196851545267}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:17,277] Trial 50 finished with value: 0.6547619047619047 and parameters: {'n_estimators': 127, 'learning_rate': 0.23298600920378287, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8452991793180753, 'colsample_bytree': 0.9986382487219332, 'gamma': 2.0169925812032297, 'reg_alpha': 0.09523655127458677, 'reg_lambda': 2.983539253640514}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:17,645] Trial 51 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 191, 'learning_rate': 0.17835269926763728, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9241304708686566, 'colsample_bytree': 0.6906300281896628, 'gamma': 1.439912820036176, 'reg_alpha': 0.2509578599767206, 'reg_lambda': 1.0705578645158913}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,068] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.17067136764658497, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9304408442612659, 'colsample_bytree': 0.6385366193775519, 'gamma': 1.1189274469848272, 'reg_alpha': 0.26612846340449425, 'reg_lambda': 2.8072997428213005}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,335] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.049200740177880516, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9703214090934291, 'colsample_bytree': 0.7234055368413014, 'gamma': 0.5121608835785811, 'reg_alpha': 0.13312702927760647, 'reg_lambda': 2.080518799895425}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,701] Trial 54 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.03256704432823246, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.6607758478775294, 'colsample_bytree': 0.7073989298817202, 'gamma': 2.453923019598002, 'reg_alpha': 0.431014721739005, 'reg_lambda': 2.5022360016322756}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:18,977] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 183, 'learning_rate': 0.14696275181627896, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8749897043046627, 'colsample_bytree': 0.7349016375756154, 'gamma': 1.300455680619083, 'reg_alpha': 0.4897423208298729, 'reg_lambda': 1.5097083513800809}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:19,256] Trial 56 finished with value: 0.75 and parameters: {'n_estimators': 225, 'learning_rate': 0.2475031332237985, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.951819034216159, 'colsample_bytree': 0.6634427476439404, 'gamma': 0.8955516556903461, 'reg_alpha': 0.33810893201004116, 'reg_lambda': 1.7878366479036274}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:19,619] Trial 57 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.024213781123832323, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9057963166677044, 'colsample_bytree': 0.6232653203134699, 'gamma': 1.5532170714695652, 'reg_alpha': 0.1893384779357859, 'reg_lambda': 1.682889397621164}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:19,915] Trial 58 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 160, 'learning_rate': 0.29602880540120446, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9259024961559613, 'colsample_bytree': 0.6968494039529854, 'gamma': 2.0322795387798154, 'reg_alpha': 0.5744397988730997, 'reg_lambda': 1.9157429630758673}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:20,423] Trial 59 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.03970007260926884, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9900924068945448, 'colsample_bytree': 0.7813681252040526, 'gamma': 0.7234635544075453, 'reg_alpha': 0.22381726306198643, 'reg_lambda': 1.4476765704145973}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:20,779] Trial 60 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 108, 'learning_rate': 0.07152880677031026, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7755555802688039, 'colsample_bytree': 0.9593104640458345, 'gamma': 0.320944837036496, 'reg_alpha': 0.38927288436238117, 'reg_lambda': 1.315856325811366}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:21,153] Trial 61 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.25143293146793955, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.954079430765892, 'colsample_bytree': 0.6718893826336819, 'gamma': 0.9481064080057316, 'reg_alpha': 0.33347207240257604, 'reg_lambda': 1.7307090633588473}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:21,481] Trial 62 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 201, 'learning_rate': 0.2107097377624562, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9610252376313738, 'colsample_bytree': 0.6814808318806198, 'gamma': 1.7937436089084486, 'reg_alpha': 0.293230972760166, 'reg_lambda': 1.718893412906682}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:21,884] Trial 63 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 241, 'learning_rate': 0.26245949551762976, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9438336808388648, 'colsample_bytree': 0.758271681481186, 'gamma': 1.056819739903027, 'reg_alpha': 0.24224382847022294, 'reg_lambda': 1.571971954732119}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:22,183] Trial 64 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.05762616998869126, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9206726014342402, 'colsample_bytree': 0.681983774947118, 'gamma': 1.2184014461073764, 'reg_alpha': 0.3472482478116674, 'reg_lambda': 1.7945463833317445}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:22,638] Trial 65 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 230, 'learning_rate': 0.19051467205454484, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9785353606227611, 'colsample_bytree': 0.7407334928949174, 'gamma': 1.4847069670027826, 'reg_alpha': 0.41564894179290296, 'reg_lambda': 1.9028540722444123}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:22,934] Trial 66 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.16125624478851408, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9012649934541557, 'colsample_bytree': 0.6595312833443078, 'gamma': 0.2652057222798028, 'reg_alpha': 0.16416687315078907, 'reg_lambda': 1.0322420936528869}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:23,283] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 177, 'learning_rate': 0.09323148514085024, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9678690467708789, 'colsample_bytree': 0.7181738000298528, 'gamma': 0.9354732820954617, 'reg_alpha': 0.29478100070313146, 'reg_lambda': 2.064928493409229}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:23,563] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 97, 'learning_rate': 0.22834787358811806, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8745250475683055, 'colsample_bytree': 0.7063067243010132, 'gamma': 2.1665131817684196, 'reg_alpha': 0.46693432710225574, 'reg_lambda': 1.6476414701554725}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:23,806] Trial 69 finished with value: 0.5 and parameters: {'n_estimators': 120, 'learning_rate': 0.044330410347491765, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.8900508473725437, 'colsample_bytree': 0.7908012462326468, 'gamma': 1.804899236792009, 'reg_alpha': 0.37058868597303035, 'reg_lambda': 0.6878537551293971}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:24,166] Trial 70 finished with value: 0.75 and parameters: {'n_estimators': 188, 'learning_rate': 0.27101296021537086, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9314070630702392, 'colsample_bytree': 0.6316846565439495, 'gamma': 0.5959207338767741, 'reg_alpha': 0.5304024945714846, 'reg_lambda': 2.7349211937031246}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:24,456] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 227, 'learning_rate': 0.24569484060315505, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9544602023741487, 'colsample_bytree': 0.6622549172440922, 'gamma': 0.8558093468413752, 'reg_alpha': 0.33214141742304404, 'reg_lambda': 1.7747907656393533}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:24,862] Trial 72 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 243, 'learning_rate': 0.13584238657735498, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9454156602299374, 'colsample_bytree': 0.6520494815819742, 'gamma': 1.2451460156224134, 'reg_alpha': 0.34339570336252795, 'reg_lambda': 1.9200420171676449}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:25,178] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.21982721412823653, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9119765177848999, 'colsample_bytree': 0.6768191345075164, 'gamma': 0.1599864417713446, 'reg_alpha': 0.3990090522574242, 'reg_lambda': 1.4886389073578683}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:25,573] Trial 74 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 224, 'learning_rate': 0.11464038989635732, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9876110955487146, 'colsample_bytree': 0.6948559229072673, 'gamma': 1.02974204759972, 'reg_alpha': 0.30894755325823015, 'reg_lambda': 1.8401977242717837}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:25,908] Trial 75 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 232, 'learning_rate': 0.18966058694746477, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9617576819479983, 'colsample_bytree': 0.7596393270648811, 'gamma': 4.082991797860168, 'reg_alpha': 0.04933321855826542, 'reg_lambda': 1.3854032276244193}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:26,327] Trial 76 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 217, 'learning_rate': 0.25647842213326927, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9984410111503125, 'colsample_bytree': 0.8453759731719803, 'gamma': 0.4031460631276953, 'reg_alpha': 0.259352906503872, 'reg_lambda': 1.5948080157707498}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:26,644] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 237, 'learning_rate': 0.0724071268347959, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8573481386490448, 'colsample_bytree': 0.7340367726948726, 'gamma': 0.8016556271732767, 'reg_alpha': 0.22644147400582465, 'reg_lambda': 2.0287723352737417}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:26,976] Trial 78 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 200, 'learning_rate': 0.014345361107430982, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9505261902219216, 'colsample_bytree': 0.6140229913068992, 'gamma': 1.3404597693536675, 'reg_alpha': 0.2836270219409933, 'reg_lambda': 2.2048100616760937}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:27,224] Trial 79 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 127, 'learning_rate': 0.05971165754921138, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9387348223588728, 'colsample_bytree': 0.6658490975034376, 'gamma': 0.6621919935890472, 'reg_alpha': 0.7605111242534295, 'reg_lambda': 1.7488819096306467}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:27,442] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.050519525105762096, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9189558037146721, 'colsample_bytree': 0.7139779353534319, 'gamma': 0.5218097021130393, 'reg_alpha': 0.43674363201584754, 'reg_lambda': 2.382408831866946}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:27,848] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 188, 'learning_rate': 0.27570298816244576, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9285333505588479, 'colsample_bytree': 0.6377960087622625, 'gamma': 0.6105087185466402, 'reg_alpha': 0.5372523876640073, 'reg_lambda': 2.8583061348674765}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:28,168] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.19600049414104023, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9349651317759793, 'colsample_bytree': 0.6322614751705742, 'gamma': 0.12488889600204031, 'reg_alpha': 0.5364500942521492, 'reg_lambda': 2.7441591475727773}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:28,611] Trial 83 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 202, 'learning_rate': 0.2985712540975005, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9697513347161109, 'colsample_bytree': 0.6520808821428822, 'gamma': 1.1089586317467863, 'reg_alpha': 0.654645174932873, 'reg_lambda': 2.761269570767287}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:28,913] Trial 84 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 214, 'learning_rate': 0.26637307853724, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9815615267902583, 'colsample_bytree': 0.6291914532836149, 'gamma': 0.9645594792944417, 'reg_alpha': 0.6036925790807388, 'reg_lambda': 2.528101937982466}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:29,319] Trial 85 finished with value: 0.75 and parameters: {'n_estimators': 170, 'learning_rate': 0.16417385986364413, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9135629356218306, 'colsample_bytree': 0.601802922228307, 'gamma': 0.4441165520419301, 'reg_alpha': 0.4817230519951669, 'reg_lambda': 2.692652626750191}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:29,622] Trial 86 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 222, 'learning_rate': 0.22341149570804142, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9520865017190367, 'colsample_bytree': 0.747186439013661, 'gamma': 0.7751895539667027, 'reg_alpha': 0.3252655856262945, 'reg_lambda': 2.640037327887484}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,035] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 242, 'learning_rate': 0.22091331881582965, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.716740497737842, 'colsample_bytree': 0.7463857980571961, 'gamma': 0.7863800705515818, 'reg_alpha': 0.3314614020111126, 'reg_lambda': 1.5262651707545531}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,326] Trial 88 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 223, 'learning_rate': 0.18701874740763658, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9520072208918479, 'colsample_bytree': 0.7019794526299055, 'gamma': 1.191399743364159, 'reg_alpha': 0.35956201687391326, 'reg_lambda': 2.9526712257809518}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,644] Trial 89 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 229, 'learning_rate': 0.13456989357541993, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9644137752783442, 'colsample_bytree': 0.723354484224907, 'gamma': 1.4988246688786817, 'reg_alpha': 0.4053917571294889, 'reg_lambda': 2.6039765953969205}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:30,921] Trial 90 finished with value: 0.75 and parameters: {'n_estimators': 154, 'learning_rate': 0.038229424664516704, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8911969452864655, 'colsample_bytree': 0.8059111950089878, 'gamma': 0.9377830696168716, 'reg_alpha': 0.3741851583860498, 'reg_lambda': 1.9657873412134426}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:31,366] Trial 91 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.2405327799623711, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9344194847199997, 'colsample_bytree': 0.7827213776404441, 'gamma': 0.5797417160946716, 'reg_alpha': 0.31774451670985776, 'reg_lambda': 2.664262799934491}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:32,387] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 187, 'learning_rate': 0.20984921898671363, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9463332171743095, 'colsample_bytree': 0.6920890373532583, 'gamma': 0.0036427767653059613, 'reg_alpha': 0.5098172643981709, 'reg_lambda': 2.916386563123688}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:32,789] Trial 93 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 217, 'learning_rate': 0.03459718047420082, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9051613182620657, 'colsample_bytree': 0.7654433204567195, 'gamma': 0.21469541511425416, 'reg_alpha': 0.28074449633971055, 'reg_lambda': 2.5713929727142455}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,058] Trial 94 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 195, 'learning_rate': 0.2578076779234687, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9302225066088051, 'colsample_bytree': 0.6866097902190327, 'gamma': 0.7150399319991377, 'reg_alpha': 0.20210537806420065, 'reg_lambda': 1.6584609282931175}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,328] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.1765579996802036, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8785573078117449, 'colsample_bytree': 0.6855428304361632, 'gamma': 0.7112213169275713, 'reg_alpha': 0.17571036871209456, 'reg_lambda': 1.670935187779627}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,672] Trial 96 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 236, 'learning_rate': 0.24576059603850922, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9727320834341907, 'colsample_bytree': 0.7292875633832658, 'gamma': 1.2949061429676403, 'reg_alpha': 0.23675021027508872, 'reg_lambda': 1.8373181740120303}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:33,964] Trial 97 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.15333116502132887, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9252930547154884, 'colsample_bytree': 0.7096185209790454, 'gamma': 0.36952691851643993, 'reg_alpha': 0.20997386180353575, 'reg_lambda': 1.437813902867164}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:34,393] Trial 98 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.04678809467112406, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9226159223354049, 'colsample_bytree': 0.7417649555771373, 'gamma': 0.34349942256790555, 'reg_alpha': 0.2098667711557253, 'reg_lambda': 1.437937680439949}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:34,813] Trial 99 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 112, 'learning_rate': 0.15846032853391792, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6087402055776577, 'colsample_bytree': 0.7154949858905745, 'gamma': 0.11974729943708173, 'reg_alpha': 0.1569018670728244, 'reg_lambda': 1.318939889482948}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:35,065] Trial 100 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.11207892748767748, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8979028030051673, 'colsample_bytree': 0.7023242569303566, 'gamma': 0.46346631745156114, 'reg_alpha': 0.0905328142903569, 'reg_lambda': 1.6088307902483825}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:35,468] Trial 101 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 222, 'learning_rate': 0.042575937196500525, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9573695064102915, 'colsample_bytree': 0.676021148673382, 'gamma': 2.7297616627058376, 'reg_alpha': 0.11957906017562442, 'reg_lambda': 1.687463119744709}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:35,780] Trial 102 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.06503939065570304, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9432891687051526, 'colsample_bytree': 0.7108441277309746, 'gamma': 1.0133656137585125, 'reg_alpha': 0.20134780611811623, 'reg_lambda': 1.793710296722904}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:36,178] Trial 103 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 211, 'learning_rate': 0.14117206610353333, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9544231697814034, 'colsample_bytree': 0.7526174608189372, 'gamma': 0.8476553286050286, 'reg_alpha': 0.25115746281027174, 'reg_lambda': 1.5362066496676572}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:36,374] Trial 104 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.05476613593417534, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9089668121235602, 'colsample_bytree': 0.6894311248541498, 'gamma': 0.22740301654559308, 'reg_alpha': 0.3051290480297306, 'reg_lambda': 1.4412525378096683}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:36,843] Trial 105 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 195, 'learning_rate': 0.22526613563698278, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9838247466964748, 'colsample_bytree': 0.735313630160953, 'gamma': 0.34943124860751457, 'reg_alpha': 0.3392009194979118, 'reg_lambda': 2.2805530901681483}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:37,129] Trial 106 finished with value: 0.738095238095238 and parameters: {'n_estimators': 198, 'learning_rate': 0.2043949006596978, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9823899852514684, 'colsample_bytree': 0.7390563681959887, 'gamma': 0.36491749475007984, 'reg_alpha': 0.26437839240974476, 'reg_lambda': 2.317614094659393}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:37,560] Trial 107 finished with value: 0.744047619047619 and parameters: {'n_estimators': 193, 'learning_rate': 0.2243795290961264, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.864592116498747, 'colsample_bytree': 0.7259315305761781, 'gamma': 0.26763801810847876, 'reg_alpha': 0.21734894728081045, 'reg_lambda': 2.1216392037240266}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:37,940] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.18171879109060363, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9284820012793671, 'colsample_bytree': 0.773781902050369, 'gamma': 0.5219304308430577, 'reg_alpha': 0.9879535939426152, 'reg_lambda': 2.4163927915273167}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:38,318] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 208, 'learning_rate': 0.16886619156221883, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9951222685018765, 'colsample_bytree': 0.7884761354852667, 'gamma': 0.7601080940805056, 'reg_alpha': 0.29343500649327314, 'reg_lambda': 2.210028079979414}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:38,589] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 204, 'learning_rate': 0.12522588814125288, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.836221770920189, 'colsample_bytree': 0.7204228019810642, 'gamma': 0.6595596691773589, 'reg_alpha': 0.14823121970331882, 'reg_lambda': 2.2952052843880835}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:38,996] Trial 111 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.2569776924872672, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9677048424230722, 'colsample_bytree': 0.6979694269674422, 'gamma': 1.3845871199051882, 'reg_alpha': 0.34050096663855434, 'reg_lambda': 1.95353826997008}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:39,264] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.15145285537214317, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9781178891720775, 'colsample_bytree': 0.6684678413788007, 'gamma': 0.09888374269842148, 'reg_alpha': 0.3738985772153196, 'reg_lambda': 1.7174394047234267}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:39,825] Trial 113 finished with value: 0.738095238095238 and parameters: {'n_estimators': 226, 'learning_rate': 0.1960975677651788, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.942443048118465, 'colsample_bytree': 0.8246735534199875, 'gamma': 1.109242140120896, 'reg_alpha': 0.1839599491425501, 'reg_lambda': 1.5989744369236754}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:40,125] Trial 114 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 244, 'learning_rate': 0.28987753943073696, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9205891920075867, 'colsample_bytree': 0.7316762446310754, 'gamma': 0.8904476135538064, 'reg_alpha': 0.3214524298188267, 'reg_lambda': 2.0208424595249843}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:40,490] Trial 115 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 142, 'learning_rate': 0.23466936007050476, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.956004031527846, 'colsample_bytree': 0.6580322958088181, 'gamma': 1.1787043328311715, 'reg_alpha': 0.41856102354139596, 'reg_lambda': 1.634639502103357}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:40,782] Trial 116 finished with value: 0.625 and parameters: {'n_estimators': 229, 'learning_rate': 0.2187648929514851, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8858076268258712, 'colsample_bytree': 0.7073094209614998, 'gamma': 3.081864484203927, 'reg_alpha': 0.3539631464851174, 'reg_lambda': 2.0880682468982346}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:41,153] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.08665112797093863, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9855035015100369, 'colsample_bytree': 0.8014814884621907, 'gamma': 0.35845139467086223, 'reg_alpha': 0.12139395384542906, 'reg_lambda': 1.8990440619012448}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:41,475] Trial 118 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.07539857799204505, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9889862111603284, 'colsample_bytree': 0.8047307581739258, 'gamma': 0.1859736277878603, 'reg_alpha': 0.12883631399248335, 'reg_lambda': 2.1785987642902747}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:41,882] Trial 119 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.06810891406786994, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9639956694583964, 'colsample_bytree': 0.8335002412672636, 'gamma': 0.3790564313498297, 'reg_alpha': 0.05951777169684436, 'reg_lambda': 1.8598856189732245}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:42,197] Trial 120 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 234, 'learning_rate': 0.04871050975753419, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8203820854364863, 'colsample_bytree': 0.7581906957872323, 'gamma': 0.2854939990673042, 'reg_alpha': 0.27037569833222586, 'reg_lambda': 1.9439283426538463}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:42,707] Trial 121 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 218, 'learning_rate': 0.08524867335617062, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9748253427790957, 'colsample_bytree': 0.798799298652015, 'gamma': 0.6147781749773101, 'reg_alpha': 0.29748466219426306, 'reg_lambda': 1.7442917074101294}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:43,031] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 239, 'learning_rate': 0.2726744275521753, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9353477067174917, 'colsample_bytree': 0.8114413274732688, 'gamma': 0.023200247342218042, 'reg_alpha': 0.33412367935281156, 'reg_lambda': 1.7880628969617527}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:43,616] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.24294102495921702, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9841682907390159, 'colsample_bytree': 0.7462347107416238, 'gamma': 0.752297065570878, 'reg_alpha': 0.38496811944166737, 'reg_lambda': 1.8711724939287049}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:43,907] Trial 124 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.09549454186188706, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.999721758205017, 'colsample_bytree': 0.6806743621240625, 'gamma': 1.596743036949102, 'reg_alpha': 0.11565220705418908, 'reg_lambda': 2.264854361197217}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:44,204] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 209, 'learning_rate': 0.19868081044376415, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9149697663120873, 'colsample_bytree': 0.815534605546119, 'gamma': 1.0419393394478222, 'reg_alpha': 0.23596765296866898, 'reg_lambda': 1.4875494379219512}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:44,515] Trial 126 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 215, 'learning_rate': 0.05376920938716837, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9631637537977279, 'colsample_bytree': 0.6716020308298924, 'gamma': 0.451185364668481, 'reg_alpha': 0.31943288554411275, 'reg_lambda': 2.046658436760211}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:44,757] Trial 127 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 130, 'learning_rate': 0.2171020979057837, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9478230281540536, 'colsample_bytree': 0.7169420585016978, 'gamma': 0.8782665024766737, 'reg_alpha': 0.17243631111603838, 'reg_lambda': 2.8180901441373494}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:45,155] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.25467501898330513, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9716746683494919, 'colsample_bytree': 0.7666553130943389, 'gamma': 0.5326142017686061, 'reg_alpha': 0.03784262100967953, 'reg_lambda': 1.8200738252510809}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:45,560] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.060044911630411084, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8999700330452701, 'colsample_bytree': 0.6943684524770651, 'gamma': 0.3248505310658809, 'reg_alpha': 0.25074063327184476, 'reg_lambda': 2.1156271199344974}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:45,812] Trial 130 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.11165689267018246, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9262066303076509, 'colsample_bytree': 0.7873758597685651, 'gamma': 0.6770480025517203, 'reg_alpha': 0.10295503105197445, 'reg_lambda': 1.5512335044001526}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:46,105] Trial 131 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.2673246533093914, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.936182796353364, 'colsample_bytree': 0.6421453017024595, 'gamma': 0.5744736838568796, 'reg_alpha': 0.5684085675216919, 'reg_lambda': 2.723181652270332}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:46,372] Trial 132 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 191, 'learning_rate': 0.2862301978758765, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9486769387289433, 'colsample_bytree': 0.6224689791441491, 'gamma': 0.9901774359935134, 'reg_alpha': 0.35472446361178417, 'reg_lambda': 2.465219634923929}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:46,760] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 180, 'learning_rate': 0.22962084899891713, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7878321481534583, 'colsample_bytree': 0.7340593270370483, 'gamma': 0.1585087007906897, 'reg_alpha': 0.27572361484444424, 'reg_lambda': 2.9099202476816775}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:47,072] Trial 134 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 104, 'learning_rate': 0.27868704447359705, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9321266257368941, 'colsample_bytree': 0.7035318597299657, 'gamma': 0.7781119811769265, 'reg_alpha': 0.51277664902264, 'reg_lambda': 2.6372218667852976}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:47,366] Trial 135 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 227, 'learning_rate': 0.17627829907092443, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9595270611262231, 'colsample_bytree': 0.6549595319723449, 'gamma': 0.4417864645494438, 'reg_alpha': 0.461343704932139, 'reg_lambda': 2.7825288070479215}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:47,623] Trial 136 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 186, 'learning_rate': 0.25532163842289085, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9104073371851908, 'colsample_bytree': 0.7238287807845013, 'gamma': 4.988957379702827, 'reg_alpha': 0.30721030038712177, 'reg_lambda': 1.6499669302649096}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,050] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.2987282568654827, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9420550927678303, 'colsample_bytree': 0.7112002723039341, 'gamma': 1.2871108340605906, 'reg_alpha': 0.19818651144551291, 'reg_lambda': 1.8961453198215117}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,333] Trial 138 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 222, 'learning_rate': 0.207674527690289, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9910535980210713, 'colsample_bytree': 0.6779258378356998, 'gamma': 0.8585462209778313, 'reg_alpha': 0.1487637323423288, 'reg_lambda': 1.994909458500493}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,737] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.041173497641784185, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9276811360391081, 'colsample_bytree': 0.6859649207693933, 'gamma': 0.0016803185919628816, 'reg_alpha': 0.4037315895539838, 'reg_lambda': 1.3929460950634616}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:48,968] Trial 140 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.23157259951627135, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9527629413202789, 'colsample_bytree': 0.6981142078272898, 'gamma': 1.14491558402989, 'reg_alpha': 0.44295886199463064, 'reg_lambda': 1.3231167553460135}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:49,325] Trial 141 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 167, 'learning_rate': 0.15720542701354884, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9140790284460228, 'colsample_bytree': 0.7983759241279119, 'gamma': 0.4848634217625214, 'reg_alpha': 0.3799712700663441, 'reg_lambda': 2.669824112539185}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:49,622] Trial 142 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 172, 'learning_rate': 0.16266980787134677, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8969313300142031, 'colsample_bytree': 0.6095126053774069, 'gamma': 0.6085338999009895, 'reg_alpha': 0.3444673124673802, 'reg_lambda': 2.692923355952629}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:50,013] Trial 143 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 212, 'learning_rate': 0.18693853429649004, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.916326262248762, 'colsample_bytree': 0.6170944750075089, 'gamma': 0.23154889733605066, 'reg_alpha': 0.4744351570447604, 'reg_lambda': 1.728032659083369}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:50,311] Trial 144 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.18746722487496192, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9065316074113094, 'colsample_bytree': 0.6203937718864045, 'gamma': 0.13250377311023942, 'reg_alpha': 0.2789837635440859, 'reg_lambda': 1.708513283911724}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,165] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 203, 'learning_rate': 0.21461034901469095, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8812848249220238, 'colsample_bytree': 0.6645131754395882, 'gamma': 0.25007519218802404, 'reg_alpha': 0.32569711423858433, 'reg_lambda': 1.669847564868063}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,474] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.13899443647189016, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9202082280568618, 'colsample_bytree': 0.6304466905660909, 'gamma': 0.3555530793033001, 'reg_alpha': 0.5923647936550254, 'reg_lambda': 1.7629549491413534}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,828] Trial 147 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 230, 'learning_rate': 0.1984206679252645, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9383202065160731, 'colsample_bytree': 0.6172602884802998, 'gamma': 0.9641965233158395, 'reg_alpha': 0.8461956248751605, 'reg_lambda': 1.5684514893728854}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:51,954] Trial 148 finished with value: 0.755952380952381 and parameters: {'n_estimators': 37, 'learning_rate': 0.24536289917573112, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9774718617290007, 'colsample_bytree': 0.7497517712863225, 'gamma': 1.4537052586843844, 'reg_alpha': 0.221625712745257, 'reg_lambda': 1.8086886532777058}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,220] Trial 149 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.0908458770599025, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9794696151605448, 'colsample_bytree': 0.749966231975687, 'gamma': 1.4225605062446574, 'reg_alpha': 0.21841342145779474, 'reg_lambda': 1.8197367434092866}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,461] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 36, 'learning_rate': 0.10420839390326414, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9839033536565824, 'colsample_bytree': 0.742213882085655, 'gamma': 1.4856974950126165, 'reg_alpha': 0.2245207427351027, 'reg_lambda': 1.8437581757655725}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,683] Trial 151 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 69, 'learning_rate': 0.0892943537971205, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9706622057355513, 'colsample_bytree': 0.7531416861325512, 'gamma': 1.7305537724578641, 'reg_alpha': 0.21159587167494565, 'reg_lambda': 1.796877231067863}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:52,895] Trial 152 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.24489801785666956, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9773079364831101, 'colsample_bytree': 0.7762720397744717, 'gamma': 1.2498914056485508, 'reg_alpha': 0.26220990360631896, 'reg_lambda': 1.902329966520173}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,127] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 41, 'learning_rate': 0.06684834810305187, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9639169894728983, 'colsample_bytree': 0.735258932797677, 'gamma': 1.3922712478546435, 'reg_alpha': 0.19197220867693288, 'reg_lambda': 1.7020003059143776}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,233] Trial 154 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 31, 'learning_rate': 0.14799531016317652, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9809751419194209, 'colsample_bytree': 0.7474808345535829, 'gamma': 1.5718046822335836, 'reg_alpha': 0.23726224901324186, 'reg_lambda': 1.615154930934541}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,561] Trial 155 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 48, 'learning_rate': 0.07528028148083887, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9562593854852256, 'colsample_bytree': 0.7238345264346631, 'gamma': 1.8792915362699252, 'reg_alpha': 0.16174264054552698, 'reg_lambda': 1.7359461790429787}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:53,731] Trial 156 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 26, 'learning_rate': 0.07582096692972383, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.988462212516422, 'colsample_bytree': 0.7281984559794048, 'gamma': 2.4050309812734354, 'reg_alpha': 0.17544023072077425, 'reg_lambda': 1.745815403212164}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,062] Trial 157 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 48, 'learning_rate': 0.06316628456291512, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9700776239365969, 'colsample_bytree': 0.7627929885844246, 'gamma': 1.9670995221184409, 'reg_alpha': 0.1430348677538685, 'reg_lambda': 1.9523182746675047}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,280] Trial 158 finished with value: 0.75 and parameters: {'n_estimators': 67, 'learning_rate': 0.08204816943220003, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9574352942280422, 'colsample_bytree': 0.7182551493041599, 'gamma': 1.7936613810560003, 'reg_alpha': 0.16124128249043895, 'reg_lambda': 1.4847851082377055}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,537] Trial 159 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 43, 'learning_rate': 0.07953756308505791, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9968489432774801, 'colsample_bytree': 0.739057143804411, 'gamma': 2.1338730726972375, 'reg_alpha': 0.1974873477318818, 'reg_lambda': 1.84637685923957}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:54,782] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 88, 'learning_rate': 0.05825659890882708, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9456056085653674, 'colsample_bytree': 0.7538881496431654, 'gamma': 1.4675707555283353, 'reg_alpha': 0.30115137399361414, 'reg_lambda': 2.1574336421144795}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,029] Trial 161 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 33, 'learning_rate': 0.08914285159433614, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.952138201870229, 'colsample_bytree': 0.7208252536942205, 'gamma': 1.714292404992848, 'reg_alpha': 0.3669611314603155, 'reg_lambda': 1.7885819153208653}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,251] Trial 162 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.0723187518554128, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9765775920913122, 'colsample_bytree': 0.7076458168800486, 'gamma': 1.3579617894091538, 'reg_alpha': 0.24568114145251757, 'reg_lambda': 1.7294741593395988}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,562] Trial 163 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.04545251866690104, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9630305725671071, 'colsample_bytree': 0.7300833078643132, 'gamma': 1.6149057461751422, 'reg_alpha': 0.07786177117626886, 'reg_lambda': 1.6570485429202444}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,719] Trial 164 finished with value: 0.5 and parameters: {'n_estimators': 26, 'learning_rate': 0.17571470881561244, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8901303356029932, 'colsample_bytree': 0.6890629369442263, 'gamma': 1.1148270544318466, 'reg_alpha': 0.2912805421481154, 'reg_lambda': 1.767795821866436}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:55,962] Trial 165 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 38, 'learning_rate': 0.23148257371213402, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9568256526321294, 'colsample_bytree': 0.7820568727784101, 'gamma': 1.2971470206732658, 'reg_alpha': 0.33857292454256777, 'reg_lambda': 1.9152070499555944}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:56,304] Trial 166 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 151, 'learning_rate': 0.20886392660157485, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9421104410590828, 'colsample_bytree': 0.7717485254148193, 'gamma': 0.09830462268298316, 'reg_alpha': 0.2102089359601749, 'reg_lambda': 1.8146336222004331}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:56,503] Trial 167 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.2509026976823881, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.966974751959403, 'colsample_bytree': 0.7113268091756176, 'gamma': 1.5216199306596976, 'reg_alpha': 0.2609397184576441, 'reg_lambda': 1.595740692952406}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:56,853] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 222, 'learning_rate': 0.04947040028038146, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9243252480509797, 'colsample_bytree': 0.7481961564539662, 'gamma': 1.0539489854324495, 'reg_alpha': 0.12255440170267325, 'reg_lambda': 1.703201588271003}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,109] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.19162032279100283, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9889640225815083, 'colsample_bytree': 0.7254883883123294, 'gamma': 0.1954381505180774, 'reg_alpha': 0.31598029369780417, 'reg_lambda': 1.534416327177428}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,318] Trial 170 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 98, 'learning_rate': 0.0975348313054277, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.974768723128563, 'colsample_bytree': 0.7390175685368695, 'gamma': 1.8466118038005521, 'reg_alpha': 0.18193429778085002, 'reg_lambda': 1.8835507692594005}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,629] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 190, 'learning_rate': 0.2737015523604615, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9398463770995225, 'colsample_bytree': 0.6032768844867441, 'gamma': 0.7771534005251983, 'reg_alpha': 0.35537769904180333, 'reg_lambda': 2.5440374152217875}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:57,905] Trial 172 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 214, 'learning_rate': 0.22585100595120303, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9208145243499489, 'colsample_bytree': 0.7931623136512348, 'gamma': 1.211011732346967, 'reg_alpha': 0.2928496860270967, 'reg_lambda': 2.8110260650554633}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,069] Trial 173 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 21, 'learning_rate': 0.26692856745659, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.933853834401928, 'colsample_bytree': 0.6382942251626149, 'gamma': 0.6969971103730931, 'reg_alpha': 0.39157992148786364, 'reg_lambda': 2.0018438981077336}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,405] Trial 174 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.242661318854112, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9497575575979018, 'colsample_bytree': 0.7172844794521473, 'gamma': 0.3217784307842527, 'reg_alpha': 0.5200090408656274, 'reg_lambda': 1.7578849037758888}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,724] Trial 175 finished with value: 0.75 and parameters: {'n_estimators': 196, 'learning_rate': 0.12054608820982883, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9287932797314182, 'colsample_bytree': 0.7037394731743195, 'gamma': 0.9464205203177414, 'reg_alpha': 0.33273277888392877, 'reg_lambda': 1.6308261839892928}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:58,991] Trial 176 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 205, 'learning_rate': 0.2138826242512459, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9051789584111601, 'colsample_bytree': 0.6493875401649545, 'gamma': 1.4246462596073444, 'reg_alpha': 0.2205381817835462, 'reg_lambda': 2.873931271110008}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:59,468] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.05468189930882512, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9580740893969306, 'colsample_bytree': 0.9142112672379223, 'gamma': 0.5774046097014348, 'reg_alpha': 0.14446852823130735, 'reg_lambda': 2.3617792852736916}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:32:59,812] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 209, 'learning_rate': 0.2601842364560661, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9319756781100174, 'colsample_bytree': 0.6715700289557155, 'gamma': 0.8519365363271221, 'reg_alpha': 0.48150972838760187, 'reg_lambda': 1.4190671375745414}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:00,043] Trial 179 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.18347832892694088, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9829359860710913, 'colsample_bytree': 0.7600622698197753, 'gamma': 0.45169535679096223, 'reg_alpha': 0.5422028795009645, 'reg_lambda': 1.8566079596562606}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:00,441] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 219, 'learning_rate': 0.16954251763776235, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9472212843520821, 'colsample_bytree': 0.6908794516379609, 'gamma': 0.24108308808581036, 'reg_alpha': 0.16558520577223604, 'reg_lambda': 2.066182993746129}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:00,794] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.15054991698605735, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9053818251606522, 'colsample_bytree': 0.602050304817704, 'gamma': 0.40003039220353087, 'reg_alpha': 0.47134679414368214, 'reg_lambda': 2.7391165013474046}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,054] Trial 182 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.15961661703995683, 'max_depth': 8, 'min_child_weight': 19, 'subsample': 0.9137483974825805, 'colsample_bytree': 0.616022323137173, 'gamma': 0.07191423336404718, 'reg_alpha': 0.42381605645146053, 'reg_lambda': 2.626260715860149}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,426] Trial 183 finished with value: 0.738095238095238 and parameters: {'n_estimators': 141, 'learning_rate': 0.22600708915627882, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9204252764973041, 'colsample_bytree': 0.7326657337279068, 'gamma': 0.6541158997459261, 'reg_alpha': 0.5007133689686254, 'reg_lambda': 2.2467435472853614}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,615] Trial 184 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 49, 'learning_rate': 0.07696739728086767, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7471919023086495, 'colsample_bytree': 0.6234727409481117, 'gamma': 0.4671718834959514, 'reg_alpha': 0.3136647116596208, 'reg_lambda': 2.7104213161583077}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:01,960] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.24442484777785997, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8951988799035078, 'colsample_bytree': 0.613006251600665, 'gamma': 0.3179685100390314, 'reg_alpha': 0.5479858542809803, 'reg_lambda': 1.7031451591528732}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:02,249] Trial 186 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.1683891841612955, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9651399129649035, 'colsample_bytree': 0.6312969295074419, 'gamma': 2.5834905845677287, 'reg_alpha': 0.6510537845814397, 'reg_lambda': 1.8222319555635031}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:02,585] Trial 187 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 242, 'learning_rate': 0.20421562470383692, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9359381851828835, 'colsample_bytree': 0.6008760672617017, 'gamma': 0.1659968650917219, 'reg_alpha': 0.45193853121266436, 'reg_lambda': 2.589394103045361}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:02,952] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 177, 'learning_rate': 0.08654351644837542, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9117514061033364, 'colsample_bytree': 0.6993013212875294, 'gamma': 0.7374230592026345, 'reg_alpha': 0.36314471057747744, 'reg_lambda': 1.465590762895101}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:03,231] Trial 189 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 191, 'learning_rate': 0.1341970738220093, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9726612875270881, 'colsample_bytree': 0.679310691703347, 'gamma': 0.5398932435907873, 'reg_alpha': 0.24321124600408095, 'reg_lambda': 2.7858570952326347}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:03,608] Trial 190 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.2818157495392445, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8718432596784205, 'colsample_bytree': 0.8190756788222258, 'gamma': 0.001685094403366283, 'reg_alpha': 0.27836638219107995, 'reg_lambda': 1.6452443455817098}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:03,905] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.04116580740541033, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8912338635314915, 'colsample_bytree': 0.8340283009006508, 'gamma': 0.9248882181167702, 'reg_alpha': 0.38129487782722077, 'reg_lambda': 1.9962774706456672}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:04,295] Trial 192 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.03775936103857877, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8837554413253697, 'colsample_bytree': 0.8144129226964951, 'gamma': 1.0209428979422701, 'reg_alpha': 0.347667733776988, 'reg_lambda': 1.930643709904451}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:04,749] Trial 193 finished with value: 0.75 and parameters: {'n_estimators': 158, 'learning_rate': 0.03168701124308028, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.899953623008275, 'colsample_bytree': 0.8049133593726502, 'gamma': 0.8619698556042337, 'reg_alpha': 0.4034366914433031, 'reg_lambda': 1.9687699905194684}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:05,062] Trial 194 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 225, 'learning_rate': 0.0334988555023617, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9153959879821758, 'colsample_bytree': 0.7897190669336125, 'gamma': 1.370549729440239, 'reg_alpha': 0.48506702700771487, 'reg_lambda': 1.8083940055060814}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:05,480] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 214, 'learning_rate': 0.05108823293642203, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9281397482815409, 'colsample_bytree': 0.8048807344704819, 'gamma': 1.1943346007084275, 'reg_alpha': 0.10769718448014026, 'reg_lambda': 2.1327546985847987}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:05,816] Trial 196 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 236, 'learning_rate': 0.037335182729318434, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9560964809299249, 'colsample_bytree': 0.8007165201346216, 'gamma': 0.386727387038453, 'reg_alpha': 0.3790861691696452, 'reg_lambda': 1.9055600110588709}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,128] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 163, 'learning_rate': 0.061538680365550436, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9433449807583104, 'colsample_bytree': 0.608400982349574, 'gamma': 0.6649388112810086, 'reg_alpha': 0.32987530070082205, 'reg_lambda': 2.0584683668394583}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,395] Trial 198 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 202, 'learning_rate': 0.1929396743539626, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.895135815366605, 'colsample_bytree': 0.7438575355112323, 'gamma': 1.6317836127110386, 'reg_alpha': 0.18359212024978044, 'reg_lambda': 1.7341436204173586}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,773] Trial 199 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.046965819212145016, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9832331010755547, 'colsample_bytree': 0.7234312810923866, 'gamma': 1.0841580064415617, 'reg_alpha': 0.525116578903364, 'reg_lambda': 1.556018285859527}. Best is trial 29 with value: 0.7738095238095238.
[I 2025-11-03 20:33:06,778] A new study created in memory with name: no-name-46ba7b09-bb5f-455c-b796-41a95ccf3a94
[I 2025-11-03 20:33:07,238] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 228, 'learning_rate': 0.030940221386219036, 'max_depth': 6, 'min_child_weight': 13, 'subsample': 0.9347015163463529, 'colsample_bytree': 0.7866608597639324, 'gamma': 1.2932348422099342, 'reg_alpha': 0.9503438359097046, 'reg_lambda': 1.0513500226055452}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:33:07,561] Trial 1 finished with value: 0.7232142857142858 and parameters: {'n_estimators': 53, 'learning_rate': 0.1819697072652068, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6081430294185504, 'colsample_bytree': 0.9173713492146347, 'gamma': 4.739689219920306, 'reg_alpha': 0.046555619892919564, 'reg_lambda': 2.512922537984139}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:07,961] Trial 2 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 211, 'learning_rate': 0.21970346039948305, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.65105465377777, 'colsample_bytree': 0.7023072972294027, 'gamma': 0.1945332275592554, 'reg_alpha': 0.32416308787326886, 'reg_lambda': 2.4890891200596563}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:08,137] Trial 3 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 36, 'learning_rate': 0.01444001867121987, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6026680430222695, 'colsample_bytree': 0.7185700847593229, 'gamma': 3.0080316741621567, 'reg_alpha': 0.7098162885786948, 'reg_lambda': 2.7391393908437838}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:08,260] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.011544116499623155, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.9273640533612153, 'colsample_bytree': 0.9705127763816316, 'gamma': 2.4897939324876206, 'reg_alpha': 0.2662847832943841, 'reg_lambda': 2.389889063327395}. Best is trial 1 with value: 0.7232142857142858.
[I 2025-11-03 20:33:08,647] Trial 5 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 244, 'learning_rate': 0.1647714445432824, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8724969694368896, 'colsample_bytree': 0.7928270337765709, 'gamma': 0.12717921568403123, 'reg_alpha': 0.5806896036640781, 'reg_lambda': 1.807737698024609}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:08,761] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 51, 'learning_rate': 0.07162754115808392, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.8161560829998502, 'colsample_bytree': 0.8200333681670426, 'gamma': 3.0079577263365147, 'reg_alpha': 0.8407798346693631, 'reg_lambda': 0.9973918848183843}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:09,271] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 231, 'learning_rate': 0.19213428070207209, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.8093334721100716, 'colsample_bytree': 0.8365448257997419, 'gamma': 3.025224492436531, 'reg_alpha': 0.26056440307787454, 'reg_lambda': 2.5820216316177538}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:09,497] Trial 8 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 107, 'learning_rate': 0.011940439641527016, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6434765398540155, 'colsample_bytree': 0.8660960656439363, 'gamma': 1.0743068749918545, 'reg_alpha': 0.5888834945053224, 'reg_lambda': 2.3115842695730873}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:09,862] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 236, 'learning_rate': 0.011727540284169844, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.7060844795130841, 'colsample_bytree': 0.779866355635812, 'gamma': 4.078352677971349, 'reg_alpha': 0.4340962484176356, 'reg_lambda': 1.8417639762426767}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:10,182] Trial 10 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.08755148435288096, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9995367201322081, 'colsample_bytree': 0.6276002909602036, 'gamma': 0.0979382762138803, 'reg_alpha': 0.5975941416632383, 'reg_lambda': 1.6344517518343835}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:10,458] Trial 11 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 169, 'learning_rate': 0.09042479165667548, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9944150843686117, 'colsample_bytree': 0.6019396464952008, 'gamma': 0.026518561042405492, 'reg_alpha': 0.6177591949632122, 'reg_lambda': 1.6252583841748907}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:10,750] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.11340740978483242, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8780414033793997, 'colsample_bytree': 0.6023297544769254, 'gamma': 1.1032675444378381, 'reg_alpha': 0.7733947851639202, 'reg_lambda': 1.6293248581928872}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:11,093] Trial 13 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 189, 'learning_rate': 0.0433961457194181, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9649394842121894, 'colsample_bytree': 0.6744029041991794, 'gamma': 0.6744791734229498, 'reg_alpha': 0.49065790240570994, 'reg_lambda': 0.519162975396628}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:11,499] Trial 14 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 116, 'learning_rate': 0.14149896594405084, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8726316281989137, 'colsample_bytree': 0.6572344901211529, 'gamma': 2.0140663919237967, 'reg_alpha': 0.6191461224593957, 'reg_lambda': 2.023275954336801}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:11,753] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 144, 'learning_rate': 0.27127268925884096, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.7493596092427308, 'colsample_bytree': 0.7509705977354887, 'gamma': 1.868687668142373, 'reg_alpha': 0.4213153524694264, 'reg_lambda': 1.3067132848220913}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:12,165] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 198, 'learning_rate': 0.05302608596944549, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8718525793112578, 'colsample_bytree': 0.9153325954695946, 'gamma': 0.4419852914539857, 'reg_alpha': 0.10749441429293177, 'reg_lambda': 2.0785318128807244}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:12,359] Trial 17 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 82, 'learning_rate': 0.08431875898190991, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7547286462655584, 'colsample_bytree': 0.9971773053519958, 'gamma': 1.6213912647657986, 'reg_alpha': 0.9866271593784139, 'reg_lambda': 1.4201499093795245}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:12,728] Trial 18 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 178, 'learning_rate': 0.026599454842765723, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.9198030112670248, 'colsample_bytree': 0.6476693172159845, 'gamma': 0.6310333713536752, 'reg_alpha': 0.7314592787712599, 'reg_lambda': 2.895549266397694}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:13,040] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.13561060767287111, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9990671269438686, 'colsample_bytree': 0.7420637489346058, 'gamma': 3.6957139350491506, 'reg_alpha': 0.5430910282938309, 'reg_lambda': 1.9980927472776497}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:13,457] Trial 20 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 150, 'learning_rate': 0.06506750131350512, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.843275736749511, 'colsample_bytree': 0.8773174542978762, 'gamma': 0.8712223880914444, 'reg_alpha': 0.8455706862967913, 'reg_lambda': 1.261889548660848}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:13,755] Trial 21 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.11500649908157494, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8993520555656513, 'colsample_bytree': 0.6022673266621893, 'gamma': 0.006963366502075685, 'reg_alpha': 0.7277170257023361, 'reg_lambda': 1.7178598473309512}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,134] Trial 22 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.105791558137871, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9142953439813075, 'colsample_bytree': 0.6330941797413985, 'gamma': 0.05097828332049996, 'reg_alpha': 0.6709055733222881, 'reg_lambda': 1.7650250836670447}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,367] Trial 23 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.28792486289811864, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9578526356604689, 'colsample_bytree': 0.6789566614581409, 'gamma': 0.4031891694868364, 'reg_alpha': 0.8113035076765752, 'reg_lambda': 1.5215466776477764}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,645] Trial 24 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.28257475052967557, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9597456776747234, 'colsample_bytree': 0.6900792064044825, 'gamma': 0.5188478683350183, 'reg_alpha': 0.8119198149614304, 'reg_lambda': 1.4884073276344187}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:14,925] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 124, 'learning_rate': 0.27020985992141056, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9556895693125044, 'colsample_bytree': 0.697915994772168, 'gamma': 1.4589284080598661, 'reg_alpha': 0.8692301329355425, 'reg_lambda': 0.9771308787298891}. Best is trial 5 with value: 0.7559523809523809.
[I 2025-11-03 20:33:15,300] Trial 26 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 95, 'learning_rate': 0.29915347369300044, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9590104901539835, 'colsample_bytree': 0.6873664198173747, 'gamma': 0.4602562254728988, 'reg_alpha': 0.8931343191525252, 'reg_lambda': 1.456220152056967}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:15,622] Trial 27 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 93, 'learning_rate': 0.1720676497040298, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8474528054179801, 'colsample_bytree': 0.7463593263311373, 'gamma': 2.2086624505447614, 'reg_alpha': 0.8946194919075772, 'reg_lambda': 0.6207789351171509}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:15,830] Trial 28 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.21859029983901898, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9663640136692389, 'colsample_bytree': 0.765139758539842, 'gamma': 0.9585756366603593, 'reg_alpha': 0.9355304291925969, 'reg_lambda': 1.1428049662772377}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:16,171] Trial 29 finished with value: 0.738095238095238 and parameters: {'n_estimators': 101, 'learning_rate': 0.2936151919827331, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9398262735267887, 'colsample_bytree': 0.7960100960332547, 'gamma': 1.2179918651658703, 'reg_alpha': 0.9348330276715218, 'reg_lambda': 0.8876282417203398}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:16,365] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 74, 'learning_rate': 0.14839848077884701, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8894760680682494, 'colsample_bytree': 0.7291683640984653, 'gamma': 0.39886374940901387, 'reg_alpha': 0.9876086220284565, 'reg_lambda': 2.1838834606851707}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:16,736] Trial 31 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.22997970912565965, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9493030870885956, 'colsample_bytree': 0.6787978050724344, 'gamma': 0.5587393708763702, 'reg_alpha': 0.7737916343814107, 'reg_lambda': 1.4416786753227129}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,059] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.2930311229495845, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9675288889566986, 'colsample_bytree': 0.6933391394828052, 'gamma': 0.7986112092827277, 'reg_alpha': 0.8506321268415259, 'reg_lambda': 1.4631673770353988}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,293] Trial 33 finished with value: 0.75 and parameters: {'n_estimators': 111, 'learning_rate': 0.17798104378046206, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9095423151658876, 'colsample_bytree': 0.7178480471482585, 'gamma': 0.35606456136408604, 'reg_alpha': 0.7997657186722655, 'reg_lambda': 1.174307596664909}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,603] Trial 34 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 91, 'learning_rate': 0.23030699817724162, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9775673396580628, 'colsample_bytree': 0.6616207678745288, 'gamma': 1.7034749301439236, 'reg_alpha': 0.6995645783257818, 'reg_lambda': 1.8853592446259007}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:17,807] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 63, 'learning_rate': 0.2097688081104434, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.934117252932272, 'colsample_bytree': 0.8158684611883986, 'gamma': 1.2980662944649701, 'reg_alpha': 0.9078997090020337, 'reg_lambda': 1.5110308334110354}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,175] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 119, 'learning_rate': 0.15930577796939852, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.773637238212435, 'colsample_bytree': 0.7115968188659274, 'gamma': 4.957825701951268, 'reg_alpha': 0.7923504737301871, 'reg_lambda': 1.896591341511533}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,553] Trial 37 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 129, 'learning_rate': 0.24782570360996825, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8445688663820865, 'colsample_bytree': 0.770561653155701, 'gamma': 0.3212919745037759, 'reg_alpha': 0.32257063896623733, 'reg_lambda': 0.8033234341742423}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,776] Trial 38 finished with value: 0.744047619047619 and parameters: {'n_estimators': 58, 'learning_rate': 0.03004135508051379, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9304837952514887, 'colsample_bytree': 0.6847908073988381, 'gamma': 0.7449688549278556, 'reg_alpha': 0.656570311209804, 'reg_lambda': 1.3627078495471612}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:18,880] Trial 39 finished with value: 0.5 and parameters: {'n_estimators': 21, 'learning_rate': 0.19447946402826488, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9783914456391181, 'colsample_bytree': 0.8476479884857384, 'gamma': 2.6642759305736585, 'reg_alpha': 0.010330270165759659, 'reg_lambda': 1.5596646408207158}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:19,240] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 100, 'learning_rate': 0.29972887452624386, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.8961919535504855, 'colsample_bytree': 0.9158470012117933, 'gamma': 1.3918454145271086, 'reg_alpha': 0.551438401311451, 'reg_lambda': 1.1577889901615748}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:19,605] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 222, 'learning_rate': 0.20027279462023767, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9989419317713997, 'colsample_bytree': 0.6223313215073398, 'gamma': 0.2086869843734942, 'reg_alpha': 0.4596048692579445, 'reg_lambda': 1.712959755081876}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,052] Trial 42 finished with value: 0.738095238095238 and parameters: {'n_estimators': 155, 'learning_rate': 0.018953798343973323, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9477672346418485, 'colsample_bytree': 0.633655971838629, 'gamma': 0.1946823833880067, 'reg_alpha': 0.38045340828969365, 'reg_lambda': 1.6129952030189934}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,390] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.12380443707730385, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9838004448276687, 'colsample_bytree': 0.6526239488120728, 'gamma': 0.5038032247077356, 'reg_alpha': 0.5434907427733238, 'reg_lambda': 1.7851655003206273}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,563] Trial 44 finished with value: 0.5 and parameters: {'n_estimators': 44, 'learning_rate': 0.09550717190811435, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9599295335974931, 'colsample_bytree': 0.6248390553727676, 'gamma': 0.9373835322471558, 'reg_alpha': 0.8194797728189741, 'reg_lambda': 1.311987772690201}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:20,872] Trial 45 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 136, 'learning_rate': 0.24824941267050762, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8209003542332342, 'colsample_bytree': 0.6706459144496613, 'gamma': 4.250713766200439, 'reg_alpha': 0.6073297096232698, 'reg_lambda': 1.6512707359672423}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:21,162] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 216, 'learning_rate': 0.042951897950409684, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6838346178729733, 'colsample_bytree': 0.7019068092269022, 'gamma': 0.023548279761706203, 'reg_alpha': 0.655991845271799, 'reg_lambda': 1.5505055019250928}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:21,475] Trial 47 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.17382370921034979, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9836029201299767, 'colsample_bytree': 0.7281465845408986, 'gamma': 0.6704790464195052, 'reg_alpha': 0.7440966030094476, 'reg_lambda': 2.1233136175034284}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:21,803] Trial 48 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 246, 'learning_rate': 0.2507992080770299, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8642227451940468, 'colsample_bytree': 0.9456310375207664, 'gamma': 1.0595782923270431, 'reg_alpha': 0.1829907247433415, 'reg_lambda': 2.2394882671058802}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:22,068] Trial 49 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.06437257385001288, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9232407581059058, 'colsample_bytree': 0.642580708856894, 'gamma': 0.2613187477355202, 'reg_alpha': 0.6921812380821704, 'reg_lambda': 1.9516322213445974}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:22,366] Trial 50 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 144, 'learning_rate': 0.07859314301220091, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.7912978254946293, 'colsample_bytree': 0.8130737987076994, 'gamma': 0.559902374315885, 'reg_alpha': 0.5040162793504033, 'reg_lambda': 2.542282359122891}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:22,752] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 165, 'learning_rate': 0.12150712944072, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8972195337364497, 'colsample_bytree': 0.6073700667060021, 'gamma': 0.0007012705442651646, 'reg_alpha': 0.716640288828597, 'reg_lambda': 1.712666274967207}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:23,092] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.12873879389805234, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9479567451395641, 'colsample_bytree': 0.6173310934604022, 'gamma': 0.23099029906903398, 'reg_alpha': 0.7511007626365123, 'reg_lambda': 1.8242977363821298}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:23,486] Trial 53 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 171, 'learning_rate': 0.09950603167912812, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8880664282074301, 'colsample_bytree': 0.6658166936453649, 'gamma': 0.4230100235876675, 'reg_alpha': 0.6236177390102419, 'reg_lambda': 1.40353852286065}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:23,918] Trial 54 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 192, 'learning_rate': 0.15333268173968115, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9060775302189434, 'colsample_bytree': 0.6115281772969511, 'gamma': 0.05140187286852864, 'reg_alpha': 0.8153157466554909, 'reg_lambda': 1.627438140872981}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:24,321] Trial 55 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.15815445746502402, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.854698539483588, 'colsample_bytree': 0.6093259307304386, 'gamma': 0.7529763558328437, 'reg_alpha': 0.8872257585896185, 'reg_lambda': 2.3844017528143895}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:24,607] Trial 56 finished with value: 0.744047619047619 and parameters: {'n_estimators': 187, 'learning_rate': 0.1881539137905575, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9071945634047075, 'colsample_bytree': 0.6515513338575478, 'gamma': 0.015001699105102462, 'reg_alpha': 0.8486907858939341, 'reg_lambda': 1.6624071702218577}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:24,916] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 156, 'learning_rate': 0.2173384579099616, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8801817605687433, 'colsample_bytree': 0.684705376716568, 'gamma': 3.3512591666998306, 'reg_alpha': 0.8089800836503781, 'reg_lambda': 1.2480685309612756}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:25,207] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 202, 'learning_rate': 0.2592804209893887, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9300812475782901, 'colsample_bytree': 0.7835860759520648, 'gamma': 0.4674414010869308, 'reg_alpha': 0.7649226606364119, 'reg_lambda': 1.5292807809576723}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:25,581] Trial 59 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 117, 'learning_rate': 0.14660948151915076, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8290867026949742, 'colsample_bytree': 0.8806403253605307, 'gamma': 0.2185051263788389, 'reg_alpha': 0.9398367852973625, 'reg_lambda': 1.7586688927308294}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:25,936] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 192, 'learning_rate': 0.11474097817789267, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6208607756143502, 'colsample_bytree': 0.6356331187438847, 'gamma': 1.0429121079367556, 'reg_alpha': 0.7164112289770697, 'reg_lambda': 1.940849770934681}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:26,214] Trial 61 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.1373490344952855, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8290575029647933, 'colsample_bytree': 0.8767988369160288, 'gamma': 0.18564521910223386, 'reg_alpha': 0.922745172965941, 'reg_lambda': 1.7314419877135592}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:26,522] Trial 62 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.1431688735893005, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8592826665850305, 'colsample_bytree': 0.9326409043557826, 'gamma': 0.3185865918868054, 'reg_alpha': 0.9586368277227793, 'reg_lambda': 2.0314662362923586}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:26,772] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.15953907343949741, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8350926306540349, 'colsample_bytree': 0.8383165630391556, 'gamma': 0.6681159708464863, 'reg_alpha': 0.877680506943441, 'reg_lambda': 1.8388589951183298}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:27,160] Trial 64 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 144, 'learning_rate': 0.2761188606333447, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7948021030280775, 'colsample_bytree': 0.9007556565123317, 'gamma': 0.15053464811670464, 'reg_alpha': 0.9522253369079938, 'reg_lambda': 1.4850413549909525}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:27,437] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 85, 'learning_rate': 0.1961456376051731, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9007248641030378, 'colsample_bytree': 0.7341039631686094, 'gamma': 0.8899317292000735, 'reg_alpha': 0.81559652021192, 'reg_lambda': 1.3658275887349072}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:27,693] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 102, 'learning_rate': 0.2253269516535185, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9154041684060285, 'colsample_bytree': 0.8572169808801363, 'gamma': 0.5616923987683067, 'reg_alpha': 0.9927107010591276, 'reg_lambda': 1.5952648246050154}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,045] Trial 67 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.10657022609895611, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8713022461289465, 'colsample_bytree': 0.7615630982690006, 'gamma': 0.374998664271728, 'reg_alpha': 0.856794635691374, 'reg_lambda': 1.719816519901277}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,288] Trial 68 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 136, 'learning_rate': 0.16703743056323667, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8145306681427479, 'colsample_bytree': 0.894368602148385, 'gamma': 0.13248863051193105, 'reg_alpha': 0.8972602024859584, 'reg_lambda': 1.4661849800643638}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,557] Trial 69 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 68, 'learning_rate': 0.2333566213514648, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8857671624563037, 'colsample_bytree': 0.9807271951806881, 'gamma': 1.1766014231204274, 'reg_alpha': 0.8274033501030644, 'reg_lambda': 1.6787709276880112}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:28,787] Trial 70 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 113, 'learning_rate': 0.12364263760690153, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9429081651037166, 'colsample_bytree': 0.7960610871390368, 'gamma': 0.7941383807959597, 'reg_alpha': 0.784286606752981, 'reg_lambda': 1.297137867980886}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:29,106] Trial 71 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 149, 'learning_rate': 0.07961880594146305, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9678506568515379, 'colsample_bytree': 0.6113952775283858, 'gamma': 0.034011730860858264, 'reg_alpha': 0.5769608145093524, 'reg_lambda': 1.7828892513351273}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:29,462] Trial 72 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.04790212073099923, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9912288839711538, 'colsample_bytree': 0.6260329909094065, 'gamma': 0.3390777223871416, 'reg_alpha': 0.6390378052310786, 'reg_lambda': 1.5707166134178352}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:29,727] Trial 73 finished with value: 0.755952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.08828752500880954, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9702874640933672, 'colsample_bytree': 0.7115859758848182, 'gamma': 0.4489470148085295, 'reg_alpha': 0.6988273186517455, 'reg_lambda': 1.8876360623515762}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:30,130] Trial 74 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.06906218218287113, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9550535487310058, 'colsample_bytree': 0.6911360970411252, 'gamma': 0.6509287517557962, 'reg_alpha': 0.6806091530288818, 'reg_lambda': 1.8611293429403235}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:30,448] Trial 75 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 181, 'learning_rate': 0.09208373992510022, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9710748507884911, 'colsample_bytree': 0.7123568766842882, 'gamma': 0.47464034321984616, 'reg_alpha': 0.713802316439728, 'reg_lambda': 1.0533170143000032}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:30,784] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.1486017500038531, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9359746458646383, 'colsample_bytree': 0.751446781587678, 'gamma': 2.1897052768991134, 'reg_alpha': 0.7747678968483855, 'reg_lambda': 2.7103743834333063}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:31,193] Trial 77 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 210, 'learning_rate': 0.27449485384388156, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9153250018860434, 'colsample_bytree': 0.6719075977531104, 'gamma': 0.21845607699389458, 'reg_alpha': 0.744983563622861, 'reg_lambda': 1.9794358019781622}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:31,497] Trial 78 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.28218831117137166, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9215888973394518, 'colsample_bytree': 0.6438549612983592, 'gamma': 0.5348199214939513, 'reg_alpha': 0.7380242547109582, 'reg_lambda': 2.1152797792836298}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:31,824] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 192, 'learning_rate': 0.266333361440378, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9049238540424542, 'colsample_bytree': 0.6773700523296077, 'gamma': 0.12435255759064373, 'reg_alpha': 0.6742462547407319, 'reg_lambda': 2.0176860279161355}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:32,116] Trial 80 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 215, 'learning_rate': 0.29683982786210744, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.956547124235322, 'colsample_bytree': 0.66004397802788, 'gamma': 0.32519624194750346, 'reg_alpha': 0.8387719936141255, 'reg_lambda': 1.9499943313485606}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:32,487] Trial 81 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 164, 'learning_rate': 0.21244934961981757, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.894048026539759, 'colsample_bytree': 0.7066145080048998, 'gamma': 0.23247137831335546, 'reg_alpha': 0.9112209016300419, 'reg_lambda': 1.8040844524694966}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:32,770] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 166, 'learning_rate': 0.20458592679453863, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8921352762905926, 'colsample_bytree': 0.7089790525262296, 'gamma': 0.015865513494330213, 'reg_alpha': 0.8704186628545216, 'reg_lambda': 1.9093049790082919}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:33,101] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 187, 'learning_rate': 0.24680938767203914, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9172264438751423, 'colsample_bytree': 0.6928593207332888, 'gamma': 0.4268162666577838, 'reg_alpha': 0.8037290329824541, 'reg_lambda': 1.8223202848791655}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:33,509] Trial 84 finished with value: 0.755952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.23472364051052053, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.938516933363348, 'colsample_bytree': 0.7234568171747026, 'gamma': 0.274232562391949, 'reg_alpha': 0.7590057211559715, 'reg_lambda': 2.2507131426976374}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:33,919] Trial 85 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 243, 'learning_rate': 0.23588047915020519, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9423191700035457, 'colsample_bytree': 0.7224943148532075, 'gamma': 0.6004728944039518, 'reg_alpha': 0.751073711664493, 'reg_lambda': 2.1479752471065368}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:34,317] Trial 86 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 241, 'learning_rate': 0.2060305569898499, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9747470988382653, 'colsample_bytree': 0.7376779615127161, 'gamma': 0.852116996646952, 'reg_alpha': 0.9225813329530621, 'reg_lambda': 2.259552590968562}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:34,624] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.18835438575702726, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9754640626060943, 'colsample_bytree': 0.7393318513294975, 'gamma': 0.8178535714842697, 'reg_alpha': 0.9654902386400389, 'reg_lambda': 2.270895389686242}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:35,025] Trial 88 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.21271633699935008, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9888491712874935, 'colsample_bytree': 0.7071593676577742, 'gamma': 0.26220931442620976, 'reg_alpha': 0.9160260136677512, 'reg_lambda': 2.4689921714981478}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:35,325] Trial 89 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.17406643522337367, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9262240029791863, 'colsample_bytree': 0.7742470571839466, 'gamma': 0.9920823176560105, 'reg_alpha': 0.8951980197988184, 'reg_lambda': 2.3512154844133053}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:35,739] Trial 90 finished with value: 0.755952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.2593111521273444, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9619486333910651, 'colsample_bytree': 0.7006698006911589, 'gamma': 0.685626656419926, 'reg_alpha': 0.862519887855301, 'reg_lambda': 2.227613428893462}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:36,147] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 236, 'learning_rate': 0.2504039308667039, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9600907618243656, 'colsample_bytree': 0.753763568456522, 'gamma': 2.585571881019664, 'reg_alpha': 0.8588848390901079, 'reg_lambda': 2.4397576840956927}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:36,492] Trial 92 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.27135246330829776, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9802716624431624, 'colsample_bytree': 0.7218428551306535, 'gamma': 0.7378738283937643, 'reg_alpha': 0.7898414720380105, 'reg_lambda': 2.1906865578280303}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:36,862] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.2103340614429636, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9506653241475249, 'colsample_bytree': 0.6979054654830347, 'gamma': 0.4287590585819491, 'reg_alpha': 0.8291899295918934, 'reg_lambda': 2.6297050875145613}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:37,166] Trial 94 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 229, 'learning_rate': 0.23200663605468608, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9361228781275011, 'colsample_bytree': 0.6704893439858223, 'gamma': 0.11642528533071572, 'reg_alpha': 0.7636653774180192, 'reg_lambda': 2.252369332927444}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:37,554] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 215, 'learning_rate': 0.18509588715832692, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9631449410439588, 'colsample_bytree': 0.6839677640166052, 'gamma': 0.30451216771854156, 'reg_alpha': 0.9182920907379668, 'reg_lambda': 2.184052918907966}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:37,890] Trial 96 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 250, 'learning_rate': 0.2628748092087002, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9432250438513289, 'colsample_bytree': 0.7296382395470894, 'gamma': 2.899296142405116, 'reg_alpha': 0.9753310717290743, 'reg_lambda': 2.9830466343199555}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:38,290] Trial 97 finished with value: 0.75 and parameters: {'n_estimators': 233, 'learning_rate': 0.2978109379308758, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9319579837037684, 'colsample_bytree': 0.7014802945517604, 'gamma': 0.6079737454616608, 'reg_alpha': 0.5707220477753078, 'reg_lambda': 2.304851080013782}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:38,635] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.20097295520621178, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.972101094875664, 'colsample_bytree': 0.7178815544826582, 'gamma': 0.8909147850750909, 'reg_alpha': 0.8756244892477542, 'reg_lambda': 2.0800158103011026}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:38,942] Trial 99 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.22116294228930017, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9097187992633289, 'colsample_bytree': 0.7403796467470536, 'gamma': 0.21191963777013817, 'reg_alpha': 0.5103320867125946, 'reg_lambda': 1.9870800302654}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:39,250] Trial 100 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 194, 'learning_rate': 0.05745092996550457, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7354494613971834, 'colsample_bytree': 0.6757189184310082, 'gamma': 0.49629607455757946, 'reg_alpha': 0.9351035138597451, 'reg_lambda': 2.0430262823886656}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:39,626] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 225, 'learning_rate': 0.2671428870047752, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9883187324744899, 'colsample_bytree': 0.8059844383227177, 'gamma': 0.696596408339736, 'reg_alpha': 0.8443487846470983, 'reg_lambda': 1.3750819125205918}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:40,103] Trial 102 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 245, 'learning_rate': 0.24277435234322842, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9526211840769907, 'colsample_bytree': 0.6876618685950062, 'gamma': 0.1419211710960775, 'reg_alpha': 0.8151230104548719, 'reg_lambda': 1.6371710951762792}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:40,553] Trial 103 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 219, 'learning_rate': 0.0134026104801602, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9619565714790557, 'colsample_bytree': 0.7059857045285377, 'gamma': 0.3595458714336515, 'reg_alpha': 0.7925822605821169, 'reg_lambda': 1.5059373634587114}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:40,880] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.28156015929939865, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9946550775857566, 'colsample_bytree': 0.666720744421777, 'gamma': 0.5435820350221727, 'reg_alpha': 0.7277697422374991, 'reg_lambda': 1.4391600208054838}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:41,159] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 132, 'learning_rate': 0.22370231670377347, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9783534985799437, 'colsample_bytree': 0.7162628827094839, 'gamma': 0.27124598565103575, 'reg_alpha': 0.6953328029362618, 'reg_lambda': 2.39972833419946}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:41,502] Trial 106 finished with value: 0.75 and parameters: {'n_estimators': 208, 'learning_rate': 0.03649189314422835, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9217635368512089, 'colsample_bytree': 0.6559363427637703, 'gamma': 0.46817539791326857, 'reg_alpha': 0.896610724022061, 'reg_lambda': 1.224625919458369}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:41,966] Trial 107 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 239, 'learning_rate': 0.15887455665581643, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8792762525956233, 'colsample_bytree': 0.6788808531698821, 'gamma': 0.09186047020105097, 'reg_alpha': 0.6428866812277856, 'reg_lambda': 1.9015799789126067}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:42,375] Trial 108 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 240, 'learning_rate': 0.16016729762152973, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8732504021865845, 'colsample_bytree': 0.6977041850038831, 'gamma': 0.11262155886323079, 'reg_alpha': 0.6321906181859915, 'reg_lambda': 1.801092859849245}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:42,800] Trial 109 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.17914680597795485, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8658768770043606, 'colsample_bytree': 0.6807055833076139, 'gamma': 1.5174887544238937, 'reg_alpha': 0.6467968364817754, 'reg_lambda': 1.8871089571433468}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:43,229] Trial 110 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 235, 'learning_rate': 0.19938702138245115, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9025112169779584, 'colsample_bytree': 0.7273137928093732, 'gamma': 0.21257673880761946, 'reg_alpha': 0.5957406032546143, 'reg_lambda': 1.9678979902458726}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:43,694] Trial 111 finished with value: 0.738095238095238 and parameters: {'n_estimators': 230, 'learning_rate': 0.019814044529046473, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8798545207149344, 'colsample_bytree': 0.6922433469795302, 'gamma': 0.4013086955945213, 'reg_alpha': 0.661172217005319, 'reg_lambda': 2.1000584123771087}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:43,981] Trial 112 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 122, 'learning_rate': 0.2525577066781078, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9463923747654147, 'colsample_bytree': 0.6722483952920093, 'gamma': 4.519361714547257, 'reg_alpha': 0.7619230305541265, 'reg_lambda': 1.5931710997989672}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:44,207] Trial 113 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 106, 'learning_rate': 0.2784380422491677, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9131043297382596, 'colsample_bytree': 0.6623020619894562, 'gamma': 0.09003113408755055, 'reg_alpha': 0.8686151239191384, 'reg_lambda': 1.6896555601986603}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:44,500] Trial 114 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 97, 'learning_rate': 0.1675894055529584, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9152541406607074, 'colsample_bytree': 0.6370043768138874, 'gamma': 0.10138664327935343, 'reg_alpha': 0.8671269274838553, 'reg_lambda': 1.6769600680137744}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:44,784] Trial 115 finished with value: 0.75 and parameters: {'n_estimators': 105, 'learning_rate': 0.2783732436578586, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8942750683159555, 'colsample_bytree': 0.6611824510758791, 'gamma': 0.29113130893758976, 'reg_alpha': 0.8277215841360451, 'reg_lambda': 1.9024709262482722}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,081] Trial 116 finished with value: 0.5 and parameters: {'n_estimators': 245, 'learning_rate': 0.2377262158675367, 'max_depth': 9, 'min_child_weight': 17, 'subsample': 0.8505326263896522, 'colsample_bytree': 0.6513929683262777, 'gamma': 0.007354739261932475, 'reg_alpha': 0.9474775446902425, 'reg_lambda': 1.7490605096098828}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,381] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 89, 'learning_rate': 0.21099287400399877, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9093573532923938, 'colsample_bytree': 0.7018045340642768, 'gamma': 0.18194845097780193, 'reg_alpha': 0.904253964935821, 'reg_lambda': 2.2193627543785976}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,644] Trial 118 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.15447562304072923, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9273618790568543, 'colsample_bytree': 0.8304386900142265, 'gamma': 3.6531797836669417, 'reg_alpha': 0.7006136424601654, 'reg_lambda': 2.325870362935306}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:45,903] Trial 119 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.1882185920559104, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.8836577902151095, 'colsample_bytree': 0.7582023026075811, 'gamma': 0.5999997226881917, 'reg_alpha': 0.7333778623464652, 'reg_lambda': 1.8487166618088533}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:46,150] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 77, 'learning_rate': 0.2545319832237936, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9378752509048897, 'colsample_bytree': 0.7356908539306898, 'gamma': 1.876275809768151, 'reg_alpha': 0.5236181191980817, 'reg_lambda': 1.552321578797794}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:46,372] Trial 121 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.2997513438277341, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9673175749488089, 'colsample_bytree': 0.680640628284042, 'gamma': 0.3444991859440866, 'reg_alpha': 0.7810699066797181, 'reg_lambda': 1.6937487990736546}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:33:46,598] Trial 122 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 127, 'learning_rate': 0.2787320387540678, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9562458373494545, 'colsample_bytree': 0.7125352696279661, 'gamma': 0.41303307498884184, 'reg_alpha': 0.8435757174069308, 'reg_lambda': 1.6238745822001162}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:46,917] Trial 123 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.13646088675344348, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9558524355328339, 'colsample_bytree': 0.7100277501819731, 'gamma': 0.4490574270574341, 'reg_alpha': 0.8518320970741119, 'reg_lambda': 1.6373521937932876}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:47,157] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.2605436000183849, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8990824933329996, 'colsample_bytree': 0.7449382628162805, 'gamma': 0.10205899697157444, 'reg_alpha': 0.9259874418730965, 'reg_lambda': 1.8041056366307608}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:47,529] Trial 125 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 238, 'learning_rate': 0.23072664308584137, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9710264208939308, 'colsample_bytree': 0.7217818022884598, 'gamma': 0.28226524128344166, 'reg_alpha': 0.8766944539701926, 'reg_lambda': 2.061152838303241}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:47,826] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.2869181618586517, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9302124625993977, 'colsample_bytree': 0.6976545382324516, 'gamma': 0.6866632235405685, 'reg_alpha': 0.6097842171713427, 'reg_lambda': 1.7463545801221283}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:48,120] Trial 127 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 157, 'learning_rate': 0.21767900261427153, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9485103182139655, 'colsample_bytree': 0.6867654472825885, 'gamma': 0.8131814399249264, 'reg_alpha': 0.4689707212441599, 'reg_lambda': 1.9170523402673236}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:48,432] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.26794686356488223, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9208304480777383, 'colsample_bytree': 0.6710773152508196, 'gamma': 0.2038213124440826, 'reg_alpha': 0.7991011273146426, 'reg_lambda': 1.5346159716191519}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:48,766] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.24811901226716815, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9848034835587017, 'colsample_bytree': 0.7142425243789788, 'gamma': 0.3570662156676967, 'reg_alpha': 0.8283751333760225, 'reg_lambda': 2.1632511568239687}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,060] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 140, 'learning_rate': 0.20115844794533333, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8905642116756671, 'colsample_bytree': 0.7912168565520775, 'gamma': 0.5141681675392229, 'reg_alpha': 0.8839802409060977, 'reg_lambda': 1.8548210791740938}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,335] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.28369776936173724, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.940159169694116, 'colsample_bytree': 0.6639913119196762, 'gamma': 0.08412601567170858, 'reg_alpha': 0.8469114416718085, 'reg_lambda': 1.6019403043760168}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,588] Trial 132 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 114, 'learning_rate': 0.2371208380119663, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.96192208307956, 'colsample_bytree': 0.6900784753252803, 'gamma': 0.5923413245811399, 'reg_alpha': 0.8114431479281273, 'reg_lambda': 1.334779128186219}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:49,881] Trial 133 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.23811427448154163, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9648756218002941, 'colsample_bytree': 0.7068489160607219, 'gamma': 0.42041341915610214, 'reg_alpha': 0.7466264469603417, 'reg_lambda': 1.4725747924388046}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:50,125] Trial 134 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.22046267607137057, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9561346561287338, 'colsample_bytree': 0.6903206530761317, 'gamma': 0.6116057048716825, 'reg_alpha': 0.6818049779849954, 'reg_lambda': 1.6766002099288995}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:50,494] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.26602762709601446, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9807588143709476, 'colsample_bytree': 0.6782380013952832, 'gamma': 0.2516975310454198, 'reg_alpha': 0.7742747538068355, 'reg_lambda': 1.4111837721952254}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:50,813] Trial 136 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 89, 'learning_rate': 0.1825937046798753, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9477563620669449, 'colsample_bytree': 0.7285040386553217, 'gamma': 0.9443592988892523, 'reg_alpha': 0.8214150348790291, 'reg_lambda': 1.3366565221963196}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,059] Trial 137 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 110, 'learning_rate': 0.29887350311782446, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9106921925397193, 'colsample_bytree': 0.696815668527477, 'gamma': 0.36885159994404676, 'reg_alpha': 0.8002532513436309, 'reg_lambda': 1.778028970402104}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,433] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 119, 'learning_rate': 0.23922280676510715, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9326846457860184, 'colsample_bytree': 0.7153764544542756, 'gamma': 0.7307592705774305, 'reg_alpha': 0.8630711205039314, 'reg_lambda': 1.986101159351732}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,732] Trial 139 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 211, 'learning_rate': 0.13163113377385002, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9758563274840808, 'colsample_bytree': 0.6462502425277434, 'gamma': 0.191334230785087, 'reg_alpha': 0.7136741545072139, 'reg_lambda': 2.2819194617123135}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:51,986] Trial 140 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.20862743678182963, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.9980962598452384, 'colsample_bytree': 0.7689627922935445, 'gamma': 1.1576085390063962, 'reg_alpha': 0.9084113821070872, 'reg_lambda': 2.5341182332408705}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:52,290] Trial 141 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 127, 'learning_rate': 0.2802532460296458, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9625754754749539, 'colsample_bytree': 0.6917774739195702, 'gamma': 0.5326479929927597, 'reg_alpha': 0.8063943687371224, 'reg_lambda': 1.3973899236843526}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:52,531] Trial 142 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 124, 'learning_rate': 0.2775031362920868, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9659374913140351, 'colsample_bytree': 0.6843476553577584, 'gamma': 0.5190754580004537, 'reg_alpha': 0.8400623031384115, 'reg_lambda': 1.3000442843906064}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:52,888] Trial 143 finished with value: 0.761904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.2721921259652595, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9636019044521618, 'colsample_bytree': 0.6862096665726601, 'gamma': 0.488094549821303, 'reg_alpha': 0.8366376597723257, 'reg_lambda': 1.271918832086581}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:53,142] Trial 144 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 132, 'learning_rate': 0.2701255936019111, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9645922468394083, 'colsample_bytree': 0.7035025353923401, 'gamma': 0.5693783582260523, 'reg_alpha': 0.849827293660444, 'reg_lambda': 1.0535972248685264}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:53,521] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 151, 'learning_rate': 0.25628800951514735, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9718251582380913, 'colsample_bytree': 0.6861738847858538, 'gamma': 0.8576320501370516, 'reg_alpha': 0.8792969455091499, 'reg_lambda': 1.3314910775683635}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:53,760] Trial 146 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 136, 'learning_rate': 0.2791720179084701, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9578823736574417, 'colsample_bytree': 0.691198188420123, 'gamma': 0.5062181321239563, 'reg_alpha': 0.7575444891768616, 'reg_lambda': 1.2552071026013896}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,059] Trial 147 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 139, 'learning_rate': 0.2811885324628774, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9510336855732037, 'colsample_bytree': 0.6746826613005643, 'gamma': 0.49438126759789625, 'reg_alpha': 0.7696017341631023, 'reg_lambda': 1.1823084658818759}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,314] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 146, 'learning_rate': 0.23750500430107274, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9876163134761005, 'colsample_bytree': 0.6934142997329497, 'gamma': 0.45302132296032616, 'reg_alpha': 0.10383894195151433, 'reg_lambda': 1.2711580356284673}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,660] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 125, 'learning_rate': 0.2811232473947725, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9420608797742052, 'colsample_bytree': 0.6662203307922372, 'gamma': 0.2955055249674443, 'reg_alpha': 0.7487962863317348, 'reg_lambda': 1.1316390914516843}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:54,905] Trial 150 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.22022086384113201, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.9577708482841992, 'colsample_bytree': 0.6559946671826287, 'gamma': 0.6135733122548659, 'reg_alpha': 0.807942472497085, 'reg_lambda': 1.2463022544734021}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:55,245] Trial 151 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 126, 'learning_rate': 0.29993888356144854, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9661316579992902, 'colsample_bytree': 0.6815142234463025, 'gamma': 0.6910598534648555, 'reg_alpha': 0.8374395557960373, 'reg_lambda': 1.1089313959356204}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:55,485] Trial 152 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 126, 'learning_rate': 0.25825940708584477, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9761890732725258, 'colsample_bytree': 0.6805364329182968, 'gamma': 0.00018679874357693804, 'reg_alpha': 0.8272580909043299, 'reg_lambda': 1.1927300051209904}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:55,762] Trial 153 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 122, 'learning_rate': 0.2955841502093758, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9698872270296542, 'colsample_bytree': 0.6868478853931386, 'gamma': 0.7256689596076369, 'reg_alpha': 0.8395457099446244, 'reg_lambda': 1.1002113841032217}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,010] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 137, 'learning_rate': 0.2758872396089799, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9612381652946389, 'colsample_bytree': 0.7091525287157641, 'gamma': 0.5253914886187013, 'reg_alpha': 0.7852369403347635, 'reg_lambda': 0.9987333785690771}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,332] Trial 155 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.23930162421000079, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9520309763386795, 'colsample_bytree': 0.6727311094615513, 'gamma': 0.3861059510384811, 'reg_alpha': 0.888734526135113, 'reg_lambda': 1.3075141362717677}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,582] Trial 156 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 130, 'learning_rate': 0.2998698532647168, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9828149462703568, 'colsample_bytree': 0.693990279258538, 'gamma': 0.7933602475296779, 'reg_alpha': 0.8127507997600338, 'reg_lambda': 1.3572065322917395}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:56,910] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.29642244833041737, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9908280562991509, 'colsample_bytree': 0.691163186170436, 'gamma': 1.0104839371266987, 'reg_alpha': 0.8100029139393898, 'reg_lambda': 1.3890433264878994}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:57,197] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.25702265394095747, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9844935315098773, 'colsample_bytree': 0.6622889925838185, 'gamma': 0.8442432252937214, 'reg_alpha': 0.9062588755332438, 'reg_lambda': 1.2200692870540477}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:57,438] Trial 159 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 120, 'learning_rate': 0.2779995381632882, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9791753410895591, 'colsample_bytree': 0.6840387923856772, 'gamma': 0.7658451456843302, 'reg_alpha': 0.8347816488412891, 'reg_lambda': 1.283760976512712}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:57,792] Trial 160 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 118, 'learning_rate': 0.2755744090969626, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.6719498137614897, 'colsample_bytree': 0.6828639870311393, 'gamma': 0.7571629228922228, 'reg_alpha': 0.830834460512344, 'reg_lambda': 0.8718974931214654}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,038] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.27457535289066437, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9796748968964104, 'colsample_bytree': 0.6974416750916383, 'gamma': 0.631075103883369, 'reg_alpha': 0.8649284861887602, 'reg_lambda': 1.3469897492650131}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,287] Trial 162 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 106, 'learning_rate': 0.24937505598055174, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9987877469598389, 'colsample_bytree': 0.6746474993666244, 'gamma': 1.269276028486579, 'reg_alpha': 0.8004787881094361, 'reg_lambda': 1.2767861952578645}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,522] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 128, 'learning_rate': 0.29382577266015303, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9719100277920592, 'colsample_bytree': 0.702246025785612, 'gamma': 1.1008786447638845, 'reg_alpha': 0.8505048978824765, 'reg_lambda': 1.4281213888549027}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:58,782] Trial 164 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.2641196235292794, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9654913163034878, 'colsample_bytree': 0.6854552655815649, 'gamma': 0.5384849409629893, 'reg_alpha': 0.7889581286404957, 'reg_lambda': 1.1042135747312138}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,103] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 97, 'learning_rate': 0.24765344382625287, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9829276422713137, 'colsample_bytree': 0.6917786158481533, 'gamma': 0.9059239240558297, 'reg_alpha': 0.817771580274676, 'reg_lambda': 1.2910300719432979}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,479] Trial 166 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 97, 'learning_rate': 0.2497553742582831, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9910232382475128, 'colsample_bytree': 0.6671734697684739, 'gamma': 0.9269975325247757, 'reg_alpha': 0.8393114974131785, 'reg_lambda': 1.292706822843526}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,695] Trial 167 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 84, 'learning_rate': 0.299630002667947, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9815324076955054, 'colsample_bytree': 0.6937318749724979, 'gamma': 0.8104784389603022, 'reg_alpha': 0.81498796767478, 'reg_lambda': 1.2228334280418858}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:33:59,916] Trial 168 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 112, 'learning_rate': 0.22216526579915097, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9765704703609308, 'colsample_bytree': 0.6782799183140601, 'gamma': 0.6882415475571075, 'reg_alpha': 0.8893994258783183, 'reg_lambda': 1.3714770750604857}. Best is trial 122 with value: 0.7916666666666666.
[I 2025-11-03 20:34:00,238] Trial 169 finished with value: 0.8095238095238095 and parameters: {'n_estimators': 120, 'learning_rate': 0.29983256284498017, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9625465547434883, 'colsample_bytree': 0.6881758836210993, 'gamma': 1.031499507309271, 'reg_alpha': 0.934232930645874, 'reg_lambda': 1.1611293138925292}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:00,493] Trial 170 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.29877194687269354, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.958499448245227, 'colsample_bytree': 0.6917107290260744, 'gamma': 1.0446598871807409, 'reg_alpha': 0.9594611568777842, 'reg_lambda': 1.1521419395501589}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:00,779] Trial 171 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 123, 'learning_rate': 0.2768818369422579, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9581356928383428, 'colsample_bytree': 0.6876863700816676, 'gamma': 0.9932334675281153, 'reg_alpha': 0.963105518275909, 'reg_lambda': 1.1514925677458494}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,018] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 118, 'learning_rate': 0.010256920460380212, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9663374292376574, 'colsample_bytree': 0.7023352351847872, 'gamma': 1.1490960587621366, 'reg_alpha': 0.9922484148419192, 'reg_lambda': 1.0791757937632855}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,334] Trial 173 finished with value: 0.761904761904762 and parameters: {'n_estimators': 121, 'learning_rate': 0.2790887065176964, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9531141037562874, 'colsample_bytree': 0.6920710785091707, 'gamma': 1.3922366172615162, 'reg_alpha': 0.9406988304261612, 'reg_lambda': 1.182626942817912}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,557] Trial 174 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 121, 'learning_rate': 0.28359665852828797, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9523358378538554, 'colsample_bytree': 0.6941291648562071, 'gamma': 1.4162998607866084, 'reg_alpha': 0.9366958989391581, 'reg_lambda': 1.0067782331220783}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:01,793] Trial 175 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 121, 'learning_rate': 0.28621908611682345, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.953724199555299, 'colsample_bytree': 0.6938211461774806, 'gamma': 1.6695683119377782, 'reg_alpha': 0.9415550806585098, 'reg_lambda': 0.9367396943649176}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,094] Trial 176 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.2975956447362551, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9466312524817652, 'colsample_bytree': 0.7088909323666713, 'gamma': 1.339454981155212, 'reg_alpha': 0.9738924914523558, 'reg_lambda': 1.001253284701864}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,346] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.2630683660429, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9634874765441702, 'colsample_bytree': 0.6843442964262301, 'gamma': 1.2330522293252382, 'reg_alpha': 0.9564150627199044, 'reg_lambda': 1.1745034118158295}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,613] Trial 178 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 108, 'learning_rate': 0.24883433168835228, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9737467311149288, 'colsample_bytree': 0.6960689157726376, 'gamma': 1.4685641237527731, 'reg_alpha': 0.9285398919350285, 'reg_lambda': 1.2630968352965108}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:02,833] Trial 179 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 103, 'learning_rate': 0.27403934459726714, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9551703568174278, 'colsample_bytree': 0.7155809776658638, 'gamma': 1.5684801152550596, 'reg_alpha': 0.918525296114406, 'reg_lambda': 1.1520327008487554}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,075] Trial 180 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 118, 'learning_rate': 0.2982075670187017, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9848226994254822, 'colsample_bytree': 0.7038649111080043, 'gamma': 0.9157237677399647, 'reg_alpha': 0.924639088152701, 'reg_lambda': 1.2324964833935512}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,390] Trial 181 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 94, 'learning_rate': 0.2624923831563101, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9612996510216852, 'colsample_bytree': 0.6902553241382068, 'gamma': 1.7902321405182913, 'reg_alpha': 0.9452976687607936, 'reg_lambda': 1.328071983299464}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,591] Trial 182 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 93, 'learning_rate': 0.2635585788098845, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9628325949178962, 'colsample_bytree': 0.6905776099395045, 'gamma': 1.894727825849932, 'reg_alpha': 0.943071121404095, 'reg_lambda': 1.3198867548841404}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:03,939] Trial 183 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 130, 'learning_rate': 0.23384162053007998, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9724350739168315, 'colsample_bytree': 0.6811125037424891, 'gamma': 2.321361835399634, 'reg_alpha': 0.9781789527746333, 'reg_lambda': 1.4189246820467725}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,148] Trial 184 finished with value: 0.7738095238095237 and parameters: {'n_estimators': 97, 'learning_rate': 0.27951522105356247, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9455166052821704, 'colsample_bytree': 0.6953282803842935, 'gamma': 1.082610778142001, 'reg_alpha': 0.955471359193643, 'reg_lambda': 1.1980219693145007}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,394] Trial 185 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 98, 'learning_rate': 0.24850351480017102, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9429774561132948, 'colsample_bytree': 0.67058554797945, 'gamma': 1.0783700263364508, 'reg_alpha': 0.997366322182512, 'reg_lambda': 1.3460359505529809}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,600] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.26231813847547014, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.960456113779169, 'colsample_bytree': 0.7028731936468273, 'gamma': 1.090154822243209, 'reg_alpha': 0.907406504534865, 'reg_lambda': 1.2842599713091958}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:04,847] Trial 187 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.28098866575453857, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9776576442872928, 'colsample_bytree': 0.6825411586550255, 'gamma': 0.8671983821471294, 'reg_alpha': 0.950730569216908, 'reg_lambda': 1.1148578465929713}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,077] Trial 188 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 110, 'learning_rate': 0.2346135736236529, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9467782984191895, 'colsample_bytree': 0.6974125293762384, 'gamma': 1.0278749911967253, 'reg_alpha': 0.8920971172821013, 'reg_lambda': 1.4585219638707017}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,438] Trial 189 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 105, 'learning_rate': 0.2985621196428834, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.967867019131131, 'colsample_bytree': 0.6587566387855633, 'gamma': 1.1966471282710485, 'reg_alpha': 0.9678411031597065, 'reg_lambda': 1.0258079657774957}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,689] Trial 190 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 103, 'learning_rate': 0.2975774693192212, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9893731595122022, 'colsample_bytree': 0.6611091274684844, 'gamma': 1.2425867982959713, 'reg_alpha': 0.9704737249568187, 'reg_lambda': 1.0158414710383243}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:05,939] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.29972274573069063, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9662379561804023, 'colsample_bytree': 0.67735346372192, 'gamma': 0.9546439387838696, 'reg_alpha': 0.36726003962378045, 'reg_lambda': 0.9313028149196638}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,153] Trial 192 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 115, 'learning_rate': 0.2677370956048155, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9695640048854568, 'colsample_bytree': 0.6873904312708109, 'gamma': 1.1950744455097286, 'reg_alpha': 0.9256931389854568, 'reg_lambda': 1.2478729829144628}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,467] Trial 193 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 126, 'learning_rate': 0.2531321316763619, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9590506617895236, 'colsample_bytree': 0.6566433195987261, 'gamma': 0.8112701800206337, 'reg_alpha': 0.8642085511704874, 'reg_lambda': 1.3937123584141577}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,698] Trial 194 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 134, 'learning_rate': 0.27905398922100016, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.97923931383393, 'colsample_bytree': 0.7086697535814882, 'gamma': 1.3157325702426355, 'reg_alpha': 0.9578113657415208, 'reg_lambda': 1.0685016499665543}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:06,907] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.2801782993689977, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9792725094778604, 'colsample_bytree': 0.7149755647267035, 'gamma': 1.3674044230514926, 'reg_alpha': 0.958386131075486, 'reg_lambda': 1.0580901337136668}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:07,229] Trial 196 finished with value: 0.7529761904761906 and parameters: {'n_estimators': 107, 'learning_rate': 0.2473954528492651, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.98556080080758, 'colsample_bytree': 0.7089206803093895, 'gamma': 1.7372722158487184, 'reg_alpha': 0.9794282393125848, 'reg_lambda': 0.8010485755490742}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:07,554] Trial 197 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 111, 'learning_rate': 0.29890204353945343, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9750270397178282, 'colsample_bytree': 0.6978353922170548, 'gamma': 1.1078023098206404, 'reg_alpha': 0.915542482095031, 'reg_lambda': 1.121072972529054}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:07,746] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.26417274888946674, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9942317949482032, 'colsample_bytree': 0.7201499074745404, 'gamma': 1.4025805424310538, 'reg_alpha': 0.9389014706488144, 'reg_lambda': 1.0542230223199835}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:08,031] Trial 199 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 80, 'learning_rate': 0.2820757886382187, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9513581095015047, 'colsample_bytree': 0.6742832343337223, 'gamma': 1.2401948514544727, 'reg_alpha': 0.893931834195167, 'reg_lambda': 0.946014742155855}. Best is trial 169 with value: 0.8095238095238095.
[I 2025-11-03 20:34:08,034] A new study created in memory with name: no-name-2d4a28c6-63fb-451e-8a31-18337fa6097a
[I 2025-11-03 20:34:08,312] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.01616992416190409, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8880800542664351, 'colsample_bytree': 0.9986093105651495, 'gamma': 0.08846519106094186, 'reg_alpha': 0.36067924035884014, 'reg_lambda': 2.952022331644635}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:34:08,509] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 116, 'learning_rate': 0.29451475016206524, 'max_depth': 6, 'min_child_weight': 17, 'subsample': 0.9396200058193561, 'colsample_bytree': 0.6170965733069843, 'gamma': 0.02847293258295025, 'reg_alpha': 0.40122286834462617, 'reg_lambda': 0.8297789032100373}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:34:08,862] Trial 2 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 190, 'learning_rate': 0.2092273485824453, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9631915196601621, 'colsample_bytree': 0.8288510142413775, 'gamma': 4.2979108650951146, 'reg_alpha': 0.5796948171377914, 'reg_lambda': 2.333409697146278}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:09,180] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 237, 'learning_rate': 0.19913123137007374, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.743381402421868, 'colsample_bytree': 0.8986619752818266, 'gamma': 3.3400271314068353, 'reg_alpha': 0.5366703541956975, 'reg_lambda': 2.501693348730769}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:09,588] Trial 4 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 202, 'learning_rate': 0.13249042324558147, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7169113961656792, 'colsample_bytree': 0.6077353544244938, 'gamma': 3.3006115117953327, 'reg_alpha': 0.022066564315360915, 'reg_lambda': 2.84455541793754}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:09,866] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 206, 'learning_rate': 0.03282635016551704, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.635198052742366, 'colsample_bytree': 0.8873233826488837, 'gamma': 0.21386762517651148, 'reg_alpha': 0.07812689125692063, 'reg_lambda': 1.642434992455184}. Best is trial 2 with value: 0.6785714285714286.
[I 2025-11-03 20:34:10,218] Trial 6 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 127, 'learning_rate': 0.039846622029678355, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9819250381877165, 'colsample_bytree': 0.9828595870158239, 'gamma': 1.257288010228042, 'reg_alpha': 0.19008212294786808, 'reg_lambda': 1.178260218243162}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:10,448] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 113, 'learning_rate': 0.01895023124906418, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8801746515666751, 'colsample_bytree': 0.7200229506821825, 'gamma': 4.910076796726052, 'reg_alpha': 0.343717895521952, 'reg_lambda': 2.7390172990848796}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:10,600] Trial 8 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 70, 'learning_rate': 0.018465863579740754, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6532785073281794, 'colsample_bytree': 0.6722315596219334, 'gamma': 4.76242363149375, 'reg_alpha': 0.052160459288080774, 'reg_lambda': 1.9027859836488963}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:10,909] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 222, 'learning_rate': 0.07590597113473253, 'max_depth': 9, 'min_child_weight': 19, 'subsample': 0.871600886677478, 'colsample_bytree': 0.7838268287458787, 'gamma': 0.5208635237163473, 'reg_alpha': 0.047163501764497795, 'reg_lambda': 2.1279107635711982}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:11,209] Trial 10 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 157, 'learning_rate': 0.053195940921871604, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9827595952733361, 'colsample_bytree': 0.9666258145765473, 'gamma': 1.4239877157549468, 'reg_alpha': 0.9151027405488861, 'reg_lambda': 1.0745953415640284}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:11,459] Trial 11 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 145, 'learning_rate': 0.054538470326801744, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9944463383555342, 'colsample_bytree': 0.9919918406412422, 'gamma': 1.4855968325736404, 'reg_alpha': 0.9863146586445859, 'reg_lambda': 1.0965943968697311}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:11,799] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 158, 'learning_rate': 0.03984844592449372, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8302109776481322, 'colsample_bytree': 0.9241930963184497, 'gamma': 1.505067165368037, 'reg_alpha': 0.8582130413731391, 'reg_lambda': 1.3372408901532122}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,009] Trial 13 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 23, 'learning_rate': 0.08992231903034435, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9293632007802977, 'colsample_bytree': 0.9564810186827217, 'gamma': 1.6738124384409259, 'reg_alpha': 0.7062887690265804, 'reg_lambda': 0.5202923742563805}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,308] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 172, 'learning_rate': 0.01006619266313741, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9958143646496147, 'colsample_bytree': 0.8375865722018647, 'gamma': 2.3122669162447678, 'reg_alpha': 0.21507009117997342, 'reg_lambda': 1.393620316664804}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,725] Trial 15 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 178, 'learning_rate': 0.010387247245220041, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7920140759778906, 'colsample_bytree': 0.8339378446191757, 'gamma': 2.4307746542837303, 'reg_alpha': 0.20384804100255507, 'reg_lambda': 1.584409192169757}. Best is trial 6 with value: 0.7321428571428571.
[I 2025-11-03 20:34:12,958] Trial 16 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.011580623717803728, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9396264954912094, 'colsample_bytree': 0.7804789988000845, 'gamma': 2.2943465321117844, 'reg_alpha': 0.20339363891455556, 'reg_lambda': 1.4039731082359788}. Best is trial 16 with value: 0.7380952380952381.
[I 2025-11-03 20:34:13,216] Trial 17 finished with value: 0.75 and parameters: {'n_estimators': 87, 'learning_rate': 0.027029599703341206, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9197853332015508, 'colsample_bytree': 0.7502395749691981, 'gamma': 1.010139899567142, 'reg_alpha': 0.19567238177136984, 'reg_lambda': 0.7552334648240123}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:13,473] Trial 18 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 83, 'learning_rate': 0.026144665068499853, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8319497729380347, 'colsample_bytree': 0.7637467511144937, 'gamma': 3.1716973677354448, 'reg_alpha': 0.25257376273123877, 'reg_lambda': 0.5410097273150805}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:13,599] Trial 19 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 35, 'learning_rate': 0.023585811446296682, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9177527674033733, 'colsample_bytree': 0.7296159561103832, 'gamma': 0.8612825361429427, 'reg_alpha': 0.42410693964748264, 'reg_lambda': 0.8733259106125486}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:13,896] Trial 20 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 102, 'learning_rate': 0.013881944737325916, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7758848746336414, 'colsample_bytree': 0.6741723187153933, 'gamma': 2.03113576528398, 'reg_alpha': 0.6218263166899209, 'reg_lambda': 0.7896342466949522}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,116] Trial 21 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.026536970413160648, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8205788384741948, 'colsample_bytree': 0.7719679685729514, 'gamma': 3.169297667094723, 'reg_alpha': 0.28924559043333153, 'reg_lambda': 0.5215037046010704}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,315] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 53, 'learning_rate': 0.02595384088422582, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8508725141369073, 'colsample_bytree': 0.7580142528677178, 'gamma': 2.84865291744734, 'reg_alpha': 0.12816789022824987, 'reg_lambda': 0.7682188272799272}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,548] Trial 23 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 90, 'learning_rate': 0.012677921598047431, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9113884552452881, 'colsample_bytree': 0.7072518532097745, 'gamma': 4.025653485338967, 'reg_alpha': 0.28138802498432486, 'reg_lambda': 0.6422734104165989}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,791] Trial 24 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.021403318522412097, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9425456841428502, 'colsample_bytree': 0.8033990878726249, 'gamma': 3.8493064817298617, 'reg_alpha': 0.466924491591697, 'reg_lambda': 1.936620471432761}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:14,935] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 53, 'learning_rate': 0.03397205819015012, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8520098274240713, 'colsample_bytree': 0.7476214416330744, 'gamma': 2.7494927545337777, 'reg_alpha': 0.13223797930287542, 'reg_lambda': 1.0611630123790559}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:15,273] Trial 26 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 49, 'learning_rate': 0.04097415571046573, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8826922433954071, 'colsample_bytree': 0.6810441624645194, 'gamma': 2.0290344034368255, 'reg_alpha': 0.13452350736948315, 'reg_lambda': 1.4379525673085491}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:15,457] Trial 27 finished with value: 0.75 and parameters: {'n_estimators': 62, 'learning_rate': 0.0727911651798504, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9036325501852732, 'colsample_bytree': 0.7436518307903893, 'gamma': 0.9456675733703641, 'reg_alpha': 0.14636688303845344, 'reg_lambda': 0.9913713381247743}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:15,817] Trial 28 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 48, 'learning_rate': 0.07675797098512492, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9031257249595002, 'colsample_bytree': 0.6439360492633202, 'gamma': 0.8242237765186295, 'reg_alpha': 0.12528775597774072, 'reg_lambda': 0.9844753969172098}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,025] Trial 29 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 67, 'learning_rate': 0.12770491108225032, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8533468710291393, 'colsample_bytree': 0.7413565235646356, 'gamma': 0.9430929954853471, 'reg_alpha': 0.33415934797956126, 'reg_lambda': 1.205974637368575}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,122] Trial 30 finished with value: 0.5 and parameters: {'n_estimators': 22, 'learning_rate': 0.06598990980988102, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.771552591783428, 'colsample_bytree': 0.8174954923233311, 'gamma': 0.4596928672626741, 'reg_alpha': 0.12709572065235414, 'reg_lambda': 0.9781452427896957}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,320] Trial 31 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 66, 'learning_rate': 0.03251578089283228, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9549643570799594, 'colsample_bytree': 0.7006828265106928, 'gamma': 2.746191714834188, 'reg_alpha': 0.19015329413989715, 'reg_lambda': 1.204517864302975}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,597] Trial 32 finished with value: 0.7202380952380951 and parameters: {'n_estimators': 97, 'learning_rate': 0.014316957004554784, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8977595594607892, 'colsample_bytree': 0.7929594172336867, 'gamma': 1.9106686106281026, 'reg_alpha': 0.30072474958528483, 'reg_lambda': 1.5160800169143496}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:16,838] Trial 33 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 111, 'learning_rate': 0.11531478089139613, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8636684520217303, 'colsample_bytree': 0.7388100039379015, 'gamma': 1.1292924351671996, 'reg_alpha': 0.38184004851562614, 'reg_lambda': 1.2867807852330035}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,155] Trial 34 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 126, 'learning_rate': 0.016893345345082897, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9495992039902679, 'colsample_bytree': 0.8666431856087755, 'gamma': 2.6966237837318117, 'reg_alpha': 0.08805534840916762, 'reg_lambda': 1.7586463904383285}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,336] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.046962367941162125, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9325772671318486, 'colsample_bytree': 0.7574446103974458, 'gamma': 3.6513853439228923, 'reg_alpha': 0.017034613760467554, 'reg_lambda': 0.918859934443485}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,686] Trial 36 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 39, 'learning_rate': 0.03308898452432769, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9610189827056408, 'colsample_bytree': 0.8506357463158627, 'gamma': 0.1026983765806071, 'reg_alpha': 0.2229447420524003, 'reg_lambda': 0.6790022710790402}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:17,819] Trial 37 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 60, 'learning_rate': 0.10176356984590476, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8989554012955764, 'colsample_bytree': 0.8081706978480251, 'gamma': 0.4808654780772672, 'reg_alpha': 0.16387885076383088, 'reg_lambda': 1.0381081229955407}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,092] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 104, 'learning_rate': 0.2099813808753392, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.6945878816083614, 'colsample_bytree': 0.6491241395000495, 'gamma': 1.8268302818102249, 'reg_alpha': 0.005525439088830325, 'reg_lambda': 0.7293216764987026}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,321] Trial 39 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 128, 'learning_rate': 0.1638844836059121, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8092733167455533, 'colsample_bytree': 0.7171073959887541, 'gamma': 2.1820452904377587, 'reg_alpha': 0.42854813255886576, 'reg_lambda': 1.740243646688816}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,448] Trial 40 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 38, 'learning_rate': 0.06146719089248393, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8487623968588632, 'colsample_bytree': 0.7861400995302319, 'gamma': 2.9473104659457707, 'reg_alpha': 0.09137263449128953, 'reg_lambda': 1.1799879646515377}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,703] Trial 41 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 80, 'learning_rate': 0.02936758724603781, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8354684838225617, 'colsample_bytree': 0.761274496137704, 'gamma': 3.5581225033245336, 'reg_alpha': 0.2540862622771266, 'reg_lambda': 0.6246825943677123}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:18,962] Trial 42 finished with value: 0.75 and parameters: {'n_estimators': 93, 'learning_rate': 0.020364112438533675, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8759458416631392, 'colsample_bytree': 0.6942247564106638, 'gamma': 3.063430581052292, 'reg_alpha': 0.2425103438522943, 'reg_lambda': 0.8655016656136538}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:19,212] Trial 43 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.020910644802904874, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9262762628933915, 'colsample_bytree': 0.7399699767030611, 'gamma': 2.487050902221593, 'reg_alpha': 0.3369525797784682, 'reg_lambda': 0.8930998835124402}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:19,519] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 97, 'learning_rate': 0.01520378794128915, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8836127417603884, 'colsample_bytree': 0.6993025037170741, 'gamma': 4.163852750283066, 'reg_alpha': 0.08038337985802467, 'reg_lambda': 0.8216969918105428}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:19,778] Trial 45 finished with value: 0.7470238095238095 and parameters: {'n_estimators': 60, 'learning_rate': 0.011803210141786256, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9688544526244425, 'colsample_bytree': 0.690328725553646, 'gamma': 1.1946361643631769, 'reg_alpha': 0.16445063932933707, 'reg_lambda': 1.12787178236709}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,120] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 56, 'learning_rate': 0.018321135112197125, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9703326017861472, 'colsample_bytree': 0.6235357658961563, 'gamma': 1.2781660921837996, 'reg_alpha': 0.1564912101640668, 'reg_lambda': 2.5435541455038377}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,387] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.044379094149609395, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8746631500479846, 'colsample_bytree': 0.6900038592430052, 'gamma': 0.6793391842386094, 'reg_alpha': 0.045952671509653764, 'reg_lambda': 1.0841530797507986}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,608] Trial 48 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 44, 'learning_rate': 0.032494495622838154, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9744549195483938, 'colsample_bytree': 0.6550719266599707, 'gamma': 0.30677497947948584, 'reg_alpha': 0.5393370569085284, 'reg_lambda': 1.305594069635461}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,817] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 62, 'learning_rate': 0.02173014363151488, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9081070429392093, 'colsample_bytree': 0.6632800491744117, 'gamma': 4.517124012243567, 'reg_alpha': 0.24661503418863429, 'reg_lambda': 1.1123018578444697}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:20,909] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 31, 'learning_rate': 0.0352499845167585, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.6093517793350968, 'colsample_bytree': 0.7213976099546674, 'gamma': 1.171257742343972, 'reg_alpha': 0.17068476325931056, 'reg_lambda': 0.9264452815079656}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,151] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 75, 'learning_rate': 0.04449783765460485, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8742889518155449, 'colsample_bytree': 0.6887680888458763, 'gamma': 0.6602488316970219, 'reg_alpha': 0.08040031897996738, 'reg_lambda': 1.0646798407191538}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,440] Trial 52 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 76, 'learning_rate': 0.055443621203301825, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8625577610537789, 'colsample_bytree': 0.6385570499320732, 'gamma': 1.621164261151987, 'reg_alpha': 0.05937349198534013, 'reg_lambda': 0.8422611116915972}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,676] Trial 53 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 88, 'learning_rate': 0.037902136592642195, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8867481534728617, 'colsample_bytree': 0.688387530285282, 'gamma': 0.6994988391135721, 'reg_alpha': 0.03722942474323615, 'reg_lambda': 1.105860614657141}. Best is trial 17 with value: 0.75.
[I 2025-11-03 20:34:21,909] Trial 54 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 58, 'learning_rate': 0.04809873771917091, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9213324636803727, 'colsample_bytree': 0.7115637476674949, 'gamma': 0.9393709204078147, 'reg_alpha': 0.7663325057111552, 'reg_lambda': 0.9789252678394111}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,034] Trial 55 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 30, 'learning_rate': 0.08254073365082279, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9182998600088138, 'colsample_bytree': 0.7119269006756322, 'gamma': 1.0294535596387073, 'reg_alpha': 0.650546264419217, 'reg_lambda': 0.7068106489529424}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,435] Trial 56 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.06504897425929435, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9378814704152594, 'colsample_bytree': 0.7502390093876745, 'gamma': 1.4726080711559426, 'reg_alpha': 0.7668073227829386, 'reg_lambda': 0.6060220412794595}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,630] Trial 57 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 56, 'learning_rate': 0.028659830005450724, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.98885623095611, 'colsample_bytree': 0.7354123786555353, 'gamma': 3.220125963337443, 'reg_alpha': 0.8143471837237004, 'reg_lambda': 0.9845392012395678}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:22,841] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 47, 'learning_rate': 0.05087849288678347, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9186996489622945, 'colsample_bytree': 0.7749420065460716, 'gamma': 1.327281999523208, 'reg_alpha': 0.232257946287445, 'reg_lambda': 0.7672885896201538}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,122] Trial 59 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 63, 'learning_rate': 0.01231971008348033, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8973306368762501, 'colsample_bytree': 0.7242884569147466, 'gamma': 0.2992599208956608, 'reg_alpha': 0.9675600039692371, 'reg_lambda': 1.300082304570653}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,373] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.017881362619468495, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9623333798117828, 'colsample_bytree': 0.6701547518417375, 'gamma': 2.94449056894428, 'reg_alpha': 0.7062469332970206, 'reg_lambda': 2.0768122712001644}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,626] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.044978578656451315, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8694510305915109, 'colsample_bytree': 0.6954313623919435, 'gamma': 0.7226852090392375, 'reg_alpha': 0.10419359282947968, 'reg_lambda': 1.0061428772377998}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:23,822] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 67, 'learning_rate': 0.059785541834741086, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8411351200856038, 'colsample_bytree': 0.7102124448276592, 'gamma': 0.9725874394780845, 'reg_alpha': 0.18274052457888107, 'reg_lambda': 2.971211298099226}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,150] Trial 63 finished with value: 0.738095238095238 and parameters: {'n_estimators': 54, 'learning_rate': 0.03794505795526827, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8218229289395674, 'colsample_bytree': 0.6807993326950078, 'gamma': 0.5617786974464469, 'reg_alpha': 0.13111304963243386, 'reg_lambda': 1.2158323824302943}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,322] Trial 64 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 41, 'learning_rate': 0.023689541516845426, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.891565344929318, 'colsample_bytree': 0.7463790761421226, 'gamma': 0.04842090267790211, 'reg_alpha': 0.05589941221304709, 'reg_lambda': 1.114231125453249}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,611] Trial 65 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 152, 'learning_rate': 0.027910852275260245, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9472009225850077, 'colsample_bytree': 0.7271660464104178, 'gamma': 1.084891081112884, 'reg_alpha': 0.27674466634078004, 'reg_lambda': 1.4623963646221907}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:24,809] Trial 66 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 81, 'learning_rate': 0.06932237424452772, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7955033046550376, 'colsample_bytree': 0.6298126547281507, 'gamma': 0.8622907213206716, 'reg_alpha': 0.30903208589745534, 'reg_lambda': 0.8163964921237353}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:25,192] Trial 67 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 205, 'learning_rate': 0.047905956517404404, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.862489777083145, 'colsample_bytree': 0.6604977999379132, 'gamma': 3.4523507176777897, 'reg_alpha': 0.4849905471961232, 'reg_lambda': 0.8777587939430261}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:25,541] Trial 68 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 95, 'learning_rate': 0.04110769022118873, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9988103795452723, 'colsample_bytree': 0.6108527521803981, 'gamma': 0.40095336928082176, 'reg_alpha': 0.14809041324692784, 'reg_lambda': 0.9416735092636859}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:25,891] Trial 69 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 109, 'learning_rate': 0.01090881174592886, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9243830183642048, 'colsample_bytree': 0.7721421478117213, 'gamma': 0.7886627607492569, 'reg_alpha': 0.20629806270828305, 'reg_lambda': 0.5533982038660117}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,092] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.020166236982310428, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9088791704971347, 'colsample_bytree': 0.7048535232387363, 'gamma': 2.6431600841066, 'reg_alpha': 0.5825188512975277, 'reg_lambda': 1.3824813726240028}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,509] Trial 71 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.01136672602791649, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9365361533130531, 'colsample_bytree': 0.779035869425184, 'gamma': 2.2438739554406535, 'reg_alpha': 0.11263632146616226, 'reg_lambda': 1.565834884327915}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,757] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.02434131506938209, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9738698047430463, 'colsample_bytree': 0.7490408268424253, 'gamma': 3.0680167944643886, 'reg_alpha': 0.18359811591823647, 'reg_lambda': 1.250803160375257}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:26,970] Trial 73 finished with value: 0.744047619047619 and parameters: {'n_estimators': 80, 'learning_rate': 0.015459543012871729, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9526867296022649, 'colsample_bytree': 0.7926205235986487, 'gamma': 1.6910664290228468, 'reg_alpha': 0.3668480002734405, 'reg_lambda': 1.1261572645552347}. Best is trial 54 with value: 0.7500000000000001.
[I 2025-11-03 20:34:27,214] Trial 74 finished with value: 0.761904761904762 and parameters: {'n_estimators': 68, 'learning_rate': 0.013590100967820335, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9526055533953782, 'colsample_bytree': 0.8168335906738147, 'gamma': 1.6956290005452908, 'reg_alpha': 0.3653781861467094, 'reg_lambda': 1.1538564851202635}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:27,402] Trial 75 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 70, 'learning_rate': 0.01664060019806186, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8799842710636477, 'colsample_bytree': 0.8156562526578482, 'gamma': 1.358020153261204, 'reg_alpha': 0.26872832512749867, 'reg_lambda': 1.050587299440699}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:27,758] Trial 76 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.013394689190539181, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9270308410160506, 'colsample_bytree': 0.9169992709093568, 'gamma': 1.594751921094182, 'reg_alpha': 0.31821351306629153, 'reg_lambda': 1.1480672898076734}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,004] Trial 77 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 140, 'learning_rate': 0.09239778914545528, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9119571143192221, 'colsample_bytree': 0.8421127295846699, 'gamma': 1.1811084182933538, 'reg_alpha': 0.4210613804952954, 'reg_lambda': 0.7461514773604621}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,295] Trial 78 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 145, 'learning_rate': 0.10438949405183752, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9102776756219393, 'colsample_bytree': 0.8437263005036749, 'gamma': 1.2362204986276586, 'reg_alpha': 0.43504668154471104, 'reg_lambda': 0.7324488698127832}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,561] Trial 79 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 166, 'learning_rate': 0.08296138301027435, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9822123221565567, 'colsample_bytree': 0.8611841630087737, 'gamma': 1.8526629788205835, 'reg_alpha': 0.388054656402737, 'reg_lambda': 0.6039853123759017}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,689] Trial 80 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 30, 'learning_rate': 0.0713047564614468, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7404597181170632, 'colsample_bytree': 0.8856967623335037, 'gamma': 1.098721012405381, 'reg_alpha': 0.44915868888141947, 'reg_lambda': 0.683940545140151}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:28,938] Trial 81 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 61, 'learning_rate': 0.09411638931022803, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8975658977022415, 'colsample_bytree': 0.8315016349609393, 'gamma': 0.5774270025310138, 'reg_alpha': 0.41331751977644093, 'reg_lambda': 0.9536312702408118}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:29,199] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 139, 'learning_rate': 0.029710934211910695, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9406374110532915, 'colsample_bytree': 0.6897792003033416, 'gamma': 0.9446930773186275, 'reg_alpha': 0.22112096931970657, 'reg_lambda': 1.03015413465948}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:29,456] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 134, 'learning_rate': 0.030825726762055423, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9431572335587887, 'colsample_bytree': 0.8221925785638786, 'gamma': 1.391548479896157, 'reg_alpha': 0.23069522051570085, 'reg_lambda': 0.8734855359258018}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:29,884] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.035465696497127226, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9598936381230074, 'colsample_bytree': 0.8058564264313467, 'gamma': 0.958456647275383, 'reg_alpha': 0.5376070367115762, 'reg_lambda': 0.7730012661021791}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,151] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 141, 'learning_rate': 0.2878851777594107, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9322116740750414, 'colsample_bytree': 0.7304328538997171, 'gamma': 1.185980918414464, 'reg_alpha': 0.4938557169551051, 'reg_lambda': 1.0264591731701405}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,417] Trial 86 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 154, 'learning_rate': 0.025480979604779984, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9180028842580148, 'colsample_bytree': 0.6769744912061645, 'gamma': 0.8521904686838554, 'reg_alpha': 0.35573894220648994, 'reg_lambda': 0.8305070916810322}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,670] Trial 87 finished with value: 0.738095238095238 and parameters: {'n_estimators': 124, 'learning_rate': 0.019364984941504702, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9676777273379206, 'colsample_bytree': 0.7611163963721668, 'gamma': 2.598582016870074, 'reg_alpha': 0.21209424577159725, 'reg_lambda': 2.853393685099712}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:30,910] Trial 88 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 132, 'learning_rate': 0.014085990403831707, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9515031538917292, 'colsample_bytree': 0.718162023535278, 'gamma': 1.7420568008063135, 'reg_alpha': 0.15110263781912428, 'reg_lambda': 0.9529639199409732}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:31,199] Trial 89 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 142, 'learning_rate': 0.022185999568782824, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.8905623084228871, 'colsample_bytree': 0.790835651106108, 'gamma': 1.5090871530530876, 'reg_alpha': 0.25900844471658313, 'reg_lambda': 1.3463061745878988}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:31,486] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.010199575353974848, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9055273329209713, 'colsample_bytree': 0.6983391451430377, 'gamma': 2.0353755934732822, 'reg_alpha': 0.29999305235821805, 'reg_lambda': 1.1774759814084634}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:31,760] Trial 91 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 52, 'learning_rate': 0.05305830964788646, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8711610491796712, 'colsample_bytree': 0.6688788571567068, 'gamma': 2.7990726454094, 'reg_alpha': 0.11022295290906792, 'reg_lambda': 1.0570055160767828}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,031] Trial 92 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 77, 'learning_rate': 0.041453068920687605, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8509225373681094, 'colsample_bytree': 0.6891638050101674, 'gamma': 0.646473560286919, 'reg_alpha': 0.022101506712204837, 'reg_lambda': 0.9912994616876153}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,301] Trial 93 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 69, 'learning_rate': 0.012720219282231302, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8780519408442712, 'colsample_bytree': 0.712686051369786, 'gamma': 1.0179120603016385, 'reg_alpha': 0.16131674653304212, 'reg_lambda': 1.2507240542816738}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,512] Trial 94 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 85, 'learning_rate': 0.03515678368838702, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.9402470630307246, 'colsample_bytree': 0.6861835628369118, 'gamma': 2.3839607929127395, 'reg_alpha': 0.23636987578358898, 'reg_lambda': 0.9027515846038313}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:32,816] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 65, 'learning_rate': 0.027136756426507102, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9206717886410637, 'colsample_bytree': 0.7359848429401846, 'gamma': 0.8964531674889467, 'reg_alpha': 0.8828587222343737, 'reg_lambda': 0.7784303751838336}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,030] Trial 96 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 63, 'learning_rate': 0.026919295311670484, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9222067060579513, 'colsample_bytree': 0.734587166476974, 'gamma': 1.288055645389194, 'reg_alpha': 0.858012589417975, 'reg_lambda': 0.7670564117710389}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,287] Trial 97 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 44, 'learning_rate': 0.03159105004861107, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9141108645567259, 'colsample_bytree': 0.7448568924726033, 'gamma': 0.7906279970979475, 'reg_alpha': 0.9137901753462458, 'reg_lambda': 0.852010174805253}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,657] Trial 98 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 178, 'learning_rate': 0.029972441648060358, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9313616225120565, 'colsample_bytree': 0.7559666339679073, 'gamma': 0.9037304887931481, 'reg_alpha': 0.7722138982376543, 'reg_lambda': 0.7314048134230705}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:33,776] Trial 99 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 37, 'learning_rate': 0.122865172275094, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8994275605394013, 'colsample_bytree': 0.8515199431680085, 'gamma': 3.3485667262989107, 'reg_alpha': 0.9142716379666638, 'reg_lambda': 2.302012519221453}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:34,232] Trial 100 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.02258480687537473, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9899830947880096, 'colsample_bytree': 0.7688669700511808, 'gamma': 1.1185906450857017, 'reg_alpha': 0.88552700505797, 'reg_lambda': 0.6531166008480511}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:34,467] Trial 101 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.05611903883632923, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8912541021070253, 'colsample_bytree': 0.7035146448921389, 'gamma': 0.7224381896218521, 'reg_alpha': 0.9505375153746046, 'reg_lambda': 1.0785058547140054}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:34,674] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 74, 'learning_rate': 0.04832363380336213, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8571323477378592, 'colsample_bytree': 0.723622968209572, 'gamma': 1.0163654486079472, 'reg_alpha': 0.20443119033252383, 'reg_lambda': 0.8960381269806972}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,025] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.037639816086946616, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8440264363232112, 'colsample_bytree': 0.7176827973633632, 'gamma': 0.3895980205908085, 'reg_alpha': 0.07170750622677696, 'reg_lambda': 1.1582695387019721}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,188] Trial 104 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 51, 'learning_rate': 0.044405917629928196, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.6679362271509937, 'colsample_bytree': 0.6977061654899299, 'gamma': 0.19078895265165374, 'reg_alpha': 0.1877806424756535, 'reg_lambda': 0.5797029299339282}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,512] Trial 105 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.034280225025124934, 'max_depth': 8, 'min_child_weight': 14, 'subsample': 0.9542566341380593, 'colsample_bytree': 0.6565104212225612, 'gamma': 2.9211453726605994, 'reg_alpha': 0.5192627512012618, 'reg_lambda': 0.7860836824203479}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,716] Trial 106 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 45, 'learning_rate': 0.02476171412567797, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9042147649373822, 'colsample_bytree': 0.6919114081197058, 'gamma': 0.556115206161987, 'reg_alpha': 0.14402102188296761, 'reg_lambda': 1.0167072028316795}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:35,982] Trial 107 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 99, 'learning_rate': 0.01742550475113685, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9273600029921933, 'colsample_bytree': 0.7086000921062812, 'gamma': 3.0769889114614575, 'reg_alpha': 0.0975513714030017, 'reg_lambda': 0.951549291424867}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:36,287] Trial 108 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.015417935409531397, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8859293785736154, 'colsample_bytree': 0.7368182912505392, 'gamma': 0.9361004387862497, 'reg_alpha': 0.7101783296845047, 'reg_lambda': 1.225432984648107}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:36,623] Trial 109 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.06033608457180445, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9131846793379832, 'colsample_bytree': 0.679025468841411, 'gamma': 1.2156849796206022, 'reg_alpha': 0.03756711543269735, 'reg_lambda': 1.0957620782812423}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:36,847] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 70, 'learning_rate': 0.07702455455514479, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9444653330162733, 'colsample_bytree': 0.669963880019555, 'gamma': 1.5268446690048472, 'reg_alpha': 0.3985572393745822, 'reg_lambda': 0.6527125620863464}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:37,155] Trial 111 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 135, 'learning_rate': 0.030647706949823696, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.938605086136185, 'colsample_bytree': 0.8159146268870223, 'gamma': 1.3245150125213503, 'reg_alpha': 0.22789068147397648, 'reg_lambda': 0.8913395207176942}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:37,408] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.02780417873921004, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9704845385284578, 'colsample_bytree': 0.8280661179384307, 'gamma': 1.4216038398454076, 'reg_alpha': 0.16980513493489624, 'reg_lambda': 0.5146082491252755}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:37,779] Trial 113 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 64, 'learning_rate': 0.02952411591785832, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9435130991937148, 'colsample_bytree': 0.8245831382825246, 'gamma': 0.7663676048820998, 'reg_alpha': 0.287851288808587, 'reg_lambda': 0.8263995780130144}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,038] Trial 114 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 147, 'learning_rate': 0.14300257971499442, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9609230945070794, 'colsample_bytree': 0.871546361814402, 'gamma': 1.4190177802057713, 'reg_alpha': 0.11976844163036889, 'reg_lambda': 0.994987947722073}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,288] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 54, 'learning_rate': 0.04258704011036473, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9201919430142642, 'colsample_bytree': 0.8418520276283425, 'gamma': 1.0814875984577905, 'reg_alpha': 0.19329479837588773, 'reg_lambda': 0.7113615689289363}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,570] Trial 116 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 139, 'learning_rate': 0.03725204528996776, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9794484914203029, 'colsample_bytree': 0.7977560217079481, 'gamma': 0.6388004691426683, 'reg_alpha': 0.4627853091660284, 'reg_lambda': 0.8789304718222838}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:38,930] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 115, 'learning_rate': 0.032730969494630856, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9310534017655635, 'colsample_bytree': 0.7531431490452604, 'gamma': 0.8755105131745906, 'reg_alpha': 0.32880571424857497, 'reg_lambda': 0.7963160733024207}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:39,206] Trial 118 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 113, 'learning_rate': 0.020023412946466687, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8670532077916513, 'colsample_bytree': 0.7525074484867705, 'gamma': 0.48130102688458376, 'reg_alpha': 0.34899991558674015, 'reg_lambda': 0.9367537835562212}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:39,490] Trial 119 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.011946908205264332, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8960425893586699, 'colsample_bytree': 0.7680799268683882, 'gamma': 0.8669722087095958, 'reg_alpha': 0.8270939782115516, 'reg_lambda': 0.7992512121344839}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:39,727] Trial 120 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.026978873606773687, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.929332154032641, 'colsample_bytree': 0.7845086363600422, 'gamma': 1.1820247988594854, 'reg_alpha': 0.3191954167618702, 'reg_lambda': 1.0423965325141993}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,068] Trial 121 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 135, 'learning_rate': 0.03165444706275905, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9485970678153989, 'colsample_bytree': 0.7429191351068622, 'gamma': 0.9516100989592985, 'reg_alpha': 0.24761091495843207, 'reg_lambda': 0.8626416923266484}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,373] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.03381438424615846, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9344674287620007, 'colsample_bytree': 0.7298884979151306, 'gamma': 1.0660003541527554, 'reg_alpha': 0.32775172143356224, 'reg_lambda': 0.7376493170635352}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,750] Trial 123 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 149, 'learning_rate': 0.05067791579221493, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9066966863421791, 'colsample_bytree': 0.7294236325013626, 'gamma': 1.1391628925113664, 'reg_alpha': 0.372695788352685, 'reg_lambda': 0.7480766984538259}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:40,968] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 59, 'learning_rate': 0.0898414403773751, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9138246445552742, 'colsample_bytree': 0.7167648910177069, 'gamma': 0.8121484775342172, 'reg_alpha': 0.32317548224955045, 'reg_lambda': 0.7062895782405719}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:41,388] Trial 125 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 162, 'learning_rate': 0.03332056431695678, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9343942901187662, 'colsample_bytree': 0.7064248701046502, 'gamma': 1.016766853176192, 'reg_alpha': 0.2682952752862462, 'reg_lambda': 1.1432008968453626}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:41,595] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 71, 'learning_rate': 0.039912939169862716, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8098855077529237, 'colsample_bytree': 0.7275382960185004, 'gamma': 0.6563534754579043, 'reg_alpha': 0.4186389800149311, 'reg_lambda': 0.6512872900193859}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:41,913] Trial 127 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 87, 'learning_rate': 0.10512818346411673, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8769110513655249, 'colsample_bytree': 0.7594270137190416, 'gamma': 1.2587496779672613, 'reg_alpha': 0.33300484058914964, 'reg_lambda': 0.9333568194915618}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:42,284] Trial 128 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 66, 'learning_rate': 0.023737770522339302, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9573443009944522, 'colsample_bytree': 0.6849201342071534, 'gamma': 2.563881328684979, 'reg_alpha': 0.39448313479820873, 'reg_lambda': 0.9982005770945402}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:42,613] Trial 129 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 106, 'learning_rate': 0.03698970515900284, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9231846116483858, 'colsample_bytree': 0.7405310498680692, 'gamma': 0.9131990569807145, 'reg_alpha': 0.29164795309661873, 'reg_lambda': 0.8262823107031433}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:42,951] Trial 130 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 74, 'learning_rate': 0.02586061878686004, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9041336571356059, 'colsample_bytree': 0.751722466476534, 'gamma': 1.074331791237044, 'reg_alpha': 0.3570153696325471, 'reg_lambda': 0.5807872838624892}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:43,226] Trial 131 finished with value: 0.75 and parameters: {'n_estimators': 155, 'learning_rate': 0.028104688027345844, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9434212601891345, 'colsample_bytree': 0.8232302104943263, 'gamma': 1.3553151740273255, 'reg_alpha': 0.2261338911999519, 'reg_lambda': 0.7998868218471965}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:43,652] Trial 132 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 151, 'learning_rate': 0.028419367091600537, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9376422518691854, 'colsample_bytree': 0.8513642954927798, 'gamma': 1.2144926783267262, 'reg_alpha': 0.1648471547438055, 'reg_lambda': 1.6771237960207317}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:44,099] Trial 133 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 158, 'learning_rate': 0.034065506322811474, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9655211291574176, 'colsample_bytree': 0.6951930821562058, 'gamma': 0.7602247610595845, 'reg_alpha': 0.2194730152458876, 'reg_lambda': 1.0815760556951681}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:44,370] Trial 134 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 171, 'learning_rate': 0.029111608246652942, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9221500117284797, 'colsample_bytree': 0.8070964373812064, 'gamma': 1.336997841170581, 'reg_alpha': 0.24832396207615853, 'reg_lambda': 0.7836748057728983}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:44,761] Trial 135 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.011164134024434686, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.947548910916653, 'colsample_bytree': 0.735702868841092, 'gamma': 1.0233384828824674, 'reg_alpha': 0.1335559706912458, 'reg_lambda': 0.6848783971448185}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:45,015] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 139, 'learning_rate': 0.010298853038248328, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9514892979877867, 'colsample_bytree': 0.7328896406398309, 'gamma': 1.0307232606617749, 'reg_alpha': 0.1328709165393642, 'reg_lambda': 0.6813933798616043}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:45,393] Trial 137 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 142, 'learning_rate': 0.01308372185377007, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9766408366724447, 'colsample_bytree': 0.721418277002912, 'gamma': 0.9084008743038905, 'reg_alpha': 0.9886887084587772, 'reg_lambda': 0.7439560850679725}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:45,749] Trial 138 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 156, 'learning_rate': 0.01482751103166481, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9353178427856806, 'colsample_bytree': 0.9675293234238462, 'gamma': 1.1201565123796748, 'reg_alpha': 0.18173164228707825, 'reg_lambda': 0.6093805268845854}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,014] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 130, 'learning_rate': 0.011295548615496507, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9464645664256002, 'colsample_bytree': 0.8365179356035589, 'gamma': 1.5583564859162191, 'reg_alpha': 0.20582184412572663, 'reg_lambda': 0.8165519055874858}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,261] Trial 140 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 49, 'learning_rate': 0.013937165912659451, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9282229498325597, 'colsample_bytree': 0.7780850758454336, 'gamma': 1.268775432163019, 'reg_alpha': 0.15230770417106965, 'reg_lambda': 1.8627649547785088}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,571] Trial 141 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 147, 'learning_rate': 0.012245956369987506, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9139974416874315, 'colsample_bytree': 0.7088277367731899, 'gamma': 0.8129776663170922, 'reg_alpha': 0.0885158786546768, 'reg_lambda': 0.8567809977856063}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:46,809] Trial 142 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 124, 'learning_rate': 0.02299412610161076, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.960680093890656, 'colsample_bytree': 0.7461891207996754, 'gamma': 2.7449311430265126, 'reg_alpha': 0.2723365610059194, 'reg_lambda': 0.9633973949774672}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:47,066] Trial 143 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 56, 'learning_rate': 0.025696589945139507, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8880609098310224, 'colsample_bytree': 0.7143165706632039, 'gamma': 0.9354388974967265, 'reg_alpha': 0.1338540948915678, 'reg_lambda': 0.667124825641944}. Best is trial 74 with value: 0.761904761904762.
[I 2025-11-03 20:34:47,363] Trial 144 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 82, 'learning_rate': 0.011179451332432989, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9412524746358497, 'colsample_bytree': 0.7248834754894302, 'gamma': 3.059454396235319, 'reg_alpha': 0.17683375804258228, 'reg_lambda': 1.034408142808867}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:47,653] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.010072586117443124, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9405959432132411, 'colsample_bytree': 0.7371131772796168, 'gamma': 2.8598493131200238, 'reg_alpha': 0.18958364108007236, 'reg_lambda': 1.0204632284596205}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:47,916] Trial 146 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.01088611958598128, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9533804737084141, 'colsample_bytree': 0.7647319287864389, 'gamma': 1.0335079470929878, 'reg_alpha': 0.2147981400135386, 'reg_lambda': 0.9112609680708921}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:48,247] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.010845559472334726, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9540779652254677, 'colsample_bytree': 0.7668819492030493, 'gamma': 3.049986757144941, 'reg_alpha': 0.2255293389689544, 'reg_lambda': 0.9104785277362604}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:48,612] Trial 148 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 113, 'learning_rate': 0.011198657941750546, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9304319749819762, 'colsample_bytree': 0.7557475958531614, 'gamma': 3.0320561400195887, 'reg_alpha': 0.2993544096827282, 'reg_lambda': 0.7397859733293913}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:48,830] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 94, 'learning_rate': 0.013182708077183702, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9222303317051981, 'colsample_bytree': 0.7459740083920778, 'gamma': 3.242465943311119, 'reg_alpha': 0.2104852800253848, 'reg_lambda': 0.8165153945581411}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,130] Trial 150 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 88, 'learning_rate': 0.031635237162243895, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9471505151171451, 'colsample_bytree': 0.7279795831009832, 'gamma': 1.0216518137122856, 'reg_alpha': 0.6393077215593451, 'reg_lambda': 0.9221781696835614}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,363] Trial 151 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.011829358440234104, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.934738732610802, 'colsample_bytree': 0.7363620322401613, 'gamma': 1.1549823496958982, 'reg_alpha': 0.16847616943218324, 'reg_lambda': 0.7888520580032057}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,587] Trial 152 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.010913620951838966, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9343039757218404, 'colsample_bytree': 0.7619179466191254, 'gamma': 3.1470952584933487, 'reg_alpha': 0.17144871174816967, 'reg_lambda': 0.6951276632607448}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:49,970] Trial 153 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 163, 'learning_rate': 0.011963556673835368, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.786211333389638, 'colsample_bytree': 0.7339608071018283, 'gamma': 3.4677993243202, 'reg_alpha': 0.11860070895439676, 'reg_lambda': 0.7548620931306742}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:50,297] Trial 154 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 102, 'learning_rate': 0.021146198658721114, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.916907090554092, 'colsample_bytree': 0.7225159538206761, 'gamma': 1.1331220127206536, 'reg_alpha': 0.24175768396805272, 'reg_lambda': 0.78206654629975}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:50,642] Trial 155 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 137, 'learning_rate': 0.016596876334589093, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.9433003976465323, 'colsample_bytree': 0.7412871510558241, 'gamma': 3.331279613904368, 'reg_alpha': 0.1484116081214987, 'reg_lambda': 0.8571706334291564}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,030] Trial 156 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.08288643620528315, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9278184444037655, 'colsample_bytree': 0.7518299712848925, 'gamma': 0.8582443144303188, 'reg_alpha': 0.19590463611822637, 'reg_lambda': 0.9710578986468748}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,295] Trial 157 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 146, 'learning_rate': 0.01002117229703447, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9110114567140186, 'colsample_bytree': 0.8207197001199606, 'gamma': 1.4114430612614581, 'reg_alpha': 0.7369344675685181, 'reg_lambda': 0.8925479150565774}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,560] Trial 158 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 66, 'learning_rate': 0.012558146815092168, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9565633084335103, 'colsample_bytree': 0.7749713950481716, 'gamma': 1.0289522423165995, 'reg_alpha': 0.16815990862390434, 'reg_lambda': 0.7137659589800294}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:51,760] Trial 159 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 80, 'learning_rate': 0.06569275988817949, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9376951093093099, 'colsample_bytree': 0.7335554076589337, 'gamma': 0.7431184065246907, 'reg_alpha': 0.2587479082503482, 'reg_lambda': 1.0440164417261109}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:52,134] Trial 160 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 118, 'learning_rate': 0.018888791155173397, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9650674339143342, 'colsample_bytree': 0.7247224425635044, 'gamma': 3.7147756817317354, 'reg_alpha': 0.9501145691369259, 'reg_lambda': 0.6420376151189915}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:52,484] Trial 161 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 61, 'learning_rate': 0.010885877683706687, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9502427203042539, 'colsample_bytree': 0.7028004523624233, 'gamma': 4.972413298850178, 'reg_alpha': 0.1808808837325836, 'reg_lambda': 1.188628618871122}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:52,682] Trial 162 finished with value: 0.755952380952381 and parameters: {'n_estimators': 63, 'learning_rate': 0.011203584629595283, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9520184424195167, 'colsample_bytree': 0.7045224071538119, 'gamma': 4.945948149163902, 'reg_alpha': 0.20894997742468266, 'reg_lambda': 1.1918729371959935}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:53,031] Trial 163 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.0114608790484639, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9306168591610692, 'colsample_bytree': 0.7005833780264176, 'gamma': 4.923943611535411, 'reg_alpha': 0.14094932954453154, 'reg_lambda': 1.2436744638761352}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:53,593] Trial 164 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 51, 'learning_rate': 0.013475805369021883, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9433659882594625, 'colsample_bytree': 0.7100754523290365, 'gamma': 4.879103788143293, 'reg_alpha': 0.18367051141066712, 'reg_lambda': 1.1490042520863046}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:53,773] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.012101325128040751, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9194561032269644, 'colsample_bytree': 0.7021221512303164, 'gamma': 4.898847746416967, 'reg_alpha': 0.10532918230417648, 'reg_lambda': 1.1978667212888765}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,082] Trial 166 finished with value: 0.744047619047619 and parameters: {'n_estimators': 63, 'learning_rate': 0.02778123397740006, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8984372167890903, 'colsample_bytree': 0.7175161409676364, 'gamma': 4.556976764270001, 'reg_alpha': 0.4398018753888351, 'reg_lambda': 1.2915567548136921}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,426] Trial 167 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 72, 'learning_rate': 0.07195330539019251, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9495024655505624, 'colsample_bytree': 0.7138728958297074, 'gamma': 4.70441890247337, 'reg_alpha': 0.37191262082795284, 'reg_lambda': 1.1064098008253782}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,553] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 41, 'learning_rate': 0.03519002555080146, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9067632164946261, 'colsample_bytree': 0.7414493760899006, 'gamma': 4.461274247236269, 'reg_alpha': 0.22766925567739496, 'reg_lambda': 1.3514268476519884}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:54,803] Trial 169 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 69, 'learning_rate': 0.09515656716717602, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9357138569340467, 'colsample_bytree': 0.7268402523316758, 'gamma': 4.048145567380905, 'reg_alpha': 0.3455853599833553, 'reg_lambda': 1.0655942003077306}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,107] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 55, 'learning_rate': 0.03004691918120389, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9626511375482761, 'colsample_bytree': 0.8312026976329426, 'gamma': 4.984643613741479, 'reg_alpha': 0.1939714893846012, 'reg_lambda': 0.7960461829611893}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,444] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 248, 'learning_rate': 0.010815234798023574, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9510429592898652, 'colsample_bytree': 0.7485342665428399, 'gamma': 2.0775661864417008, 'reg_alpha': 0.16298376552775978, 'reg_lambda': 0.9840029747246787}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,680] Trial 172 finished with value: 0.7529761904761905 and parameters: {'n_estimators': 61, 'learning_rate': 0.010838139491620873, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9721148138262905, 'colsample_bytree': 0.8003731440955516, 'gamma': 2.4791265003615277, 'reg_alpha': 0.5704083506473404, 'reg_lambda': 0.8545978444376918}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:55,907] Trial 173 finished with value: 0.7053571428571428 and parameters: {'n_estimators': 61, 'learning_rate': 0.01168166880835217, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9745328036901358, 'colsample_bytree': 0.812949157686056, 'gamma': 2.41354791622261, 'reg_alpha': 0.8200278203843405, 'reg_lambda': 2.6032483239698845}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,117] Trial 174 finished with value: 0.6339285714285714 and parameters: {'n_estimators': 66, 'learning_rate': 0.01277428732659895, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9276987508578661, 'colsample_bytree': 0.785975825552683, 'gamma': 4.670634879633691, 'reg_alpha': 0.6120026166626474, 'reg_lambda': 0.8507585479370516}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,312] Trial 175 finished with value: 0.755952380952381 and parameters: {'n_estimators': 52, 'learning_rate': 0.010798491974759185, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9873135394868483, 'colsample_bytree': 0.7993117867346855, 'gamma': 2.7008338336178723, 'reg_alpha': 0.4800725222366483, 'reg_lambda': 0.5507407773792294}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,547] Trial 176 finished with value: 0.5773809523809523 and parameters: {'n_estimators': 52, 'learning_rate': 0.014531407619404411, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9940739296387099, 'colsample_bytree': 0.7976624358394702, 'gamma': 2.527559310039513, 'reg_alpha': 0.46848340032282454, 'reg_lambda': 1.1919714155541765}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:56,839] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 47, 'learning_rate': 0.03254786488372685, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9866953602658037, 'colsample_bytree': 0.6959311240577604, 'gamma': 2.8289953025729457, 'reg_alpha': 0.4988413026847792, 'reg_lambda': 0.5326003103221185}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,124] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 58, 'learning_rate': 0.010437147434161617, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9802904229542743, 'colsample_bytree': 0.8589208102085059, 'gamma': 2.6306342414551422, 'reg_alpha': 0.5244445681998041, 'reg_lambda': 1.0115672573243568}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,390] Trial 179 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.011885407338096532, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7582286778858314, 'colsample_bytree': 0.8432392012279172, 'gamma': 2.2999396743068807, 'reg_alpha': 0.8716427698144855, 'reg_lambda': 0.6118681114990218}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,662] Trial 180 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 76, 'learning_rate': 0.024412394991752413, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9666068574764773, 'colsample_bytree': 0.8091624557588794, 'gamma': 4.77812722317671, 'reg_alpha': 0.6821249538255252, 'reg_lambda': 0.8149024193195487}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:57,921] Trial 181 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 54, 'learning_rate': 0.011421415478040127, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9422001413513259, 'colsample_bytree': 0.8025843970266583, 'gamma': 2.7275373266141436, 'reg_alpha': 0.46957980277547134, 'reg_lambda': 0.7181717127295852}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,197] Trial 182 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 143, 'learning_rate': 0.01013387838253444, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.973381221714366, 'colsample_bytree': 0.8261010605848588, 'gamma': 2.9423037251953144, 'reg_alpha': 0.12734292479361015, 'reg_lambda': 0.7637911218754165}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,397] Trial 183 finished with value: 0.755952380952381 and parameters: {'n_estimators': 68, 'learning_rate': 0.010807509591367184, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9581491397488678, 'colsample_bytree': 0.6777814429822447, 'gamma': 2.17272524219903, 'reg_alpha': 0.20714461671690854, 'reg_lambda': 0.6717970158461148}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,648] Trial 184 finished with value: 0.755952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.012425596884858307, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9613696085569747, 'colsample_bytree': 0.6761817116901061, 'gamma': 2.241310226649077, 'reg_alpha': 0.3992486437242146, 'reg_lambda': 0.5555493443177788}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:58,909] Trial 185 finished with value: 0.755952380952381 and parameters: {'n_estimators': 69, 'learning_rate': 0.013229906974536519, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9586420157322567, 'colsample_bytree': 0.6747987387801148, 'gamma': 2.4585269009683506, 'reg_alpha': 0.3890410932779373, 'reg_lambda': 0.5485817333946161}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,196] Trial 186 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 69, 'learning_rate': 0.013705855806067998, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.9684630897150199, 'colsample_bytree': 0.6663785520856376, 'gamma': 2.1453310613743604, 'reg_alpha': 0.4108495956891815, 'reg_lambda': 0.5512943943870698}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,412] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.015698883837946688, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9902660558000713, 'colsample_bytree': 0.6795687865444766, 'gamma': 2.3784907888501543, 'reg_alpha': 0.39680853531287097, 'reg_lambda': 0.5382636683720604}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,663] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.012850978112905358, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9564331603331184, 'colsample_bytree': 0.6521599941093025, 'gamma': 2.4752779893432226, 'reg_alpha': 0.3811723396869969, 'reg_lambda': 0.5206235401085332}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:34:59,936] Trial 189 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 61, 'learning_rate': 0.012736236226399578, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9617998668421986, 'colsample_bytree': 0.6557822482015153, 'gamma': 2.352441260434721, 'reg_alpha': 0.42968967683597253, 'reg_lambda': 0.5989714086358185}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:35:00,160] Trial 190 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.01418180632438851, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9804524182089737, 'colsample_bytree': 0.6413325428826193, 'gamma': 1.9179916404215422, 'reg_alpha': 0.3924040862635265, 'reg_lambda': 0.552916004816387}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:35:00,454] Trial 191 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 65, 'learning_rate': 0.012285046164491305, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.999900308121531, 'colsample_bytree': 0.672009074164571, 'gamma': 2.479761629461233, 'reg_alpha': 0.5703186202979539, 'reg_lambda': 0.599245275673963}. Best is trial 144 with value: 0.7678571428571429.
[I 2025-11-03 20:35:00,702] Trial 192 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 66, 'learning_rate': 0.012472770328512663, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9990982260017622, 'colsample_bytree': 0.6718753801903817, 'gamma': 2.1970608116861787, 'reg_alpha': 0.4466726824289599, 'reg_lambda': 0.5083109852528267}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:00,934] Trial 193 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 59, 'learning_rate': 0.01250240884041536, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9983563772621278, 'colsample_bytree': 0.6767281755201168, 'gamma': 2.221446575908842, 'reg_alpha': 0.5683042538941065, 'reg_lambda': 0.500810268034542}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,203] Trial 194 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 57, 'learning_rate': 0.012489202601398639, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9999633489571478, 'colsample_bytree': 0.673662428940551, 'gamma': 2.263895475280094, 'reg_alpha': 0.605616497732022, 'reg_lambda': 0.5115745683657669}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,391] Trial 195 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 60, 'learning_rate': 0.0124303645805271, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9992104833889, 'colsample_bytree': 0.6756309900620479, 'gamma': 2.169829931918954, 'reg_alpha': 0.5726327875018814, 'reg_lambda': 0.506440410054588}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,615] Trial 196 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 56, 'learning_rate': 0.01294712428330064, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.995580735023523, 'colsample_bytree': 0.6613339446558391, 'gamma': 2.214106725941632, 'reg_alpha': 0.5638207957328865, 'reg_lambda': 0.5114471927525828}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:01,803] Trial 197 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.013151876539744615, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9991959717851454, 'colsample_bytree': 0.6727307871163689, 'gamma': 2.2049220189539294, 'reg_alpha': 0.561852105853351, 'reg_lambda': 0.5404265291534956}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:02,065] Trial 198 finished with value: 0.7648809523809524 and parameters: {'n_estimators': 57, 'learning_rate': 0.012457065887907104, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9964000861439509, 'colsample_bytree': 0.6511587428880906, 'gamma': 2.470732589043025, 'reg_alpha': 0.5635787880965298, 'reg_lambda': 0.5291258909963127}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:02,284] Trial 199 finished with value: 0.7589285714285714 and parameters: {'n_estimators': 57, 'learning_rate': 0.013282278331178355, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9992610816243674, 'colsample_bytree': 0.6473979345024786, 'gamma': 2.1846950929688043, 'reg_alpha': 0.5650384718057102, 'reg_lambda': 0.5008852511812998}. Best is trial 192 with value: 0.7738095238095238.
[I 2025-11-03 20:35:02,287] A new study created in memory with name: no-name-282b8781-946f-4ab3-b14c-b0b7298597bf
[I 2025-11-03 20:35:02,719] Trial 0 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 233, 'learning_rate': 0.24551817081165975, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.7432636129915517, 'colsample_bytree': 0.8275301299675288, 'gamma': 4.50150250186117, 'reg_alpha': 0.42764749645661615, 'reg_lambda': 2.0168348202547435}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 20:35:02,985] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 152, 'learning_rate': 0.049855098211657504, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.7084783365126835, 'colsample_bytree': 0.7632577155666631, 'gamma': 4.116963250510627, 'reg_alpha': 0.2097565613669884, 'reg_lambda': 0.9928761664270167}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 20:35:03,235] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 162, 'learning_rate': 0.02088751732697089, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.6874039867649123, 'colsample_bytree': 0.6718929683758978, 'gamma': 2.0467425930674263, 'reg_alpha': 0.9875578363719545, 'reg_lambda': 0.8255035831724429}. Best is trial 0 with value: 0.6785714285714285.
[I 2025-11-03 20:35:03,320] Trial 3 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 28, 'learning_rate': 0.18362245033002245, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7638793872508358, 'colsample_bytree': 0.8830140840777029, 'gamma': 1.8493721240212286, 'reg_alpha': 0.5212362496687307, 'reg_lambda': 0.8967368534188798}. Best is trial 3 with value: 0.6785714285714286.
[I 2025-11-03 20:35:03,692] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 150, 'learning_rate': 0.050196154031219894, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.6063611700453295, 'colsample_bytree': 0.8164361003641147, 'gamma': 2.1519027510703874, 'reg_alpha': 0.6819446838905957, 'reg_lambda': 2.3557280937743315}. Best is trial 3 with value: 0.6785714285714286.
[I 2025-11-03 20:35:03,997] Trial 5 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 149, 'learning_rate': 0.04181446872351442, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6423803212316643, 'colsample_bytree': 0.7389135215364075, 'gamma': 3.577716568436611, 'reg_alpha': 0.8473910251232492, 'reg_lambda': 1.053350938535203}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:35:04,180] Trial 6 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 50, 'learning_rate': 0.14236366243807802, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.9617026848722785, 'colsample_bytree': 0.9626794355312142, 'gamma': 0.677818636367889, 'reg_alpha': 0.6133678357718504, 'reg_lambda': 2.783675540982349}. Best is trial 6 with value: 0.7023809523809524.
[I 2025-11-03 20:35:04,504] Trial 7 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 239, 'learning_rate': 0.1915946251407242, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9805388046024244, 'colsample_bytree': 0.6831110467771269, 'gamma': 3.3892363984659895, 'reg_alpha': 0.035106815374348344, 'reg_lambda': 0.6667661659786351}. Best is trial 6 with value: 0.7023809523809524.
[I 2025-11-03 20:35:04,893] Trial 8 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.2094379982157658, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6856715443095664, 'colsample_bytree': 0.8803797301249672, 'gamma': 0.5644592071989518, 'reg_alpha': 0.6515313090792519, 'reg_lambda': 2.140391259945708}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,182] Trial 9 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 151, 'learning_rate': 0.2154548362417559, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7411273584229502, 'colsample_bytree': 0.9337295639724772, 'gamma': 1.328178071126966, 'reg_alpha': 0.08271514168259575, 'reg_lambda': 0.6796614797842531}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,432] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 92, 'learning_rate': 0.010074577867405248, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8509679096517102, 'colsample_bytree': 0.6049997044180484, 'gamma': 0.40435110191424517, 'reg_alpha': 0.3508165550123537, 'reg_lambda': 1.5646571808321483}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,516] Trial 11 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 21, 'learning_rate': 0.10444518281953787, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.8788765405544146, 'colsample_bytree': 0.9962967412590535, 'gamma': 0.23323515611714002, 'reg_alpha': 0.6504350184936846, 'reg_lambda': 2.7487382584845137}. Best is trial 8 with value: 0.7321428571428572.
[I 2025-11-03 20:35:05,822] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.10149535759750454, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.989174450516359, 'colsample_bytree': 0.9331687789922558, 'gamma': 0.9517451296171388, 'reg_alpha': 0.6852062012621168, 'reg_lambda': 2.9645860570750173}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,099] Trial 13 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 98, 'learning_rate': 0.08727190342978836, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8454224550874702, 'colsample_bytree': 0.88966187109422, 'gamma': 1.1461934707187573, 'reg_alpha': 0.8205949826388073, 'reg_lambda': 2.9996291904040877}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,389] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 102, 'learning_rate': 0.08782456296448742, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9048671246339315, 'colsample_bytree': 0.9082177428576139, 'gamma': 1.196382855753186, 'reg_alpha': 0.8403895309658649, 'reg_lambda': 2.96992973713683}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,599] Trial 15 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.08675039726562674, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8199393603940166, 'colsample_bytree': 0.8309271111743066, 'gamma': 2.7716642641869886, 'reg_alpha': 0.8036101803566139, 'reg_lambda': 2.487819762443678}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:06,890] Trial 16 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.025367530092512348, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9319041612032023, 'colsample_bytree': 0.994713855587902, 'gamma': 1.2598159183239015, 'reg_alpha': 0.9917626499922167, 'reg_lambda': 1.5947143897417217}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:07,231] Trial 17 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 117, 'learning_rate': 0.07401594318380277, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9925421902551815, 'colsample_bytree': 0.8737660560129702, 'gamma': 2.6992481273095903, 'reg_alpha': 0.7753523352377669, 'reg_lambda': 2.9534946908405253}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:07,497] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 190, 'learning_rate': 0.11451414989654549, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8008328060915593, 'colsample_bytree': 0.9314830219132597, 'gamma': 1.016429948108812, 'reg_alpha': 0.4797684184457658, 'reg_lambda': 2.544557814532144}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:07,783] Trial 19 finished with value: 0.738095238095238 and parameters: {'n_estimators': 67, 'learning_rate': 0.031799862766900014, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9321735812965566, 'colsample_bytree': 0.8554247773319059, 'gamma': 1.6921086448846232, 'reg_alpha': 0.930239926112709, 'reg_lambda': 1.29215739825356}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,031] Trial 20 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 114, 'learning_rate': 0.14597434309922327, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8622120497644452, 'colsample_bytree': 0.7764000202460022, 'gamma': 0.8279046042305676, 'reg_alpha': 0.7353928568724429, 'reg_lambda': 2.091171878084126}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,306] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 66, 'learning_rate': 0.03023091012998371, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9255768108393823, 'colsample_bytree': 0.8581862738053622, 'gamma': 1.6455745172124114, 'reg_alpha': 0.9060148841484257, 'reg_lambda': 1.2602276234786869}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,530] Trial 22 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 66, 'learning_rate': 0.015704535489418636, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9449843765784068, 'colsample_bytree': 0.9180390471550434, 'gamma': 1.6570396679490613, 'reg_alpha': 0.880693233851763, 'reg_lambda': 1.3286916952714158}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:08,677] Trial 23 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 50, 'learning_rate': 0.032245781619916467, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9014644357884624, 'colsample_bytree': 0.9597606912138472, 'gamma': 2.493954109323067, 'reg_alpha': 0.7408418422946933, 'reg_lambda': 1.72674809655459}. Best is trial 12 with value: 0.7440476190476191.
[I 2025-11-03 20:35:09,020] Trial 24 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.06594866814031612, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8344136984365671, 'colsample_bytree': 0.858968882694737, 'gamma': 0.0902485975243098, 'reg_alpha': 0.5520916868027989, 'reg_lambda': 1.2684028071603008}. Best is trial 24 with value: 0.75.
[I 2025-11-03 20:35:09,322] Trial 25 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.05936517270192906, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8260864079778598, 'colsample_bytree': 0.906016601766638, 'gamma': 0.05044676394820828, 'reg_alpha': 0.56464656697764, 'reg_lambda': 2.7350916301407464}. Best is trial 24 with value: 0.75.
[I 2025-11-03 20:35:09,619] Trial 26 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 132, 'learning_rate': 0.29985623855493426, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7833361518679529, 'colsample_bytree': 0.8002667792061385, 'gamma': 0.04036528530000827, 'reg_alpha': 0.3247361539107667, 'reg_lambda': 1.9192522166850958}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,080] Trial 27 finished with value: 0.738095238095238 and parameters: {'n_estimators': 210, 'learning_rate': 0.13468070947094393, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7768032394290377, 'colsample_bytree': 0.7971305507224359, 'gamma': 0.0006328804728625848, 'reg_alpha': 0.269221272671361, 'reg_lambda': 1.8726716431152237}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,505] Trial 28 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 123, 'learning_rate': 0.27318730104878836, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7781012674085551, 'colsample_bytree': 0.710307851988569, 'gamma': 0.4140358307598331, 'reg_alpha': 0.39005096644890597, 'reg_lambda': 2.291483710160497}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,730] Trial 29 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 135, 'learning_rate': 0.28459344283354315, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7215740670308336, 'colsample_bytree': 0.8401141369969116, 'gamma': 0.7842700736629612, 'reg_alpha': 0.43699545739616064, 'reg_lambda': 0.5015053936175873}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:10,928] Trial 30 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 83, 'learning_rate': 0.06956348528328564, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8058483151878223, 'colsample_bytree': 0.7935911912161744, 'gamma': 4.583289084667326, 'reg_alpha': 0.3085785107258694, 'reg_lambda': 1.5003345811909072}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:11,318] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 133, 'learning_rate': 0.0990497174698029, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8416232840729968, 'colsample_bytree': 0.9514848071998108, 'gamma': 0.3961283548182837, 'reg_alpha': 0.5881027114262871, 'reg_lambda': 2.600143872584095}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:11,682] Trial 32 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 107, 'learning_rate': 0.06597030297412747, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8825952026080711, 'colsample_bytree': 0.8887738266969285, 'gamma': 1.0073239523088853, 'reg_alpha': 0.1546220977496559, 'reg_lambda': 1.9095636834514835}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:11,900] Trial 33 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 84, 'learning_rate': 0.03834586379448713, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7588872705244979, 'colsample_bytree': 0.8179697982393213, 'gamma': 0.01212742389195753, 'reg_alpha': 0.5322577433429291, 'reg_lambda': 2.9081988710207187}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,269] Trial 34 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 168, 'learning_rate': 0.15814109861716183, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8338021845174002, 'colsample_bytree': 0.7389259550550553, 'gamma': 0.8624088168864232, 'reg_alpha': 0.4562901926201381, 'reg_lambda': 2.349406798871406}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,577] Trial 35 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.05353367243738603, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7939470028879023, 'colsample_bytree': 0.856399018989069, 'gamma': 1.309913113313176, 'reg_alpha': 0.7153231561477231, 'reg_lambda': 1.1109938064740414}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,833] Trial 36 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 145, 'learning_rate': 0.04610432111790421, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7209930393903213, 'colsample_bytree': 0.8466389241325722, 'gamma': 2.2001315431951687, 'reg_alpha': 0.7001582646190109, 'reg_lambda': 0.9643492225661521}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:12,973] Trial 37 finished with value: 0.755952380952381 and parameters: {'n_estimators': 45, 'learning_rate': 0.05788800368335071, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7876739247226332, 'colsample_bytree': 0.7608359457381154, 'gamma': 1.403742856559411, 'reg_alpha': 0.21495338459761665, 'reg_lambda': 1.1467297611000355}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:13,333] Trial 38 finished with value: 0.5 and parameters: {'n_estimators': 223, 'learning_rate': 0.05526682611411184, 'max_depth': 4, 'min_child_weight': 16, 'subsample': 0.7943337627258384, 'colsample_bytree': 0.759141186111598, 'gamma': 3.272469295932999, 'reg_alpha': 0.23747879277928632, 'reg_lambda': 1.1404171073606189}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:13,459] Trial 39 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 39, 'learning_rate': 0.01978545389113599, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6727742378605729, 'colsample_bytree': 0.7771862448908714, 'gamma': 4.910067674792636, 'reg_alpha': 0.1559671823097319, 'reg_lambda': 1.1395295103702732}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:13,892] Trial 40 finished with value: 0.738095238095238 and parameters: {'n_estimators': 166, 'learning_rate': 0.03719967370932544, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7535447853337507, 'colsample_bytree': 0.8116506253150333, 'gamma': 1.4195151265064496, 'reg_alpha': 0.1786594111214917, 'reg_lambda': 1.4590801446924793}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:14,200] Trial 41 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 51, 'learning_rate': 0.05581446098396196, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7815106366310145, 'colsample_bytree': 0.7501120033887737, 'gamma': 0.5877395038422447, 'reg_alpha': 0.3702919376350262, 'reg_lambda': 0.8022246286676287}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:14,616] Trial 42 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 111, 'learning_rate': 0.05015752904210295, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7382285697723139, 'colsample_bytree': 0.7237444107928543, 'gamma': 1.8746816391044065, 'reg_alpha': 0.5129781490483042, 'reg_lambda': 1.0284898393992565}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:14,912] Trial 43 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 79, 'learning_rate': 0.07740269687536414, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.618797625198292, 'colsample_bytree': 0.7814400167006222, 'gamma': 0.19130463524839209, 'reg_alpha': 0.10075496311053972, 'reg_lambda': 0.8323450467049753}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:15,039] Trial 44 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 36, 'learning_rate': 0.12240787449360079, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6996863873412152, 'colsample_bytree': 0.6613065481880613, 'gamma': 1.460496544873517, 'reg_alpha': 0.6350196425369483, 'reg_lambda': 1.3673013172468234}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:15,343] Trial 45 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.04635892671464193, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.8078020568072308, 'colsample_bytree': 0.8108340807060778, 'gamma': 0.4451393139024841, 'reg_alpha': 0.33044690695522355, 'reg_lambda': 1.1050097807824122}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:15,728] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.0636440969398289, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9711842198713945, 'colsample_bytree': 0.8631498494159064, 'gamma': 0.6795789766070056, 'reg_alpha': 0.004053195106131557, 'reg_lambda': 1.727092796170244}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:16,040] Trial 47 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 91, 'learning_rate': 0.1774143523805967, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8723289539614243, 'colsample_bytree': 0.8273825983793204, 'gamma': 2.223663627634084, 'reg_alpha': 0.6862676444592252, 'reg_lambda': 1.2218223153955474}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:16,316] Trial 48 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 157, 'learning_rate': 0.23235669238544554, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.7397163796984231, 'colsample_bytree': 0.6963807080438356, 'gamma': 1.0239980984904924, 'reg_alpha': 0.4051379413535077, 'reg_lambda': 0.9235943587965084}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:16,717] Trial 49 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.08082786900504736, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.769861887393036, 'colsample_bytree': 0.6473493552627827, 'gamma': 0.22999930785765454, 'reg_alpha': 0.2814175214618905, 'reg_lambda': 2.1932319643425493}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:17,083] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.040442199136638615, 'max_depth': 3, 'min_child_weight': 13, 'subsample': 0.8191965446712114, 'colsample_bytree': 0.6379910257741717, 'gamma': 0.24307503159082863, 'reg_alpha': 0.27499070389731717, 'reg_lambda': 1.9490906056428103}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:17,390] Trial 51 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 137, 'learning_rate': 0.09777353701438582, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7690021208439517, 'colsample_bytree': 0.6682514855451769, 'gamma': 0.2144771859954744, 'reg_alpha': 0.22717278604924385, 'reg_lambda': 1.80745401753666}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:17,707] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 205, 'learning_rate': 0.07874780703725297, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7875471088032413, 'colsample_bytree': 0.6308685175013071, 'gamma': 0.6312315914122713, 'reg_alpha': 0.6020975614867914, 'reg_lambda': 1.632073649982482}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:18,067] Trial 53 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.07736355112554319, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7875960489231867, 'colsample_bytree': 0.6456604428385107, 'gamma': 0.5624532037282521, 'reg_alpha': 0.10387849635454907, 'reg_lambda': 2.2074121373570526}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:18,454] Trial 54 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.08517167424730045, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7556112370262539, 'colsample_bytree': 0.6290968976569468, 'gamma': 0.35459953097234975, 'reg_alpha': 0.553986998764652, 'reg_lambda': 1.608945494197973}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:18,847] Trial 55 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 238, 'learning_rate': 0.06140126564493158, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8078856702107097, 'colsample_bytree': 0.6192018539179939, 'gamma': 1.2246293215994246, 'reg_alpha': 0.6061600046702859, 'reg_lambda': 1.9834796726655315}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:19,210] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 184, 'learning_rate': 0.04521298693186477, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.855656719847223, 'colsample_bytree': 0.6002347554060223, 'gamma': 0.5880894497821525, 'reg_alpha': 0.4969280919745507, 'reg_lambda': 2.0949368957585355}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:19,635] Trial 57 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 205, 'learning_rate': 0.07110877311336103, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8200632007772476, 'colsample_bytree': 0.6851812297396214, 'gamma': 3.8348211098482787, 'reg_alpha': 0.2990337469797001, 'reg_lambda': 1.7039631296667843}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,118] Trial 58 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 190, 'learning_rate': 0.11238152182110756, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7931678159442503, 'colsample_bytree': 0.8730934797959927, 'gamma': 0.734972800902408, 'reg_alpha': 0.19889000545799612, 'reg_lambda': 1.3594761590511306}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,486] Trial 59 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 160, 'learning_rate': 0.05213675250374215, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7649816406928714, 'colsample_bytree': 0.6545986943467352, 'gamma': 0.1881766012164432, 'reg_alpha': 0.46649857122563215, 'reg_lambda': 1.451729006614108}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,720] Trial 60 finished with value: 0.755952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.028366606090479213, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8353097173823165, 'colsample_bytree': 0.6185913363282688, 'gamma': 2.015193635034446, 'reg_alpha': 0.6462625153700443, 'reg_lambda': 1.2203362256426546}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:20,971] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.023370149006078457, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8419268327810931, 'colsample_bytree': 0.6131830355149419, 'gamma': 2.0494334067083875, 'reg_alpha': 0.6520475581786025, 'reg_lambda': 1.181408507891522}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:21,323] Trial 62 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 109, 'learning_rate': 0.012128371728767098, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8283854554190847, 'colsample_bytree': 0.6261646046339345, 'gamma': 1.8629715158764224, 'reg_alpha': 0.7201290902725412, 'reg_lambda': 2.193791628128722}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:21,604] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 58, 'learning_rate': 0.016353176044067746, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8115585221601191, 'colsample_bytree': 0.6829931926778599, 'gamma': 2.4230763404932767, 'reg_alpha': 0.7643043904492508, 'reg_lambda': 1.0656629666565907}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:21,878] Trial 64 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 104, 'learning_rate': 0.03328838014706396, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7784714616457739, 'colsample_bytree': 0.646929134654217, 'gamma': 1.3764584566344824, 'reg_alpha': 0.6346708812336802, 'reg_lambda': 1.6216241596095824}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,131] Trial 65 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 100, 'learning_rate': 0.02455223006559963, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8639158846684222, 'colsample_bytree': 0.8983813944484089, 'gamma': 3.013330788065446, 'reg_alpha': 0.5769570314468302, 'reg_lambda': 1.839697030518035}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,386] Trial 66 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 20, 'learning_rate': 0.02804141939225667, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7257544907412025, 'colsample_bytree': 0.6094525139957474, 'gamma': 1.1017231396483391, 'reg_alpha': 0.41511996588551336, 'reg_lambda': 0.708983862366783}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,720] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 226, 'learning_rate': 0.0785611743404295, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7920635010860457, 'colsample_bytree': 0.8357610751339017, 'gamma': 1.623477493114532, 'reg_alpha': 0.540545312801419, 'reg_lambda': 2.0426378021264058}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:22,975] Trial 68 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.08878812622964723, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7708805152145266, 'colsample_bytree': 0.7107067152091912, 'gamma': 0.46938979258462876, 'reg_alpha': 0.8045116566645887, 'reg_lambda': 1.2404349185341046}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:23,456] Trial 69 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.1304674334880027, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7489107549067285, 'colsample_bytree': 0.8502210753917484, 'gamma': 0.9006592150663135, 'reg_alpha': 0.6688875844819371, 'reg_lambda': 1.4070483408827914}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:23,809] Trial 70 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 140, 'learning_rate': 0.036139541975393985, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8948607388967253, 'colsample_bytree': 0.6302596155408862, 'gamma': 1.5412168051714668, 'reg_alpha': 0.35153056859965315, 'reg_lambda': 1.5291057543571993}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:24,118] Trial 71 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 204, 'learning_rate': 0.05938054240892689, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7860994883533957, 'colsample_bytree': 0.6406157022906561, 'gamma': 0.3273923615311181, 'reg_alpha': 0.0927288799455862, 'reg_lambda': 2.2236650244382172}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:24,480] Trial 72 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 201, 'learning_rate': 0.0690553346302533, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.799058678490415, 'colsample_bytree': 0.65299143870651, 'gamma': 0.10085090363253113, 'reg_alpha': 0.1266069473059998, 'reg_lambda': 2.410233297979337}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:24,933] Trial 73 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.08115331676473146, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.841277859659708, 'colsample_bytree': 0.6764170921484509, 'gamma': 0.5987535590345993, 'reg_alpha': 0.06122827021926081, 'reg_lambda': 2.287757989707538}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:25,395] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 216, 'learning_rate': 0.09575823113068055, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8147131475481733, 'colsample_bytree': 0.6192259186832985, 'gamma': 0.7853341547852588, 'reg_alpha': 0.26146237406882006, 'reg_lambda': 1.2809245609649398}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:25,706] Trial 75 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 198, 'learning_rate': 0.16603565650783392, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8339384948893481, 'colsample_bytree': 0.7017656882452926, 'gamma': 0.5394428264472575, 'reg_alpha': 0.5963530941776767, 'reg_lambda': 2.4700927375310027}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,061] Trial 76 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 171, 'learning_rate': 0.18735319405058284, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8568221206734088, 'colsample_bytree': 0.7656973647734846, 'gamma': 0.1251818093520178, 'reg_alpha': 0.5959897619629397, 'reg_lambda': 1.01996986214538}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,345] Trial 77 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 119, 'learning_rate': 0.29555695283145855, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8326476980376623, 'colsample_bytree': 0.7342397782190909, 'gamma': 0.32017472654475754, 'reg_alpha': 0.5193752136464942, 'reg_lambda': 2.6444925563905763}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,608] Trial 78 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.2551021854879281, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8003318570181042, 'colsample_bytree': 0.7050720171385121, 'gamma': 0.016225778720825618, 'reg_alpha': 0.6256229923987245, 'reg_lambda': 2.4678178226520022}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:26,892] Trial 79 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.16268506740269065, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8270828564042076, 'colsample_bytree': 0.7960725131720967, 'gamma': 1.211269371558697, 'reg_alpha': 0.7362723878718621, 'reg_lambda': 1.1938251309577093}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:27,292] Trial 80 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.21337995944510496, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.870568784260301, 'colsample_bytree': 0.824214207390067, 'gamma': 1.8208990132431082, 'reg_alpha': 0.5691606442797487, 'reg_lambda': 0.9716393626682484}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:27,673] Trial 81 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 213, 'learning_rate': 0.10653913102533863, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7873964667430847, 'colsample_bytree': 0.6371091359407149, 'gamma': 0.5703224581924903, 'reg_alpha': 0.1943627032100113, 'reg_lambda': 2.197042068531589}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:28,146] Trial 82 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 229, 'learning_rate': 0.07382784139791944, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.770107007507202, 'colsample_bytree': 0.6613721163317663, 'gamma': 0.4673851499830274, 'reg_alpha': 0.7033758737140956, 'reg_lambda': 2.3436163265128496}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:28,478] Trial 83 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 185, 'learning_rate': 0.06408222439001587, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7820135568072043, 'colsample_bytree': 0.8668170248760347, 'gamma': 0.7283759808263959, 'reg_alpha': 0.48928764962423654, 'reg_lambda': 2.1398012854091837}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:28,901] Trial 84 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.04194670596864369, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8488211902414129, 'colsample_bytree': 0.8771966624543543, 'gamma': 0.929749865811917, 'reg_alpha': 0.4910636000956972, 'reg_lambda': 2.0241165225097264}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:29,251] Trial 85 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 184, 'learning_rate': 0.04490559251661289, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8368439405411664, 'colsample_bytree': 0.8712207268641962, 'gamma': 1.092373898567873, 'reg_alpha': 0.44468140100960013, 'reg_lambda': 1.9071082237365227}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:29,514] Trial 86 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.052778965870157464, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8883807587525374, 'colsample_bytree': 0.8844258888003113, 'gamma': 0.9225538189307998, 'reg_alpha': 0.3160086960138906, 'reg_lambda': 2.157305512852975}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:29,880] Trial 87 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 184, 'learning_rate': 0.05759251715787215, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9118917267527207, 'colsample_bytree': 0.8630117859815266, 'gamma': 1.3028858855241743, 'reg_alpha': 0.5006654284688481, 'reg_lambda': 2.1155364266667633}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:30,232] Trial 88 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.04212629816039094, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9400618025408952, 'colsample_bytree': 0.9215640533213533, 'gamma': 0.7653032824328948, 'reg_alpha': 0.49213044778130527, 'reg_lambda': 2.0707122646813385}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:30,639] Trial 89 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 174, 'learning_rate': 0.06439722459594846, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.9069320104627236, 'colsample_bytree': 0.895171386630208, 'gamma': 0.255711824323277, 'reg_alpha': 0.3704124137645816, 'reg_lambda': 1.990578430027877}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:31,071] Trial 90 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.058350643260767714, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8475147372964092, 'colsample_bytree': 0.845719206048469, 'gamma': 2.352481317027582, 'reg_alpha': 0.4687061767580358, 'reg_lambda': 1.777303172569204}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:31,454] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 181, 'learning_rate': 0.04871752518846715, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7320257661655803, 'colsample_bytree': 0.9080661559642439, 'gamma': 1.3792467611243369, 'reg_alpha': 0.43069174567834695, 'reg_lambda': 2.108079948063539}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:31,763] Trial 92 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.05734966340765219, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8029263521579325, 'colsample_bytree': 0.8638296040084608, 'gamma': 1.2691570116813264, 'reg_alpha': 0.5490575514650353, 'reg_lambda': 2.3045635884100473}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,061] Trial 93 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 124, 'learning_rate': 0.06637442319229449, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9114186024585301, 'colsample_bytree': 0.8789923570422697, 'gamma': 1.0423023989810711, 'reg_alpha': 0.5137870279689948, 'reg_lambda': 2.4073104789330464}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,350] Trial 94 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 114, 'learning_rate': 0.049116571113896695, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.819231127427427, 'colsample_bytree': 0.8634753523679077, 'gamma': 1.707662146737471, 'reg_alpha': 0.23820807109381262, 'reg_lambda': 0.8835519464923056}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,578] Trial 95 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.02882088328211868, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7627628450138131, 'colsample_bytree': 0.7853366726556353, 'gamma': 0.9416762416177898, 'reg_alpha': 0.7662654963322197, 'reg_lambda': 2.02441073915857}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:32,891] Trial 96 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 143, 'learning_rate': 0.02122639852165185, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.852061533139939, 'colsample_bytree': 0.8502412899310596, 'gamma': 2.7064470880363602, 'reg_alpha': 0.6548954492669015, 'reg_lambda': 1.0893570303514837}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:33,238] Trial 97 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 197, 'learning_rate': 0.03459930403876873, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7464545296849141, 'colsample_bytree': 0.8344456509995193, 'gamma': 0.708926662189684, 'reg_alpha': 0.38417703747111376, 'reg_lambda': 1.9308487525387568}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:33,601] Trial 98 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 131, 'learning_rate': 0.04320722686840679, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7793630989027582, 'colsample_bytree': 0.8037437008366859, 'gamma': 0.5096477293186923, 'reg_alpha': 0.49478801359709024, 'reg_lambda': 1.8547345834769156}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:33,914] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 171, 'learning_rate': 0.04038737406720091, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9172606998670934, 'colsample_bytree': 0.8568559735222733, 'gamma': 1.9468717987204371, 'reg_alpha': 0.2876770148764829, 'reg_lambda': 2.139284143861329}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,192] Trial 100 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 86, 'learning_rate': 0.05335106960850781, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.952758025113488, 'colsample_bytree': 0.7663172926952965, 'gamma': 0.13425396895240319, 'reg_alpha': 0.33322550438358634, 'reg_lambda': 2.2325959263010513}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,433] Trial 101 finished with value: 0.738095238095238 and parameters: {'n_estimators': 43, 'learning_rate': 0.05495786641207405, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9656588873076674, 'colsample_bytree': 0.7572905039348304, 'gamma': 0.15700169564837585, 'reg_alpha': 0.3530154785719443, 'reg_lambda': 2.2612907384280625}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,543] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 25, 'learning_rate': 0.06212947130042279, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9904828763631057, 'colsample_bytree': 0.7297191701630652, 'gamma': 0.36789200802153266, 'reg_alpha': 0.25561969857049915, 'reg_lambda': 2.5184615675867064}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:34,885] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.05134879054952941, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.940161798477767, 'colsample_bytree': 0.7644523704427442, 'gamma': 1.5069134158035178, 'reg_alpha': 0.5849658706376317, 'reg_lambda': 2.1512658841225387}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:35,201] Trial 104 finished with value: 0.5 and parameters: {'n_estimators': 83, 'learning_rate': 0.03806009644621078, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.924488499122281, 'colsample_bytree': 0.8176938903849053, 'gamma': 0.07834214920159019, 'reg_alpha': 0.6164964546062417, 'reg_lambda': 2.398560493058579}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:35,591] Trial 105 finished with value: 0.75 and parameters: {'n_estimators': 86, 'learning_rate': 0.07051172656713588, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9567020058290799, 'colsample_bytree': 0.7874772680969592, 'gamma': 0.2733914707057866, 'reg_alpha': 0.2224651475018376, 'reg_lambda': 1.143423859823507}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:36,008] Trial 106 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 112, 'learning_rate': 0.19806661169789336, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9535860779887795, 'colsample_bytree': 0.8975634102367132, 'gamma': 1.3260487601748507, 'reg_alpha': 0.5318225668650413, 'reg_lambda': 2.2376106512402276}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:36,437] Trial 107 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 190, 'learning_rate': 0.047975046727106854, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8674716653851222, 'colsample_bytree': 0.7449821292496877, 'gamma': 0.4149017816647581, 'reg_alpha': 0.33393834654131843, 'reg_lambda': 2.5987537706636394}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:36,679] Trial 108 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.05407010388302885, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8246439756806921, 'colsample_bytree': 0.7749178983607001, 'gamma': 0.826765695862188, 'reg_alpha': 0.159294653021466, 'reg_lambda': 1.9744898354497984}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,012] Trial 109 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 58, 'learning_rate': 0.06693859049786437, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7959278453993233, 'colsample_bytree': 0.8718125354920658, 'gamma': 1.1685642965793843, 'reg_alpha': 0.4058631357090502, 'reg_lambda': 1.3105510344547304}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,316] Trial 110 finished with value: 0.761904761904762 and parameters: {'n_estimators': 89, 'learning_rate': 0.09284028437691595, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9764935694394611, 'colsample_bytree': 0.8399045207912652, 'gamma': 0.6772563684849382, 'reg_alpha': 0.6882474730192217, 'reg_lambda': 2.048116965410796}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,589] Trial 111 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 98, 'learning_rate': 0.09276098739657929, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9806640966071298, 'colsample_bytree': 0.8381221249473739, 'gamma': 0.18092148221117849, 'reg_alpha': 0.6777400044993489, 'reg_lambda': 2.053913931794105}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:37,818] Trial 112 finished with value: 0.755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.09330727358941246, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9661241891416678, 'colsample_bytree': 0.8073476028748415, 'gamma': 0.15993047247909226, 'reg_alpha': 0.6708317951938816, 'reg_lambda': 2.0327428418498372}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,080] Trial 113 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.08714130488609974, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9690560166230583, 'colsample_bytree': 0.8104141140394616, 'gamma': 0.6468876921548122, 'reg_alpha': 0.6879872977558344, 'reg_lambda': 2.049141666327895}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,370] Trial 114 finished with value: 0.761904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.09225027239492554, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.994277412435839, 'colsample_bytree': 0.8054005517595978, 'gamma': 0.6679437303689406, 'reg_alpha': 0.6723791644427459, 'reg_lambda': 2.034317841469008}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,685] Trial 115 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.11816244755026005, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9790289090382875, 'colsample_bytree': 0.8068544653433875, 'gamma': 0.6912914288027606, 'reg_alpha': 0.6745505883591454, 'reg_lambda': 2.0500402922286702}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:38,979] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.09220849223167232, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9807853593654774, 'colsample_bytree': 0.792958371798572, 'gamma': 0.00016249735628993262, 'reg_alpha': 0.6834244986156027, 'reg_lambda': 1.9405010072383055}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:39,209] Trial 117 finished with value: 0.755952380952381 and parameters: {'n_estimators': 95, 'learning_rate': 0.10763495709139626, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9979231867797488, 'colsample_bytree': 0.8244269077374712, 'gamma': 0.1899821282430286, 'reg_alpha': 0.7157287276876808, 'reg_lambda': 2.178050540809098}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:39,565] Trial 118 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 74, 'learning_rate': 0.08564918335891741, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9760382695897727, 'colsample_bytree': 0.8110525700208857, 'gamma': 0.3282985427732612, 'reg_alpha': 0.6525113952216307, 'reg_lambda': 1.8916033614338192}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:39,877] Trial 119 finished with value: 0.761904761904762 and parameters: {'n_estimators': 98, 'learning_rate': 0.12886430829533038, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9991950827753018, 'colsample_bytree': 0.8296142585540389, 'gamma': 0.48225508773964654, 'reg_alpha': 0.6993250160926621, 'reg_lambda': 2.0717667557771002}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,126] Trial 120 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 92, 'learning_rate': 0.08336498788990751, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9847411258654722, 'colsample_bytree': 0.8374208560745402, 'gamma': 0.504206364898171, 'reg_alpha': 0.7477565427103742, 'reg_lambda': 2.084648015460515}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,387] Trial 121 finished with value: 0.75 and parameters: {'n_estimators': 100, 'learning_rate': 0.1262392287728243, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9648571791079071, 'colsample_bytree': 0.8183397234193096, 'gamma': 0.6562681399974262, 'reg_alpha': 0.6947021870160136, 'reg_lambda': 1.9954950612446727}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,580] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 67, 'learning_rate': 0.13960453583627092, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9979706411840956, 'colsample_bytree': 0.7738918308892202, 'gamma': 0.2439195097848586, 'reg_alpha': 0.7202498876587418, 'reg_lambda': 2.0659317101803505}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:40,845] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.09349048001106604, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9713166110684601, 'colsample_bytree': 0.8011221336794843, 'gamma': 0.3909132293937105, 'reg_alpha': 0.6666272032058634, 'reg_lambda': 1.8135075505328162}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,136] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.15220203288020867, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9875827238920045, 'colsample_bytree': 0.8237585554494888, 'gamma': 0.11196906783811411, 'reg_alpha': 0.6350429271666722, 'reg_lambda': 1.667879253272642}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,399] Trial 125 finished with value: 0.75 and parameters: {'n_estimators': 61, 'learning_rate': 0.10172635320983202, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9718008988845807, 'colsample_bytree': 0.8426938232021991, 'gamma': 0.4491697009405421, 'reg_alpha': 0.795877830183454, 'reg_lambda': 2.317334572559595}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,628] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.2341371734710621, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9557094576939204, 'colsample_bytree': 0.7207162702163766, 'gamma': 0.5378254512823537, 'reg_alpha': 0.700552047475577, 'reg_lambda': 2.26237396871519}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:41,959] Trial 127 finished with value: 0.75 and parameters: {'n_estimators': 98, 'learning_rate': 0.10975923565549199, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9924250016037943, 'colsample_bytree': 0.7907225603015853, 'gamma': 0.2567221242655716, 'reg_alpha': 0.7534935088621801, 'reg_lambda': 2.8099035861843054}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,219] Trial 128 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 90, 'learning_rate': 0.16929125221553218, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9617385409343865, 'colsample_bytree': 0.8009899494136614, 'gamma': 0.6390931697184102, 'reg_alpha': 0.7865958609527262, 'reg_lambda': 2.1383355968760935}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,422] Trial 129 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 73, 'learning_rate': 0.07567688380760657, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9451955041163779, 'colsample_bytree': 0.8284244224327465, 'gamma': 0.3298786800698406, 'reg_alpha': 0.6372131359677686, 'reg_lambda': 1.959277474736338}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,726] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.09588495102111395, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9993283091245241, 'colsample_bytree': 0.8170218235977635, 'gamma': 0.16323687394012903, 'reg_alpha': 0.8218284299679539, 'reg_lambda': 2.0385499410609693}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:42,997] Trial 131 finished with value: 0.761904761904762 and parameters: {'n_estimators': 94, 'learning_rate': 0.10532852691242632, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.998809572352919, 'colsample_bytree': 0.8297495574233141, 'gamma': 0.15555271362713813, 'reg_alpha': 0.7228338218514355, 'reg_lambda': 2.1733286926799846}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:43,262] Trial 132 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.09063756632096504, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9835718099375055, 'colsample_bytree': 0.833404765302379, 'gamma': 0.003256765281010411, 'reg_alpha': 0.7260279481584574, 'reg_lambda': 2.1912008576351814}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:43,609] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 109, 'learning_rate': 0.11646130365771057, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9796896825005347, 'colsample_bytree': 0.810467755331386, 'gamma': 0.1260011434682127, 'reg_alpha': 0.676064183404794, 'reg_lambda': 2.1371807055318057}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:43,831] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 85, 'learning_rate': 0.08528108834479312, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9505487538115026, 'colsample_bytree': 0.7815491082536955, 'gamma': 0.8320145688077377, 'reg_alpha': 0.6089684701370877, 'reg_lambda': 2.089904450198602}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,080] Trial 135 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 116, 'learning_rate': 0.10500314141445355, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9709148286772942, 'colsample_bytree': 0.8397957788581744, 'gamma': 0.4396484915396077, 'reg_alpha': 0.664167574764844, 'reg_lambda': 1.8874795767481007}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,384] Trial 136 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.13502626536113174, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6701658050815318, 'colsample_bytree': 0.6988147618494587, 'gamma': 0.546107159353769, 'reg_alpha': 0.7052631528199537, 'reg_lambda': 2.2276623500548225}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,612] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 69, 'learning_rate': 0.0732358518399367, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9915105983999604, 'colsample_bytree': 0.8054124040340381, 'gamma': 0.28720796868956133, 'reg_alpha': 0.7367252834186088, 'reg_lambda': 2.0123337373286874}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:44,830] Trial 138 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.07384209790422065, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.9930234359984575, 'colsample_bytree': 0.8289752661820021, 'gamma': 0.7306808876464161, 'reg_alpha': 0.8666721846845591, 'reg_lambda': 1.767077114627276}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,124] Trial 139 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.08156172556794847, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9863817362158275, 'colsample_bytree': 0.796705718019448, 'gamma': 0.29994151100285726, 'reg_alpha': 0.7726213722045531, 'reg_lambda': 1.995500106881359}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,427] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 79, 'learning_rate': 0.12170744483983653, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7714767613906346, 'colsample_bytree': 0.7523378220374626, 'gamma': 0.5985380878291794, 'reg_alpha': 0.9568993288972008, 'reg_lambda': 2.102469586088193}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,552] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 31, 'learning_rate': 0.09672155364878116, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9642913344963141, 'colsample_bytree': 0.8058118363433652, 'gamma': 0.17174504035387106, 'reg_alpha': 0.7386969064038311, 'reg_lambda': 2.040400275094349}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:45,809] Trial 142 finished with value: 0.755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.08980502696225807, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9995709649190554, 'colsample_bytree': 0.770126067835436, 'gamma': 0.3956519429451095, 'reg_alpha': 0.6967492910920656, 'reg_lambda': 1.8449569651391178}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,054] Trial 143 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 86, 'learning_rate': 0.10249882512431176, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9756002189333011, 'colsample_bytree': 0.8186390421405992, 'gamma': 0.09440474495891654, 'reg_alpha': 0.3238789890299599, 'reg_lambda': 1.924723663775274}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,411] Trial 144 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 107, 'learning_rate': 0.07833431177521731, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9878321552608292, 'colsample_bytree': 0.812537042473086, 'gamma': 0.24656105843080625, 'reg_alpha': 0.3006068492785311, 'reg_lambda': 2.1685432749885996}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,649] Trial 145 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 54, 'learning_rate': 0.1119795454899725, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7570055441208989, 'colsample_bytree': 0.8499620550887009, 'gamma': 2.09921103304357, 'reg_alpha': 0.6446226799346644, 'reg_lambda': 2.3736681573626237}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:46,905] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 103, 'learning_rate': 0.14639448893452975, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9681298221712192, 'colsample_bytree': 0.7852980448975999, 'gamma': 0.4756703051850104, 'reg_alpha': 0.6797081801349035, 'reg_lambda': 1.9690338051886411}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,115] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.27272758947709225, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9816946242862602, 'colsample_bytree': 0.8011841300274243, 'gamma': 0.3454102469066471, 'reg_alpha': 0.6158534391027262, 'reg_lambda': 2.013577336856394}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,359] Trial 148 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 81, 'learning_rate': 0.07122139726389262, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9931248616770054, 'colsample_bytree': 0.8225578426177514, 'gamma': 0.08134597574009952, 'reg_alpha': 0.7285690302151981, 'reg_lambda': 2.2539616430634917}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,662] Trial 149 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 63, 'learning_rate': 0.015624343038314462, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9573393445203864, 'colsample_bytree': 0.8320193577868914, 'gamma': 0.22193255265844364, 'reg_alpha': 0.2808504990839266, 'reg_lambda': 0.5068571794876389}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:47,942] Trial 150 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.09860961607425478, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.933167314599726, 'colsample_bytree': 0.7935933711196934, 'gamma': 2.911492980871013, 'reg_alpha': 0.6596053832250522, 'reg_lambda': 2.078275156519663}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:48,247] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 94, 'learning_rate': 0.11026875650186178, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.995776882617549, 'colsample_bytree': 0.8245092208010036, 'gamma': 0.17029293094053535, 'reg_alpha': 0.7128118147410549, 'reg_lambda': 2.1593080486100162}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:48,631] Trial 152 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.08731406925901711, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9902902155051652, 'colsample_bytree': 0.8097036521790847, 'gamma': 4.2369768730677055, 'reg_alpha': 0.6928675353756596, 'reg_lambda': 2.1214542442432607}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:48,881] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 76, 'learning_rate': 0.10245840074763349, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9754014113897556, 'colsample_bytree': 0.8462230222156598, 'gamma': 0.3136842468862203, 'reg_alpha': 0.7512635404006008, 'reg_lambda': 2.2038945131552796}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,214] Trial 154 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 91, 'learning_rate': 0.08081132064892738, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9999955392738648, 'colsample_bytree': 0.8373738614685101, 'gamma': 0.031009878171409086, 'reg_alpha': 0.7313331658530137, 'reg_lambda': 2.0452505353319195}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,414] Trial 155 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 70, 'learning_rate': 0.12439236966729081, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9854284605052179, 'colsample_bytree': 0.6006498343673407, 'gamma': 0.5111543057271895, 'reg_alpha': 0.18155711418825332, 'reg_lambda': 2.455805186706472}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,756] Trial 156 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 84, 'learning_rate': 0.11601108007535266, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7854566338558905, 'colsample_bytree': 0.6212730782320491, 'gamma': 0.171513673580603, 'reg_alpha': 0.24179685456955557, 'reg_lambda': 2.304232216044328}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:49,991] Trial 157 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 83, 'learning_rate': 0.11456406223621621, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7814141576077926, 'colsample_bytree': 0.608987830285345, 'gamma': 2.2655946666815803, 'reg_alpha': 0.2522495816231006, 'reg_lambda': 2.1779333363605304}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:50,285] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 86, 'learning_rate': 0.13163335683053404, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7736605714786965, 'colsample_bytree': 0.6171749062991435, 'gamma': 0.6705456282122613, 'reg_alpha': 0.2772891163555458, 'reg_lambda': 2.330377358762288}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:50,605] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 86, 'learning_rate': 0.12888149703427443, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7838998171936301, 'colsample_bytree': 0.6222166913427242, 'gamma': 0.7030135727032664, 'reg_alpha': 0.2147657999234842, 'reg_lambda': 2.3339352291845468}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:50,945] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 72, 'learning_rate': 0.13780638841674545, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7658395512519035, 'colsample_bytree': 0.6371805799191197, 'gamma': 0.8174254883294287, 'reg_alpha': 0.34247604889060884, 'reg_lambda': 2.449315148313927}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:51,260] Trial 161 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.1483102793806547, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7742652547913008, 'colsample_bytree': 0.655504776709655, 'gamma': 0.6206987912067519, 'reg_alpha': 0.23653685818564812, 'reg_lambda': 2.2907188870987474}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:51,567] Trial 162 finished with value: 0.75 and parameters: {'n_estimators': 81, 'learning_rate': 0.11778886928462208, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8070819352280633, 'colsample_bytree': 0.6152084674369283, 'gamma': 0.3704456743371025, 'reg_alpha': 0.25498525612032136, 'reg_lambda': 2.2523821044058927}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:51,915] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 103, 'learning_rate': 0.10827850151526672, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7880842096438943, 'colsample_bytree': 0.6274549981200479, 'gamma': 0.24038248048600266, 'reg_alpha': 0.2880398211576239, 'reg_lambda': 2.2998819137548323}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:52,246] Trial 164 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 210, 'learning_rate': 0.17887336035513862, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7519698242845039, 'colsample_bytree': 0.6172299634444833, 'gamma': 2.5749178240569037, 'reg_alpha': 0.30643077603772084, 'reg_lambda': 2.368021040289368}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:52,512] Trial 165 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 86, 'learning_rate': 0.06315087245151109, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7962342926799271, 'colsample_bytree': 0.6108192709822593, 'gamma': 0.4461555148826549, 'reg_alpha': 0.2023905753907998, 'reg_lambda': 2.2146773753833595}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:52,795] Trial 166 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 86, 'learning_rate': 0.06594281101379328, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7946320347726399, 'colsample_bytree': 0.6050932930058802, 'gamma': 0.42501318522401027, 'reg_alpha': 0.16689218750003357, 'reg_lambda': 2.141872099615862}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,174] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 198, 'learning_rate': 0.07326763234101052, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7635746219005329, 'colsample_bytree': 0.8291446722178619, 'gamma': 0.562814129443597, 'reg_alpha': 0.2051762784899931, 'reg_lambda': 2.577168972579471}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,502] Trial 168 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 75, 'learning_rate': 0.06297641413880437, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7757884499260366, 'colsample_bytree': 0.6477907608891044, 'gamma': 0.960670038719065, 'reg_alpha': 0.14107343879687162, 'reg_lambda': 2.207731722794259}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,699] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 64, 'learning_rate': 0.16413468669855472, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.800807865868453, 'colsample_bytree': 0.6794945732206894, 'gamma': 0.15767527850790314, 'reg_alpha': 0.27803472879054475, 'reg_lambda': 2.1103600438521375}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:53,959] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 90, 'learning_rate': 0.06042186510767044, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.991858151079096, 'colsample_bytree': 0.8558323255314861, 'gamma': 0.4955035591111884, 'reg_alpha': 0.1940485676232609, 'reg_lambda': 2.3389861961980825}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:54,243] Trial 171 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 95, 'learning_rate': 0.09009454134752805, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.814437333409978, 'colsample_bytree': 0.609581565882581, 'gamma': 0.7780704064916757, 'reg_alpha': 0.23446712504631967, 'reg_lambda': 2.2332297861376884}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:54,576] Trial 172 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 83, 'learning_rate': 0.09851769188395886, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7885440787770587, 'colsample_bytree': 0.629256395048521, 'gamma': 0.29687190590624135, 'reg_alpha': 0.7135485078966484, 'reg_lambda': 2.1662085481861495}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:54,801] Trial 173 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.0687645200710853, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7755463862580593, 'colsample_bytree': 0.6916627138426099, 'gamma': 0.6621302138198499, 'reg_alpha': 0.2552656719369455, 'reg_lambda': 2.5076327770432143}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,070] Trial 174 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 77, 'learning_rate': 0.07759343630212094, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7819521030226181, 'colsample_bytree': 0.6215815317164147, 'gamma': 0.010790190105312153, 'reg_alpha': 0.6840054400103976, 'reg_lambda': 2.0874234992447884}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,346] Trial 175 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 88, 'learning_rate': 0.08409479969132005, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9811915430695338, 'colsample_bytree': 0.8168984339159656, 'gamma': 0.4389893950917192, 'reg_alpha': 0.21422968689143995, 'reg_lambda': 1.9950298411823224}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,676] Trial 176 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 109, 'learning_rate': 0.13196994991935262, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9999073686414776, 'colsample_bytree': 0.6656152663293673, 'gamma': 0.19917675816195984, 'reg_alpha': 0.7066580989584809, 'reg_lambda': 2.2798182635818556}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:55,934] Trial 177 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.10730475288738879, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8013968927623986, 'colsample_bytree': 0.6170609073699707, 'gamma': 0.10694679196228019, 'reg_alpha': 0.6297997009204108, 'reg_lambda': 2.415832465927176}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:56,190] Trial 178 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 36, 'learning_rate': 0.11809269436695645, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9765782697007641, 'colsample_bytree': 0.7420366318852093, 'gamma': 0.36882379067741033, 'reg_alpha': 0.36336379875956965, 'reg_lambda': 2.1809819698344093}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:56,515] Trial 179 finished with value: 0.75 and parameters: {'n_estimators': 190, 'learning_rate': 0.09617496932198513, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7627123543269158, 'colsample_bytree': 0.6006222989233652, 'gamma': 0.8757028204569886, 'reg_alpha': 0.7666534938341022, 'reg_lambda': 2.071921081636276}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:56,763] Trial 180 finished with value: 0.761904761904762 and parameters: {'n_estimators': 104, 'learning_rate': 0.12466841979682529, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9876654073774803, 'colsample_bytree': 0.7198237618618584, 'gamma': 0.6150774079979765, 'reg_alpha': 0.6500027769690325, 'reg_lambda': 1.9576502551215231}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:57,086] Trial 181 finished with value: 0.738095238095238 and parameters: {'n_estimators': 102, 'learning_rate': 0.010023413308825058, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.988925742524358, 'colsample_bytree': 0.7198408799215174, 'gamma': 0.6224455182278813, 'reg_alpha': 0.6568119131490421, 'reg_lambda': 1.9394675584056453}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:57,403] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 114, 'learning_rate': 0.12580011202975408, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9815980973559816, 'colsample_bytree': 0.6340121084922762, 'gamma': 0.27504669190689246, 'reg_alpha': 0.6825709293928276, 'reg_lambda': 1.888505495632065}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:57,674] Trial 183 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 92, 'learning_rate': 0.1112906313003662, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6090280732297618, 'colsample_bytree': 0.8429404192317358, 'gamma': 0.7147373340627372, 'reg_alpha': 0.5883624671124497, 'reg_lambda': 2.1177447330491055}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,047] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 100, 'learning_rate': 0.15226332027634432, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8807911870444718, 'colsample_bytree': 0.7350257818416368, 'gamma': 0.5409618516942223, 'reg_alpha': 0.26939665273924784, 'reg_lambda': 1.9889120728833796}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,356] Trial 185 finished with value: 0.761904761904762 and parameters: {'n_estimators': 83, 'learning_rate': 0.1421990271382597, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7921349217196432, 'colsample_bytree': 0.8262033685956858, 'gamma': 0.43476636053982665, 'reg_alpha': 0.6428211675789202, 'reg_lambda': 2.223835756068227}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,651] Trial 186 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 82, 'learning_rate': 0.14187209110106794, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7947782167955295, 'colsample_bytree': 0.8256911205026641, 'gamma': 0.44629981604456065, 'reg_alpha': 0.7169897031984033, 'reg_lambda': 2.250273028696954}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:58,868] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 84, 'learning_rate': 0.13013969248486035, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9928463799062237, 'colsample_bytree': 0.7115958323803366, 'gamma': 0.325846818768186, 'reg_alpha': 0.3110601781877254, 'reg_lambda': 2.1474371580820257}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,126] Trial 188 finished with value: 0.693452380952381 and parameters: {'n_estimators': 78, 'learning_rate': 0.055882752436713715, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.9722714837536324, 'colsample_bytree': 0.814574433962813, 'gamma': 0.19204338082478734, 'reg_alpha': 0.6945304127947944, 'reg_lambda': 2.212356528985156}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,397] Trial 189 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 88, 'learning_rate': 0.19844802750490298, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8088296460730067, 'colsample_bytree': 0.8003383466895676, 'gamma': 0.5762929912448634, 'reg_alpha': 0.7425052511794407, 'reg_lambda': 2.036984733106307}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,623] Trial 190 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 93, 'learning_rate': 0.12119325322501373, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7843510303021406, 'colsample_bytree': 0.8373830917762912, 'gamma': 0.7914107996152688, 'reg_alpha': 0.6568845264453996, 'reg_lambda': 2.2967220381738085}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:35:59,896] Trial 191 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 99, 'learning_rate': 0.1396247012488445, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7707419185303636, 'colsample_bytree': 0.8227605415047398, 'gamma': 0.4839619192810366, 'reg_alpha': 0.629384734281423, 'reg_lambda': 2.060278450591806}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:00,257] Trial 192 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 88, 'learning_rate': 0.10164143257972974, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9857364418254275, 'colsample_bytree': 0.7598502815623733, 'gamma': 0.11137277119697339, 'reg_alpha': 0.6656886136230499, 'reg_lambda': 2.1260251512189754}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:00,581] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 103, 'learning_rate': 0.15516000300139457, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7902980221866919, 'colsample_bytree': 0.7911796808966183, 'gamma': 0.3745299685832223, 'reg_alpha': 0.6419091754466941, 'reg_lambda': 2.2104767061836137}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:00,891] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.08604345813569972, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9937773306665295, 'colsample_bytree': 0.6448334426615205, 'gamma': 0.7155343296099689, 'reg_alpha': 0.6015747607975319, 'reg_lambda': 1.9488557523355667}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:01,109] Trial 195 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 70, 'learning_rate': 0.01809937878947835, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9767734154531136, 'colsample_bytree': 0.8066880892465317, 'gamma': 0.22917429516285318, 'reg_alpha': 0.6946903798767954, 'reg_lambda': 2.3741762617647266}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:01,460] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.11227383674429338, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.7977550551215739, 'colsample_bytree': 0.748994170424697, 'gamma': 0.6298103337294289, 'reg_alpha': 0.6188669421296633, 'reg_lambda': 1.1722688318039545}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:01,797] Trial 197 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 81, 'learning_rate': 0.09179034173330361, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7787598935256063, 'colsample_bytree': 0.6117422660166174, 'gamma': 0.31204509059490754, 'reg_alpha': 0.1845113641548922, 'reg_lambda': 2.0195380025297727}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:02,064] Trial 198 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 94, 'learning_rate': 0.06190899358955391, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.6393879604516047, 'colsample_bytree': 0.8311799878282911, 'gamma': 0.04852225514885007, 'reg_alpha': 0.6735873473173126, 'reg_lambda': 2.165721958424659}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:02,373] Trial 199 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 85, 'learning_rate': 0.07229802764887085, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9868281190830124, 'colsample_bytree': 0.8183072650260566, 'gamma': 0.5324743398693879, 'reg_alpha': 0.5685598192603177, 'reg_lambda': 2.073959261298863}. Best is trial 26 with value: 0.7738095238095238.
[I 2025-11-03 20:36:02,379] A new study created in memory with name: no-name-b49d6a7c-f16c-4ed9-86b4-828fbbd063eb
[I 2025-11-03 20:36:02,743] Trial 0 finished with value: 0.6101190476190476 and parameters: {'n_estimators': 86, 'learning_rate': 0.011226277745870955, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9664828895235199, 'colsample_bytree': 0.9500806617617971, 'gamma': 4.806880791652075, 'reg_alpha': 0.9287274168154461, 'reg_lambda': 2.6791628467660633}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,127] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 216, 'learning_rate': 0.2881761450368587, 'max_depth': 8, 'min_child_weight': 15, 'subsample': 0.6543510165136395, 'colsample_bytree': 0.9975382995863855, 'gamma': 0.373870752243759, 'reg_alpha': 0.16973761888672767, 'reg_lambda': 1.7175632521961999}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,455] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.24529499249654205, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.8832711892232277, 'colsample_bytree': 0.9359786206081457, 'gamma': 0.6463221055752449, 'reg_alpha': 0.806151908553455, 'reg_lambda': 0.9478473071869965}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,608] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 61, 'learning_rate': 0.20473719212106917, 'max_depth': 3, 'min_child_weight': 18, 'subsample': 0.7529690084567023, 'colsample_bytree': 0.6970034848126617, 'gamma': 1.7652100586601294, 'reg_alpha': 0.4762664046083124, 'reg_lambda': 0.9339351720542304}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:03,961] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 156, 'learning_rate': 0.10386284177706058, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8373413754460713, 'colsample_bytree': 0.842194076118924, 'gamma': 1.139307087903928, 'reg_alpha': 0.4826513321747177, 'reg_lambda': 1.1979732250997208}. Best is trial 0 with value: 0.6101190476190476.
[I 2025-11-03 20:36:04,061] Trial 5 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 32, 'learning_rate': 0.13518344777340907, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9572074835421369, 'colsample_bytree': 0.7140434753631111, 'gamma': 4.465502057953393, 'reg_alpha': 0.4564777325459154, 'reg_lambda': 2.027042512466231}. Best is trial 5 with value: 0.6666666666666666.
[I 2025-11-03 20:36:04,311] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 65, 'learning_rate': 0.011456869588855856, 'max_depth': 9, 'min_child_weight': 16, 'subsample': 0.761238593332216, 'colsample_bytree': 0.9685182505581552, 'gamma': 1.5405501618276634, 'reg_alpha': 0.7979463177653262, 'reg_lambda': 0.8533920492916154}. Best is trial 5 with value: 0.6666666666666666.
[I 2025-11-03 20:36:04,575] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.022201420908077113, 'max_depth': 4, 'min_child_weight': 17, 'subsample': 0.9996034415169289, 'colsample_bytree': 0.7898965629548096, 'gamma': 1.310461288066465, 'reg_alpha': 0.004389575495580389, 'reg_lambda': 2.474083252188568}. Best is trial 5 with value: 0.6666666666666666.
[I 2025-11-03 20:36:04,975] Trial 8 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 130, 'learning_rate': 0.02972122923600909, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8944551927866434, 'colsample_bytree': 0.8585462979048941, 'gamma': 4.441691002571066, 'reg_alpha': 0.5054292375099974, 'reg_lambda': 1.3416582837522095}. Best is trial 8 with value: 0.7083333333333333.
[I 2025-11-03 20:36:05,198] Trial 9 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 111, 'learning_rate': 0.16434550396485517, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.6658647461249497, 'colsample_bytree': 0.7228366165890212, 'gamma': 1.9298712262681899, 'reg_alpha': 0.8528135407562552, 'reg_lambda': 1.1861795959608343}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:05,533] Trial 10 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 183, 'learning_rate': 0.07004171655822351, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.604754894707356, 'colsample_bytree': 0.6185172746673262, 'gamma': 3.036094342997863, 'reg_alpha': 0.9877378664477124, 'reg_lambda': 0.5587568747562779}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:05,839] Trial 11 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 142, 'learning_rate': 0.035999498383672585, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.7011371889804274, 'colsample_bytree': 0.8620779980685679, 'gamma': 3.24623003384695, 'reg_alpha': 0.7035694940543518, 'reg_lambda': 1.5668533740307464}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:06,176] Trial 12 finished with value: 0.699404761904762 and parameters: {'n_estimators': 171, 'learning_rate': 0.041943608358423215, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.8762133147953726, 'colsample_bytree': 0.7829654150771725, 'gamma': 3.928802174737207, 'reg_alpha': 0.6547530341831537, 'reg_lambda': 1.4802674951638721}. Best is trial 9 with value: 0.7202380952380952.
[I 2025-11-03 20:36:06,493] Trial 13 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 124, 'learning_rate': 0.031139897212402613, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8077004948205658, 'colsample_bytree': 0.7279298132720771, 'gamma': 2.5656529280608034, 'reg_alpha': 0.3450206624614077, 'reg_lambda': 1.9903462019767646}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:06,919] Trial 14 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.07946220135915245, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7901788495353713, 'colsample_bytree': 0.6879709009148487, 'gamma': 2.2716916683783515, 'reg_alpha': 0.2850126329921916, 'reg_lambda': 2.1006811804209797}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:07,248] Trial 15 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.019951856865765477, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7171258636963762, 'colsample_bytree': 0.7445034026898949, 'gamma': 2.644323094672889, 'reg_alpha': 0.32811357518248685, 'reg_lambda': 2.021539559691995}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:07,619] Trial 16 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 198, 'learning_rate': 0.1511982689767718, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.6625234224355829, 'colsample_bytree': 0.6390586520621593, 'gamma': 2.1499013076558358, 'reg_alpha': 0.6028641005324882, 'reg_lambda': 2.3536703280776927}. Best is trial 13 with value: 0.7202380952380953.
[I 2025-11-03 20:36:07,955] Trial 17 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 78, 'learning_rate': 0.05801236849358667, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8187935397628382, 'colsample_bytree': 0.667884226924932, 'gamma': 3.377233436024505, 'reg_alpha': 0.25908418112630893, 'reg_lambda': 1.829297578187277}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 20:36:08,184] Trial 18 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 30, 'learning_rate': 0.055226477996007314, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8396662741617731, 'colsample_bytree': 0.6588252972957082, 'gamma': 3.5906367641776504, 'reg_alpha': 0.13639741018100615, 'reg_lambda': 1.8529198088725638}. Best is trial 17 with value: 0.7261904761904762.
[I 2025-11-03 20:36:08,348] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 67, 'learning_rate': 0.019952685118841622, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.803730525778075, 'colsample_bytree': 0.7533006513463983, 'gamma': 2.7593713319646853, 'reg_alpha': 0.3406329342530555, 'reg_lambda': 2.9147938514655274}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:08,616] Trial 20 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 64, 'learning_rate': 0.017613374472366362, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9283665289496683, 'colsample_bytree': 0.6011759199567805, 'gamma': 3.8102349723087583, 'reg_alpha': 0.20447761749230003, 'reg_lambda': 2.8782906254038307}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:08,865] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 82, 'learning_rate': 0.027467949718281853, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8172741953969394, 'colsample_bytree': 0.7605465499945745, 'gamma': 2.7185551834009507, 'reg_alpha': 0.3461144034336497, 'reg_lambda': 2.4249689013698754}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:09,115] Trial 22 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 56, 'learning_rate': 0.03950819383516471, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7844027906446992, 'colsample_bytree': 0.6693277790991057, 'gamma': 2.76989809247406, 'reg_alpha': 0.3873097227984186, 'reg_lambda': 2.9386209322515553}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:09,382] Trial 23 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 92, 'learning_rate': 0.01665267022188958, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8397734958685242, 'colsample_bytree': 0.8286242888979184, 'gamma': 3.3275065083735895, 'reg_alpha': 0.2592276184670081, 'reg_lambda': 2.686847080872333}. Best is trial 19 with value: 0.7261904761904763.
[I 2025-11-03 20:36:09,723] Trial 24 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 38, 'learning_rate': 0.05310030653729596, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7435319823770782, 'colsample_bytree': 0.7430892401479591, 'gamma': 2.502065652420735, 'reg_alpha': 0.06720196833110936, 'reg_lambda': 1.8172834181618491}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,013] Trial 25 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.05444339408686543, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7276468262736551, 'colsample_bytree': 0.7665845844386867, 'gamma': 3.0721954620332057, 'reg_alpha': 0.04894283374623733, 'reg_lambda': 2.263314285096416}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,104] Trial 26 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 20, 'learning_rate': 0.09592426675359526, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7571881210429355, 'colsample_bytree': 0.807330589477263, 'gamma': 4.097060406952481, 'reg_alpha': 0.12033289404601613, 'reg_lambda': 1.749216502011696}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,439] Trial 27 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 47, 'learning_rate': 0.052811791251610174, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.6909193848191316, 'colsample_bytree': 0.8935595569551229, 'gamma': 3.5039234283358978, 'reg_alpha': 0.07775227592761817, 'reg_lambda': 2.600266125964303}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,696] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 79, 'learning_rate': 0.06789692715818414, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.7373126465338804, 'colsample_bytree': 0.6768585129447882, 'gamma': 2.32975107161319, 'reg_alpha': 0.23279312697791818, 'reg_lambda': 2.2116132644090976}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:10,964] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.010870897538113765, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.859791050412374, 'colsample_bytree': 0.6372009293273656, 'gamma': 3.0498433939273144, 'reg_alpha': 0.40973104555519535, 'reg_lambda': 2.718178902283157}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:11,193] Trial 30 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 42, 'learning_rate': 0.015270328649597792, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9278418858648839, 'colsample_bytree': 0.7436997783564905, 'gamma': 4.324079793386834, 'reg_alpha': 0.005336807731980864, 'reg_lambda': 1.5832037949187538}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:11,530] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.025341655690653043, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7940305781940178, 'colsample_bytree': 0.7147539539582719, 'gamma': 2.5084814984240227, 'reg_alpha': 0.303096504720894, 'reg_lambda': 1.8230535569238107}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:11,906] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.025450564567409576, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7758061190763277, 'colsample_bytree': 0.7065120680834998, 'gamma': 1.9329958743995699, 'reg_alpha': 0.1647566627527269, 'reg_lambda': 1.8538549627352712}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:12,322] Trial 33 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 101, 'learning_rate': 0.013125590804322027, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7699222061909431, 'colsample_bytree': 0.7107237831144461, 'gamma': 0.8381400454344965, 'reg_alpha': 0.19201844944626933, 'reg_lambda': 1.6996000883094626}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:12,660] Trial 34 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.020943048036433896, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7732042626195907, 'colsample_bytree': 0.7564845940690246, 'gamma': 1.9072771799501758, 'reg_alpha': 0.14476685069361866, 'reg_lambda': 1.873155512227981}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:12,994] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.024484716907091152, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8013324231817207, 'colsample_bytree': 0.8150878625250477, 'gamma': 1.692083638708371, 'reg_alpha': 0.5501459039607537, 'reg_lambda': 1.3959181708935955}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:13,327] Trial 36 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 147, 'learning_rate': 0.025061148528291652, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7390390957631315, 'colsample_bytree': 0.8106029987947003, 'gamma': 0.15365851440439893, 'reg_alpha': 0.5537494529012317, 'reg_lambda': 1.3891321332513884}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:13,746] Trial 37 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 165, 'learning_rate': 0.04549025139137588, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7070782430995999, 'colsample_bytree': 0.9033631559984029, 'gamma': 1.483988295654692, 'reg_alpha': 0.07663675847111567, 'reg_lambda': 1.1997904285110874}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:14,067] Trial 38 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 113, 'learning_rate': 0.0340683358345547, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7517064332039182, 'colsample_bytree': 0.7011451735194221, 'gamma': 0.8329789215772799, 'reg_alpha': 0.4285472545367177, 'reg_lambda': 1.6434490198333451}. Best is trial 24 with value: 0.7321428571428571.
[I 2025-11-03 20:36:14,345] Trial 39 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 138, 'learning_rate': 0.014012207054924045, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6354841123780098, 'colsample_bytree': 0.7851525209454522, 'gamma': 1.6637815617210427, 'reg_alpha': 0.5445732747627662, 'reg_lambda': 1.3092640635641721}. Best is trial 39 with value: 0.7321428571428572.
[I 2025-11-03 20:36:14,752] Trial 40 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 134, 'learning_rate': 0.013424751743906836, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6219525205163678, 'colsample_bytree': 0.7786829435636021, 'gamma': 2.0488665100213077, 'reg_alpha': 0.7067443633188233, 'reg_lambda': 1.063695113732639}. Best is trial 39 with value: 0.7321428571428572.
[I 2025-11-03 20:36:15,157] Trial 41 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 152, 'learning_rate': 0.02555400171099051, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6354721827499707, 'colsample_bytree': 0.826101411845726, 'gamma': 1.6547808185004655, 'reg_alpha': 0.5157128752125432, 'reg_lambda': 1.3616638084570158}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:15,475] Trial 42 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 159, 'learning_rate': 0.013743988777804195, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6329963177103389, 'colsample_bytree': 0.7284006922516006, 'gamma': 1.1833379414936998, 'reg_alpha': 0.5346967737431738, 'reg_lambda': 1.2211907004668265}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:15,818] Trial 43 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 198, 'learning_rate': 0.026847800393628544, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.6802818133063991, 'colsample_bytree': 0.8473720497596821, 'gamma': 4.900946814630009, 'reg_alpha': 0.6010503828427484, 'reg_lambda': 0.6893936296169743}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:16,053] Trial 44 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.016860188699641353, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6004711567639975, 'colsample_bytree': 0.7911843847451046, 'gamma': 1.5460648183221182, 'reg_alpha': 0.45571634250367316, 'reg_lambda': 1.498901832912768}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:16,508] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 182, 'learning_rate': 0.010134258175037682, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.6481880838367261, 'colsample_bytree': 0.7337394795395636, 'gamma': 1.8367490413275567, 'reg_alpha': 0.16813236336894719, 'reg_lambda': 0.9452230357558811}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:16,843] Trial 46 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 136, 'learning_rate': 0.03265245853554619, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6391353153992917, 'colsample_bytree': 0.6993275035032758, 'gamma': 2.4055287889513206, 'reg_alpha': 0.5024646447584261, 'reg_lambda': 1.9307684542905197}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:17,057] Trial 47 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.022838645989715904, 'max_depth': 10, 'min_child_weight': 14, 'subsample': 0.6739988789606837, 'colsample_bytree': 0.8831353207947992, 'gamma': 1.3640208268572982, 'reg_alpha': 0.7239764269581273, 'reg_lambda': 1.0818262305931428}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:17,482] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.11444519654491023, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.614386362977825, 'colsample_bytree': 0.927007079493313, 'gamma': 2.1717732994207823, 'reg_alpha': 0.5921550021442108, 'reg_lambda': 2.111713809053418}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:17,910] Trial 49 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 237, 'learning_rate': 0.2722473068657449, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.6903026068717405, 'colsample_bytree': 0.7764008490031714, 'gamma': 1.6545536272488675, 'reg_alpha': 0.29586344313385127, 'reg_lambda': 1.3116711362963085}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:18,159] Trial 50 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 125, 'learning_rate': 0.04495714440221726, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.6578703518642747, 'colsample_bytree': 0.987029461917082, 'gamma': 0.9848346682371181, 'reg_alpha': 0.6552776046686548, 'reg_lambda': 1.5145062536828728}. Best is trial 41 with value: 0.7380952380952381.
[I 2025-11-03 20:36:18,476] Trial 51 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 176, 'learning_rate': 0.025532233025376026, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.7886521925771757, 'colsample_bytree': 0.8188321229028466, 'gamma': 1.7001284432210122, 'reg_alpha': 0.5484418691089399, 'reg_lambda': 1.3712854565723651}. Best is trial 51 with value: 0.7440476190476192.
[I 2025-11-03 20:36:18,868] Trial 52 finished with value: 0.755952380952381 and parameters: {'n_estimators': 176, 'learning_rate': 0.028796427157999224, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.826312715464241, 'colsample_bytree': 0.8251683849610424, 'gamma': 2.0161180672858547, 'reg_alpha': 0.6498103976789749, 'reg_lambda': 1.6522590046371106}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:19,223] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 183, 'learning_rate': 0.03838705704794128, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8545362006242275, 'colsample_bytree': 0.8324618695548786, 'gamma': 0.456165949535392, 'reg_alpha': 0.7750412384593458, 'reg_lambda': 1.6536068650669105}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:19,671] Trial 54 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 174, 'learning_rate': 0.02963692655573849, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8946930905270938, 'colsample_bytree': 0.8611430990823057, 'gamma': 2.397023246657625, 'reg_alpha': 0.6539252278037924, 'reg_lambda': 1.2946895066052406}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:20,079] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 201, 'learning_rate': 0.018820274471845526, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.82571304154268, 'colsample_bytree': 0.797900982625337, 'gamma': 2.5637952231037353, 'reg_alpha': 0.8730747064241793, 'reg_lambda': 1.0821016664372307}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:20,549] Trial 56 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 209, 'learning_rate': 0.022298869896091103, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7929758468809428, 'colsample_bytree': 0.821420240317469, 'gamma': 1.2206867306491733, 'reg_alpha': 0.4643635620211714, 'reg_lambda': 1.453957738770766}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:20,840] Trial 57 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.04707889739876398, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8644521445510318, 'colsample_bytree': 0.8487925951559981, 'gamma': 2.073036083849675, 'reg_alpha': 0.6363877793294487, 'reg_lambda': 0.8464279028853003}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:21,170] Trial 58 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.047766113161489925, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8285191998690256, 'colsample_bytree': 0.8759542507948805, 'gamma': 1.3942610242958766, 'reg_alpha': 0.6271960756269082, 'reg_lambda': 0.8495585721551473}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:21,562] Trial 59 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 163, 'learning_rate': 0.06747000148762271, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8860746392877299, 'colsample_bytree': 0.8511393796203653, 'gamma': 2.075376468925735, 'reg_alpha': 0.5313161055161737, 'reg_lambda': 0.5989006253080049}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:21,949] Trial 60 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 190, 'learning_rate': 0.09118362585324907, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8494765563510708, 'colsample_bytree': 0.8369923100485751, 'gamma': 1.7431688124831026, 'reg_alpha': 0.7641300014009637, 'reg_lambda': 0.8237997324739654}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:22,353] Trial 61 finished with value: 0.738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.03613289941630094, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8704489837136475, 'colsample_bytree': 0.8058626449672824, 'gamma': 2.821714154782874, 'reg_alpha': 0.5663423244710335, 'reg_lambda': 1.7714708397557857}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:22,707] Trial 62 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.03679371502507386, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8599016113248273, 'colsample_bytree': 0.8008355950212659, 'gamma': 2.2297938772119354, 'reg_alpha': 0.5596987285529594, 'reg_lambda': 1.699146611531911}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:22,978] Trial 63 finished with value: 0.744047619047619 and parameters: {'n_estimators': 140, 'learning_rate': 0.05997372773009319, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9087750421618311, 'colsample_bytree': 0.824126736867883, 'gamma': 2.94901623965922, 'reg_alpha': 0.6789916971105749, 'reg_lambda': 1.57490191998428}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:23,372] Trial 64 finished with value: 0.738095238095238 and parameters: {'n_estimators': 140, 'learning_rate': 0.07770081455010644, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9078103236245391, 'colsample_bytree': 0.8730777901681005, 'gamma': 2.955156535056057, 'reg_alpha': 0.6736163200786066, 'reg_lambda': 1.4191061903560669}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:23,668] Trial 65 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06147984854458078, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.915409739792877, 'colsample_bytree': 0.8246994092749715, 'gamma': 2.838948598995049, 'reg_alpha': 0.6620114575110483, 'reg_lambda': 1.6051359068904143}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:23,965] Trial 66 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 152, 'learning_rate': 0.059437461252351186, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9739185855051158, 'colsample_bytree': 0.8227944264777735, 'gamma': 2.83570211825146, 'reg_alpha': 0.6187138004402516, 'reg_lambda': 1.5997203049022597}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:24,455] Trial 67 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 168, 'learning_rate': 0.029404923190571676, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9228579255427102, 'colsample_bytree': 0.8437410153693925, 'gamma': 3.107144052739169, 'reg_alpha': 0.7249717917716567, 'reg_lambda': 1.5549982676469802}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:24,801] Trial 68 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 175, 'learning_rate': 0.04130517264719192, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9438805104671162, 'colsample_bytree': 0.837137399720389, 'gamma': 2.9147592332391166, 'reg_alpha': 0.6829545884565837, 'reg_lambda': 1.7874844682317232}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:25,046] Trial 69 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.06048461446203613, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8801968867728184, 'colsample_bytree': 0.8572414061577138, 'gamma': 2.6410494866748393, 'reg_alpha': 0.5839652808447781, 'reg_lambda': 2.003633505766113}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:25,367] Trial 70 finished with value: 0.744047619047619 and parameters: {'n_estimators': 191, 'learning_rate': 0.034664186251886685, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8696954459826302, 'colsample_bytree': 0.9087537309590675, 'gamma': 3.2305228861916753, 'reg_alpha': 0.49776410238001784, 'reg_lambda': 1.9228586480765215}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:25,636] Trial 71 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 192, 'learning_rate': 0.050019710076801276, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9019071647759719, 'colsample_bytree': 0.8150875354796399, 'gamma': 3.2573678546327436, 'reg_alpha': 0.5045639639093968, 'reg_lambda': 1.9473527441215905}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:26,039] Trial 72 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 223, 'learning_rate': 0.035230108827097026, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.9129957360763692, 'colsample_bytree': 0.8928571949197457, 'gamma': 3.5702751336987433, 'reg_alpha': 0.6419686074897493, 'reg_lambda': 2.0963946362071733}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:26,369] Trial 73 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 182, 'learning_rate': 0.03212084165289294, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8674273794275447, 'colsample_bytree': 0.8024482625078312, 'gamma': 1.9943460772510158, 'reg_alpha': 0.5806303052810556, 'reg_lambda': 1.7679281405935536}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:26,882] Trial 74 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 150, 'learning_rate': 0.04288023317349133, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9471625209949953, 'colsample_bytree': 0.9194559430589342, 'gamma': 3.1472149710629904, 'reg_alpha': 0.4813114854389867, 'reg_lambda': 1.9096498247076354}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:27,239] Trial 75 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 159, 'learning_rate': 0.02902784949522612, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.870174473570947, 'colsample_bytree': 0.9471640411613771, 'gamma': 3.429440718263681, 'reg_alpha': 0.7498989217615879, 'reg_lambda': 1.6375212506476702}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:27,586] Trial 76 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 189, 'learning_rate': 0.20703568539435077, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.890469214109244, 'colsample_bytree': 0.8260442849924425, 'gamma': 3.7257962993254834, 'reg_alpha': 0.38855691794867403, 'reg_lambda': 1.5278970269726453}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:27,983] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 177, 'learning_rate': 0.07718889800768995, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.844834211146505, 'colsample_bytree': 0.872005560985901, 'gamma': 2.6848136950997685, 'reg_alpha': 0.8130800197883153, 'reg_lambda': 1.69597609146175}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:28,310] Trial 78 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 167, 'learning_rate': 0.04977751856428164, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9824843917013641, 'colsample_bytree': 0.792089278258465, 'gamma': 2.3071991247606567, 'reg_alpha': 0.6889794932276085, 'reg_lambda': 1.1427088916919432}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:28,700] Trial 79 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 165, 'learning_rate': 0.06343970315669441, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.971219502290976, 'colsample_bytree': 0.9600875211885314, 'gamma': 2.33143164790799, 'reg_alpha': 0.6142860732328599, 'reg_lambda': 1.1408822021065756}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:29,081] Trial 80 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.06460975121308932, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9386295388245596, 'colsample_bytree': 0.9694932194158351, 'gamma': 1.837237070038134, 'reg_alpha': 0.61922250350368, 'reg_lambda': 0.9983020392169909}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:29,412] Trial 81 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.08489020158806838, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.994131931382321, 'colsample_bytree': 0.9529561907696801, 'gamma': 2.355354250209147, 'reg_alpha': 0.6838875908765975, 'reg_lambda': 1.158958783749258}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:29,716] Trial 82 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 171, 'learning_rate': 0.050319669301314554, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.98562495583709, 'colsample_bytree': 0.7665512703695043, 'gamma': 2.064293413009669, 'reg_alpha': 0.5224419877325669, 'reg_lambda': 1.2283377756657312}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:30,104] Trial 83 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 144, 'learning_rate': 0.06390582825163961, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9638256333124584, 'colsample_bytree': 0.9976138888869167, 'gamma': 2.20731363859944, 'reg_alpha': 0.6993850846179519, 'reg_lambda': 1.1193276545102642}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:30,482] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 162, 'learning_rate': 0.07304802001413994, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9552951626331546, 'colsample_bytree': 0.8493984267154818, 'gamma': 1.5375694121481986, 'reg_alpha': 0.4419119130721111, 'reg_lambda': 1.3908003611726856}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:30,837] Trial 85 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 194, 'learning_rate': 0.05544419389144369, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9747243237104406, 'colsample_bytree': 0.9051858471776385, 'gamma': 2.4709058831293187, 'reg_alpha': 0.8200248508669965, 'reg_lambda': 1.0133177912413451}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:31,107] Trial 86 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 179, 'learning_rate': 0.039966906029215904, 'max_depth': 9, 'min_child_weight': 11, 'subsample': 0.8154699336542355, 'colsample_bytree': 0.7908998683051094, 'gamma': 1.8686525640558969, 'reg_alpha': 0.7284869376167706, 'reg_lambda': 1.2426649147360167}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:31,470] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 169, 'learning_rate': 0.048656023756902006, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9205225209350759, 'colsample_bytree': 0.7731404836007666, 'gamma': 2.2698621441354527, 'reg_alpha': 0.6323474327283498, 'reg_lambda': 0.7390008825481289}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:31,878] Trial 88 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 131, 'learning_rate': 0.04692746112123792, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9322191870511405, 'colsample_bytree': 0.7728610620440205, 'gamma': 2.940100527800247, 'reg_alpha': 0.6364883137118048, 'reg_lambda': 0.7777092528434432}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:32,223] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.04553424163062762, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9363735473464567, 'colsample_bytree': 0.775021453927454, 'gamma': 3.241941153016317, 'reg_alpha': 0.631602454755105, 'reg_lambda': 0.7469191813340488}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:32,581] Trial 90 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 128, 'learning_rate': 0.0449626812309785, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9398592695365198, 'colsample_bytree': 0.7721309374646208, 'gamma': 3.2557657666389845, 'reg_alpha': 0.6343053687579298, 'reg_lambda': 0.7129895177086578}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:32,937] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.0450242504011873, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9350050467286031, 'colsample_bytree': 0.774270310386016, 'gamma': 3.224177990047574, 'reg_alpha': 0.6277966228905543, 'reg_lambda': 0.7493524600954422}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:33,201] Trial 92 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.044299322868240024, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9355428840636063, 'colsample_bytree': 0.7719054783768714, 'gamma': 3.3920107920976217, 'reg_alpha': 0.6237902115590248, 'reg_lambda': 0.7666491814032289}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:33,455] Trial 93 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 131, 'learning_rate': 0.056209941542089505, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9533394914146447, 'colsample_bytree': 0.7501452958076594, 'gamma': 2.991114749547859, 'reg_alpha': 0.6442941796534644, 'reg_lambda': 0.5024247341081256}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:33,787] Trial 94 finished with value: 0.726190476190476 and parameters: {'n_estimators': 123, 'learning_rate': 0.052273422634210795, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9236303568381814, 'colsample_bytree': 0.7634010342180035, 'gamma': 3.792058838523706, 'reg_alpha': 0.5989970271513998, 'reg_lambda': 0.710102525539687}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,066] Trial 95 finished with value: 0.738095238095238 and parameters: {'n_estimators': 117, 'learning_rate': 0.038603058690763276, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9615791251899485, 'colsample_bytree': 0.7741131749234842, 'gamma': 3.22047331077098, 'reg_alpha': 0.5745874614664361, 'reg_lambda': 0.899829966976707}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,388] Trial 96 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 109, 'learning_rate': 0.04666612927678099, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9054320672005247, 'colsample_bytree': 0.736633340665745, 'gamma': 4.047212335312308, 'reg_alpha': 0.6373768652332591, 'reg_lambda': 0.5990536685450545}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,688] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 143, 'learning_rate': 0.07022200854183068, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9323779390034118, 'colsample_bytree': 0.7826779382416202, 'gamma': 3.6835682961969307, 'reg_alpha': 0.7098606246902526, 'reg_lambda': 0.6713961539545951}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:34,921] Trial 98 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 127, 'learning_rate': 0.11135554003336326, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9510092117849839, 'colsample_bytree': 0.753989668816579, 'gamma': 2.620410609094547, 'reg_alpha': 0.6088954578986997, 'reg_lambda': 0.7686691237502818}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:35,165] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 134, 'learning_rate': 0.04245679176837082, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9203590936923219, 'colsample_bytree': 0.7979583666492182, 'gamma': 2.1463403528726297, 'reg_alpha': 0.6617074889974597, 'reg_lambda': 0.8820043686809269}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:35,400] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 139, 'learning_rate': 0.04781593820022995, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8991647214768654, 'colsample_bytree': 0.8123433133488597, 'gamma': 3.4698749630195933, 'reg_alpha': 0.5983021871508459, 'reg_lambda': 0.7932691639359644}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:35,734] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.033341551995237445, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9410475012637048, 'colsample_bytree': 0.7593073956714027, 'gamma': 3.1767985153449354, 'reg_alpha': 0.5417088441371203, 'reg_lambda': 0.7389367347915459}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:36,022] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 169, 'learning_rate': 0.03192200260872602, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.939108488658932, 'colsample_bytree': 0.7220474950376639, 'gamma': 3.3267211467477296, 'reg_alpha': 0.5470762660358938, 'reg_lambda': 0.6410954685437648}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:36,408] Trial 103 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 187, 'learning_rate': 0.02717387638648526, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.938716034265889, 'colsample_bytree': 0.7217971948723692, 'gamma': 3.3014553645133256, 'reg_alpha': 0.5447226121951793, 'reg_lambda': 0.7102073275495799}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:36,793] Trial 104 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.031111065851545827, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9717886619959407, 'colsample_bytree': 0.7420754617988198, 'gamma': 3.5496777992081054, 'reg_alpha': 0.566367440686803, 'reg_lambda': 0.615810434065456}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:37,110] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 120, 'learning_rate': 0.02357532929757065, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9426012374161163, 'colsample_bytree': 0.7568135163161458, 'gamma': 1.9468211718526003, 'reg_alpha': 0.624284079768551, 'reg_lambda': 0.5242195203874183}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:37,444] Trial 106 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 179, 'learning_rate': 0.039838053196617006, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9283178097716793, 'colsample_bytree': 0.7841715991993153, 'gamma': 3.115446322048529, 'reg_alpha': 0.5812862201499939, 'reg_lambda': 0.660965860776346}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:37,818] Trial 107 finished with value: 0.75 and parameters: {'n_estimators': 184, 'learning_rate': 0.03751015889307809, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.964741333404889, 'colsample_bytree': 0.7691155847585436, 'gamma': 3.351553632180807, 'reg_alpha': 0.5450023783361853, 'reg_lambda': 0.9820168066496805}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:38,182] Trial 108 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 157, 'learning_rate': 0.036810313373031596, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9967718061538067, 'colsample_bytree': 0.6814653300687971, 'gamma': 3.035191866447486, 'reg_alpha': 0.6074131225268639, 'reg_lambda': 0.9961103589945464}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:38,507] Trial 109 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 161, 'learning_rate': 0.04481637050112942, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7820184335037496, 'colsample_bytree': 0.7697307700637072, 'gamma': 3.9172125802510256, 'reg_alpha': 0.6436810758633121, 'reg_lambda': 0.8283806154349398}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:38,872] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 95, 'learning_rate': 0.020845866524994372, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9606357752169886, 'colsample_bytree': 0.7224603962600041, 'gamma': 3.3152675891560395, 'reg_alpha': 0.5641471142925577, 'reg_lambda': 0.9353955936098044}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:39,149] Trial 111 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 87, 'learning_rate': 0.02027619601436102, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9604922502485661, 'colsample_bytree': 0.745963855383934, 'gamma': 3.4755958580155397, 'reg_alpha': 0.5628334306826424, 'reg_lambda': 0.9172278259716233}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:39,448] Trial 112 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.031045933197443754, 'max_depth': 3, 'min_child_weight': 19, 'subsample': 0.9843210285124238, 'colsample_bytree': 0.7170590930638134, 'gamma': 3.317916361716462, 'reg_alpha': 0.5218829738544, 'reg_lambda': 0.8654120677412758}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:39,755] Trial 113 finished with value: 0.6607142857142858 and parameters: {'n_estimators': 92, 'learning_rate': 0.027486480288710265, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9719462424860881, 'colsample_bytree': 0.7271062296005939, 'gamma': 3.6254186944661417, 'reg_alpha': 0.6685810230942493, 'reg_lambda': 0.6407786762700304}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,045] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 109, 'learning_rate': 0.018788938344370665, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9516760349713643, 'colsample_bytree': 0.7360222170452855, 'gamma': 3.39306634951136, 'reg_alpha': 0.5895781856104245, 'reg_lambda': 0.9473499134095942}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,317] Trial 115 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 147, 'learning_rate': 0.02163904890635402, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9663691187215804, 'colsample_bytree': 0.7796870012661985, 'gamma': 2.891199425081205, 'reg_alpha': 0.4871702472651621, 'reg_lambda': 0.8123721092831144}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,619] Trial 116 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 168, 'learning_rate': 0.03741674546027121, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9175707798304806, 'colsample_bytree': 0.7928629928935592, 'gamma': 4.6221621137124895, 'reg_alpha': 0.6257190306657353, 'reg_lambda': 0.5755939144577324}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:40,973] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 131, 'learning_rate': 0.052493601740054026, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9311440780438521, 'colsample_bytree': 0.6540778415356125, 'gamma': 2.557865758148059, 'reg_alpha': 0.7471662756883184, 'reg_lambda': 1.0360454715054432}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:41,255] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.05365710745816106, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.830112669387248, 'colsample_bytree': 0.6345582327042062, 'gamma': 2.5702940382330937, 'reg_alpha': 0.8847761756994369, 'reg_lambda': 1.0483214609325453}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:41,662] Trial 119 finished with value: 0.738095238095238 and parameters: {'n_estimators': 184, 'learning_rate': 0.04191405910880283, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.812338326525779, 'colsample_bytree': 0.6591801893165845, 'gamma': 2.4956714282185617, 'reg_alpha': 0.7787763676453717, 'reg_lambda': 0.9702154495162333}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:42,025] Trial 120 finished with value: 0.75 and parameters: {'n_estimators': 173, 'learning_rate': 0.04897758418310972, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9465890254210577, 'colsample_bytree': 0.601842859691756, 'gamma': 2.731429432494177, 'reg_alpha': 0.46603653017762947, 'reg_lambda': 0.9239947918028999}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:42,367] Trial 121 finished with value: 0.755952380952381 and parameters: {'n_estimators': 175, 'learning_rate': 0.057606758623313145, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9482439510979558, 'colsample_bytree': 0.6056931086745024, 'gamma': 2.2850691142716677, 'reg_alpha': 0.7374680583032536, 'reg_lambda': 1.0397513307226287}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:42,804] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.04850702375018213, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9494877171071009, 'colsample_bytree': 0.6034408475233993, 'gamma': 2.2993779629076005, 'reg_alpha': 0.47003409735614493, 'reg_lambda': 1.0989350155206006}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:43,104] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.05207468097966944, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.9575193120593349, 'colsample_bytree': 0.6251712367382232, 'gamma': 2.7369786084462633, 'reg_alpha': 0.726660698765753, 'reg_lambda': 1.037956999814067}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:43,730] Trial 124 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 196, 'learning_rate': 0.0553100672725026, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9769373456139853, 'colsample_bytree': 0.6501075683461048, 'gamma': 2.121114685631905, 'reg_alpha': 0.7543190015871257, 'reg_lambda': 0.933543858371683}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:44,061] Trial 125 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.06572278087668817, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9288446393335215, 'colsample_bytree': 0.6136580610398346, 'gamma': 2.454426373865399, 'reg_alpha': 0.4409987182634476, 'reg_lambda': 0.8911886423537219}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:44,377] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 174, 'learning_rate': 0.05843271096238618, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9651957808423509, 'colsample_bytree': 0.6938477627945224, 'gamma': 2.750660786130117, 'reg_alpha': 0.5093175563903558, 'reg_lambda': 1.1867408153317294}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:44,726] Trial 127 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 184, 'learning_rate': 0.02422685471837818, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9901314117237922, 'colsample_bytree': 0.6113622460294063, 'gamma': 1.7620374439378939, 'reg_alpha': 0.4068498038127669, 'reg_lambda': 1.2740445923249606}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:45,081] Trial 128 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 156, 'learning_rate': 0.03382519713137518, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8002203743357483, 'colsample_bytree': 0.6201769776779406, 'gamma': 2.2535380692113964, 'reg_alpha': 0.702382105022748, 'reg_lambda': 0.9780572163403212}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:45,404] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.062367714063212565, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9134264653179766, 'colsample_bytree': 0.6511079997052398, 'gamma': 1.9926750959271509, 'reg_alpha': 0.9672433871479156, 'reg_lambda': 0.8410060289555967}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:45,792] Trial 130 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 210, 'learning_rate': 0.03951637096860998, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.9472693173317087, 'colsample_bytree': 0.669640225193052, 'gamma': 2.4322570345857826, 'reg_alpha': 0.7911867026873127, 'reg_lambda': 1.0489749781136244}. Best is trial 52 with value: 0.755952380952381.
[I 2025-11-03 20:36:46,146] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 176, 'learning_rate': 0.04859025602006524, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9244582585384598, 'colsample_bytree': 0.6260261916986859, 'gamma': 2.205831906620483, 'reg_alpha': 0.5573926642655899, 'reg_lambda': 0.7130466038075339}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:46,520] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.049923382838027365, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9270464212783055, 'colsample_bytree': 0.6304465854475296, 'gamma': 2.1961373874034003, 'reg_alpha': 0.5702761957739901, 'reg_lambda': 0.8133890365020904}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:46,834] Trial 133 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 175, 'learning_rate': 0.05839987001919884, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7655917427467037, 'colsample_bytree': 0.6013985303086408, 'gamma': 2.0580183793691074, 'reg_alpha': 0.5422986239065098, 'reg_lambda': 0.6697568523501473}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:47,143] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.05345716440811073, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9596643152220703, 'colsample_bytree': 0.6117426105134167, 'gamma': 2.359325898032545, 'reg_alpha': 0.523320968002254, 'reg_lambda': 0.774618786676179}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:47,518] Trial 135 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 54, 'learning_rate': 0.04729315040318322, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.920261645579055, 'colsample_bytree': 0.6483785888580663, 'gamma': 2.660865087754632, 'reg_alpha': 0.5959562972923739, 'reg_lambda': 0.8820336858371804}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:47,890] Trial 136 finished with value: 0.75 and parameters: {'n_estimators': 161, 'learning_rate': 0.07134469189879741, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9319753936593544, 'colsample_bytree': 0.623689369411298, 'gamma': 2.2646696097438137, 'reg_alpha': 0.743933785183627, 'reg_lambda': 1.1149420263337204}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:48,331] Trial 137 finished with value: 0.755952380952381 and parameters: {'n_estimators': 163, 'learning_rate': 0.0735077209433617, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9457986288660168, 'colsample_bytree': 0.6255705626008122, 'gamma': 2.3069417331240842, 'reg_alpha': 0.8309412615043124, 'reg_lambda': 1.1363887950235392}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:48,648] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 159, 'learning_rate': 0.026115494593241192, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9543890695209092, 'colsample_bytree': 0.6435204761113598, 'gamma': 2.2893582683594427, 'reg_alpha': 0.8359414542676744, 'reg_lambda': 1.0878896263036097}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:48,971] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 161, 'learning_rate': 0.08780389987402672, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9813902348218448, 'colsample_bytree': 0.6409022508492531, 'gamma': 1.8887901124255868, 'reg_alpha': 0.8507774561450739, 'reg_lambda': 1.1423207309690813}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:49,276] Trial 140 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.07654135293336577, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.969196772873287, 'colsample_bytree': 0.6222344703896701, 'gamma': 2.1338115657704497, 'reg_alpha': 0.858579188712628, 'reg_lambda': 1.0861203018459342}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:49,599] Trial 141 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 163, 'learning_rate': 0.07078840697723805, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9446713096978424, 'colsample_bytree': 0.6293960376553622, 'gamma': 2.3979536645202733, 'reg_alpha': 0.8325118815268812, 'reg_lambda': 1.170508694498495}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:50,073] Trial 142 finished with value: 0.738095238095238 and parameters: {'n_estimators': 171, 'learning_rate': 0.026244543985523925, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9550744446976458, 'colsample_bytree': 0.6428141970201645, 'gamma': 2.209615861780869, 'reg_alpha': 0.9301605346764733, 'reg_lambda': 1.115469986367354}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:50,435] Trial 143 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.027950326567697147, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.948269056402914, 'colsample_bytree': 0.615930816624799, 'gamma': 2.3083915108742543, 'reg_alpha': 0.7448257491337129, 'reg_lambda': 1.0230254500989902}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:50,777] Trial 144 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 158, 'learning_rate': 0.06681327055869185, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7875691566885464, 'colsample_bytree': 0.6062624772690954, 'gamma': 2.5217319663640247, 'reg_alpha': 0.7763458198210749, 'reg_lambda': 1.2634127288598762}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:51,055] Trial 145 finished with value: 0.738095238095238 and parameters: {'n_estimators': 166, 'learning_rate': 0.09545056950139687, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9664233038971689, 'colsample_bytree': 0.6211207360845276, 'gamma': 1.963354892871398, 'reg_alpha': 0.7993136289699743, 'reg_lambda': 0.9645785454607405}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:51,406] Trial 146 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 149, 'learning_rate': 0.0843329076761753, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8914952278930447, 'colsample_bytree': 0.634633375873788, 'gamma': 2.070882891615688, 'reg_alpha': 0.9017766349177646, 'reg_lambda': 1.3381308022300198}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:51,779] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 185, 'learning_rate': 0.07589279749271381, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8816385218537387, 'colsample_bytree': 0.6572144099033657, 'gamma': 1.7937358240557353, 'reg_alpha': 0.939180150367202, 'reg_lambda': 1.204667968941966}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:52,213] Trial 148 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 152, 'learning_rate': 0.0800992518335459, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8886107445934804, 'colsample_bytree': 0.6411732814307775, 'gamma': 2.0642325151654517, 'reg_alpha': 0.9029666646749994, 'reg_lambda': 1.4378438345391058}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:52,603] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.08493103537768792, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8978245872898448, 'colsample_bytree': 0.6302557412193114, 'gamma': 1.6330303035113962, 'reg_alpha': 0.824515197131706, 'reg_lambda': 1.3438348918607659}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:53,004] Trial 150 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 164, 'learning_rate': 0.022913174624017024, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9555711175268522, 'colsample_bytree': 0.6728703969592533, 'gamma': 2.165964562181821, 'reg_alpha': 0.8774663342838318, 'reg_lambda': 1.0786366302588657}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:53,357] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.03048075611998486, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9108982345586716, 'colsample_bytree': 0.6087112518378985, 'gamma': 2.2671570424547625, 'reg_alpha': 0.844067984919092, 'reg_lambda': 1.0099338169506147}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:54,387] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 171, 'learning_rate': 0.0703562807502103, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9337799486276305, 'colsample_bytree': 0.6623286213609283, 'gamma': 2.3698923362510067, 'reg_alpha': 0.547659892445582, 'reg_lambda': 0.9421579604772093}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:55,114] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 175, 'learning_rate': 0.06923760804371833, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9327636724193175, 'colsample_bytree': 0.6832991704075838, 'gamma': 2.3840946430874315, 'reg_alpha': 0.9095170107190486, 'reg_lambda': 0.9204158447637949}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:55,453] Trial 154 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 181, 'learning_rate': 0.06923722528830198, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9298120725376297, 'colsample_bytree': 0.6610482760850414, 'gamma': 2.562946079729606, 'reg_alpha': 0.5007060539160199, 'reg_lambda': 0.9592777448616238}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:55,854] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 180, 'learning_rate': 0.08127408286513765, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.931657847631761, 'colsample_bytree': 0.6636211786980217, 'gamma': 2.5350042741828425, 'reg_alpha': 0.9538338636399063, 'reg_lambda': 0.932232784486724}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:56,233] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.10365315161024415, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9456405295692853, 'colsample_bytree': 0.6855796318271616, 'gamma': 2.603929813912295, 'reg_alpha': 0.8867309902657426, 'reg_lambda': 0.969929631120688}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:56,560] Trial 157 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 188, 'learning_rate': 0.09205149087383208, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.9259933713202393, 'colsample_bytree': 0.6556679042430539, 'gamma': 2.4193981110041465, 'reg_alpha': 0.4923438534010831, 'reg_lambda': 1.051777014066463}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,001] Trial 158 finished with value: 0.744047619047619 and parameters: {'n_estimators': 173, 'learning_rate': 0.0740379950792024, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9370723645404468, 'colsample_bytree': 0.6469043681891761, 'gamma': 2.374266519768445, 'reg_alpha': 0.9153476629904476, 'reg_lambda': 0.9239013002420449}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,282] Trial 159 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 191, 'learning_rate': 0.07170060405180731, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9408911186754243, 'colsample_bytree': 0.6364750917711981, 'gamma': 2.4959349122427406, 'reg_alpha': 0.4621173426807424, 'reg_lambda': 1.315681993151049}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,658] Trial 160 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 180, 'learning_rate': 0.0707730045679253, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9420605246314062, 'colsample_bytree': 0.6361295388292951, 'gamma': 2.570350209873353, 'reg_alpha': 0.4691827914656213, 'reg_lambda': 1.1116454895843166}. Best is trial 131 with value: 0.7619047619047619.
[I 2025-11-03 20:36:57,981] Trial 161 finished with value: 0.761904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.07282762404658785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9320869502341, 'colsample_bytree': 0.6777665454516282, 'gamma': 2.4649753707394315, 'reg_alpha': 0.4184256519090521, 'reg_lambda': 1.3641051700971552}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:58,292] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.08240747396868217, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9330370826644793, 'colsample_bytree': 0.6744155729414321, 'gamma': 2.4660253004996977, 'reg_alpha': 0.40784271106426034, 'reg_lambda': 1.4675673290502724}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:58,591] Trial 163 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 208, 'learning_rate': 0.10099744427535176, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9179998939408126, 'colsample_bytree': 0.6643374847794201, 'gamma': 2.707700150074602, 'reg_alpha': 0.40073104976553736, 'reg_lambda': 1.3142303779353302}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:59,001] Trial 164 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.08459222039205562, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9057241941671342, 'colsample_bytree': 0.696448465315405, 'gamma': 2.4803866521770614, 'reg_alpha': 0.36613172580509173, 'reg_lambda': 1.4808050749112787}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:59,426] Trial 165 finished with value: 0.755952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.08168447369440111, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9253565661672843, 'colsample_bytree': 0.6764165347007517, 'gamma': 2.7750352477584337, 'reg_alpha': 0.42809054801641006, 'reg_lambda': 1.40760912047618}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:36:59,737] Trial 166 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 246, 'learning_rate': 0.07996194666678907, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9249816476545657, 'colsample_bytree': 0.7062064806524148, 'gamma': 2.6351998626571103, 'reg_alpha': 0.42411693397485495, 'reg_lambda': 1.3366258475912571}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:00,210] Trial 167 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 223, 'learning_rate': 0.07230131931252755, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.939318544687877, 'colsample_bytree': 0.669188033950378, 'gamma': 2.731376814355769, 'reg_alpha': 0.4473737323023594, 'reg_lambda': 1.407520121459072}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:00,560] Trial 168 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 216, 'learning_rate': 0.11415527277837477, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9126522538242493, 'colsample_bytree': 0.6262066557771647, 'gamma': 2.791070148330029, 'reg_alpha': 0.3675485060264053, 'reg_lambda': 1.2353775207308169}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:00,989] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 238, 'learning_rate': 0.1276674366150172, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9320797995269189, 'colsample_bytree': 0.6774908539503005, 'gamma': 2.5708343193726892, 'reg_alpha': 0.48206442610154343, 'reg_lambda': 1.5206321075588294}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:01,362] Trial 170 finished with value: 0.738095238095238 and parameters: {'n_estimators': 193, 'learning_rate': 0.06578666548679059, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9213270222877388, 'colsample_bytree': 0.6893463621398775, 'gamma': 2.8819719891207014, 'reg_alpha': 0.41821525696919026, 'reg_lambda': 1.4443180262315667}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:01,776] Trial 171 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 194, 'learning_rate': 0.08616338064299499, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9490644969032802, 'colsample_bytree': 0.6598100389151429, 'gamma': 2.2483958459643016, 'reg_alpha': 0.4565922707790237, 'reg_lambda': 1.2646445465803653}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:02,168] Trial 172 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 203, 'learning_rate': 0.07512407378307175, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9601961877478699, 'colsample_bytree': 0.6351479448980241, 'gamma': 2.455644938672529, 'reg_alpha': 0.3765876319590609, 'reg_lambda': 1.3686685767279752}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:02,473] Trial 173 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 224, 'learning_rate': 0.059848730405152574, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.952856813449185, 'colsample_bytree': 0.6534162329097399, 'gamma': 2.3272355963746802, 'reg_alpha': 0.4369668785145961, 'reg_lambda': 1.1629407907959601}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:02,901] Trial 174 finished with value: 0.75 and parameters: {'n_estimators': 189, 'learning_rate': 0.08198567762061124, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9408175062691843, 'colsample_bytree': 0.6429659081546221, 'gamma': 2.1685682049340707, 'reg_alpha': 0.5054936597563944, 'reg_lambda': 1.4773742056934553}. Best is trial 161 with value: 0.761904761904762.
[I 2025-11-03 20:37:03,220] Trial 175 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 185, 'learning_rate': 0.08861536270031348, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9280089037655931, 'colsample_bytree': 0.6738632036654146, 'gamma': 2.499195241929196, 'reg_alpha': 0.3987864770452462, 'reg_lambda': 1.2976920447165712}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:03,485] Trial 176 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 184, 'learning_rate': 0.09155407391288133, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9295412645955546, 'colsample_bytree': 0.6169007528500846, 'gamma': 2.66691291283918, 'reg_alpha': 0.40839007975122, 'reg_lambda': 1.2835205312404563}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:03,827] Trial 177 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.09643543122388484, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9239984078205402, 'colsample_bytree': 0.6805487213706302, 'gamma': 2.6293103933196016, 'reg_alpha': 0.3189615127168159, 'reg_lambda': 1.3118306630490724}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:04,195] Trial 178 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 201, 'learning_rate': 0.09152594129235184, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9129324769782956, 'colsample_bytree': 0.6672819702320093, 'gamma': 2.48894866860147, 'reg_alpha': 0.3881324184549338, 'reg_lambda': 1.4017012196677185}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:04,535] Trial 179 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 192, 'learning_rate': 0.10093836137838273, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9039338497494231, 'colsample_bytree': 0.6131448764443423, 'gamma': 3.0368759786201704, 'reg_alpha': 0.424904036411562, 'reg_lambda': 1.3636679384614165}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:04,970] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 197, 'learning_rate': 0.01583854100853798, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9433477498740561, 'colsample_bytree': 0.6750970108542568, 'gamma': 2.821435121652899, 'reg_alpha': 0.3349421931369041, 'reg_lambda': 1.283741836262864}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:05,258] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 183, 'learning_rate': 0.08896726557368376, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9318428665829728, 'colsample_bytree': 0.6208025256004428, 'gamma': 2.7165363639524154, 'reg_alpha': 0.39881618171814914, 'reg_lambda': 1.2104060625824677}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:05,609] Trial 182 finished with value: 0.755952380952381 and parameters: {'n_estimators': 187, 'learning_rate': 0.0775542147638009, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9293699478009615, 'colsample_bytree': 0.6345177404943627, 'gamma': 2.521083949504257, 'reg_alpha': 0.5255142978232479, 'reg_lambda': 1.0085475014832441}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:06,065] Trial 183 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 186, 'learning_rate': 0.0766234173433339, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9195018972735869, 'colsample_bytree': 0.6004400396595505, 'gamma': 2.5575702030610197, 'reg_alpha': 0.5066455194510581, 'reg_lambda': 0.9944911816722299}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:06,410] Trial 184 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.08249058371350475, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9372964360678636, 'colsample_bytree': 0.6346709641464814, 'gamma': 2.430311176802414, 'reg_alpha': 0.35129888026201406, 'reg_lambda': 1.3270568977297752}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:06,816] Trial 185 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 215, 'learning_rate': 0.06649044076968025, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9275430662677511, 'colsample_bytree': 0.6914352233362097, 'gamma': 2.642239958606974, 'reg_alpha': 0.4539932652470524, 'reg_lambda': 1.0311724476302437}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:07,028] Trial 186 finished with value: 0.755952380952381 and parameters: {'n_estimators': 72, 'learning_rate': 0.09459514735249493, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9461794469676675, 'colsample_bytree': 0.65595704378497, 'gamma': 2.512943886612889, 'reg_alpha': 0.5247961207831413, 'reg_lambda': 1.5596110041301257}. Best is trial 175 with value: 0.7678571428571428.
[I 2025-11-03 20:37:07,400] Trial 187 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 197, 'learning_rate': 0.09176433752233283, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9362824171310703, 'colsample_bytree': 0.6594890093013641, 'gamma': 2.367248811892252, 'reg_alpha': 0.5411692318875427, 'reg_lambda': 1.5548914481695995}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:07,802] Trial 188 finished with value: 0.738095238095238 and parameters: {'n_estimators': 207, 'learning_rate': 0.11070238601112506, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9388189576591517, 'colsample_bytree': 0.6636692878947426, 'gamma': 2.3749316954720308, 'reg_alpha': 0.48924787084490445, 'reg_lambda': 1.508649100846964}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,085] Trial 189 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 195, 'learning_rate': 0.09567338919075963, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9607122130124809, 'colsample_bytree': 0.674504952023196, 'gamma': 2.01638895314898, 'reg_alpha': 0.530489552747521, 'reg_lambda': 1.5396492843152805}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,308] Trial 190 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 27, 'learning_rate': 0.08908756899755389, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9478197365334553, 'colsample_bytree': 0.7083710631673297, 'gamma': 2.4792409405866525, 'reg_alpha': 0.55159891276393, 'reg_lambda': 1.6347985629194965}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,699] Trial 191 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 191, 'learning_rate': 0.0804474647418983, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.9246382277014553, 'colsample_bytree': 0.6536875781951825, 'gamma': 2.512133688874785, 'reg_alpha': 0.5611415762259633, 'reg_lambda': 1.6788837801613976}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:08,923] Trial 192 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 74, 'learning_rate': 0.01232768851969738, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.9330288532351202, 'colsample_bytree': 0.6512685293394371, 'gamma': 2.359311185917472, 'reg_alpha': 0.5403078962980794, 'reg_lambda': 1.5669092450844913}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,183] Trial 193 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.10641859240299423, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9153784083589722, 'colsample_bytree': 0.6673394093687305, 'gamma': 2.157961528422976, 'reg_alpha': 0.5191760495319435, 'reg_lambda': 1.4439059832955725}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,506] Trial 194 finished with value: 0.744047619047619 and parameters: {'n_estimators': 199, 'learning_rate': 0.08772321070573054, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9412713165440482, 'colsample_bytree': 0.6596305639658628, 'gamma': 2.5721646270106957, 'reg_alpha': 0.4055743697028284, 'reg_lambda': 1.5963604540322505}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,689] Trial 195 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.09787386697047669, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.9275811981174886, 'colsample_bytree': 0.6391344919942685, 'gamma': 2.3938210521391943, 'reg_alpha': 0.47278834926156105, 'reg_lambda': 1.3954800915578311}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:09,965] Trial 196 finished with value: 0.755952380952381 and parameters: {'n_estimators': 48, 'learning_rate': 0.07509844178901141, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.95498425415127, 'colsample_bytree': 0.6307212874901957, 'gamma': 2.2784505286362786, 'reg_alpha': 0.5232974334139481, 'reg_lambda': 1.4677357027164606}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,268] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 35, 'learning_rate': 0.1214790253081857, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9537425901902759, 'colsample_bytree': 0.6343755769617376, 'gamma': 2.220360900222325, 'reg_alpha': 0.5199094192152584, 'reg_lambda': 1.4634123830930856}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,575] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 41, 'learning_rate': 0.07606886848688008, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9643439165332389, 'colsample_bytree': 0.6277387224563247, 'gamma': 2.25445504355654, 'reg_alpha': 0.5372069761782661, 'reg_lambda': 1.501548122263894}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,966] Trial 199 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 180, 'learning_rate': 0.07331141610421082, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9460982711941857, 'colsample_bytree': 0.6160632564933524, 'gamma': 2.3315745731892163, 'reg_alpha': 0.49436214124431843, 'reg_lambda': 1.5914769615673214}. Best is trial 187 with value: 0.7678571428571429.
[I 2025-11-03 20:37:10,969] A new study created in memory with name: no-name-68daeb6c-9c4e-4817-b25c-f6f9b8b01dbc
[I 2025-11-03 20:37:11,277] Trial 0 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 217, 'learning_rate': 0.18859089513248276, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6432709972519199, 'colsample_bytree': 0.8793967581920137, 'gamma': 4.7200596679795135, 'reg_alpha': 0.9050165172321399, 'reg_lambda': 2.8429412208179645}. Best is trial 0 with value: 0.6666666666666666.
[I 2025-11-03 20:37:11,613] Trial 1 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 189, 'learning_rate': 0.12822088603582862, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9824393213420319, 'colsample_bytree': 0.9842870833441457, 'gamma': 1.171436133825436, 'reg_alpha': 0.43600251104103405, 'reg_lambda': 2.3078950040974027}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:11,913] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.17705832364823593, 'max_depth': 7, 'min_child_weight': 17, 'subsample': 0.7498921590441701, 'colsample_bytree': 0.9583621915394586, 'gamma': 0.9023589330375203, 'reg_alpha': 0.21075853291595403, 'reg_lambda': 2.4112844341863044}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:12,358] Trial 3 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 138, 'learning_rate': 0.251061331422956, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6670205162657001, 'colsample_bytree': 0.9332897371782929, 'gamma': 1.3985970295581807, 'reg_alpha': 0.13491475295242827, 'reg_lambda': 2.601292042547827}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:12,681] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 203, 'learning_rate': 0.03963771225307294, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.7231191201026421, 'colsample_bytree': 0.6790160081240832, 'gamma': 3.8153624997138955, 'reg_alpha': 0.5552635043262228, 'reg_lambda': 1.596669753355482}. Best is trial 1 with value: 0.6845238095238095.
[I 2025-11-03 20:37:12,879] Trial 5 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 54, 'learning_rate': 0.01129270525706635, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6551301587158466, 'colsample_bytree': 0.7231203888969797, 'gamma': 1.3449613905031894, 'reg_alpha': 0.23463982435420594, 'reg_lambda': 1.2861397014700235}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:37:13,130] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 105, 'learning_rate': 0.09895626896000588, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.6688747240850023, 'colsample_bytree': 0.9509425930954329, 'gamma': 0.5550198543226481, 'reg_alpha': 0.6278461867299029, 'reg_lambda': 1.408070743652654}. Best is trial 5 with value: 0.6964285714285715.
[I 2025-11-03 20:37:13,403] Trial 7 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 192, 'learning_rate': 0.19021320432815164, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8701705377816147, 'colsample_bytree': 0.8515617695740133, 'gamma': 3.2076469846068028, 'reg_alpha': 0.9326430501009461, 'reg_lambda': 1.9166872672813149}. Best is trial 7 with value: 0.7083333333333333.
[I 2025-11-03 20:37:13,556] Trial 8 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 58, 'learning_rate': 0.03764136321581293, 'max_depth': 5, 'min_child_weight': 10, 'subsample': 0.8741065923428719, 'colsample_bytree': 0.8112359311309812, 'gamma': 0.806498592074259, 'reg_alpha': 0.2486958877983827, 'reg_lambda': 2.6725457105410766}. Best is trial 7 with value: 0.7083333333333333.
[I 2025-11-03 20:37:13,908] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.051710425238331574, 'max_depth': 7, 'min_child_weight': 16, 'subsample': 0.9398810416509997, 'colsample_bytree': 0.8424418127453571, 'gamma': 2.10218196410283, 'reg_alpha': 0.8005152019100882, 'reg_lambda': 1.9539332891701773}. Best is trial 7 with value: 0.7083333333333333.
[I 2025-11-03 20:37:14,324] Trial 10 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 250, 'learning_rate': 0.01955683598826324, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8530759220278653, 'colsample_bytree': 0.6032414355025862, 'gamma': 3.355255319933236, 'reg_alpha': 0.97480611437644, 'reg_lambda': 0.6599744675332766}. Best is trial 10 with value: 0.7142857142857143.
[I 2025-11-03 20:37:14,718] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 247, 'learning_rate': 0.013956924883700171, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8439229742527846, 'colsample_bytree': 0.6090430763969178, 'gamma': 3.202388352214812, 'reg_alpha': 0.9912611948367172, 'reg_lambda': 0.5944242924538692}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 20:37:15,150] Trial 12 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 245, 'learning_rate': 0.014190160576462739, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8264306258829897, 'colsample_bytree': 0.6242656812982069, 'gamma': 3.000962817512905, 'reg_alpha': 0.7685970390436849, 'reg_lambda': 0.5558543291298569}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 20:37:15,562] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 247, 'learning_rate': 0.021555888258668582, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.8042443922836386, 'colsample_bytree': 0.6128170748393736, 'gamma': 4.265978433096235, 'reg_alpha': 0.9996273190514816, 'reg_lambda': 0.5142858263718271}. Best is trial 11 with value: 0.7202380952380952.
[I 2025-11-03 20:37:16,027] Trial 14 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 249, 'learning_rate': 0.021345562115229807, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.890836936152644, 'colsample_bytree': 0.7309049754437908, 'gamma': 2.254400271274052, 'reg_alpha': 0.7325124200417655, 'reg_lambda': 0.9256445233946383}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:16,301] Trial 15 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 167, 'learning_rate': 0.024914497687172042, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9210027139051147, 'colsample_bytree': 0.7303440338050463, 'gamma': 2.2692285207702687, 'reg_alpha': 0.7049570597248767, 'reg_lambda': 1.0127447113984562}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:16,687] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 225, 'learning_rate': 0.01012415478133127, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7615887313841809, 'colsample_bytree': 0.7495720621803121, 'gamma': 0.01769191364760969, 'reg_alpha': 0.4732046807999617, 'reg_lambda': 0.9551342504522524}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,133] Trial 17 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.029647746268958303, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9118332210229811, 'colsample_bytree': 0.6708359977486233, 'gamma': 1.9624294016724022, 'reg_alpha': 0.8386118411543847, 'reg_lambda': 0.9120422208665178}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,462] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 221, 'learning_rate': 0.016219234417856086, 'max_depth': 6, 'min_child_weight': 12, 'subsample': 0.9956557784239779, 'colsample_bytree': 0.7700909576353417, 'gamma': 2.6966007329742743, 'reg_alpha': 0.6889752723561504, 'reg_lambda': 1.1923574013058769}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,841] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 107, 'learning_rate': 0.06984170809362437, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.786457498742456, 'colsample_bytree': 0.6777649510077246, 'gamma': 3.840019125841413, 'reg_alpha': 0.8770446462533946, 'reg_lambda': 0.7781408159880018}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:17,974] Trial 20 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 28, 'learning_rate': 0.014099942143546209, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8992533274956984, 'colsample_bytree': 0.6497336309876993, 'gamma': 1.7835841045815914, 'reg_alpha': 0.40074969786583975, 'reg_lambda': 1.6244886986244276}. Best is trial 14 with value: 0.7261904761904762.
[I 2025-11-03 20:37:18,415] Trial 21 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 248, 'learning_rate': 0.019865158899732036, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8430324401928396, 'colsample_bytree': 0.6043184782334942, 'gamma': 3.4129548276804114, 'reg_alpha': 0.9785340908260407, 'reg_lambda': 0.7058987885625247}. Best is trial 21 with value: 0.7321428571428571.
[I 2025-11-03 20:37:18,786] Trial 22 finished with value: 0.738095238095238 and parameters: {'n_estimators': 229, 'learning_rate': 0.03136595536540145, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8391463347785381, 'colsample_bytree': 0.6952619205859271, 'gamma': 2.6702856594786746, 'reg_alpha': 0.8010103750909516, 'reg_lambda': 0.8032757152037787}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:19,215] Trial 23 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 223, 'learning_rate': 0.03395097098368732, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9523225271310909, 'colsample_bytree': 0.7083340109907043, 'gamma': 2.5393482304928123, 'reg_alpha': 0.7474385609575563, 'reg_lambda': 1.109800543981076}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:19,518] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 205, 'learning_rate': 0.04660802906533634, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8138581798444242, 'colsample_bytree': 0.7832312504376618, 'gamma': 2.7849536206574697, 'reg_alpha': 0.5944896641386147, 'reg_lambda': 0.7779233374598696}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:19,831] Trial 25 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.06854243381925597, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.885407884463694, 'colsample_bytree': 0.7004294082471254, 'gamma': 3.657336122418114, 'reg_alpha': 0.8457315029331124, 'reg_lambda': 1.4070711796570974}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:20,220] Trial 26 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 186, 'learning_rate': 0.026396911678513386, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.7173105633418322, 'colsample_bytree': 0.642702804879564, 'gamma': 1.7046215213479674, 'reg_alpha': 0.6618267594552819, 'reg_lambda': 0.8166342673569748}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:20,592] Trial 27 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 207, 'learning_rate': 0.021104635180159537, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.7806099814468125, 'colsample_bytree': 0.6514986175127586, 'gamma': 2.3673813962759973, 'reg_alpha': 0.7824837499066394, 'reg_lambda': 1.1124710212170226}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:20,990] Trial 28 finished with value: 0.5 and parameters: {'n_estimators': 234, 'learning_rate': 0.018239432813807546, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.6108120072352026, 'colsample_bytree': 0.7585637982502991, 'gamma': 4.275730080275693, 'reg_alpha': 0.35699339438063094, 'reg_lambda': 0.7286794188727281}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:21,297] Trial 29 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.030624190349818548, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8416967603797658, 'colsample_bytree': 0.8160856048153162, 'gamma': 2.8712703978925127, 'reg_alpha': 0.015573825153428755, 'reg_lambda': 2.990196097909588}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:21,591] Trial 30 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 214, 'learning_rate': 0.06831766497661755, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9559589268274893, 'colsample_bytree': 0.6952668314602047, 'gamma': 4.889987937380726, 'reg_alpha': 0.8922471866367259, 'reg_lambda': 1.3345819293018186}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:21,974] Trial 31 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 237, 'learning_rate': 0.014708724035337777, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8549323088031854, 'colsample_bytree': 0.6009561752873966, 'gamma': 3.420226887335641, 'reg_alpha': 0.9389139146845177, 'reg_lambda': 0.5877623159679104}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:22,325] Trial 32 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 248, 'learning_rate': 0.024511994405370482, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8260541717273082, 'colsample_bytree': 0.6363974423817409, 'gamma': 4.273394407232042, 'reg_alpha': 0.9946103121689392, 'reg_lambda': 0.9478237926626909}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:22,708] Trial 33 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 233, 'learning_rate': 0.012016704867616745, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.8883639901676564, 'colsample_bytree': 0.7334125515442477, 'gamma': 3.057364913133676, 'reg_alpha': 0.8987197952110718, 'reg_lambda': 0.6673542231232066}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:23,092] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 192, 'learning_rate': 0.020760133830528306, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8418111149627343, 'colsample_bytree': 0.6655201825521435, 'gamma': 3.5463081116052413, 'reg_alpha': 0.8341646874957872, 'reg_lambda': 0.5045707403624915}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:23,422] Trial 35 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 192, 'learning_rate': 0.039226668945173626, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9238684123818127, 'colsample_bytree': 0.6671821876640186, 'gamma': 3.5714314691068503, 'reg_alpha': 0.8223350557679161, 'reg_lambda': 0.8565460194228671}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:23,726] Trial 36 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 180, 'learning_rate': 0.018613631494780136, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7485791817499108, 'colsample_bytree': 0.9111765997049355, 'gamma': 4.125504169287708, 'reg_alpha': 0.5574988306301187, 'reg_lambda': 2.189353839990872}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:24,039] Trial 37 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 213, 'learning_rate': 0.029747714684113555, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.791119135696132, 'colsample_bytree': 0.7117883798458423, 'gamma': 3.9063528553531364, 'reg_alpha': 0.7155954391309873, 'reg_lambda': 0.5022093489046369}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:24,439] Trial 38 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 198, 'learning_rate': 0.043956049682849496, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8734963686839942, 'colsample_bytree': 0.6892322738397276, 'gamma': 4.556615855506277, 'reg_alpha': 0.6386202849189552, 'reg_lambda': 1.0441026785718983}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:24,747] Trial 39 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 156, 'learning_rate': 0.02358172678757029, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8252264277284587, 'colsample_bytree': 0.6623481981243439, 'gamma': 2.485130189571163, 'reg_alpha': 0.930687595642129, 'reg_lambda': 1.2043257709757942}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:25,123] Trial 40 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 119, 'learning_rate': 0.017186780443226746, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9670524949774075, 'colsample_bytree': 0.6338791592891847, 'gamma': 1.4547930862776652, 'reg_alpha': 0.7415574321917069, 'reg_lambda': 0.7107674611528734}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:25,418] Trial 41 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 126, 'learning_rate': 0.01631281457435955, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9813855903878389, 'colsample_bytree': 0.6292753451051933, 'gamma': 0.9972465944011457, 'reg_alpha': 0.7389102523532867, 'reg_lambda': 0.7200449327668843}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:25,776] Trial 42 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 129, 'learning_rate': 0.011582010870250098, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9689444263752318, 'colsample_bytree': 0.9908576029176427, 'gamma': 1.5620028234200265, 'reg_alpha': 0.8482995110977207, 'reg_lambda': 0.8727627820760925}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:26,094] Trial 43 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 92, 'learning_rate': 0.017173450012073183, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8626773543448324, 'colsample_bytree': 0.6298443570679982, 'gamma': 2.0417900220859617, 'reg_alpha': 0.7969495026863589, 'reg_lambda': 0.6684123847656357}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:26,310] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 80, 'learning_rate': 0.2989707800665347, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9034903908039693, 'colsample_bytree': 0.6846872402710974, 'gamma': 1.0928077405844063, 'reg_alpha': 0.5456250386511272, 'reg_lambda': 0.6672635634923846}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:26,701] Trial 45 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 119, 'learning_rate': 0.020556651600484623, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9318303081280486, 'colsample_bytree': 0.6578431970118234, 'gamma': 1.2958468229346312, 'reg_alpha': 0.9329767521586482, 'reg_lambda': 1.556800719965957}. Best is trial 22 with value: 0.738095238095238.
[I 2025-11-03 20:37:27,052] Trial 46 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 146, 'learning_rate': 0.13682940869160107, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8089131227681301, 'colsample_bytree': 0.7252287993814012, 'gamma': 0.689222462842777, 'reg_alpha': 0.7678856195884438, 'reg_lambda': 0.8289638371933196}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:27,317] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 137, 'learning_rate': 0.15217144745275804, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7142239498862157, 'colsample_bytree': 0.6202529378241878, 'gamma': 0.5907420127721438, 'reg_alpha': 0.8602583856805248, 'reg_lambda': 2.438337082154112}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:27,618] Trial 48 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 161, 'learning_rate': 0.15638000665448337, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6865964364814392, 'colsample_bytree': 0.6128580527121908, 'gamma': 0.33540630653342834, 'reg_alpha': 0.9438047729554153, 'reg_lambda': 2.546322547065964}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:28,015] Trial 49 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 151, 'learning_rate': 0.14136353232971596, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7064851028839785, 'colsample_bytree': 0.6168322186093336, 'gamma': 0.39160070596293095, 'reg_alpha': 0.804912841656958, 'reg_lambda': 2.433865575825244}. Best is trial 46 with value: 0.7440476190476191.
[I 2025-11-03 20:37:28,276] Trial 50 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 143, 'learning_rate': 0.20578240943976306, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6973972705993627, 'colsample_bytree': 0.7160714290408795, 'gamma': 0.4415635920353969, 'reg_alpha': 0.874137539322731, 'reg_lambda': 2.6668882680927246}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:28,604] Trial 51 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 145, 'learning_rate': 0.20065313715251576, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6747623826267541, 'colsample_bytree': 0.7211412476511008, 'gamma': 0.6829815109912881, 'reg_alpha': 0.8677857833012279, 'reg_lambda': 2.7093747077250527}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:28,890] Trial 52 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.13034211497508855, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6939767157327547, 'colsample_bytree': 0.6744318902617112, 'gamma': 0.17529434329228544, 'reg_alpha': 0.9392977666204951, 'reg_lambda': 2.43973285353793}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:29,199] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 174, 'learning_rate': 0.10741221035955117, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6329397701490043, 'colsample_bytree': 0.6764086591589535, 'gamma': 0.10084764162080127, 'reg_alpha': 0.902815431772957, 'reg_lambda': 2.2038489163422867}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:29,501] Trial 54 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 173, 'learning_rate': 0.1093143852697231, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6373763056997345, 'colsample_bytree': 0.7512454282357951, 'gamma': 0.0455730247586364, 'reg_alpha': 0.8928046645873241, 'reg_lambda': 2.236983026055545}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:29,939] Trial 55 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.113999975577697, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.642219041518607, 'colsample_bytree': 0.7378573673299211, 'gamma': 0.23871980328798711, 'reg_alpha': 0.7809592175186629, 'reg_lambda': 1.9273148505237665}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:30,325] Trial 56 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.11407333998506107, 'max_depth': 6, 'min_child_weight': 15, 'subsample': 0.6305695501461411, 'colsample_bytree': 0.793702901194983, 'gamma': 0.22794283147324618, 'reg_alpha': 0.9587872574488311, 'reg_lambda': 2.026291904478383}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:30,615] Trial 57 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 149, 'learning_rate': 0.08871323413309176, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6527304357261356, 'colsample_bytree': 0.7403080319654616, 'gamma': 0.588191760102462, 'reg_alpha': 0.9203051594141681, 'reg_lambda': 1.8257319376194858}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:30,993] Trial 58 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 150, 'learning_rate': 0.08457513183947753, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6582391094861828, 'colsample_bytree': 0.7413691035477346, 'gamma': 0.5976908158273231, 'reg_alpha': 0.6761535803497648, 'reg_lambda': 1.8393205846735485}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:31,313] Trial 59 finished with value: 0.5 and parameters: {'n_estimators': 112, 'learning_rate': 0.21813537101806177, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6178925600067845, 'colsample_bytree': 0.764934740324837, 'gamma': 0.8005445041804256, 'reg_alpha': 0.76805620025524, 'reg_lambda': 2.0641774944523865}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:31,630] Trial 60 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 131, 'learning_rate': 0.17002468198867926, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.6009298068988237, 'colsample_bytree': 0.7785494471023578, 'gamma': 0.47396966155610387, 'reg_alpha': 0.8644987420165214, 'reg_lambda': 1.7052017465463816}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:32,049] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 163, 'learning_rate': 0.12985002394126954, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.695727630461571, 'colsample_bytree': 0.7201771128615759, 'gamma': 0.17717028821535186, 'reg_alpha': 0.9136566816998266, 'reg_lambda': 2.3825974767434017}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:32,367] Trial 62 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 146, 'learning_rate': 0.08957868028010052, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.652760544328771, 'colsample_bytree': 0.7087025447867842, 'gamma': 0.8664036501255928, 'reg_alpha': 0.9590892032495673, 'reg_lambda': 2.5316943702039967}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:32,749] Trial 63 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 167, 'learning_rate': 0.14774220386211537, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7334417992485994, 'colsample_bytree': 0.7342504147638478, 'gamma': 0.6787219668539095, 'reg_alpha': 0.8772684098173327, 'reg_lambda': 2.7423168414297274}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:33,046] Trial 64 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.11545603021074159, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.6761867708921347, 'colsample_bytree': 0.7479951233313514, 'gamma': 0.16228459232001544, 'reg_alpha': 0.9142678142690612, 'reg_lambda': 2.145874631581336}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:33,435] Trial 65 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 154, 'learning_rate': 0.09686272550342954, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.6475410085072828, 'colsample_bytree': 0.8116204378134203, 'gamma': 0.48528718428228257, 'reg_alpha': 0.7673164724144315, 'reg_lambda': 2.3498837039883305}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:33,802] Trial 66 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 141, 'learning_rate': 0.07764610450541906, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.6239200783152988, 'colsample_bytree': 0.6794045981882176, 'gamma': 0.00538538446628653, 'reg_alpha': 0.8397054810929495, 'reg_lambda': 1.897675996295304}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:34,094] Trial 67 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 173, 'learning_rate': 0.17151259051163692, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6901311606585891, 'colsample_bytree': 0.8339113019851987, 'gamma': 0.30794451399421247, 'reg_alpha': 0.9968529689017711, 'reg_lambda': 2.2644415683871673}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:34,406] Trial 68 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 124, 'learning_rate': 0.215339758996269, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7222484073445459, 'colsample_bytree': 0.7055791195167745, 'gamma': 1.111420058514761, 'reg_alpha': 0.8111917039454506, 'reg_lambda': 2.444509590047269}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:34,735] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.12829231213907216, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6668507019003398, 'colsample_bytree': 0.8688435790692569, 'gamma': 0.6024526858968482, 'reg_alpha': 0.2688692120275684, 'reg_lambda': 2.7825029356489925}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:35,007] Trial 70 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 160, 'learning_rate': 0.10270597598179393, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7619134023043116, 'colsample_bytree': 0.6482672357579639, 'gamma': 0.7954125919840711, 'reg_alpha': 0.966169456762539, 'reg_lambda': 2.635066083990947}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:35,461] Trial 71 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 142, 'learning_rate': 0.05840619832073689, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6427340765013166, 'colsample_bytree': 0.695665543833995, 'gamma': 0.32895952894349373, 'reg_alpha': 0.8648173755775309, 'reg_lambda': 2.8900441520571096}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:35,728] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 99, 'learning_rate': 0.25204182232331646, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7073285991104249, 'colsample_bytree': 0.7242788953109622, 'gamma': 0.13901612632497232, 'reg_alpha': 0.7860234573285303, 'reg_lambda': 1.8013492937115025}. Best is trial 50 with value: 0.7678571428571428.
[I 2025-11-03 20:37:36,119] Trial 73 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 181, 'learning_rate': 0.12158091031340332, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7370343577694203, 'colsample_bytree': 0.6768529501559547, 'gamma': 0.4710098407452168, 'reg_alpha': 0.7106231394638375, 'reg_lambda': 2.0877416285961656}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:36,450] Trial 74 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 179, 'learning_rate': 0.13812620239041443, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7412145197961181, 'colsample_bytree': 0.6752340142074426, 'gamma': 0.4860350804924822, 'reg_alpha': 0.7173375391954055, 'reg_lambda': 2.099731951230253}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:36,821] Trial 75 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 167, 'learning_rate': 0.15896415824547724, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7691659715424539, 'colsample_bytree': 0.7173233020542592, 'gamma': 0.4006630827028742, 'reg_alpha': 0.9038257455479558, 'reg_lambda': 1.9584365239966157}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:37,104] Trial 76 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 185, 'learning_rate': 0.12039097608133807, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.7079418549658177, 'colsample_bytree': 0.7593996923298201, 'gamma': 0.9277447984543656, 'reg_alpha': 0.6919280642120192, 'reg_lambda': 2.3001948942058017}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:37,477] Trial 77 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 149, 'learning_rate': 0.18304668049030925, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6669086737711442, 'colsample_bytree': 0.6872830623371013, 'gamma': 0.7128435834205172, 'reg_alpha': 0.641937793354032, 'reg_lambda': 2.5113057226655147}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:37,809] Trial 78 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 117, 'learning_rate': 0.09707664490424839, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7317008565501475, 'colsample_bytree': 0.7397638711757306, 'gamma': 1.2888631413248368, 'reg_alpha': 0.8226380882793457, 'reg_lambda': 1.9951526685883176}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:38,278] Trial 79 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 155, 'learning_rate': 0.08422202377361063, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.6855215358145753, 'colsample_bytree': 0.9716828684874319, 'gamma': 0.24296456592401405, 'reg_alpha': 0.8512107621302357, 'reg_lambda': 2.1989592656767716}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:38,608] Trial 80 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.13358287724806023, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8086158503350496, 'colsample_bytree': 0.7759852195621497, 'gamma': 1.0137238731299842, 'reg_alpha': 0.9190834644483105, 'reg_lambda': 1.6518121467934406}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:38,967] Trial 81 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 132, 'learning_rate': 0.10390670686150605, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7977576046992132, 'colsample_bytree': 0.6918092192534391, 'gamma': 0.5490725098940401, 'reg_alpha': 0.8856923573244078, 'reg_lambda': 2.600127773155087}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:39,341] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 124, 'learning_rate': 0.10472453634824383, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7943175178486925, 'colsample_bytree': 0.7020323809403972, 'gamma': 0.6009541565806057, 'reg_alpha': 0.7666804693503497, 'reg_lambda': 2.598427566274481}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:39,575] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 107, 'learning_rate': 0.10263650707350876, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7989766938113515, 'colsample_bytree': 0.7006836172972902, 'gamma': 0.5235125229733898, 'reg_alpha': 0.7839463663072143, 'reg_lambda': 2.8606557880491255}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:39,883] Trial 84 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 128, 'learning_rate': 0.07610354014056882, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7721380697286211, 'colsample_bytree': 0.7142930883386809, 'gamma': 0.6367528756761447, 'reg_alpha': 0.7521617487307045, 'reg_lambda': 1.5422211115878812}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:40,168] Trial 85 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 121, 'learning_rate': 0.11974814501873898, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.7532758092414212, 'colsample_bytree': 0.656195054362757, 'gamma': 0.7826903680761849, 'reg_alpha': 0.8845736316379024, 'reg_lambda': 2.6085839122837458}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:40,447] Trial 86 finished with value: 0.755952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.06285755393932821, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7856954695206974, 'colsample_bytree': 0.7268049572074501, 'gamma': 0.9323775708079229, 'reg_alpha': 0.8148754035542868, 'reg_lambda': 1.8872857108735048}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:40,951] Trial 87 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 113, 'learning_rate': 0.05587607078132238, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8173950133669363, 'colsample_bytree': 0.7268508199616703, 'gamma': 0.9625042798922994, 'reg_alpha': 0.6000384656963964, 'reg_lambda': 1.729744282807701}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:41,266] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 88, 'learning_rate': 0.09188918369221694, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7901032207502128, 'colsample_bytree': 0.6918773475658339, 'gamma': 1.162354903368324, 'reg_alpha': 0.7218015823992469, 'reg_lambda': 1.8952518565013636}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:41,566] Trial 89 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 77, 'learning_rate': 0.09252761524567839, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.7934284669443399, 'colsample_bytree': 0.6866175916932031, 'gamma': 1.089788929226126, 'reg_alpha': 0.6644103602660928, 'reg_lambda': 1.8651096371973683}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:41,833] Trial 90 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 72, 'learning_rate': 0.06328425442473293, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.792565306236872, 'colsample_bytree': 0.6917947319949782, 'gamma': 1.225540499004856, 'reg_alpha': 0.7283984739965357, 'reg_lambda': 1.8815862247271231}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,110] Trial 91 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 59, 'learning_rate': 0.0911047727270895, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7791849887109006, 'colsample_bytree': 0.7014314253384659, 'gamma': 1.0898048356918797, 'reg_alpha': 0.6655908324577863, 'reg_lambda': 1.7820207939421777}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,340] Trial 92 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 84, 'learning_rate': 0.07760458813001796, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7988772264612847, 'colsample_bytree': 0.7460846464955839, 'gamma': 1.4755645413214595, 'reg_alpha': 0.7128561576499092, 'reg_lambda': 1.4738979775577137}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,572] Trial 93 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 45, 'learning_rate': 0.050672550260599684, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8297944901922536, 'colsample_bytree': 0.7354540345164369, 'gamma': 1.6138223308929054, 'reg_alpha': 0.6103702883625246, 'reg_lambda': 1.9442695200745486}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:42,894] Trial 94 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 94, 'learning_rate': 0.07082658095545252, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.78689510464571, 'colsample_bytree': 0.7116022307907557, 'gamma': 0.8784631043812957, 'reg_alpha': 0.7592317419366668, 'reg_lambda': 1.8313525493369445}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:43,223] Trial 95 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 66, 'learning_rate': 0.08699260812624182, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8152906460031387, 'colsample_bytree': 0.6833134360729488, 'gamma': 0.41544341866666734, 'reg_alpha': 0.8123015889044243, 'reg_lambda': 1.6659221600150886}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:43,449] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 84, 'learning_rate': 0.09329796650248974, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.8071055751016083, 'colsample_bytree': 0.667051360695496, 'gamma': 0.734185368595494, 'reg_alpha': 0.6883886994067036, 'reg_lambda': 2.1093703404806043}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:43,826] Trial 97 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 107, 'learning_rate': 0.10839821150370973, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.7753856173522292, 'colsample_bytree': 0.7285785029225555, 'gamma': 1.8032554687276643, 'reg_alpha': 0.738437230086934, 'reg_lambda': 2.023719908785216}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:44,188] Trial 98 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 101, 'learning_rate': 0.06304294525859304, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7545278513677992, 'colsample_bytree': 0.6927392461443732, 'gamma': 0.28418442621385964, 'reg_alpha': 0.5462543076814034, 'reg_lambda': 1.8682734975995035}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:44,477] Trial 99 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 132, 'learning_rate': 0.12012352438411529, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7950085596308356, 'colsample_bytree': 0.7542787044766937, 'gamma': 1.1876412354089825, 'reg_alpha': 0.827905574581316, 'reg_lambda': 1.7150208512356007}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:44,837] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 114, 'learning_rate': 0.0818578261646406, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.7641187070070817, 'colsample_bytree': 0.7881794790316543, 'gamma': 0.8617568363631435, 'reg_alpha': 0.7822697527528896, 'reg_lambda': 1.7916249973555678}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,086] Trial 101 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 125, 'learning_rate': 0.16201670136370513, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7814470351106122, 'colsample_bytree': 0.7065008468314874, 'gamma': 0.5672698891531766, 'reg_alpha': 0.4495542541677974, 'reg_lambda': 2.660119276320473}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,405] Trial 102 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 138, 'learning_rate': 0.14447004297565383, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8336887685800007, 'colsample_bytree': 0.6431217753892405, 'gamma': 0.6433792465786583, 'reg_alpha': 0.64990964989054, 'reg_lambda': 2.710097587628555}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,702] Trial 103 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 145, 'learning_rate': 0.14883229187495461, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.7411053139882937, 'colsample_bytree': 0.719187211598205, 'gamma': 0.5346007164759894, 'reg_alpha': 0.8579957308389657, 'reg_lambda': 2.560218796744378}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:45,959] Trial 104 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 76, 'learning_rate': 0.19472464345387827, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8029177325062176, 'colsample_bytree': 0.6600155246691891, 'gamma': 1.024884309120162, 'reg_alpha': 0.5097845207324995, 'reg_lambda': 1.9511779423351459}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:46,322] Trial 105 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 74, 'learning_rate': 0.2642272152159199, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8171018155482795, 'colsample_bytree': 0.6581919048202578, 'gamma': 1.0701537588271917, 'reg_alpha': 0.5015300006232529, 'reg_lambda': 1.929830806354793}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:46,703] Trial 106 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 42, 'learning_rate': 0.20405093331104476, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8213502046331275, 'colsample_bytree': 0.76665214476925, 'gamma': 1.3929062605290163, 'reg_alpha': 0.33201135909485135, 'reg_lambda': 2.064259356004549}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:46,925] Trial 107 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 92, 'learning_rate': 0.2318147929984873, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.853922827790905, 'colsample_bytree': 0.6825867659973092, 'gamma': 0.9652197251723791, 'reg_alpha': 0.5731406715558806, 'reg_lambda': 2.929156085904444}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:47,285] Trial 108 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 77, 'learning_rate': 0.10187403714547408, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8073342691477519, 'colsample_bytree': 0.6966397516124144, 'gamma': 0.4089286537376375, 'reg_alpha': 0.6863699405260102, 'reg_lambda': 1.9850313168389633}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:47,609] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.11408369318989331, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.785752167357537, 'colsample_bytree': 0.7431964905406614, 'gamma': 0.7157256523258084, 'reg_alpha': 0.7977175615263435, 'reg_lambda': 1.5723990494488984}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:47,900] Trial 110 finished with value: 0.75 and parameters: {'n_estimators': 96, 'learning_rate': 0.0981310349068639, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8059634834227898, 'colsample_bytree': 0.6747877416516894, 'gamma': 0.8281892906870529, 'reg_alpha': 0.6235873003044323, 'reg_lambda': 1.7426964280166986}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:48,229] Trial 111 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 85, 'learning_rate': 0.09495076362017017, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8029071696740033, 'colsample_bytree': 0.6737621284559959, 'gamma': 0.8374036950418393, 'reg_alpha': 0.6151682444363724, 'reg_lambda': 2.800246188274957}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:48,616] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 97, 'learning_rate': 0.12416328630708487, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7907778325997654, 'colsample_bytree': 0.6877103425595523, 'gamma': 1.1513046751164566, 'reg_alpha': 0.704477108203169, 'reg_lambda': 1.7653054298906998}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:48,835] Trial 113 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.19245200189184447, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7657922843554126, 'colsample_bytree': 0.6647388035740378, 'gamma': 0.4647703093603721, 'reg_alpha': 0.6641581355694732, 'reg_lambda': 1.9290784012818225}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:49,206] Trial 114 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 101, 'learning_rate': 0.07167730338566541, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.831029379068211, 'colsample_bytree': 0.7044264617025707, 'gamma': 1.2544180955226183, 'reg_alpha': 0.7682418932894133, 'reg_lambda': 1.824085628490078}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:49,529] Trial 115 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 88, 'learning_rate': 0.10352866751656732, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.8100435486867231, 'colsample_bytree': 0.7138748224596626, 'gamma': 0.9912773395251, 'reg_alpha': 0.497769181132974, 'reg_lambda': 1.2785393347411964}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:49,791] Trial 116 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 123, 'learning_rate': 0.1123206342185163, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7746815801315277, 'colsample_bytree': 0.6399095588265551, 'gamma': 0.3291785126892707, 'reg_alpha': 0.5854640752244189, 'reg_lambda': 2.0472234204476703}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:50,106] Trial 117 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.08901506705209636, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8460283497224182, 'colsample_bytree': 0.6512303892554704, 'gamma': 0.7400279657122494, 'reg_alpha': 0.3989758123460513, 'reg_lambda': 2.487255657485167}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:50,345] Trial 118 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 109, 'learning_rate': 0.08485665877575542, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8819342801297997, 'colsample_bytree': 0.6507988951211687, 'gamma': 0.7913232503371598, 'reg_alpha': 0.435029648455205, 'reg_lambda': 2.495468640918098}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:50,699] Trial 119 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 103, 'learning_rate': 0.06533385004052782, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8442574654750254, 'colsample_bytree': 0.6702316390204385, 'gamma': 0.09120660620218629, 'reg_alpha': 0.40374104408218087, 'reg_lambda': 1.681600253565854}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:51,078] Trial 120 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 115, 'learning_rate': 0.08089149716823878, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7480555526918177, 'colsample_bytree': 0.6814042818934888, 'gamma': 0.9022527722996346, 'reg_alpha': 0.5189328812808016, 'reg_lambda': 1.8666239979448938}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:51,445] Trial 121 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.09249090813206709, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8665858713850162, 'colsample_bytree': 0.9259420735047401, 'gamma': 0.6046710234227839, 'reg_alpha': 0.7269334400934094, 'reg_lambda': 2.597540717304378}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:51,761] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 129, 'learning_rate': 0.08993155023911811, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8622819576372242, 'colsample_bytree': 0.6642265028841089, 'gamma': 0.5862763761558861, 'reg_alpha': 0.632493768859697, 'reg_lambda': 2.713145177993148}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:52,105] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 130, 'learning_rate': 0.07451177449731035, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8698598750197731, 'colsample_bytree': 0.8871810641569691, 'gamma': 0.6784323920322054, 'reg_alpha': 0.3521633727473089, 'reg_lambda': 2.7176052152084877}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:52,492] Trial 124 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 118, 'learning_rate': 0.09540309062352549, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9021373092992708, 'colsample_bytree': 0.6597806887034434, 'gamma': 0.2547724967801752, 'reg_alpha': 0.6255749243940977, 'reg_lambda': 2.606845533247478}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:52,838] Trial 125 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 80, 'learning_rate': 0.08947148032419193, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8634893717625616, 'colsample_bytree': 0.6710145334143718, 'gamma': 1.0497051204285048, 'reg_alpha': 0.7373850038355723, 'reg_lambda': 2.8084959949179007}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:53,219] Trial 126 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.10014045868618028, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8458357871847005, 'colsample_bytree': 0.9135379808313373, 'gamma': 0.5398294967377173, 'reg_alpha': 0.038947295789582004, 'reg_lambda': 2.487338730630694}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:53,506] Trial 127 finished with value: 0.755952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.10643206475339305, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8502376299355325, 'colsample_bytree': 0.927144364245408, 'gamma': 0.3983849008585853, 'reg_alpha': 0.14313073622562922, 'reg_lambda': 2.5746958911523365}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:53,801] Trial 128 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 110, 'learning_rate': 0.10638496927317678, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8537822900424352, 'colsample_bytree': 0.926578253290837, 'gamma': 0.3759252065270305, 'reg_alpha': 0.045630857170972004, 'reg_lambda': 2.5831455026218593}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:54,083] Trial 129 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 120, 'learning_rate': 0.12628393198865975, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8459864336968941, 'colsample_bytree': 0.9388005611094022, 'gamma': 0.49602444559968906, 'reg_alpha': 0.1214460120123602, 'reg_lambda': 2.4775236841867674}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:54,482] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.11145309469839688, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8781056008813848, 'colsample_bytree': 0.9034582065743222, 'gamma': 0.21987431313420558, 'reg_alpha': 0.17076320652075, 'reg_lambda': 2.623963852512767}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:54,836] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 104, 'learning_rate': 0.10975629049730637, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8794148303316724, 'colsample_bytree': 0.8982228883872174, 'gamma': 0.22024434517043628, 'reg_alpha': 0.17869048790570155, 'reg_lambda': 2.3484011046293984}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,064] Trial 132 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 91, 'learning_rate': 0.11522956945769676, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8901958598222434, 'colsample_bytree': 0.9223069050664076, 'gamma': 0.32783323189624797, 'reg_alpha': 0.09203104569950693, 'reg_lambda': 2.6572928048049445}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,400] Trial 133 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 111, 'learning_rate': 0.11978171622322384, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8902386471182694, 'colsample_bytree': 0.923532789685615, 'gamma': 0.0695716816126197, 'reg_alpha': 0.09039461185559067, 'reg_lambda': 2.6799713512584376}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,682] Trial 134 finished with value: 0.755952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.13669815458249754, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8938786378050358, 'colsample_bytree': 0.9102392631807509, 'gamma': 0.34382042975863275, 'reg_alpha': 0.059735109288841806, 'reg_lambda': 2.6456985360905323}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:55,867] Trial 135 finished with value: 0.5 and parameters: {'n_estimators': 69, 'learning_rate': 0.13301306266048513, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8940947249533234, 'colsample_bytree': 0.9093201490977575, 'gamma': 0.16977596438138898, 'reg_alpha': 0.061709284382858144, 'reg_lambda': 2.537920636109619}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:56,157] Trial 136 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.16494339130934685, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.8771539488077958, 'colsample_bytree': 0.9076391786819142, 'gamma': 0.3002452005443215, 'reg_alpha': 0.013964863006884154, 'reg_lambda': 2.6599727273133453}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:56,414] Trial 137 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 78, 'learning_rate': 0.04246479416508585, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9150581246604901, 'colsample_bytree': 0.940441079013087, 'gamma': 0.3991115101083216, 'reg_alpha': 0.16398931756341095, 'reg_lambda': 2.7537161107571584}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:56,730] Trial 138 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 93, 'learning_rate': 0.1377534879931366, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8674174537795725, 'colsample_bytree': 0.9171906165638013, 'gamma': 0.4873144188949863, 'reg_alpha': 0.1387685015749718, 'reg_lambda': 2.6304463208249205}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,015] Trial 139 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 71, 'learning_rate': 0.11032699354551322, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9135387627483851, 'colsample_bytree': 0.9539242767114597, 'gamma': 0.004271584134969086, 'reg_alpha': 0.09355423663306461, 'reg_lambda': 2.4217396647002087}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,328] Trial 140 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 81, 'learning_rate': 0.1830239476144915, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8359596960066595, 'colsample_bytree': 0.9667182759017316, 'gamma': 0.1975099174238264, 'reg_alpha': 0.21873199190277726, 'reg_lambda': 2.3905080293868846}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,670] Trial 141 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.10066381639473622, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8584044078498866, 'colsample_bytree': 0.8984906551367782, 'gamma': 0.34636801024433633, 'reg_alpha': 0.030392324435820635, 'reg_lambda': 2.582692756092457}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:57,993] Trial 142 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 123, 'learning_rate': 0.11683359077921752, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.8983008565815753, 'colsample_bytree': 0.9367432436851478, 'gamma': 0.6072729172185425, 'reg_alpha': 0.0810925877574811, 'reg_lambda': 2.501964643809672}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:58,294] Trial 143 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 106, 'learning_rate': 0.12575052170002773, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8487578820740066, 'colsample_bytree': 0.8758026224355129, 'gamma': 0.45958171613472126, 'reg_alpha': 0.28813394533282877, 'reg_lambda': 2.6535121919833435}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:58,531] Trial 144 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 116, 'learning_rate': 0.10254823916877723, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8751631409355685, 'colsample_bytree': 0.9486916837810826, 'gamma': 0.705577299421448, 'reg_alpha': 0.060116003124682224, 'reg_lambda': 2.594043582985007}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:58,818] Trial 145 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 63, 'learning_rate': 0.2322622963121435, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9060536729437696, 'colsample_bytree': 0.9189553799850467, 'gamma': 0.5439353242415352, 'reg_alpha': 0.11477880781131883, 'reg_lambda': 2.482119350188335}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:59,182] Trial 146 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 91, 'learning_rate': 0.10835590286965449, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8861881438113889, 'colsample_bytree': 0.9284696103674622, 'gamma': 0.24051884835899376, 'reg_alpha': 0.0680434170141736, 'reg_lambda': 2.776743563262957}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:59,603] Trial 147 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 126, 'learning_rate': 0.09852407217186411, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8239693638334136, 'colsample_bytree': 0.8956273750052666, 'gamma': 0.3887204598955129, 'reg_alpha': 0.1713677379845901, 'reg_lambda': 2.547987104717105}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:37:59,832] Trial 148 finished with value: 0.75 and parameters: {'n_estimators': 99, 'learning_rate': 0.28980370547666245, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9268808983761934, 'colsample_bytree': 0.8607085373191311, 'gamma': 0.12425977886543849, 'reg_alpha': 0.14415798105644093, 'reg_lambda': 2.8407566859204247}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:00,157] Trial 149 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 76, 'learning_rate': 0.0806139104083557, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8862258202998327, 'colsample_bytree': 0.829580061383831, 'gamma': 0.546478453576846, 'reg_alpha': 0.11095057346022127, 'reg_lambda': 2.6557318036479294}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:00,460] Trial 150 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.14854624538414826, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8372443683793945, 'colsample_bytree': 0.9130377361658171, 'gamma': 0.3128562488332601, 'reg_alpha': 0.2035930230384716, 'reg_lambda': 2.3005223991861823}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:00,741] Trial 151 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.0932096057380278, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.869675537494742, 'colsample_bytree': 0.9040581616575927, 'gamma': 0.7104944420686886, 'reg_alpha': 0.0019340858782047887, 'reg_lambda': 2.0004114208353414}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:01,160] Trial 152 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 96, 'learning_rate': 0.08618704409634385, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.792763910183482, 'colsample_bytree': 0.933304058161171, 'gamma': 0.7785607787408768, 'reg_alpha': 0.03496762498073826, 'reg_lambda': 2.611758672834668}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:01,434] Trial 153 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.11636116790708952, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7841528251466021, 'colsample_bytree': 0.8843723676183481, 'gamma': 0.9338833788754541, 'reg_alpha': 0.7209646805830117, 'reg_lambda': 1.9270966196619557}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:01,800] Trial 154 finished with value: 0.5 and parameters: {'n_estimators': 84, 'learning_rate': 0.03456946791202347, 'max_depth': 3, 'min_child_weight': 17, 'subsample': 0.7275824267457275, 'colsample_bytree': 0.9483528762709643, 'gamma': 0.4381986280048573, 'reg_alpha': 0.7514405891321609, 'reg_lambda': 2.6908450907753867}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:02,243] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 141, 'learning_rate': 0.10627328693544605, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8578875800991492, 'colsample_bytree': 0.9980737716907425, 'gamma': 0.619364010863317, 'reg_alpha': 0.1024933274478668, 'reg_lambda': 2.555647926663978}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:02,547] Trial 156 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 113, 'learning_rate': 0.09427520290855732, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8219806304391908, 'colsample_bytree': 0.9215811220334701, 'gamma': 1.1539591967342815, 'reg_alpha': 0.7870553492138397, 'reg_lambda': 1.8846676236753992}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:02,797] Trial 157 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 105, 'learning_rate': 0.050343282895548534, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7970514646506409, 'colsample_bytree': 0.6988475348216213, 'gamma': 0.4875255376527238, 'reg_alpha': 0.8328879067013815, 'reg_lambda': 2.455404851201635}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,136] Trial 158 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 132, 'learning_rate': 0.12658713967453608, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7584024623516, 'colsample_bytree': 0.6911072092902907, 'gamma': 2.1621075329873682, 'reg_alpha': 0.7032789521078264, 'reg_lambda': 2.745313592688147}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,441] Trial 159 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.11701666664983443, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.6993641299952409, 'colsample_bytree': 0.9285966596686477, 'gamma': 1.3489374057833357, 'reg_alpha': 0.08048687183970483, 'reg_lambda': 2.109085666785724}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,749] Trial 160 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 122, 'learning_rate': 0.13813129682162606, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.6785767328900165, 'colsample_bytree': 0.9418481232425286, 'gamma': 0.26665560521916065, 'reg_alpha': 0.15234589796774048, 'reg_lambda': 2.51726390571924}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:03,964] Trial 161 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.09873764561971513, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8012277941754249, 'colsample_bytree': 0.6802833278771973, 'gamma': 0.8648539556543883, 'reg_alpha': 0.676170580324588, 'reg_lambda': 1.7383963399792666}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:04,415] Trial 162 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 96, 'learning_rate': 0.10206672579411262, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7811338136328414, 'colsample_bytree': 0.9145774665503985, 'gamma': 0.7352616989653833, 'reg_alpha': 0.7298612026715623, 'reg_lambda': 1.9734367309767928}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:04,705] Trial 163 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 81, 'learning_rate': 0.0898947712199013, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8055142077646942, 'colsample_bytree': 0.6470109178945919, 'gamma': 0.8202955805939774, 'reg_alpha': 0.656558838161896, 'reg_lambda': 1.8518525833431236}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:05,028] Trial 164 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 95, 'learning_rate': 0.08322916843720499, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8462700749527695, 'colsample_bytree': 0.7081515920195349, 'gamma': 0.626227760063611, 'reg_alpha': 0.7044818704817031, 'reg_lambda': 2.5984991580613226}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:05,370] Trial 165 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.11223392155017115, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8143268440936183, 'colsample_bytree': 0.6913151862479731, 'gamma': 0.5386817622562519, 'reg_alpha': 0.04912711346739462, 'reg_lambda': 1.7921575710743864}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:05,762] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 210, 'learning_rate': 0.09526577975454777, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8282319821601838, 'colsample_bytree': 0.6791131808876183, 'gamma': 1.047287617455225, 'reg_alpha': 0.129082187690022, 'reg_lambda': 2.6878786166769153}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:06,144] Trial 167 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 240, 'learning_rate': 0.07951515223821547, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8320596659027996, 'colsample_bytree': 0.7998857843189667, 'gamma': 1.0831901819400995, 'reg_alpha': 0.8141152016228141, 'reg_lambda': 2.701707298976094}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:06,426] Trial 168 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 190, 'learning_rate': 0.10643465487664348, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8529227767530227, 'colsample_bytree': 0.6312067665483473, 'gamma': 0.9957560255173328, 'reg_alpha': 0.12157923808089556, 'reg_lambda': 2.6437376694907924}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:06,771] Trial 169 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.07374556523817316, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8380990389138697, 'colsample_bytree': 0.655823629943938, 'gamma': 0.3615270233313252, 'reg_alpha': 0.7623637627259335, 'reg_lambda': 2.820393871693953}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:07,302] Trial 170 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 225, 'learning_rate': 0.09283194466739354, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8660091431113262, 'colsample_bytree': 0.7014284442283628, 'gamma': 0.12365688954298928, 'reg_alpha': 0.18943224581123366, 'reg_lambda': 2.9139010249176}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:07,609] Trial 171 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 73, 'learning_rate': 0.09680277225213466, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7891979225918286, 'colsample_bytree': 0.6853166478377142, 'gamma': 0.9124509946623489, 'reg_alpha': 0.7423858868604486, 'reg_lambda': 2.5489370381713337}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:07,952] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 200, 'learning_rate': 0.1230532980424102, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7986173397901015, 'colsample_bytree': 0.6737214337655014, 'gamma': 1.1939851702823878, 'reg_alpha': 0.3835342062701921, 'reg_lambda': 2.625597694150578}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:08,336] Trial 173 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 210, 'learning_rate': 0.12571322039929228, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7985444205935359, 'colsample_bytree': 0.6688535669996533, 'gamma': 1.303442235870287, 'reg_alpha': 0.38711999321636525, 'reg_lambda': 2.6285045240968836}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:08,736] Trial 174 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 219, 'learning_rate': 0.11477479981668004, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8165671114956748, 'colsample_bytree': 0.7156226561347802, 'gamma': 1.1953844524938129, 'reg_alpha': 0.3078484388944198, 'reg_lambda': 2.7465109142641513}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:09,105] Trial 175 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 196, 'learning_rate': 0.21988861733499246, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7744579194295231, 'colsample_bytree': 0.6855698932469062, 'gamma': 1.0744109517814284, 'reg_alpha': 0.4402503420581688, 'reg_lambda': 2.5797568038000787}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:09,460] Trial 176 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 215, 'learning_rate': 0.13359436564759458, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8944725699528228, 'colsample_bytree': 0.9030998408802737, 'gamma': 1.557167250037922, 'reg_alpha': 0.5202476844419487, 'reg_lambda': 2.679094790079283}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:09,842] Trial 177 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 205, 'learning_rate': 0.12076642352804912, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8247165481128685, 'colsample_bytree': 0.6747476299110522, 'gamma': 0.4436261206185794, 'reg_alpha': 0.4836525444707712, 'reg_lambda': 2.509552005843259}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:10,266] Trial 178 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 212, 'learning_rate': 0.17484318057687823, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.6110831004289164, 'colsample_bytree': 0.8917211415926694, 'gamma': 0.6637200001693462, 'reg_alpha': 0.2562099514789648, 'reg_lambda': 2.7115207195317503}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:10,561] Trial 179 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 67, 'learning_rate': 0.1051310848386367, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8785482482923159, 'colsample_bytree': 0.6947525261043963, 'gamma': 0.2898602491039305, 'reg_alpha': 0.3886983524014023, 'reg_lambda': 2.399256946331843}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:10,815] Trial 180 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 126, 'learning_rate': 0.08731085675136753, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.717406260922832, 'colsample_bytree': 0.66329826724998, 'gamma': 1.0017194102068754, 'reg_alpha': 0.8805025728823596, 'reg_lambda': 1.9081690063642571}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,051] Trial 181 finished with value: 0.5 and parameters: {'n_estimators': 101, 'learning_rate': 0.09873549135577378, 'max_depth': 6, 'min_child_weight': 19, 'subsample': 0.8099136055021638, 'colsample_bytree': 0.6774931673494781, 'gamma': 0.8131408026971161, 'reg_alpha': 0.0772228801671449, 'reg_lambda': 2.6248223162905946}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,331] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 90, 'learning_rate': 0.11147984447039255, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8026832059042999, 'colsample_bytree': 0.6772528119267552, 'gamma': 0.9035234341530529, 'reg_alpha': 0.41480853663709544, 'reg_lambda': 2.5643168868639137}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,605] Trial 183 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 112, 'learning_rate': 0.09810362921651103, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7928027720610851, 'colsample_bytree': 0.657612879813446, 'gamma': 1.2131386340441186, 'reg_alpha': 0.12816385371608954, 'reg_lambda': 1.602546308349665}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:11,865] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 136, 'learning_rate': 0.10730959090106588, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7856148015417901, 'colsample_bytree': 0.920618962295378, 'gamma': 0.7269322729093394, 'reg_alpha': 0.5658015743586073, 'reg_lambda': 2.4752580129556896}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:12,234] Trial 185 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 184, 'learning_rate': 0.09045355194369208, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8453853381534716, 'colsample_bytree': 0.7249429695843934, 'gamma': 0.5377560751190693, 'reg_alpha': 0.362436140389981, 'reg_lambda': 2.771647998897487}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:12,664] Trial 186 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 199, 'learning_rate': 0.19336277280378544, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7698467418830207, 'colsample_bytree': 0.7063573311779934, 'gamma': 0.3899850494532693, 'reg_alpha': 0.0191084331376421, 'reg_lambda': 1.961359632458642}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,021] Trial 187 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 105, 'learning_rate': 0.12090889804937899, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8005437788343943, 'colsample_bytree': 0.6669313917608053, 'gamma': 0.2284847221351436, 'reg_alpha': 0.6969294725418269, 'reg_lambda': 2.6555325671360928}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,229] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.059378601682517074, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8096835107319484, 'colsample_bytree': 0.6518716362098941, 'gamma': 1.4294099874871176, 'reg_alpha': 0.4712100512021651, 'reg_lambda': 1.7613851459607621}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,538] Trial 189 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.1006554506716884, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8265289594421261, 'colsample_bytree': 0.6953472542544732, 'gamma': 1.1335408656510368, 'reg_alpha': 0.7757459664825664, 'reg_lambda': 1.8345569516588507}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:13,804] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 83, 'learning_rate': 0.15409080622864457, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6608689413746326, 'colsample_bytree': 0.6855199148758344, 'gamma': 0.7905955444032853, 'reg_alpha': 0.09794931089153115, 'reg_lambda': 2.1662221900183183}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:14,097] Trial 191 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 126, 'learning_rate': 0.08749096578966785, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8582813227710547, 'colsample_bytree': 0.6704530041107535, 'gamma': 0.5979718781053133, 'reg_alpha': 0.6344199742940707, 'reg_lambda': 2.7129440885295613}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:14,484] Trial 192 finished with value: 0.75 and parameters: {'n_estimators': 202, 'learning_rate': 0.0950832094474293, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8650575361849571, 'colsample_bytree': 0.6622636455318764, 'gamma': 0.5659413492839359, 'reg_alpha': 0.6770537262049646, 'reg_lambda': 2.6106791668071896}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:14,788] Trial 193 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 130, 'learning_rate': 0.08401871268693932, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8603252733881296, 'colsample_bytree': 0.6432243435569535, 'gamma': 0.4512823435933801, 'reg_alpha': 0.6496633061739667, 'reg_lambda': 2.6664185653390517}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:15,112] Trial 194 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.07811197185857316, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8505420407607568, 'colsample_bytree': 0.9318453985332752, 'gamma': 0.6014401849680346, 'reg_alpha': 0.5968631348608002, 'reg_lambda': 2.739821010245937}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:15,466] Trial 195 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.07708066890232784, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8377688396521554, 'colsample_bytree': 0.9302905129495223, 'gamma': 0.6690315593636176, 'reg_alpha': 0.5922773096358278, 'reg_lambda': 1.8949853715949312}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:15,803] Trial 196 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 119, 'learning_rate': 0.06555549031978734, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8523262434195888, 'colsample_bytree': 0.9096209742662998, 'gamma': 0.31053288402296125, 'reg_alpha': 0.5407295492075176, 'reg_lambda': 2.5359303550696874}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,263] Trial 197 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.07057632586192954, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8494214133155594, 'colsample_bytree': 0.9119889718190178, 'gamma': 0.13977509437224112, 'reg_alpha': 0.5518049665098246, 'reg_lambda': 2.539767811547506}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,599] Trial 198 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 132, 'learning_rate': 0.05831533314736571, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8753469045799914, 'colsample_bytree': 0.9226173462635421, 'gamma': 0.29133869380653504, 'reg_alpha': 0.46701419072035005, 'reg_lambda': 2.570605833708251}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,874] Trial 199 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 116, 'learning_rate': 0.07527507139742731, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8493685318003783, 'colsample_bytree': 0.9081223153091426, 'gamma': 0.41054307441080645, 'reg_alpha': 0.5447952910920012, 'reg_lambda': 2.8601657665813582}. Best is trial 73 with value: 0.7857142857142857.
[I 2025-11-03 20:38:16,878] A new study created in memory with name: no-name-e5d02313-6d9c-4b5a-933a-c3bd1ed50306
[I 2025-11-03 20:38:17,134] Trial 0 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 48, 'learning_rate': 0.11252433554867153, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9682102409420129, 'colsample_bytree': 0.8988530829203568, 'gamma': 4.069300270941718, 'reg_alpha': 0.5714929647368491, 'reg_lambda': 1.5021845738518493}. Best is trial 0 with value: 0.6369047619047619.
[I 2025-11-03 20:38:17,532] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 188, 'learning_rate': 0.05820538306068991, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.6836645345563372, 'colsample_bytree': 0.9320897025583367, 'gamma': 4.349856860184175, 'reg_alpha': 0.3602032657112648, 'reg_lambda': 2.719278472682012}. Best is trial 0 with value: 0.6369047619047619.
[I 2025-11-03 20:38:17,845] Trial 2 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 78, 'learning_rate': 0.15861724809449337, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7627202770839404, 'colsample_bytree': 0.7089040921244343, 'gamma': 0.8324625476544684, 'reg_alpha': 0.15643252070346814, 'reg_lambda': 2.103733098024769}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:38:18,237] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 239, 'learning_rate': 0.05974070145957478, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8793329636667004, 'colsample_bytree': 0.6755884484326847, 'gamma': 0.39609026809994063, 'reg_alpha': 0.5046547062735054, 'reg_lambda': 2.7820873372253}. Best is trial 2 with value: 0.6904761904761905.
[I 2025-11-03 20:38:18,618] Trial 4 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 146, 'learning_rate': 0.22956859456525255, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.6132988914988803, 'colsample_bytree': 0.8161993294735546, 'gamma': 2.5911095045788217, 'reg_alpha': 0.8890190551685708, 'reg_lambda': 1.2539611292370507}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:18,705] Trial 5 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 32, 'learning_rate': 0.19817098355233603, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9329158039441493, 'colsample_bytree': 0.7395573639159816, 'gamma': 2.039945455970182, 'reg_alpha': 0.8761500953999791, 'reg_lambda': 1.560906258456873}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:19,036] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.01589258287238483, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8711944671193389, 'colsample_bytree': 0.8353120744136752, 'gamma': 2.8141144241233205, 'reg_alpha': 0.7221583211085615, 'reg_lambda': 1.8341330880467408}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:19,371] Trial 7 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 103, 'learning_rate': 0.02538093636708905, 'max_depth': 8, 'min_child_weight': 11, 'subsample': 0.8787405149039588, 'colsample_bytree': 0.8484453662000787, 'gamma': 4.368946737036275, 'reg_alpha': 0.760428859472199, 'reg_lambda': 1.1497169224197805}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:19,663] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.19649628122459428, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7300973610070001, 'colsample_bytree': 0.8137026344533114, 'gamma': 0.6789241936308804, 'reg_alpha': 0.2389880056764927, 'reg_lambda': 2.328019227238242}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:20,035] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 171, 'learning_rate': 0.15043046226614284, 'max_depth': 9, 'min_child_weight': 12, 'subsample': 0.6895737733337244, 'colsample_bytree': 0.9630178459471862, 'gamma': 3.64366243861257, 'reg_alpha': 0.789577459528393, 'reg_lambda': 2.565909806805367}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:20,442] Trial 10 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 226, 'learning_rate': 0.29145755020033914, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.6128367795640849, 'colsample_bytree': 0.6091954213385403, 'gamma': 1.9243061203777945, 'reg_alpha': 0.9655857203754581, 'reg_lambda': 0.5166433118694368}. Best is trial 4 with value: 0.7261904761904762.
[I 2025-11-03 20:38:20,538] Trial 11 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 24, 'learning_rate': 0.2878251208638121, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.998777939601217, 'colsample_bytree': 0.7458186909466998, 'gamma': 2.026964804824883, 'reg_alpha': 0.9786791461837364, 'reg_lambda': 1.0134247728511565}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:20,824] Trial 12 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 143, 'learning_rate': 0.09775849127593192, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8164745782351213, 'colsample_bytree': 0.7629678273630375, 'gamma': 3.0677700236993433, 'reg_alpha': 0.9622483290831463, 'reg_lambda': 0.6512349809316131}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:21,110] Trial 13 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 77, 'learning_rate': 0.09248921354533186, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.821191340441472, 'colsample_bytree': 0.7535634990523417, 'gamma': 3.4222190894449573, 'reg_alpha': 0.6313746545872819, 'reg_lambda': 0.5236284642387962}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:21,490] Trial 14 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 118, 'learning_rate': 0.03228861577963748, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9993273473992864, 'colsample_bytree': 0.6487941721462109, 'gamma': 1.3841470239423788, 'reg_alpha': 0.0020629114216070277, 'reg_lambda': 0.8958418835029658}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:21,783] Trial 15 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 159, 'learning_rate': 0.08676578133864081, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8204163103810621, 'colsample_bytree': 0.763253148052921, 'gamma': 4.981172922368971, 'reg_alpha': 0.976445714527883, 'reg_lambda': 0.8558651928333061}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,100] Trial 16 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 78, 'learning_rate': 0.037145975743480636, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.9205407387309656, 'colsample_bytree': 0.8809275269325036, 'gamma': 3.1315366406498963, 'reg_alpha': 0.9879124304809078, 'reg_lambda': 0.8681706174288921}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,499] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.011154205701357636, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7849901206896337, 'colsample_bytree': 0.7786019507640622, 'gamma': 1.9543006569672783, 'reg_alpha': 0.397217948145201, 'reg_lambda': 1.1485272044034027}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,598] Trial 18 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 27, 'learning_rate': 0.29122562603680396, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.9328270469877472, 'colsample_bytree': 0.7101692629526226, 'gamma': 1.2211160358456776, 'reg_alpha': 0.654419890962824, 'reg_lambda': 0.6430228156001653}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:22,900] Trial 19 finished with value: 0.5 and parameters: {'n_estimators': 99, 'learning_rate': 0.10178033974929525, 'max_depth': 5, 'min_child_weight': 17, 'subsample': 0.9975247259605595, 'colsample_bytree': 0.7050639560474931, 'gamma': 0.013074326476401499, 'reg_alpha': 0.8487201297565946, 'reg_lambda': 1.3543231775854179}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:23,148] Trial 20 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 51, 'learning_rate': 0.13773296005031402, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8547165883532395, 'colsample_bytree': 0.600079958144976, 'gamma': 2.297622541331009, 'reg_alpha': 0.6873683573253688, 'reg_lambda': 1.7967596560882064}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:23,509] Trial 21 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 206, 'learning_rate': 0.011728073453115183, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7744099052243295, 'colsample_bytree': 0.7741843078861282, 'gamma': 1.8000967664066194, 'reg_alpha': 0.35272666073180453, 'reg_lambda': 1.0991735984870745}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:23,862] Trial 22 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 213, 'learning_rate': 0.020269985232857075, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.7247364595400134, 'colsample_bytree': 0.7892279119281601, 'gamma': 2.973653902110289, 'reg_alpha': 0.41660323666002963, 'reg_lambda': 0.9578641280191411}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:24,125] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.04273512231306975, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7958062474952211, 'colsample_bytree': 0.7252180209363055, 'gamma': 1.5153773912856416, 'reg_alpha': 0.4626125038559119, 'reg_lambda': 0.7790365624042215}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:24,553] Trial 24 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 250, 'learning_rate': 0.010868101758144174, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.6641379951720352, 'colsample_bytree': 0.6600486178838832, 'gamma': 2.3141553571970466, 'reg_alpha': 0.2504490343225205, 'reg_lambda': 1.1111135414484947}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:24,962] Trial 25 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 199, 'learning_rate': 0.06588069515970102, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.7434876464733653, 'colsample_bytree': 0.7873306768377658, 'gamma': 2.566384896032884, 'reg_alpha': 0.5289438451587094, 'reg_lambda': 0.7141405684733977}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:25,337] Trial 26 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 173, 'learning_rate': 0.015615368910871414, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8374296379708516, 'colsample_bytree': 0.8639028403216287, 'gamma': 1.103565206007842, 'reg_alpha': 0.8233976022446938, 'reg_lambda': 1.4235246065979479}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:25,604] Trial 27 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 97, 'learning_rate': 0.07557312430399322, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9076904747878701, 'colsample_bytree': 0.6895898098148101, 'gamma': 3.4080094168597945, 'reg_alpha': 0.9096179788561721, 'reg_lambda': 1.0295478356615262}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:25,948] Trial 28 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.04771357262661754, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7897057068325015, 'colsample_bytree': 0.9984272867024047, 'gamma': 1.7184894463227516, 'reg_alpha': 0.5995965482120422, 'reg_lambda': 1.9982349877301795}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:26,318] Trial 29 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 136, 'learning_rate': 0.11819818790977478, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9598584916238226, 'colsample_bytree': 0.9417281810533898, 'gamma': 1.7408164104013504, 'reg_alpha': 0.6058187860679998, 'reg_lambda': 2.0908192632149873}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:26,536] Trial 30 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 51, 'learning_rate': 0.026115420746194454, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9714470110171513, 'colsample_bytree': 0.9089775361969873, 'gamma': 4.023571130885453, 'reg_alpha': 0.9206437111599011, 'reg_lambda': 1.588923943016852}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:26,914] Trial 31 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 117, 'learning_rate': 0.0428389784423667, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.7952027627399358, 'colsample_bytree': 0.9872317690866981, 'gamma': 2.2283566320374533, 'reg_alpha': 0.5450834365446275, 'reg_lambda': 2.0268213458134476}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:27,334] Trial 32 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 162, 'learning_rate': 0.04995002860602392, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7740670981542864, 'colsample_bytree': 0.7510837089593634, 'gamma': 1.584898638316402, 'reg_alpha': 0.3479650670428324, 'reg_lambda': 1.6667105651643066}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:27,653] Trial 33 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 185, 'learning_rate': 0.119920345970792, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7143987407261528, 'colsample_bytree': 0.8145304133725548, 'gamma': 2.7551473290105033, 'reg_alpha': 0.2840425775993659, 'reg_lambda': 2.3164202797692055}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,019] Trial 34 finished with value: 0.738095238095238 and parameters: {'n_estimators': 144, 'learning_rate': 0.013810460756730092, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7588110861883396, 'colsample_bytree': 0.729224292226413, 'gamma': 1.0103175072409223, 'reg_alpha': 0.15409306827553976, 'reg_lambda': 1.2936996520332122}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,294] Trial 35 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 73, 'learning_rate': 0.020715539464067872, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.8116992850469577, 'colsample_bytree': 0.9986670460591822, 'gamma': 2.0379155503343815, 'reg_alpha': 0.43644298583321717, 'reg_lambda': 2.9238760689477568}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,635] Trial 36 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.21438600567590718, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.6746826958601286, 'colsample_bytree': 0.9053831614959031, 'gamma': 2.4620075493222076, 'reg_alpha': 0.7522397518759889, 'reg_lambda': 0.648419771202725}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:28,935] Trial 37 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 65, 'learning_rate': 0.17649547289028134, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8447437237796571, 'colsample_bytree': 0.8417154276937043, 'gamma': 0.6345255107394345, 'reg_alpha': 0.5792629562587877, 'reg_lambda': 1.957182795736994}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:29,382] Trial 38 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.06894420883921239, 'max_depth': 7, 'min_child_weight': 10, 'subsample': 0.8993797979602186, 'colsample_bytree': 0.781049782511484, 'gamma': 3.1169013082122796, 'reg_alpha': 0.8134880744107325, 'reg_lambda': 2.202749799142475}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:29,684] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.24490405186826855, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8674936858351637, 'colsample_bytree': 0.8154812038536963, 'gamma': 2.1721919488866854, 'reg_alpha': 0.12448473931195436, 'reg_lambda': 1.5090936642962043}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:29,940] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 90, 'learning_rate': 0.05166155443219422, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.634482209191954, 'colsample_bytree': 0.7996535243106903, 'gamma': 1.3432905490732967, 'reg_alpha': 0.9273327444730162, 'reg_lambda': 1.23884578247698}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:30,208] Trial 41 finished with value: 0.75 and parameters: {'n_estimators': 135, 'learning_rate': 0.04255212044578361, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7966811828562091, 'colsample_bytree': 0.7269435301473256, 'gamma': 1.4270114239164549, 'reg_alpha': 0.4646785258865119, 'reg_lambda': 0.7686024257894719}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:30,536] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 130, 'learning_rate': 0.03335154984389464, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.7496417084306011, 'colsample_bytree': 0.7436745212664008, 'gamma': 1.6584915670707787, 'reg_alpha': 0.48501262206111007, 'reg_lambda': 0.9866965825316376}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:30,909] Trial 43 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 234, 'learning_rate': 0.05804040552031397, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7850035037061371, 'colsample_bytree': 0.6792732835625475, 'gamma': 1.9672597813388704, 'reg_alpha': 0.40055410689124454, 'reg_lambda': 0.6508880271741382}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,176] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 36, 'learning_rate': 0.02562853004367811, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7006039462623045, 'colsample_bytree': 0.7168032518544406, 'gamma': 0.9012291132262606, 'reg_alpha': 0.3084435068564364, 'reg_lambda': 0.763291085572245}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,524] Trial 45 finished with value: 0.5 and parameters: {'n_estimators': 193, 'learning_rate': 0.07964170134093627, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.8280231626539254, 'colsample_bytree': 0.6384795295306567, 'gamma': 2.5712076204888685, 'reg_alpha': 0.6970086433159959, 'reg_lambda': 1.8957848796461445}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,854] Trial 46 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 172, 'learning_rate': 0.04477126949554938, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8922807179482075, 'colsample_bytree': 0.7638471918793365, 'gamma': 1.464840963408042, 'reg_alpha': 0.8717990367858631, 'reg_lambda': 1.185182276110444}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:31,949] Trial 47 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 20, 'learning_rate': 0.020680460596613704, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8079023916381494, 'colsample_bytree': 0.6954366352358148, 'gamma': 2.792545194620028, 'reg_alpha': 0.5067240041437648, 'reg_lambda': 0.5121916333702499}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:32,289] Trial 48 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 141, 'learning_rate': 0.03142054733655649, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.7708880034559777, 'colsample_bytree': 0.7331320844475961, 'gamma': 1.8592881671433117, 'reg_alpha': 0.39477039981983353, 'reg_lambda': 2.473506246165825}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:32,581] Trial 49 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.1459838967698171, 'max_depth': 9, 'min_child_weight': 20, 'subsample': 0.7905841706327519, 'colsample_bytree': 0.7611064665885263, 'gamma': 0.418569663231795, 'reg_alpha': 0.9984020274236535, 'reg_lambda': 0.8506988790894547}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:32,911] Trial 50 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 113, 'learning_rate': 0.2610875065028266, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8588396466254268, 'colsample_bytree': 0.8605801419644594, 'gamma': 1.2074723728209382, 'reg_alpha': 0.2211525364988486, 'reg_lambda': 1.741036123257119}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:33,258] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 152, 'learning_rate': 0.04289721483054653, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7999192226742733, 'colsample_bytree': 0.7256407906649068, 'gamma': 1.5214971905955714, 'reg_alpha': 0.46273498656606826, 'reg_lambda': 0.7343479693261012}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:33,681] Trial 52 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 158, 'learning_rate': 0.03614993759952411, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7412492021732563, 'colsample_bytree': 0.7362947046094706, 'gamma': 2.049398768372755, 'reg_alpha': 0.5492445185670083, 'reg_lambda': 0.6026915433367741}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,030] Trial 53 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 150, 'learning_rate': 0.06198078817133199, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8339618406045037, 'colsample_bytree': 0.7988194430200249, 'gamma': 1.7034804071738932, 'reg_alpha': 0.4463844294597161, 'reg_lambda': 0.7929823586651912}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,416] Trial 54 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 176, 'learning_rate': 0.0479905521301625, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8112678315182462, 'colsample_bytree': 0.771937474695937, 'gamma': 2.403818292465616, 'reg_alpha': 0.481277622432227, 'reg_lambda': 0.9458930777799464}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,626] Trial 55 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 89, 'learning_rate': 0.09366554253705947, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.763067437169902, 'colsample_bytree': 0.7177974267100157, 'gamma': 3.732768449973807, 'reg_alpha': 0.37612090518056085, 'reg_lambda': 1.0457503581249368}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:34,923] Trial 56 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 121, 'learning_rate': 0.03872703670262431, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7272506984349767, 'colsample_bytree': 0.6665153703630892, 'gamma': 1.2972359994748437, 'reg_alpha': 0.32394779048997213, 'reg_lambda': 0.7420326029037716}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:35,162] Trial 57 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 105, 'learning_rate': 0.028073025670628696, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7866061916281213, 'colsample_bytree': 0.7028125473125041, 'gamma': 0.685504189643804, 'reg_alpha': 0.9519657799069279, 'reg_lambda': 0.8572122981496547}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:35,505] Trial 58 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 138, 'learning_rate': 0.17678379131456126, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9512297226763323, 'colsample_bytree': 0.7484311139757313, 'gamma': 2.098446589293287, 'reg_alpha': 0.635856129468695, 'reg_lambda': 0.6177482349970451}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:36,005] Trial 59 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.07094660412592056, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8822803322108709, 'colsample_bytree': 0.6873815950877602, 'gamma': 1.5917731136160782, 'reg_alpha': 0.7582130470472341, 'reg_lambda': 1.148114388619162}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:36,330] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 164, 'learning_rate': 0.10460360759908671, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8424181175692945, 'colsample_bytree': 0.8245249301974629, 'gamma': 1.846488044381454, 'reg_alpha': 0.5831358606459633, 'reg_lambda': 1.3527399752271667}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:36,678] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.04128490128292612, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8078116765555798, 'colsample_bytree': 0.7259245197604883, 'gamma': 1.5161825168343634, 'reg_alpha': 0.4619840508047464, 'reg_lambda': 0.7915893178552731}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:37,052] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 131, 'learning_rate': 0.054279432624302446, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7847464743589854, 'colsample_bytree': 0.7588103467225843, 'gamma': 1.0869617617261844, 'reg_alpha': 0.5197715130716836, 'reg_lambda': 0.9225345952137971}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:37,524] Trial 63 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 180, 'learning_rate': 0.03138252784895364, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8226136303761403, 'colsample_bytree': 0.774189629108821, 'gamma': 1.8404602785507684, 'reg_alpha': 0.4395884750120557, 'reg_lambda': 0.5688606455861265}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:37,868] Trial 64 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 149, 'learning_rate': 0.04641514329024496, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7621507388830349, 'colsample_bytree': 0.7218474451240782, 'gamma': 1.5269684130460555, 'reg_alpha': 0.3771332223996985, 'reg_lambda': 0.7090070419309631}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:38,268] Trial 65 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 164, 'learning_rate': 0.05609933231193072, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7970060499952986, 'colsample_bytree': 0.7423186051998861, 'gamma': 1.2340156267531572, 'reg_alpha': 0.4114517850489514, 'reg_lambda': 1.0373870138198114}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:38,728] Trial 66 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 193, 'learning_rate': 0.02258023060259979, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8002289685484468, 'colsample_bytree': 0.7936716679402437, 'gamma': 0.8649585726627957, 'reg_alpha': 0.41295017361538167, 'reg_lambda': 1.0569548349601006}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:39,035] Trial 67 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.01808449242669514, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.776051300186333, 'colsample_bytree': 0.7450185694934427, 'gamma': 4.952541524346971, 'reg_alpha': 0.949874681398937, 'reg_lambda': 0.9710325311680216}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:39,297] Trial 68 finished with value: 0.5 and parameters: {'n_estimators': 59, 'learning_rate': 0.08346362370689496, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.7497871989564838, 'colsample_bytree': 0.7046826465815902, 'gamma': 3.30922452267106, 'reg_alpha': 0.8891266223167218, 'reg_lambda': 1.4170221628590778}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:39,695] Trial 69 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 250, 'learning_rate': 0.013872295085230564, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8495440400771859, 'colsample_bytree': 0.9603045566645911, 'gamma': 1.1872842822333352, 'reg_alpha': 0.34202796700817795, 'reg_lambda': 1.2330932926559937}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:40,083] Trial 70 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 222, 'learning_rate': 0.05669770359862071, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.6359059957276748, 'colsample_bytree': 0.7811787213604394, 'gamma': 2.24570428615558, 'reg_alpha': 0.28215588882605236, 'reg_lambda': 0.6948424241924656}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:40,475] Trial 71 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 155, 'learning_rate': 0.12543504337034675, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8009751957107092, 'colsample_bytree': 0.7327461574828473, 'gamma': 1.4399850390275197, 'reg_alpha': 0.4628855047408975, 'reg_lambda': 0.8130788199540958}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:40,828] Trial 72 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 140, 'learning_rate': 0.010116657021124707, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8204561879191694, 'colsample_bytree': 0.7541064698916926, 'gamma': 1.3870585544191985, 'reg_alpha': 0.4985072517303037, 'reg_lambda': 1.0852964779684688}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:41,241] Trial 73 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 124, 'learning_rate': 0.03654354231398226, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.7824280997070543, 'colsample_bytree': 0.7117856216723747, 'gamma': 1.6898996140411886, 'reg_alpha': 0.42732480735979794, 'reg_lambda': 0.5660008318593402}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:41,642] Trial 74 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 134, 'learning_rate': 0.06308924626537357, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.7365012617946936, 'colsample_bytree': 0.7661891373741023, 'gamma': 1.0380463621518612, 'reg_alpha': 0.5340162146367331, 'reg_lambda': 1.0112492104363102}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:41,996] Trial 75 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 144, 'learning_rate': 0.043649895749121356, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9838252805570191, 'colsample_bytree': 0.8268850395564563, 'gamma': 1.962895320847127, 'reg_alpha': 0.5655351075865046, 'reg_lambda': 2.200636687136356}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:42,507] Trial 76 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 239, 'learning_rate': 0.028605525721030214, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.7107097595520957, 'colsample_bytree': 0.7410631952144878, 'gamma': 1.277370722389788, 'reg_alpha': 0.6096762501300803, 'reg_lambda': 0.9088995923139878}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:42,959] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 181, 'learning_rate': 0.0399464607984085, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9204768857316263, 'colsample_bytree': 0.8091413359782254, 'gamma': 2.6561749488673536, 'reg_alpha': 0.36537992393126373, 'reg_lambda': 0.680092970991755}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:43,329] Trial 78 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 168, 'learning_rate': 0.05121136761693052, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7966518043096376, 'colsample_bytree': 0.6829497105823514, 'gamma': 3.058925864181351, 'reg_alpha': 0.8519652029123357, 'reg_lambda': 0.5015523977781173}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:44,050] Trial 79 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 207, 'learning_rate': 0.02303345545692643, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.7562916810589653, 'colsample_bytree': 0.6958615461081417, 'gamma': 2.931795021201375, 'reg_alpha': 0.7877463246981783, 'reg_lambda': 0.8751453502610783}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:44,439] Trial 80 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 155, 'learning_rate': 0.17290690971548114, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8259154013993302, 'colsample_bytree': 0.8925742500111202, 'gamma': 1.734608879248558, 'reg_alpha': 0.3952737269926045, 'reg_lambda': 0.7415583749252406}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:44,713] Trial 81 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 153, 'learning_rate': 0.041168078055867315, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7686799378199524, 'colsample_bytree': 0.7229474470280167, 'gamma': 1.540558069366677, 'reg_alpha': 0.4620594570242263, 'reg_lambda': 0.8090391956383141}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,123] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 146, 'learning_rate': 0.03630716440233155, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8069095359637689, 'colsample_bytree': 0.7285017215300685, 'gamma': 2.362371709298375, 'reg_alpha': 0.47396138338734917, 'reg_lambda': 0.7785053464564546}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,405] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 134, 'learning_rate': 0.03388280714458295, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8136036132767049, 'colsample_bytree': 0.7829694258128661, 'gamma': 1.4536520761025244, 'reg_alpha': 0.5045773513323832, 'reg_lambda': 1.173304455614832}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,667] Trial 84 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 39, 'learning_rate': 0.04817390474045683, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8337052313740396, 'colsample_bytree': 0.7534936562582328, 'gamma': 1.9267243393686346, 'reg_alpha': 0.4485401481486793, 'reg_lambda': 0.9692597624179442}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:45,891] Trial 85 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 40, 'learning_rate': 0.053882310509722475, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7795005416689279, 'colsample_bytree': 0.7477439319639797, 'gamma': 2.1585567067258884, 'reg_alpha': 0.4224295515600617, 'reg_lambda': 0.9795520893702127}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,142] Trial 86 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 22, 'learning_rate': 0.04759809364014078, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8597600090605623, 'colsample_bytree': 0.7718708825916385, 'gamma': 1.9326639403004897, 'reg_alpha': 0.2936509800433852, 'reg_lambda': 1.9968041604576046}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,246] Trial 87 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 25, 'learning_rate': 0.05934166615082236, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8611826987474771, 'colsample_bytree': 0.7906127656574129, 'gamma': 1.9197908794163272, 'reg_alpha': 0.22995102936941791, 'reg_lambda': 1.9658023494675683}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,508] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 28, 'learning_rate': 0.04787033424687798, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8340750811470055, 'colsample_bytree': 0.7903340283087283, 'gamma': 1.9438860662706554, 'reg_alpha': 0.08900519686652686, 'reg_lambda': 2.0590691010613162}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,755] Trial 89 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 20, 'learning_rate': 0.06969126833216516, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8871902431739681, 'colsample_bytree': 0.7679376664390104, 'gamma': 2.498722304726438, 'reg_alpha': 0.22970740676204185, 'reg_lambda': 1.962625418192684}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:46,914] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 40, 'learning_rate': 0.07612178203376078, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.863143987305695, 'colsample_bytree': 0.8029542269878331, 'gamma': 2.0608108913048038, 'reg_alpha': 0.1996978171706033, 'reg_lambda': 1.8409107120498995}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,143] Trial 91 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 25, 'learning_rate': 0.06183708325926878, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8721377113125184, 'colsample_bytree': 0.7760426270888302, 'gamma': 1.7985302071660934, 'reg_alpha': 0.27312281950092, 'reg_lambda': 2.223997909698916}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,391] Trial 92 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 47, 'learning_rate': 0.05776814632785955, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8523820818460894, 'colsample_bytree': 0.754250112823003, 'gamma': 2.2627103812722447, 'reg_alpha': 0.3092318575547709, 'reg_lambda': 1.9922108618374885}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,604] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 26, 'learning_rate': 0.08825172880133526, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8419629862005246, 'colsample_bytree': 0.7376392467612414, 'gamma': 1.648745067159633, 'reg_alpha': 0.16320180677079696, 'reg_lambda': 2.141248811082394}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,765] Trial 94 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 33, 'learning_rate': 0.04972352769177531, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8380674221348114, 'colsample_bytree': 0.7362179617292055, 'gamma': 1.7278729440921823, 'reg_alpha': 0.006350524733591378, 'reg_lambda': 2.1371633370546155}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:47,947] Trial 95 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 43, 'learning_rate': 0.09530153182290282, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9077005449507748, 'colsample_bytree': 0.7547009296635013, 'gamma': 1.6007699512934548, 'reg_alpha': 0.10018914553133661, 'reg_lambda': 1.8831993287159317}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:48,211] Trial 96 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.045748401520037243, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8732165212522836, 'colsample_bytree': 0.7618938820294245, 'gamma': 1.160582834806529, 'reg_alpha': 0.15301769247573524, 'reg_lambda': 2.3014557269918514}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:48,463] Trial 97 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 57, 'learning_rate': 0.13070467662946875, 'max_depth': 5, 'min_child_weight': 8, 'subsample': 0.8156157809534965, 'colsample_bytree': 0.7130085031822738, 'gamma': 1.8807531457576778, 'reg_alpha': 0.1958525005992247, 'reg_lambda': 1.6871200498074321}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:48,691] Trial 98 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 24, 'learning_rate': 0.06724453912055892, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8328635892076253, 'colsample_bytree': 0.7412546812920414, 'gamma': 2.0872798721491934, 'reg_alpha': 0.25992760239686863, 'reg_lambda': 2.1377400445171078}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,002] Trial 99 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 35, 'learning_rate': 0.05358431565207291, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.8484405884608592, 'colsample_bytree': 0.7676214327286186, 'gamma': 1.6371750094052024, 'reg_alpha': 0.17566942715366007, 'reg_lambda': 1.901043728667276}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,177] Trial 100 finished with value: 0.5 and parameters: {'n_estimators': 47, 'learning_rate': 0.044043541312546376, 'max_depth': 4, 'min_child_weight': 15, 'subsample': 0.9398264076840225, 'colsample_bytree': 0.7877874768328388, 'gamma': 1.3308953130210073, 'reg_alpha': 0.9764226639175025, 'reg_lambda': 2.0390951623615465}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,347] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 23, 'learning_rate': 0.08802021315046524, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7903406260200178, 'colsample_bytree': 0.7774452430898324, 'gamma': 1.9721328340785926, 'reg_alpha': 0.2995008172939981, 'reg_lambda': 2.433019919110779}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,561] Trial 102 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 31, 'learning_rate': 0.11032558782255047, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.7944219833993603, 'colsample_bytree': 0.8062755395928769, 'gamma': 1.9216623276260087, 'reg_alpha': 0.3212837388899903, 'reg_lambda': 2.548855527465359}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:49,884] Trial 103 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 21, 'learning_rate': 0.08894803326335964, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8612438699034881, 'colsample_bytree': 0.9294114368082476, 'gamma': 1.8146691782613862, 'reg_alpha': 0.24907777119968996, 'reg_lambda': 1.7809566235572063}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,163] Trial 104 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 37, 'learning_rate': 0.07459719838798881, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.801463185777047, 'colsample_bytree': 0.7465227852737542, 'gamma': 3.722742703347629, 'reg_alpha': 0.2048070126462378, 'reg_lambda': 2.8162791411501815}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,361] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 30, 'learning_rate': 0.10261042722667253, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8279939972267519, 'colsample_bytree': 0.774823147366842, 'gamma': 2.1806539214280742, 'reg_alpha': 0.12724774094793428, 'reg_lambda': 2.2815495598005575}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,508] Trial 106 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 24, 'learning_rate': 0.03842986830802001, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.818198110971452, 'colsample_bytree': 0.796646323247199, 'gamma': 0.9698674614239842, 'reg_alpha': 0.29202984425912365, 'reg_lambda': 2.7157330078576045}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:50,758] Trial 107 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 39, 'learning_rate': 0.05956376898680427, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7903735377022458, 'colsample_bytree': 0.7595718498854706, 'gamma': 2.36410613993167, 'reg_alpha': 0.9544033736205707, 'reg_lambda': 2.5268823469060617}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,087] Trial 108 finished with value: 0.738095238095238 and parameters: {'n_estimators': 162, 'learning_rate': 0.08035636867793308, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8423387299776062, 'colsample_bytree': 0.8227800551124116, 'gamma': 1.3772600871156602, 'reg_alpha': 0.3459233632084693, 'reg_lambda': 2.3992251595802374}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,332] Trial 109 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 44, 'learning_rate': 0.06568653229241582, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8055077417970795, 'colsample_bytree': 0.7351358205259598, 'gamma': 0.7288284043089691, 'reg_alpha': 0.9015509889428102, 'reg_lambda': 2.6608050131610934}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,612] Trial 110 finished with value: 0.5 and parameters: {'n_estimators': 32, 'learning_rate': 0.2129860462322446, 'max_depth': 6, 'min_child_weight': 14, 'subsample': 0.8562834855147642, 'colsample_bytree': 0.7192345731364794, 'gamma': 1.9906471354268938, 'reg_alpha': 0.7200684063033043, 'reg_lambda': 2.385111457059136}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:51,868] Trial 111 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 27, 'learning_rate': 0.1526001867781678, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7661179084080582, 'colsample_bytree': 0.782429540626272, 'gamma': 1.6359105945028185, 'reg_alpha': 0.3811536196517277, 'reg_lambda': 2.0998928079141073}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,094] Trial 112 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 20, 'learning_rate': 0.04933854918145793, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7947844237203716, 'colsample_bytree': 0.7530149674716214, 'gamma': 1.7715165295851412, 'reg_alpha': 0.4459594341875683, 'reg_lambda': 1.6008976379936408}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,206] Trial 113 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 21, 'learning_rate': 0.048456807806675294, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7787997052992636, 'colsample_bytree': 0.7480937107312832, 'gamma': 1.7521680303098044, 'reg_alpha': 0.4423896418046501, 'reg_lambda': 1.9262927321638337}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,433] Trial 114 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 33, 'learning_rate': 0.0549802766841745, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7911536950719902, 'colsample_bytree': 0.7269536445947307, 'gamma': 1.4729723158201624, 'reg_alpha': 0.4869884102396086, 'reg_lambda': 1.629931509258278}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,710] Trial 115 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 66, 'learning_rate': 0.28032038159715117, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8252559555290305, 'colsample_bytree': 0.6964740543298104, 'gamma': 2.136558384513682, 'reg_alpha': 0.4087958864816261, 'reg_lambda': 2.0042402345404766}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:52,938] Trial 116 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 54, 'learning_rate': 0.04300714809044966, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8121459500527541, 'colsample_bytree': 0.7684184859055697, 'gamma': 1.2535148423382845, 'reg_alpha': 0.33158548537826726, 'reg_lambda': 1.822502125737287}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,217] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 25, 'learning_rate': 0.03408642801424523, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9903498306098812, 'colsample_bytree': 0.7396786463662719, 'gamma': 1.84502391794591, 'reg_alpha': 0.16946323271603156, 'reg_lambda': 1.4840819274139916}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,447] Trial 118 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 26, 'learning_rate': 0.034338536417070374, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.986034696311341, 'colsample_bytree': 0.7400316117134484, 'gamma': 3.273961452236094, 'reg_alpha': 0.1784592263749355, 'reg_lambda': 1.7294135941151665}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,788] Trial 119 finished with value: 0.7410714285714286 and parameters: {'n_estimators': 50, 'learning_rate': 0.02919129716198946, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9998384544471174, 'colsample_bytree': 0.7176742512389028, 'gamma': 1.8916331722526556, 'reg_alpha': 0.06668168330822888, 'reg_lambda': 2.1585146234077035}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:53,949] Trial 120 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 37, 'learning_rate': 0.040156345828056696, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9857253925102484, 'colsample_bytree': 0.7065116034148425, 'gamma': 2.670850786146686, 'reg_alpha': 0.22045688384432635, 'reg_lambda': 1.1089540864720937}. Best is trial 11 with value: 0.7559523809523809.
[I 2025-11-03 20:38:54,148] Trial 121 finished with value: 0.7589285714285715 and parameters: {'n_estimators': 20, 'learning_rate': 0.05100568869371474, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9604341477773769, 'colsample_bytree': 0.7549860687357589, 'gamma': 1.5654596048483627, 'reg_alpha': 0.13760219113392042, 'reg_lambda': 1.4851585576411417}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:54,322] Trial 122 finished with value: 0.7351190476190476 and parameters: {'n_estimators': 29, 'learning_rate': 0.052308894398662716, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9620323355098567, 'colsample_bytree': 0.7606273976707623, 'gamma': 1.5679024027481838, 'reg_alpha': 0.10450746300810812, 'reg_lambda': 1.515479995259564}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:55,151] Trial 123 finished with value: 0.7351190476190477 and parameters: {'n_estimators': 25, 'learning_rate': 0.0456259337930049, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9764457986312537, 'colsample_bytree': 0.7393877624971558, 'gamma': 2.000061376080129, 'reg_alpha': 0.14849544577281157, 'reg_lambda': 0.5761318739818515}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:55,522] Trial 124 finished with value: 0.6130952380952381 and parameters: {'n_estimators': 44, 'learning_rate': 0.03731791282362265, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9941593015910223, 'colsample_bytree': 0.732229166069054, 'gamma': 1.6796845051125806, 'reg_alpha': 0.13626926723881486, 'reg_lambda': 1.4427208467395407}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:55,796] Trial 125 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 33, 'learning_rate': 0.06020028234718015, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.9594811653347688, 'colsample_bytree': 0.7787731432114163, 'gamma': 1.4074936391459618, 'reg_alpha': 0.17680507857419275, 'reg_lambda': 0.9028941856984515}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:56,158] Trial 126 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 82, 'learning_rate': 0.030659396603659884, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9762856253898617, 'colsample_bytree': 0.7517661291197595, 'gamma': 1.1199833751788133, 'reg_alpha': 0.04961270036563209, 'reg_lambda': 1.217660344725046}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:56,533] Trial 127 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 159, 'learning_rate': 0.04237145333216163, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9471680415173447, 'colsample_bytree': 0.7685745335613478, 'gamma': 3.5469070105937166, 'reg_alpha': 0.9335720196554409, 'reg_lambda': 2.0698941606743197}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:56,792] Trial 128 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 141, 'learning_rate': 0.1127813231909808, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.991638478661858, 'colsample_bytree': 0.7888931840109461, 'gamma': 1.8660446907922739, 'reg_alpha': 0.2661344212177882, 'reg_lambda': 1.3128770504410288}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,200] Trial 129 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 130, 'learning_rate': 0.03468147143300648, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9652997207952965, 'colsample_bytree': 0.7284834092672504, 'gamma': 1.5243031843819224, 'reg_alpha': 0.2970064336273978, 'reg_lambda': 0.6438127791977988}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,407] Trial 130 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 20, 'learning_rate': 0.05692392438608316, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.923496271889406, 'colsample_bytree': 0.850327738844833, 'gamma': 4.258590668410909, 'reg_alpha': 0.23529416588519853, 'reg_lambda': 1.9412480175257338}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,637] Trial 131 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 23, 'learning_rate': 0.04867924323560385, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8010931746155142, 'colsample_bytree': 0.7528800257028089, 'gamma': 1.80960801032052, 'reg_alpha': 0.5185891778003457, 'reg_lambda': 1.6199009383788776}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,896] Trial 132 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 27, 'learning_rate': 0.04918618792109901, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.784058441834518, 'colsample_bytree': 0.7575493346441854, 'gamma': 1.765386898697554, 'reg_alpha': 0.44376771475156046, 'reg_lambda': 1.5500065095849187}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:57,988] Trial 133 finished with value: 0.7232142857142857 and parameters: {'n_estimators': 20, 'learning_rate': 0.09686874331257629, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8189613143499161, 'colsample_bytree': 0.744015627703816, 'gamma': 2.0496162517050576, 'reg_alpha': 0.994761995255173, 'reg_lambda': 1.6939746760344874}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,297] Trial 134 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 148, 'learning_rate': 0.05208016226594544, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7724801030208329, 'colsample_bytree': 0.7746925470179481, 'gamma': 1.5960663198205607, 'reg_alpha': 0.6592079578485852, 'reg_lambda': 1.4268498332256663}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,406] Trial 135 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 35, 'learning_rate': 0.07393911952980282, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7948379950017885, 'colsample_bytree': 0.7642880175341134, 'gamma': 2.2626204335944733, 'reg_alpha': 0.3644564854861362, 'reg_lambda': 0.856755191765888}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,594] Trial 136 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 28, 'learning_rate': 0.06377001071550223, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8378059554811673, 'colsample_bytree': 0.7348013831697953, 'gamma': 1.7340757162933873, 'reg_alpha': 0.17111807740899274, 'reg_lambda': 1.3781758308717948}. Best is trial 121 with value: 0.7589285714285715.
[I 2025-11-03 20:38:58,872] Trial 137 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 42, 'learning_rate': 0.04627923172309607, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8286380608054265, 'colsample_bytree': 0.9832220241050076, 'gamma': 1.9198265285744858, 'reg_alpha': 0.21054347051376782, 'reg_lambda': 1.4661621435913061}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:38:59,132] Trial 138 finished with value: 0.738095238095238 and parameters: {'n_estimators': 40, 'learning_rate': 0.045445210750267674, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8777713395097237, 'colsample_bytree': 0.967927021971551, 'gamma': 2.0023755057722714, 'reg_alpha': 0.18875208842883825, 'reg_lambda': 1.8589045967706859}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:38:59,453] Trial 139 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 172, 'learning_rate': 0.08493152691949737, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.827268494590906, 'colsample_bytree': 0.9650171968534405, 'gamma': 1.3180052675303702, 'reg_alpha': 0.2146642232523802, 'reg_lambda': 1.2806047670515603}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:38:59,794] Trial 140 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 116, 'learning_rate': 0.043862036382749235, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8473916187214432, 'colsample_bytree': 0.9994675096136326, 'gamma': 2.1756373055342073, 'reg_alpha': 0.24368934022450175, 'reg_lambda': 0.7229673692636194}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:00,132] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 117, 'learning_rate': 0.039886722844051405, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8517428962003976, 'colsample_bytree': 0.984064705420305, 'gamma': 2.1566244316107066, 'reg_alpha': 0.23439664003712551, 'reg_lambda': 1.0182615632224665}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:00,466] Trial 142 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 107, 'learning_rate': 0.0425133546799263, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8348745399683725, 'colsample_bytree': 0.999919997406861, 'gamma': 1.9330510183634173, 'reg_alpha': 0.2472112329671483, 'reg_lambda': 0.8226299913143394}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:00,725] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 135, 'learning_rate': 0.038483477818351534, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.84349509798485, 'colsample_bytree': 0.9846450761854219, 'gamma': 2.301624477342833, 'reg_alpha': 0.16503136833446408, 'reg_lambda': 0.7193487650909935}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:01,026] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.03762476314992378, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.843358618583484, 'colsample_bytree': 0.9800580890286099, 'gamma': 2.3862885805634764, 'reg_alpha': 0.15952309272872278, 'reg_lambda': 0.697205813122832}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:01,345] Trial 145 finished with value: 0.75 and parameters: {'n_estimators': 152, 'learning_rate': 0.044960840593269706, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8572765612445199, 'colsample_bytree': 0.963972510465178, 'gamma': 2.4449946818299124, 'reg_alpha': 0.10774998965581764, 'reg_lambda': 0.7437415955982069}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:01,660] Trial 146 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 141, 'learning_rate': 0.03202943994972912, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8463270748849002, 'colsample_bytree': 0.9761812246653501, 'gamma': 2.450585969750891, 'reg_alpha': 0.1180342160912218, 'reg_lambda': 0.7331359488335234}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,009] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 125, 'learning_rate': 0.040064415536398945, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8684934896031646, 'colsample_bytree': 0.9892572724189747, 'gamma': 2.876394058709908, 'reg_alpha': 0.06654138788759058, 'reg_lambda': 0.6195110691048733}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,251] Trial 148 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 99, 'learning_rate': 0.0457325540902141, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8084108701754024, 'colsample_bytree': 0.9898213377085128, 'gamma': 2.5311566285124094, 'reg_alpha': 0.15438143494086615, 'reg_lambda': 0.6600706766211548}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,615] Trial 149 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 151, 'learning_rate': 0.03530238367893141, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8308173919497833, 'colsample_bytree': 0.9492424521903956, 'gamma': 2.320337579940166, 'reg_alpha': 0.13434860520750602, 'reg_lambda': 0.7515179764379101}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:02,937] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 165, 'learning_rate': 0.043100641521449, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8205310049731198, 'colsample_bytree': 0.9705244436020154, 'gamma': 2.670495840253769, 'reg_alpha': 0.08012544820097822, 'reg_lambda': 0.9367306630585832}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:03,273] Trial 151 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 145, 'learning_rate': 0.055575218126754915, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8630037714920205, 'colsample_bytree': 0.9937704421318739, 'gamma': 2.207701311687741, 'reg_alpha': 0.10702345505561657, 'reg_lambda': 0.5680398445115421}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:03,630] Trial 152 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.052715490111674944, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8556558951425078, 'colsample_bytree': 0.9920329707975147, 'gamma': 2.223348459503624, 'reg_alpha': 0.03294476674446205, 'reg_lambda': 0.5465712951193613}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:03,891] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.05482959485804497, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8550677445301084, 'colsample_bytree': 0.9972273771898258, 'gamma': 2.2718145603889632, 'reg_alpha': 0.005425165007864479, 'reg_lambda': 0.6181619665201574}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:04,340] Trial 154 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 157, 'learning_rate': 0.051854657434843694, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8391644087849305, 'colsample_bytree': 0.9773640471231125, 'gamma': 2.2061688105105577, 'reg_alpha': 0.10659947739711619, 'reg_lambda': 0.5431269629422328}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:04,672] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 133, 'learning_rate': 0.03850795930753708, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8426109478748124, 'colsample_bytree': 0.9857537762228583, 'gamma': 2.5667333915904944, 'reg_alpha': 0.02610563543505897, 'reg_lambda': 0.688191566594212}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,006] Trial 156 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 138, 'learning_rate': 0.045792009585824654, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8866729814640449, 'colsample_bytree': 0.9937989179455203, 'gamma': 2.1171103463493126, 'reg_alpha': 0.051839419675844996, 'reg_lambda': 0.5002886562853421}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,253] Trial 157 finished with value: 0.6666666666666667 and parameters: {'n_estimators': 143, 'learning_rate': 0.16581591277605914, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9023831617206334, 'colsample_bytree': 0.9609689466014747, 'gamma': 2.3931166186303394, 'reg_alpha': 0.08592383376332095, 'reg_lambda': 0.768639060639899}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,541] Trial 158 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 147, 'learning_rate': 0.19378164318503546, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8160173947162722, 'colsample_bytree': 0.9491138120380851, 'gamma': 2.1240005537947755, 'reg_alpha': 0.11757796308165822, 'reg_lambda': 0.5751320750832544}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:05,881] Trial 159 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 160, 'learning_rate': 0.19250767364907329, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8129852742267596, 'colsample_bytree': 0.9564835450942848, 'gamma': 2.095926596814, 'reg_alpha': 0.11742812607519759, 'reg_lambda': 0.586916676683813}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:06,184] Trial 160 finished with value: 0.738095238095238 and parameters: {'n_estimators': 153, 'learning_rate': 0.13460509612176103, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.971348136676114, 'colsample_bytree': 0.9357787603347537, 'gamma': 2.4528681579299736, 'reg_alpha': 0.03756188293401788, 'reg_lambda': 0.5684660333400794}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:06,552] Trial 161 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 147, 'learning_rate': 0.27636841368155823, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8226432187908714, 'colsample_bytree': 0.975156007727889, 'gamma': 2.2260815324629393, 'reg_alpha': 0.13048042335881396, 'reg_lambda': 0.6570137714101709}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:06,894] Trial 162 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 152, 'learning_rate': 0.18979350325330838, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8051593662239185, 'colsample_bytree': 0.9926183305128047, 'gamma': 2.0515018860925736, 'reg_alpha': 0.16133385973302153, 'reg_lambda': 0.7140706972369619}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:07,210] Trial 163 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 131, 'learning_rate': 0.2273560865940503, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8673295755297399, 'colsample_bytree': 0.999020570141649, 'gamma': 2.303426360399333, 'reg_alpha': 0.20135136218930078, 'reg_lambda': 0.5438368385694667}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:07,496] Trial 164 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 142, 'learning_rate': 0.04202219669590047, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8503353171958994, 'colsample_bytree': 0.9851657705093282, 'gamma': 1.6579208114909867, 'reg_alpha': 0.06931565642403464, 'reg_lambda': 0.8380705372559154}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:07,787] Trial 165 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.04123690986180957, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8527782416911961, 'colsample_bytree': 0.98377558796355, 'gamma': 1.431447909386119, 'reg_alpha': 0.07728166837957579, 'reg_lambda': 0.7854601956214244}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:08,105] Trial 166 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 139, 'learning_rate': 0.24755020345689518, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8507171438058918, 'colsample_bytree': 0.9816987142821632, 'gamma': 1.450899098368567, 'reg_alpha': 0.08811965369436323, 'reg_lambda': 0.8116575231947029}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:08,499] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 144, 'learning_rate': 0.04034996273031597, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8754351064128192, 'colsample_bytree': 0.9532378103444883, 'gamma': 1.665620811415619, 'reg_alpha': 0.06895865251007757, 'reg_lambda': 0.6130591720763239}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:08,820] Trial 168 finished with value: 0.75 and parameters: {'n_estimators': 137, 'learning_rate': 0.03726987530199882, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8601632406821476, 'colsample_bytree': 0.9863424259606638, 'gamma': 2.1746644657813263, 'reg_alpha': 0.028905809431447042, 'reg_lambda': 1.4714848545187729}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,081] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.036504801021197124, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8640080330857388, 'colsample_bytree': 0.9695457866704025, 'gamma': 2.178908603073049, 'reg_alpha': 0.04123824442089314, 'reg_lambda': 1.4776849872297186}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,378] Trial 170 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 135, 'learning_rate': 0.0336382210105279, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8597619761093652, 'colsample_bytree': 0.9852750627905694, 'gamma': 2.758583397151223, 'reg_alpha': 0.02751903439599262, 'reg_lambda': 0.8766341576949103}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,670] Trial 171 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.04146068721584991, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8504568610966831, 'colsample_bytree': 0.9894425982626169, 'gamma': 2.306575978809664, 'reg_alpha': 0.11189421820758613, 'reg_lambda': 1.538935264963351}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:09,934] Trial 172 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 148, 'learning_rate': 0.03782252485729798, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.847064839706575, 'colsample_bytree': 0.9763938770446483, 'gamma': 1.2386198995493565, 'reg_alpha': 0.14224600949478003, 'reg_lambda': 1.349175871865362}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:10,283] Trial 173 finished with value: 0.75 and parameters: {'n_estimators': 138, 'learning_rate': 0.0438822710150703, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8692500969509569, 'colsample_bytree': 0.9921098685982711, 'gamma': 1.6174477458145866, 'reg_alpha': 0.0613948255549204, 'reg_lambda': 0.7739461420575593}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:10,630] Trial 174 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 138, 'learning_rate': 0.04361159348206975, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8673758356433915, 'colsample_bytree': 0.9463902080047347, 'gamma': 1.351297446249109, 'reg_alpha': 0.06550122595313876, 'reg_lambda': 0.7874280005954726}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:10,867] Trial 175 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 142, 'learning_rate': 0.2989383508527056, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8807346377690868, 'colsample_bytree': 0.9697119037383387, 'gamma': 1.5736948380085116, 'reg_alpha': 0.0968129218143205, 'reg_lambda': 0.681930478059571}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:11,112] Trial 176 finished with value: 0.5 and parameters: {'n_estimators': 157, 'learning_rate': 0.03263192964810127, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.8556472127226383, 'colsample_bytree': 0.9831990401950728, 'gamma': 2.471412478743371, 'reg_alpha': 0.01888969445982073, 'reg_lambda': 0.8361035531888144}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:11,509] Trial 177 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 128, 'learning_rate': 0.051579019242742496, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.839963833159457, 'colsample_bytree': 0.9918840558790631, 'gamma': 2.097697194370388, 'reg_alpha': 0.0800273679202339, 'reg_lambda': 1.4659756494759857}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:11,851] Trial 178 finished with value: 0.75 and parameters: {'n_estimators': 148, 'learning_rate': 0.030014206362141, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8945849171219816, 'colsample_bytree': 0.9616554234957551, 'gamma': 1.82991938756595, 'reg_alpha': 0.1034618084113876, 'reg_lambda': 0.7331385588573527}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:12,161] Trial 179 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 149, 'learning_rate': 0.026455315881784826, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8743205066838067, 'colsample_bytree': 0.9633117029341146, 'gamma': 1.4868480734272074, 'reg_alpha': 0.05809778560701919, 'reg_lambda': 0.7600227295216441}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:12,539] Trial 180 finished with value: 0.738095238095238 and parameters: {'n_estimators': 112, 'learning_rate': 0.030273352244632613, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8623001322779061, 'colsample_bytree': 0.9769645838403533, 'gamma': 1.8554711026484103, 'reg_alpha': 0.10321110347766813, 'reg_lambda': 0.698550344660211}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:12,869] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 145, 'learning_rate': 0.03619223154892296, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8564592354107221, 'colsample_bytree': 0.999620289263701, 'gamma': 1.6218346479025223, 'reg_alpha': 0.0443465026410362, 'reg_lambda': 0.6478040828146316}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:13,199] Trial 182 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 143, 'learning_rate': 0.03699254689863445, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8559481003132652, 'colsample_bytree': 0.9980610035892601, 'gamma': 1.6809614191614122, 'reg_alpha': 0.04154810011853091, 'reg_lambda': 0.6187982947248436}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:13,544] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 136, 'learning_rate': 0.0284868968612788, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8701271189389738, 'colsample_bytree': 0.9228588022276997, 'gamma': 1.8017385881987689, 'reg_alpha': 0.08365643708698517, 'reg_lambda': 0.7325930179369164}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:13,924] Trial 184 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 153, 'learning_rate': 0.034724777863095004, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8837380472829326, 'colsample_bytree': 0.9878889149025394, 'gamma': 0.01891448330599621, 'reg_alpha': 0.05191226291023589, 'reg_lambda': 0.8632101177739181}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:14,292] Trial 185 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 144, 'learning_rate': 0.03958489406580134, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8471829099734477, 'colsample_bytree': 0.9719579564942414, 'gamma': 1.6467295885582742, 'reg_alpha': 0.12506608945396291, 'reg_lambda': 0.6720839175179336}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:14,687] Trial 186 finished with value: 0.75 and parameters: {'n_estimators': 166, 'learning_rate': 0.04013956397862277, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8479999389292765, 'colsample_bytree': 0.9717132515842709, 'gamma': 1.4201006369751068, 'reg_alpha': 0.12709897109821533, 'reg_lambda': 0.7971552124541383}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:15,018] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 133, 'learning_rate': 0.047331673461167754, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8896353418163989, 'colsample_bytree': 0.960960434389864, 'gamma': 2.0140530058642727, 'reg_alpha': 0.13827917613055143, 'reg_lambda': 0.5817743054101451}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:15,416] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.04237746638607486, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8309069682026492, 'colsample_bytree': 0.9804700787142901, 'gamma': 1.8511448422609869, 'reg_alpha': 0.17937034638972627, 'reg_lambda': 1.3882657333583117}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:15,704] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 148, 'learning_rate': 0.044224763748382405, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9814043157456199, 'colsample_bytree': 0.9564255588711047, 'gamma': 2.1678761390399095, 'reg_alpha': 0.1117585570072744, 'reg_lambda': 0.9067231387992452}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:16,067] Trial 190 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 161, 'learning_rate': 0.032081877612201444, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8448741522217155, 'colsample_bytree': 0.9403327437057115, 'gamma': 1.7170094382758934, 'reg_alpha': 0.15451038200796435, 'reg_lambda': 0.7404940217367697}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:16,379] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 143, 'learning_rate': 0.03808500391795456, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8571523776993198, 'colsample_bytree': 0.9914765112882125, 'gamma': 1.5346808641291574, 'reg_alpha': 0.07447433951506488, 'reg_lambda': 0.6551581638474867}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:16,689] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 155, 'learning_rate': 0.035458808997664085, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8647722551481282, 'colsample_bytree': 0.9990455441050705, 'gamma': 1.6373062468587811, 'reg_alpha': 0.02080122034258109, 'reg_lambda': 0.5321584029617336}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:17,076] Trial 193 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 146, 'learning_rate': 0.039592381294548146, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8948836608404231, 'colsample_bytree': 0.9849543085019146, 'gamma': 1.5997853749008715, 'reg_alpha': 0.09997494589361713, 'reg_lambda': 0.6551821657289039}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:17,429] Trial 194 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 139, 'learning_rate': 0.024090524714058592, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8368539039085594, 'colsample_bytree': 0.9775191495605983, 'gamma': 1.3370889903308096, 'reg_alpha': 0.04367471004610583, 'reg_lambda': 0.7162600966862347}. Best is trial 137 with value: 0.7678571428571428.
[I 2025-11-03 20:39:17,787] Trial 195 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 151, 'learning_rate': 0.0469358422669794, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9917886795690503, 'colsample_bytree': 0.968780719865191, 'gamma': 1.7638440889082152, 'reg_alpha': 0.0031451147966557597, 'reg_lambda': 0.8124662056246301}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:18,071] Trial 196 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.04624721195765884, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.993035854310138, 'colsample_bytree': 0.9651062532460355, 'gamma': 1.9887401912204703, 'reg_alpha': 0.12088454489546896, 'reg_lambda': 0.8325726471719078}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:18,488] Trial 197 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 135, 'learning_rate': 0.0486386614833832, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8452498840613989, 'colsample_bytree': 0.9690922904116442, 'gamma': 1.8104822786303947, 'reg_alpha': 0.006328862445576032, 'reg_lambda': 0.7758905485088402}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:18,785] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 156, 'learning_rate': 0.05611350655295096, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9857973446061514, 'colsample_bytree': 0.9524293777455205, 'gamma': 1.9188274139458925, 'reg_alpha': 0.19089929480663767, 'reg_lambda': 1.5085324989071351}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:19,071] Trial 199 finished with value: 0.7083333333333335 and parameters: {'n_estimators': 176, 'learning_rate': 0.05139960121388609, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9737214613837942, 'colsample_bytree': 0.9858245620724884, 'gamma': 2.231166131800045, 'reg_alpha': 0.1392388663071675, 'reg_lambda': 0.81429996216254}. Best is trial 195 with value: 0.7738095238095238.
[I 2025-11-03 20:39:19,075] A new study created in memory with name: no-name-43636c75-4d7c-4b24-b01c-194e2ca024da
[I 2025-11-03 20:39:19,527] Trial 0 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 244, 'learning_rate': 0.01622934592700866, 'max_depth': 3, 'min_child_weight': 12, 'subsample': 0.9350860178174998, 'colsample_bytree': 0.9578410755933989, 'gamma': 1.2271524026824006, 'reg_alpha': 0.8738029818096832, 'reg_lambda': 2.0924594831330596}. Best is trial 0 with value: 0.7172619047619048.
[I 2025-11-03 20:39:19,921] Trial 1 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 114, 'learning_rate': 0.15927467083980953, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8827837567531984, 'colsample_bytree': 0.7949562514733919, 'gamma': 0.6518288323049626, 'reg_alpha': 0.8405315302798103, 'reg_lambda': 0.5307466818425461}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:20,168] Trial 2 finished with value: 0.6696428571428572 and parameters: {'n_estimators': 87, 'learning_rate': 0.1716777333770997, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7359758530698527, 'colsample_bytree': 0.826398971386212, 'gamma': 3.7103855239792733, 'reg_alpha': 0.03558142751922044, 'reg_lambda': 2.531828850960787}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:20,614] Trial 3 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 196, 'learning_rate': 0.07143236057522799, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.7998018421232391, 'colsample_bytree': 0.7204579682778706, 'gamma': 0.7027643890762847, 'reg_alpha': 0.8427778246042483, 'reg_lambda': 1.1584187164758706}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:20,917] Trial 4 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.018945349281716505, 'max_depth': 6, 'min_child_weight': 16, 'subsample': 0.9593994570130787, 'colsample_bytree': 0.9019426056664881, 'gamma': 2.674116130374915, 'reg_alpha': 0.8975118916772235, 'reg_lambda': 1.9902911030609416}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:21,165] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 90, 'learning_rate': 0.09968173240173342, 'max_depth': 3, 'min_child_weight': 15, 'subsample': 0.9398324267369366, 'colsample_bytree': 0.7495748503055512, 'gamma': 4.198892142294984, 'reg_alpha': 0.1961320763799118, 'reg_lambda': 2.3936766641636926}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:21,526] Trial 6 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 110, 'learning_rate': 0.022507057477224722, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.7642358601338158, 'colsample_bytree': 0.9546532185159412, 'gamma': 1.113272043284449, 'reg_alpha': 0.7594108039682695, 'reg_lambda': 1.264487525248069}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:21,818] Trial 7 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 33, 'learning_rate': 0.02250288845933231, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.6449690297194325, 'colsample_bytree': 0.8153824257573075, 'gamma': 1.5451987205099345, 'reg_alpha': 0.4580695637089698, 'reg_lambda': 0.5010512963351796}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:22,232] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 242, 'learning_rate': 0.25913229888501926, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.8050846284089128, 'colsample_bytree': 0.7016879986917939, 'gamma': 2.296747583623743, 'reg_alpha': 0.5745117197831888, 'reg_lambda': 1.9224340506179745}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:22,546] Trial 9 finished with value: 0.5 and parameters: {'n_estimators': 244, 'learning_rate': 0.05352487514212084, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.6035494777109971, 'colsample_bytree': 0.9863360464858939, 'gamma': 4.551311548845653, 'reg_alpha': 0.13401005470366034, 'reg_lambda': 0.7015127968284969}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:22,865] Trial 10 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 160, 'learning_rate': 0.14977838120543438, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.868024028728842, 'colsample_bytree': 0.6059558804017704, 'gamma': 0.06265366109720083, 'reg_alpha': 0.5960473879874006, 'reg_lambda': 1.3565485397144803}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:23,296] Trial 11 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 165, 'learning_rate': 0.13051578507052086, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8627918729963284, 'colsample_bytree': 0.6214350040347156, 'gamma': 0.02186473839630121, 'reg_alpha': 0.6001583672574405, 'reg_lambda': 1.285710712084848}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:23,578] Trial 12 finished with value: 0.75 and parameters: {'n_estimators': 149, 'learning_rate': 0.2814291343126841, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8721774812770525, 'colsample_bytree': 0.6123249167034495, 'gamma': 0.13328033909631848, 'reg_alpha': 0.38249459307619893, 'reg_lambda': 0.8865411508028578}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:24,006] Trial 13 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 137, 'learning_rate': 0.28493942172261494, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8791513717804552, 'colsample_bytree': 0.6729182847626924, 'gamma': 2.08965204839254, 'reg_alpha': 0.3486365551577284, 'reg_lambda': 0.8360452713459938}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:24,390] Trial 14 finished with value: 0.755952380952381 and parameters: {'n_estimators': 194, 'learning_rate': 0.04052974278432217, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.9874958509683595, 'colsample_bytree': 0.8890886543117644, 'gamma': 0.5822151714226442, 'reg_alpha': 0.3423204148359038, 'reg_lambda': 0.9180657239294651}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:24,757] Trial 15 finished with value: 0.7410714285714287 and parameters: {'n_estimators': 203, 'learning_rate': 0.03729148834556217, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9986288578364767, 'colsample_bytree': 0.8724447221214434, 'gamma': 2.9387656302640255, 'reg_alpha': 0.6987364941573528, 'reg_lambda': 1.629460739825888}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:25,081] Trial 16 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 189, 'learning_rate': 0.0403453329445199, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.9835247072219185, 'colsample_bytree': 0.8707589740747181, 'gamma': 0.6745150875934962, 'reg_alpha': 0.9802796921712402, 'reg_lambda': 0.5060396335014339}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:25,428] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 109, 'learning_rate': 0.010391259692645935, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9179608129797903, 'colsample_bytree': 0.7733556959183994, 'gamma': 1.7372865154051231, 'reg_alpha': 0.259470610134201, 'reg_lambda': 2.9159675306098904}. Best is trial 1 with value: 0.7619047619047619.
[I 2025-11-03 20:39:25,855] Trial 18 finished with value: 0.761904761904762 and parameters: {'n_estimators': 180, 'learning_rate': 0.08092996173686479, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9114862793007446, 'colsample_bytree': 0.9060506636236336, 'gamma': 0.7925956925843152, 'reg_alpha': 0.4710678355783847, 'reg_lambda': 1.0226461047319002}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:26,138] Trial 19 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 118, 'learning_rate': 0.09397157721732803, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.808849604166447, 'colsample_bytree': 0.8389250481285658, 'gamma': 3.35269070384822, 'reg_alpha': 0.707600930738121, 'reg_lambda': 1.6430971925232072}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:26,380] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 58, 'learning_rate': 0.19414932669705975, 'max_depth': 8, 'min_child_weight': 20, 'subsample': 0.9028777848333206, 'colsample_bytree': 0.9315371004997498, 'gamma': 1.7434635593435504, 'reg_alpha': 0.4702826319703312, 'reg_lambda': 1.0088360289256855}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:26,845] Trial 21 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 213, 'learning_rate': 0.05108360909373527, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9727964364209597, 'colsample_bytree': 0.8982549716122209, 'gamma': 0.6866167261736505, 'reg_alpha': 0.32265451973287246, 'reg_lambda': 0.7092443716942962}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:27,233] Trial 22 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 177, 'learning_rate': 0.08334414495134194, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8395377298053571, 'colsample_bytree': 0.7854804691164063, 'gamma': 1.098423777871567, 'reg_alpha': 0.41791831489589476, 'reg_lambda': 1.0553691814024153}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:27,668] Trial 23 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 215, 'learning_rate': 0.036701088131332334, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9227865465012458, 'colsample_bytree': 0.8628541032215941, 'gamma': 0.710727617146137, 'reg_alpha': 0.531251492564084, 'reg_lambda': 1.4777782924350835}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:27,971] Trial 24 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 142, 'learning_rate': 0.07389725171886435, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.9534224560234565, 'colsample_bytree': 0.918280140570832, 'gamma': 0.311613169419515, 'reg_alpha': 0.23691040482509637, 'reg_lambda': 0.7660866031153858}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:28,422] Trial 25 finished with value: 0.75 and parameters: {'n_estimators': 178, 'learning_rate': 0.10860259258027602, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9004295147345149, 'colsample_bytree': 0.8404176095671528, 'gamma': 1.3957630839513222, 'reg_alpha': 0.6599605747958472, 'reg_lambda': 0.9832779080802803}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:28,754] Trial 26 finished with value: 0.738095238095238 and parameters: {'n_estimators': 123, 'learning_rate': 0.06489492394078852, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8367823881541769, 'colsample_bytree': 0.7969579995743554, 'gamma': 0.522995339596669, 'reg_alpha': 0.30047616867054117, 'reg_lambda': 0.5934808147380857}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:29,123] Trial 27 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.029802358137757067, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9994581455488627, 'colsample_bytree': 0.9868958352962092, 'gamma': 1.9998604110864275, 'reg_alpha': 0.518987546169699, 'reg_lambda': 1.105090112900764}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:29,485] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 160, 'learning_rate': 0.11875632205391093, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.7101302677371366, 'colsample_bytree': 0.7546089849555673, 'gamma': 0.9722573735413023, 'reg_alpha': 0.0981052503980881, 'reg_lambda': 0.8294640954523234}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:29,793] Trial 29 finished with value: 0.5 and parameters: {'n_estimators': 96, 'learning_rate': 0.20704288832690598, 'max_depth': 4, 'min_child_weight': 13, 'subsample': 0.9394189166878348, 'colsample_bytree': 0.9547853700021404, 'gamma': 1.2960855465132897, 'reg_alpha': 0.8037763008016561, 'reg_lambda': 1.4405272231865682}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:30,225] Trial 30 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 181, 'learning_rate': 0.04718350024670797, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.9053375180421664, 'colsample_bytree': 0.8957195245377825, 'gamma': 0.38621040246823246, 'reg_alpha': 0.44462044950760715, 'reg_lambda': 1.8103525234235214}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:30,568] Trial 31 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 172, 'learning_rate': 0.09013290091569723, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8419358090488988, 'colsample_bytree': 0.7883821043082359, 'gamma': 1.0067803976583463, 'reg_alpha': 0.39764220681775364, 'reg_lambda': 1.1378550449939717}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:30,996] Trial 32 finished with value: 0.75 and parameters: {'n_estimators': 228, 'learning_rate': 0.07268026363379328, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8377723131160267, 'colsample_bytree': 0.8152864893061926, 'gamma': 1.022936720176305, 'reg_alpha': 0.4239718765961579, 'reg_lambda': 0.9515161237499843}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:31,367] Trial 33 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 198, 'learning_rate': 0.146785742622224, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.7727557810064876, 'colsample_bytree': 0.7252277875881152, 'gamma': 0.9091308646561129, 'reg_alpha': 0.5091766854629494, 'reg_lambda': 0.6534597712432088}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:31,634] Trial 34 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 151, 'learning_rate': 0.06372663895139485, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.892753439052651, 'colsample_bytree': 0.8501412053452402, 'gamma': 0.37270309851178973, 'reg_alpha': 0.9287468198194586, 'reg_lambda': 2.180002894963975}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,057] Trial 35 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 186, 'learning_rate': 0.08477640658960274, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9599106431870795, 'colsample_bytree': 0.7733484142946302, 'gamma': 1.4225229562770192, 'reg_alpha': 0.17546147703208864, 'reg_lambda': 1.1158931411607542}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,242] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 64, 'learning_rate': 0.027333806121802126, 'max_depth': 7, 'min_child_weight': 9, 'subsample': 0.8447127569611882, 'colsample_bytree': 0.8206958951085485, 'gamma': 0.7876097848252239, 'reg_alpha': 0.020558555312999827, 'reg_lambda': 1.242243528517858}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,502] Trial 37 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 126, 'learning_rate': 0.16254778601403302, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7838393544514557, 'colsample_bytree': 0.922579795752084, 'gamma': 1.2082262927391916, 'reg_alpha': 0.3508142430912718, 'reg_lambda': 1.0358153460175128}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:32,803] Trial 38 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 204, 'learning_rate': 0.060866504203761516, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.7464021926305595, 'colsample_bytree': 0.8842034678184564, 'gamma': 1.7367971984724826, 'reg_alpha': 0.29248770319086126, 'reg_lambda': 0.6119477560818691}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:33,051] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 81, 'learning_rate': 0.07896354933957925, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8158719371060609, 'colsample_bytree': 0.7270594417510878, 'gamma': 2.5730848700393745, 'reg_alpha': 0.6613311445478391, 'reg_lambda': 0.8531236922070468}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:33,447] Trial 40 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 236, 'learning_rate': 0.015620176187835729, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9313607189984986, 'colsample_bytree': 0.6859445397431778, 'gamma': 3.928120437239577, 'reg_alpha': 0.8525354693766688, 'reg_lambda': 1.4980951996744334}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:33,765] Trial 41 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 170, 'learning_rate': 0.0923168204568878, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8576615285663561, 'colsample_bytree': 0.7901112603860228, 'gamma': 1.1044621879073087, 'reg_alpha': 0.38883134101997097, 'reg_lambda': 1.171291013179039}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:34,249] Trial 42 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.12356004384411103, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8252423428197654, 'colsample_bytree': 0.7520269981016453, 'gamma': 0.4259689922395917, 'reg_alpha': 0.4018994922138231, 'reg_lambda': 1.3340233678868332}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:34,592] Trial 43 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 191, 'learning_rate': 0.22213981643574854, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7881403849701758, 'colsample_bytree': 0.7810516393654093, 'gamma': 1.5570124297960293, 'reg_alpha': 0.46994313019877, 'reg_lambda': 1.1331835299504553}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,031] Trial 44 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 157, 'learning_rate': 0.04382193837370742, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.881547519615391, 'colsample_bytree': 0.8095981821062346, 'gamma': 0.19058556546978045, 'reg_alpha': 0.5684804422937324, 'reg_lambda': 0.9354210417210422}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,156] Trial 45 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 24, 'learning_rate': 0.10416726538475464, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8559646112967874, 'colsample_bytree': 0.7562792968736224, 'gamma': 0.8596485034896348, 'reg_alpha': 0.2464736151200575, 'reg_lambda': 0.5104780283830221}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,464] Trial 46 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 134, 'learning_rate': 0.05631295345672644, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8289821176148485, 'colsample_bytree': 0.8321451899291417, 'gamma': 0.6119266690234674, 'reg_alpha': 0.35990909114718617, 'reg_lambda': 0.7131356851241112}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:35,792] Trial 47 finished with value: 0.7172619047619048 and parameters: {'n_estimators': 169, 'learning_rate': 0.13940913226071083, 'max_depth': 7, 'min_child_weight': 11, 'subsample': 0.9527727989406062, 'colsample_bytree': 0.85554557218983, 'gamma': 2.852461844434977, 'reg_alpha': 0.4327501921269464, 'reg_lambda': 1.2384163439235372}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:36,131] Trial 48 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 144, 'learning_rate': 0.17503388964148836, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8828316857537771, 'colsample_bytree': 0.9667906551854342, 'gamma': 1.1676001189392928, 'reg_alpha': 0.193872000440939, 'reg_lambda': 0.7583071491847073}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:36,621] Trial 49 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 204, 'learning_rate': 0.09345211928527349, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9124237184241181, 'colsample_bytree': 0.9379025965546415, 'gamma': 0.19398549381054064, 'reg_alpha': 0.4775951853071694, 'reg_lambda': 1.0467211833378562}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:36,906] Trial 50 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 155, 'learning_rate': 0.2380552117128544, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7007518952152717, 'colsample_bytree': 0.7361038956689996, 'gamma': 2.1946002636489252, 'reg_alpha': 0.5574672821545057, 'reg_lambda': 2.580900026752536}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:37,148] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 102, 'learning_rate': 0.2896240395655362, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8698352143433715, 'colsample_bytree': 0.6803036525348884, 'gamma': 0.09384606423757968, 'reg_alpha': 0.36030079097349493, 'reg_lambda': 0.9037290958939255}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:37,473] Trial 52 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 101, 'learning_rate': 0.18104526047415745, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8509873886147524, 'colsample_bytree': 0.6609169981557628, 'gamma': 0.015745870808700158, 'reg_alpha': 0.3274250944842435, 'reg_lambda': 0.8584674514057462}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:37,710] Trial 53 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 79, 'learning_rate': 0.28169405560115657, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.9775765659696273, 'colsample_bytree': 0.7050242890485768, 'gamma': 0.5436811924149944, 'reg_alpha': 0.3980494152435599, 'reg_lambda': 1.3720449059818676}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,041] Trial 54 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 117, 'learning_rate': 0.033208883096218236, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8655948906128872, 'colsample_bytree': 0.648017999012782, 'gamma': 0.8663050495415527, 'reg_alpha': 0.29842648756997436, 'reg_lambda': 1.568442902280064}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,288] Trial 55 finished with value: 0.5 and parameters: {'n_estimators': 132, 'learning_rate': 0.10956514588063722, 'max_depth': 5, 'min_child_weight': 16, 'subsample': 0.7991716403763588, 'colsample_bytree': 0.7045058936205323, 'gamma': 0.32395238761098727, 'reg_alpha': 0.6262702534437662, 'reg_lambda': 0.8054849057787199}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,721] Trial 56 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 105, 'learning_rate': 0.08280113704437901, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8721244477227036, 'colsample_bytree': 0.9097896431652136, 'gamma': 0.6081087129597678, 'reg_alpha': 0.9967455832984333, 'reg_lambda': 1.1918888740020015}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:38,990] Trial 57 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 89, 'learning_rate': 0.04858431966026104, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8936511447654816, 'colsample_bytree': 0.7720197052200906, 'gamma': 4.712392531134315, 'reg_alpha': 0.7646671023368267, 'reg_lambda': 0.9291869738746946}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:39,345] Trial 58 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 179, 'learning_rate': 0.06884800245788779, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.93020139814291, 'colsample_bytree': 0.6421788160014491, 'gamma': 1.5313915996487684, 'reg_alpha': 0.4913781625221002, 'reg_lambda': 0.5903470330310785}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:39,748] Trial 59 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 194, 'learning_rate': 0.2428762760575527, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8133551566198944, 'colsample_bytree': 0.799029667709783, 'gamma': 0.17197612222496717, 'reg_alpha': 0.26893579730293826, 'reg_lambda': 1.0760770794090484}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:40,210] Trial 60 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 212, 'learning_rate': 0.15884431059677112, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8897401233864726, 'colsample_bytree': 0.8851818091937573, 'gamma': 1.8652593124280128, 'reg_alpha': 0.4236081902458846, 'reg_lambda': 0.987684489869901}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:40,652] Trial 61 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 217, 'learning_rate': 0.12644511220451116, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8836470579865966, 'colsample_bytree': 0.8845291596194704, 'gamma': 1.8238776362674018, 'reg_alpha': 0.3632767288212035, 'reg_lambda': 0.9688793170484765}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:41,050] Trial 62 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.05748189065636512, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9155699498429217, 'colsample_bytree': 0.9425579564292822, 'gamma': 1.0388095663974357, 'reg_alpha': 0.41109240266955044, 'reg_lambda': 0.7369970025713126}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:41,444] Trial 63 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 227, 'learning_rate': 0.19317806974867832, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8464516778958613, 'colsample_bytree': 0.8808408090212504, 'gamma': 2.420405854822982, 'reg_alpha': 0.5445134708362551, 'reg_lambda': 1.2900721844501692}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:41,786] Trial 64 finished with value: 0.761904761904762 and parameters: {'n_estimators': 186, 'learning_rate': 0.158628694876882, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.867553207443817, 'colsample_bytree': 0.8431794030234342, 'gamma': 1.2842967606587374, 'reg_alpha': 0.42385728188564786, 'reg_lambda': 0.8902911529568625}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:42,201] Trial 65 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 184, 'learning_rate': 0.16167913338648013, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8958649849295934, 'colsample_bytree': 0.8444390247574194, 'gamma': 1.3286632855382041, 'reg_alpha': 0.4519483230505014, 'reg_lambda': 1.0216261261048762}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:42,559] Trial 66 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 200, 'learning_rate': 0.1368489638317865, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8292889393460837, 'colsample_bytree': 0.8609449247291086, 'gamma': 1.9616217711135533, 'reg_alpha': 0.5197299510805224, 'reg_lambda': 0.6598481786116788}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:42,936] Trial 67 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.139052006714273, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8237623251746692, 'colsample_bytree': 0.8686868531435353, 'gamma': 1.8628387657105676, 'reg_alpha': 0.6191266572053918, 'reg_lambda': 0.6319999057225416}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:43,273] Trial 68 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 198, 'learning_rate': 0.11231412966261543, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9651477017766633, 'colsample_bytree': 0.9022580998689944, 'gamma': 2.023571058869338, 'reg_alpha': 0.5037920643043692, 'reg_lambda': 0.5038826706650275}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:43,610] Trial 69 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 227, 'learning_rate': 0.155669010382503, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.9479243346571713, 'colsample_bytree': 0.8290129104288801, 'gamma': 1.5969501250510023, 'reg_alpha': 0.721260168776643, 'reg_lambda': 0.6895212851876876}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:44,109] Trial 70 finished with value: 0.738095238095238 and parameters: {'n_estimators': 163, 'learning_rate': 0.1884289711259777, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9106913572726022, 'colsample_bytree': 0.8582181778210647, 'gamma': 2.2244624393672745, 'reg_alpha': 0.33135403122962137, 'reg_lambda': 0.7712053871387683}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:44,460] Trial 71 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.09907907398611684, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8368117603241325, 'colsample_bytree': 0.8078833451025004, 'gamma': 0.7611257566302917, 'reg_alpha': 0.9023494924456218, 'reg_lambda': 0.8416429679945108}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:44,783] Trial 72 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 189, 'learning_rate': 0.1330146963311663, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.7980849383301882, 'colsample_bytree': 0.8907877460170706, 'gamma': 1.2433668371585689, 'reg_alpha': 0.4380695914690006, 'reg_lambda': 0.5571238609083153}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:45,147] Trial 73 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 206, 'learning_rate': 0.2123062006854905, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9887386172533694, 'colsample_bytree': 0.7880855251192928, 'gamma': 1.4113323049291147, 'reg_alpha': 0.5244907090942393, 'reg_lambda': 0.99551493506394}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:45,440] Trial 74 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 199, 'learning_rate': 0.119233183893163, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8642618637391959, 'colsample_bytree': 0.8198490177537078, 'gamma': 1.0110197891561779, 'reg_alpha': 0.3801875351005552, 'reg_lambda': 0.6614784591742346}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:45,793] Trial 75 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 238, 'learning_rate': 0.14624876912096038, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8427971975142877, 'colsample_bytree': 0.9163132980097208, 'gamma': 1.6039553054752587, 'reg_alpha': 0.42506591865114884, 'reg_lambda': 0.8987618927694513}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:46,228] Trial 76 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.08538181374408596, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8894086669967913, 'colsample_bytree': 0.8699764928122442, 'gamma': 1.932484223737649, 'reg_alpha': 0.059866225920101546, 'reg_lambda': 1.181042727864589}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:46,608] Trial 77 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 167, 'learning_rate': 0.04088733897150961, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.6209667035512434, 'colsample_bytree': 0.9076529584129069, 'gamma': 0.4928045733151044, 'reg_alpha': 0.4616735428985331, 'reg_lambda': 1.109992160293427}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:46,993] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 221, 'learning_rate': 0.07117546130282745, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9236099718462404, 'colsample_bytree': 0.834102571364639, 'gamma': 0.7263317834412869, 'reg_alpha': 0.5959830303775319, 'reg_lambda': 0.7932362494639014}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:47,342] Trial 79 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.16884136205781164, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8259164460271177, 'colsample_bytree': 0.9270591240324175, 'gamma': 2.4158858269500625, 'reg_alpha': 0.2800846008041926, 'reg_lambda': 2.1327693391157236}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:47,721] Trial 80 finished with value: 0.755952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.07708183774398801, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8560734631612192, 'colsample_bytree': 0.7623138858978078, 'gamma': 1.123694924742336, 'reg_alpha': 0.31939802272410506, 'reg_lambda': 1.8789458597845123}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:48,096] Trial 81 finished with value: 0.75 and parameters: {'n_estimators': 249, 'learning_rate': 0.07947465560370613, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8643764996718742, 'colsample_bytree': 0.7636280887092024, 'gamma': 1.1030507205208528, 'reg_alpha': 0.3224549123507859, 'reg_lambda': 1.7733335118114093}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:48,394] Trial 82 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.09088681971222783, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8754533891694083, 'colsample_bytree': 0.7429984124124175, 'gamma': 0.8718985202660703, 'reg_alpha': 0.3934731052624894, 'reg_lambda': 1.9726840634671177}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:48,717] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 173, 'learning_rate': 0.10002390301878218, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8526083395359024, 'colsample_bytree': 0.7830708992779485, 'gamma': 1.2684997271421588, 'reg_alpha': 0.23846574434299042, 'reg_lambda': 1.6918545195928019}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:49,131] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 149, 'learning_rate': 0.11613208908236305, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.9053150655680886, 'colsample_bytree': 0.8485783741678661, 'gamma': 0.9550995932836298, 'reg_alpha': 0.3709359651455487, 'reg_lambda': 1.8747165606479042}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:49,437] Trial 85 finished with value: 0.5 and parameters: {'n_estimators': 200, 'learning_rate': 0.06606520681016581, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.8338060092430349, 'colsample_bytree': 0.803336127514243, 'gamma': 1.716887836629534, 'reg_alpha': 0.31232384875515373, 'reg_lambda': 1.0525002787875917}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:49,850] Trial 86 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 194, 'learning_rate': 0.07622282120194075, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8113127280557857, 'colsample_bytree': 0.7644544598971443, 'gamma': 3.369726458715985, 'reg_alpha': 0.48146861063845015, 'reg_lambda': 2.0227110681282547}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:50,286] Trial 87 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 233, 'learning_rate': 0.051466666779474216, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8197810496972499, 'colsample_bytree': 0.878530021758187, 'gamma': 0.6560923989324307, 'reg_alpha': 0.1369532636844739, 'reg_lambda': 0.5669344542950387}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:50,745] Trial 88 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 249, 'learning_rate': 0.08750151472186675, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7620442676843117, 'colsample_bytree': 0.8597444797300995, 'gamma': 0.8183181938458901, 'reg_alpha': 0.42599019758663037, 'reg_lambda': 2.291275721948054}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:51,067] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 116, 'learning_rate': 0.10201847193726736, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9433214802679565, 'colsample_bytree': 0.7952120554197847, 'gamma': 1.1625255109729111, 'reg_alpha': 0.3406754390132519, 'reg_lambda': 0.8638677362157849}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:51,413] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 217, 'learning_rate': 0.15158924702113305, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8565906119180647, 'colsample_bytree': 0.8246697865893176, 'gamma': 1.4560737272156699, 'reg_alpha': 0.8099500264873271, 'reg_lambda': 1.877030843906654}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:51,751] Trial 91 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 95, 'learning_rate': 0.06018532249332555, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8752300196415668, 'colsample_bytree': 0.8904201898544737, 'gamma': 0.2574727808018804, 'reg_alpha': 0.20921762457162363, 'reg_lambda': 0.9554766243260673}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:52,030] Trial 92 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.206051485738383, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8876191148365663, 'colsample_bytree': 0.6902575173374352, 'gamma': 0.40707920483864846, 'reg_alpha': 0.9533118696507916, 'reg_lambda': 0.6939621178530008}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:52,334] Trial 93 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 124, 'learning_rate': 0.26116048931360475, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8694626308458888, 'colsample_bytree': 0.6262849802073476, 'gamma': 0.48306013651106916, 'reg_alpha': 0.3585050029850032, 'reg_lambda': 0.9217239954336918}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:52,769] Trial 94 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 208, 'learning_rate': 0.23115438865597066, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8444904123556274, 'colsample_bytree': 0.7160490137027897, 'gamma': 0.6109547674336091, 'reg_alpha': 0.41164915941067814, 'reg_lambda': 0.9033244164396514}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,106] Trial 95 finished with value: 0.5 and parameters: {'n_estimators': 179, 'learning_rate': 0.026868612738123233, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8582139178192447, 'colsample_bytree': 0.8136286169036936, 'gamma': 0.9570076337301329, 'reg_alpha': 0.45023053548734565, 'reg_lambda': 0.8009483865783651}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,372] Trial 96 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 141, 'learning_rate': 0.04365357684325957, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.9006056445643609, 'colsample_bytree': 0.7762983543541186, 'gamma': 1.329419583374857, 'reg_alpha': 0.3847885732519082, 'reg_lambda': 1.2077485051265826}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,686] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 162, 'learning_rate': 0.1245920903108551, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8054545189565108, 'colsample_bytree': 0.6021881321109707, 'gamma': 0.0684158780865044, 'reg_alpha': 0.3452843448206582, 'reg_lambda': 1.1426984056052882}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:53,985] Trial 98 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 67, 'learning_rate': 0.033634886059071625, 'max_depth': 8, 'min_child_weight': 9, 'subsample': 0.8324074986452837, 'colsample_bytree': 0.9001456715860998, 'gamma': 1.0965538219572286, 'reg_alpha': 0.2945314254114351, 'reg_lambda': 1.071431596822958}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:54,299] Trial 99 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 175, 'learning_rate': 0.17050174942774957, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8822786582659058, 'colsample_bytree': 0.8419715090626823, 'gamma': 0.750830523214745, 'reg_alpha': 0.4958258233767926, 'reg_lambda': 0.9978253643132027}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:54,683] Trial 100 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 157, 'learning_rate': 0.1328228391222498, 'max_depth': 4, 'min_child_weight': 10, 'subsample': 0.8502536912510417, 'colsample_bytree': 0.742539293532986, 'gamma': 0.2613192569765048, 'reg_alpha': 0.2611581557887397, 'reg_lambda': 2.717471174743429}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:54,988] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.0800509506992714, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8779433274821908, 'colsample_bytree': 0.9106855917747503, 'gamma': 0.5841790656655003, 'reg_alpha': 0.9955314114371279, 'reg_lambda': 1.3070141975841398}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:55,270] Trial 102 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 104, 'learning_rate': 0.29994935959841545, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8698207420546565, 'colsample_bytree': 0.9327130264792762, 'gamma': 0.9119397454388734, 'reg_alpha': 0.8438157938026062, 'reg_lambda': 1.3636241046627091}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:55,694] Trial 103 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 95, 'learning_rate': 0.07428235511322548, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.892925281006252, 'colsample_bytree': 0.945917666044268, 'gamma': 0.6921691873756594, 'reg_alpha': 0.4134897050960661, 'reg_lambda': 1.1058948955873966}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:56,089] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 84, 'learning_rate': 0.08218158547841439, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8414455451003762, 'colsample_bytree': 0.9652636186796936, 'gamma': 1.0219273734203655, 'reg_alpha': 0.4599808956733342, 'reg_lambda': 1.2249674582351227}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:56,439] Trial 105 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 129, 'learning_rate': 0.09450818305834097, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.924584456208237, 'colsample_bytree': 0.8659514577097371, 'gamma': 2.717815999819347, 'reg_alpha': 0.9486872020210345, 'reg_lambda': 0.9610964804974784}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:56,721] Trial 106 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 75, 'learning_rate': 0.010066675513342737, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9092233480538725, 'colsample_bytree': 0.9184994285871644, 'gamma': 0.5056829471538916, 'reg_alpha': 0.7697283713216498, 'reg_lambda': 0.7219276528235402}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:57,054] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 202, 'learning_rate': 0.06995055074394167, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.860796381209603, 'colsample_bytree': 0.8960261337556095, 'gamma': 1.4871736647142688, 'reg_alpha': 0.5365856031915938, 'reg_lambda': 0.8739219170072949}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:57,366] Trial 108 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 120, 'learning_rate': 0.10739822483497294, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.8675663039241652, 'colsample_bytree': 0.8800635765166885, 'gamma': 0.8179986967885086, 'reg_alpha': 0.9159752400377218, 'reg_lambda': 1.1689641590156152}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:57,740] Trial 109 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 184, 'learning_rate': 0.05370099896921065, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8514972022680358, 'colsample_bytree': 0.9079889474985262, 'gamma': 0.3622980549708011, 'reg_alpha': 0.8904487333591949, 'reg_lambda': 0.6543963900008168}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:58,036] Trial 110 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 103, 'learning_rate': 0.25124381986791705, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6789682182170522, 'colsample_bytree': 0.7640327811947005, 'gamma': 1.1956425823987198, 'reg_alpha': 0.8654087543397702, 'reg_lambda': 1.0347488075421412}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:58,425] Trial 111 finished with value: 0.5 and parameters: {'n_estimators': 174, 'learning_rate': 0.063778708353961, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.8376026289146952, 'colsample_bytree': 0.8081074012026261, 'gamma': 0.7240908247963054, 'reg_alpha': 0.9676816751822637, 'reg_lambda': 0.8429677425467411}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:58,795] Trial 112 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 192, 'learning_rate': 0.09516704987709211, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8280411905526983, 'colsample_bytree': 0.7915026476347047, 'gamma': 1.665862666393107, 'reg_alpha': 0.8185866551439231, 'reg_lambda': 0.752759183262421}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:59,161] Trial 113 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 168, 'learning_rate': 0.08747357528206937, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8195752530606855, 'colsample_bytree': 0.8042816115246672, 'gamma': 0.6314753016301426, 'reg_alpha': 0.9012130193398737, 'reg_lambda': 0.821069712607198}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:59,555] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.09862827543293747, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8756472714787888, 'colsample_bytree': 0.8522321037804622, 'gamma': 2.1428621555386105, 'reg_alpha': 0.4372104630694985, 'reg_lambda': 0.5499003641593354}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:39:59,830] Trial 115 finished with value: 0.755952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.18232205452907493, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7904237098225475, 'colsample_bytree': 0.8722694681776992, 'gamma': 0.8185687902822432, 'reg_alpha': 0.3711766478340966, 'reg_lambda': 0.9041425342557576}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:40:00,157] Trial 116 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 186, 'learning_rate': 0.18455572994321057, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.778468127446742, 'colsample_bytree': 0.8890266694573448, 'gamma': 1.3439367393123627, 'reg_alpha': 0.37185990438906386, 'reg_lambda': 1.4068320040577456}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:40:00,544] Trial 117 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 196, 'learning_rate': 0.15732107963101707, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.88496824181526, 'colsample_bytree': 0.8736025547031919, 'gamma': 0.11613858086895434, 'reg_alpha': 0.38850345496972805, 'reg_lambda': 1.0002389915409375}. Best is trial 18 with value: 0.761904761904762.
[I 2025-11-03 20:40:00,912] Trial 118 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 213, 'learning_rate': 0.14070601149119738, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8960156725557451, 'colsample_bytree': 0.8633345717555791, 'gamma': 1.1017364275414916, 'reg_alpha': 0.3171710074034284, 'reg_lambda': 1.5579014081347542}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:01,346] Trial 119 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 224, 'learning_rate': 0.14100820086983473, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.7597612653759761, 'colsample_bytree': 0.845538651114666, 'gamma': 1.074951732221061, 'reg_alpha': 0.3037899638078035, 'reg_lambda': 1.5939668263071773}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:01,694] Trial 120 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 215, 'learning_rate': 0.1709996548746124, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.794571291337455, 'colsample_bytree': 0.8739852663776929, 'gamma': 1.2274595125815204, 'reg_alpha': 0.3476808503718301, 'reg_lambda': 0.8985292721627434}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:01,984] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 112, 'learning_rate': 0.1953735115474982, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9044089069421356, 'colsample_bytree': 0.8617954532927776, 'gamma': 0.8922467697535388, 'reg_alpha': 0.33198077370001405, 'reg_lambda': 1.0642059509750752}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:02,358] Trial 122 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 205, 'learning_rate': 0.011940867701428281, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8981754743683366, 'colsample_bytree': 0.9016491543868232, 'gamma': 0.9472483517443233, 'reg_alpha': 0.2792130726529963, 'reg_lambda': 0.9557649855906272}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:02,751] Trial 123 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 233, 'learning_rate': 0.1467290122549925, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.7905056607153194, 'colsample_bytree': 0.8355050438203023, 'gamma': 1.1589035602352082, 'reg_alpha': 0.40425142023100163, 'reg_lambda': 1.703070410434335}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:03,050] Trial 124 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 99, 'learning_rate': 0.13289924948417522, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8593844579641442, 'colsample_bytree': 0.8826232200747466, 'gamma': 0.5398459004491666, 'reg_alpha': 0.22041229290590383, 'reg_lambda': 1.1295116018409936}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:03,452] Trial 125 finished with value: 0.6488095238095237 and parameters: {'n_estimators': 243, 'learning_rate': 0.11584738778134257, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9702303050886697, 'colsample_bytree': 0.7829842607574363, 'gamma': 4.28314106405229, 'reg_alpha': 0.665368140243454, 'reg_lambda': 1.2445227342323553}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:03,858] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.21140914766076752, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9861925125776513, 'colsample_bytree': 0.8527165528214086, 'gamma': 0.8307671789260236, 'reg_alpha': 0.31308845400546126, 'reg_lambda': 1.4768163659893967}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:04,095] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 45, 'learning_rate': 0.1609429233837129, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9154733128065902, 'colsample_bytree': 0.8237135029485217, 'gamma': 1.057912193139037, 'reg_alpha': 0.36241534457974217, 'reg_lambda': 0.611972254003621}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:04,519] Trial 128 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 212, 'learning_rate': 0.1754104846062416, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.934586588502811, 'colsample_bytree': 0.8905281786330169, 'gamma': 2.282467673067557, 'reg_alpha': 0.47420583951299966, 'reg_lambda': 1.7911832137926724}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:04,845] Trial 129 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 195, 'learning_rate': 0.12413380585655365, 'max_depth': 6, 'min_child_weight': 8, 'subsample': 0.8906837735600164, 'colsample_bytree': 0.671027832862275, 'gamma': 0.42080443793185557, 'reg_alpha': 0.38198662460004335, 'reg_lambda': 1.0809834368817066}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:05,208] Trial 130 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 200, 'learning_rate': 0.10790282775296317, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8078084089332864, 'colsample_bytree': 0.9120770628970796, 'gamma': 1.8157364966903917, 'reg_alpha': 0.43179475232539477, 'reg_lambda': 0.9269604819740083}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:05,591] Trial 131 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 181, 'learning_rate': 0.07566040128398432, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8371704389343813, 'colsample_bytree': 0.7986268475408476, 'gamma': 0.7931838725944207, 'reg_alpha': 0.9401072998437213, 'reg_lambda': 0.7835327446565188}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:05,940] Trial 132 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 169, 'learning_rate': 0.08510278599075889, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8739353446687158, 'colsample_bytree': 0.7770041708128845, 'gamma': 0.6839201127329029, 'reg_alpha': 0.4021783580368144, 'reg_lambda': 0.840311465257583}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:06,322] Trial 133 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 183, 'learning_rate': 0.1386735556247391, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8499298288498238, 'colsample_bytree': 0.8151387027992409, 'gamma': 0.9839608628968508, 'reg_alpha': 0.9946442202223478, 'reg_lambda': 1.009819471180158}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:06,662] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.15014190289958165, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8673544728607407, 'colsample_bytree': 0.769510855408668, 'gamma': 0.7747373169173013, 'reg_alpha': 0.7360086631642384, 'reg_lambda': 0.671407997393257}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:06,968] Trial 135 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 172, 'learning_rate': 0.1986757433081401, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.8444540436097094, 'colsample_bytree': 0.9244451600749948, 'gamma': 1.360812125547266, 'reg_alpha': 0.3246616855094513, 'reg_lambda': 1.8438397465258514}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:07,382] Trial 136 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 190, 'learning_rate': 0.09077354665990069, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8184608391952397, 'colsample_bytree': 0.8660152339805727, 'gamma': 2.036241347922105, 'reg_alpha': 0.5166907478993804, 'reg_lambda': 1.9274745261309816}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:07,756] Trial 137 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 208, 'learning_rate': 0.26444241618549436, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8311135660163128, 'colsample_bytree': 0.78892003399629, 'gamma': 0.5881206448746744, 'reg_alpha': 0.36428062523868177, 'reg_lambda': 0.8926470154852904}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:08,112] Trial 138 finished with value: 0.75 and parameters: {'n_estimators': 164, 'learning_rate': 0.06911469425942557, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8618304299742727, 'colsample_bytree': 0.8777418707243398, 'gamma': 1.243997564999764, 'reg_alpha': 0.4536020584075349, 'reg_lambda': 0.9654700819844368}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:08,441] Trial 139 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 179, 'learning_rate': 0.1030396034656105, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8799741675756495, 'colsample_bytree': 0.8297750024376026, 'gamma': 3.089860474298723, 'reg_alpha': 0.41800154653046917, 'reg_lambda': 1.1670437415945831}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:08,797] Trial 140 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 187, 'learning_rate': 0.22703134469702393, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8564046389590954, 'colsample_bytree': 0.7536782893380325, 'gamma': 0.28689251963541174, 'reg_alpha': 0.8804725129987361, 'reg_lambda': 0.7298508026524323}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:09,144] Trial 141 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 218, 'learning_rate': 0.11739852010379773, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8964662622106153, 'colsample_bytree': 0.8393541433543835, 'gamma': 0.9903009409331869, 'reg_alpha': 0.34506918136736914, 'reg_lambda': 0.6442520758630301}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:09,555] Trial 142 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 198, 'learning_rate': 0.12418789929042393, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8686442682444357, 'colsample_bytree': 0.8178553657156417, 'gamma': 1.0854809815839268, 'reg_alpha': 0.37835321866453536, 'reg_lambda': 2.0673346448573224}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:09,983] Trial 143 finished with value: 0.75 and parameters: {'n_estimators': 200, 'learning_rate': 0.11181418255039237, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8434843784468015, 'colsample_bytree': 0.8051944537869424, 'gamma': 0.9216933116638106, 'reg_alpha': 0.921347405873745, 'reg_lambda': 0.8038636647391022}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:10,385] Trial 144 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.13150949747791155, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8865564199829076, 'colsample_bytree': 0.8546510296271427, 'gamma': 0.8370660594001226, 'reg_alpha': 0.3897674279775076, 'reg_lambda': 0.6024076087285478}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:10,655] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 176, 'learning_rate': 0.08191778371948386, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8640500987837408, 'colsample_bytree': 0.8226582349277561, 'gamma': 1.1141980505736002, 'reg_alpha': 0.2867637582748548, 'reg_lambda': 0.5473416297835515}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:10,994] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 194, 'learning_rate': 0.097943818928396, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8766965356068431, 'colsample_bytree': 0.8622258465096254, 'gamma': 0.4429914660171266, 'reg_alpha': 0.4389866178862213, 'reg_lambda': 1.0279678999352881}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:11,311] Trial 147 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 114, 'learning_rate': 0.16405946972953572, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8501525057892059, 'colsample_bytree': 0.7946916568867196, 'gamma': 1.4320873506101455, 'reg_alpha': 0.9760412052186006, 'reg_lambda': 0.8977598358747536}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:11,678] Trial 148 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 184, 'learning_rate': 0.14216458151985611, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.7738553470867618, 'colsample_bytree': 0.8928076164804618, 'gamma': 0.6740644049998491, 'reg_alpha': 0.252966091333172, 'reg_lambda': 0.7091022881633372}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:12,064] Trial 149 finished with value: 0.744047619047619 and parameters: {'n_estimators': 211, 'learning_rate': 0.18255883624037886, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8032627240902738, 'colsample_bytree': 0.81179228318979, 'gamma': 1.27236504109467, 'reg_alpha': 0.4810417331663165, 'reg_lambda': 0.8492896158117528}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:12,485] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.09023290480572074, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8224646372724673, 'colsample_bytree': 0.9020019388373408, 'gamma': 0.7514345227453733, 'reg_alpha': 0.4155043045535031, 'reg_lambda': 1.081613268984889}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:12,826] Trial 151 finished with value: 0.761904761904762 and parameters: {'n_estimators': 96, 'learning_rate': 0.06050606043353967, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8735122783414186, 'colsample_bytree': 0.8882133085180993, 'gamma': 0.19599764091734706, 'reg_alpha': 0.17071993221758275, 'reg_lambda': 0.9542241103970556}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:13,125] Trial 152 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 93, 'learning_rate': 0.06208852955060816, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8362622213186767, 'colsample_bytree': 0.884022889307976, 'gamma': 0.12693508837990852, 'reg_alpha': 0.16632984943216875, 'reg_lambda': 0.9826567245332885}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:13,541] Trial 153 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.0732731674548777, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8842157726898914, 'colsample_bytree': 0.8706242216214375, 'gamma': 0.22774020112582424, 'reg_alpha': 0.046987035434773144, 'reg_lambda': 0.918868147851913}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:13,924] Trial 154 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.15106984124248277, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8727774554537847, 'colsample_bytree': 0.8998077297566466, 'gamma': 0.37135802094706805, 'reg_alpha': 0.3540817806131612, 'reg_lambda': 1.0293981185835004}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:14,278] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 102, 'learning_rate': 0.08025608591756221, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8568140762766332, 'colsample_bytree': 0.9175159466809848, 'gamma': 0.609021898144293, 'reg_alpha': 0.10152832613798451, 'reg_lambda': 0.7646824786667324}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:14,592] Trial 156 finished with value: 0.755952380952381 and parameters: {'n_estimators': 98, 'learning_rate': 0.12111969922990433, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9962849326750515, 'colsample_bytree': 0.7849626540111508, 'gamma': 1.0024694493250412, 'reg_alpha': 0.3974884901527981, 'reg_lambda': 0.9473712129394166}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:14,932] Trial 157 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 100, 'learning_rate': 0.10460927477562723, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9962184053226005, 'colsample_bytree': 0.7724940923056491, 'gamma': 0.5188060538162642, 'reg_alpha': 0.44564124336717226, 'reg_lambda': 1.1094425535170505}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:15,241] Trial 158 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 82, 'learning_rate': 0.056801466763320395, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.9755740196152879, 'colsample_bytree': 0.7894705769707201, 'gamma': 0.8866789693155669, 'reg_alpha': 0.013496762442697818, 'reg_lambda': 0.9661390923619747}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:15,632] Trial 159 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 87, 'learning_rate': 0.03750521660579914, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9963387116709789, 'colsample_bytree': 0.8711788520391751, 'gamma': 0.040050871118268945, 'reg_alpha': 0.7943969229373694, 'reg_lambda': 0.8834297133806266}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:15,953] Trial 160 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.04656618053048529, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9024575826762756, 'colsample_bytree': 0.7793836900298317, 'gamma': 1.1766908145347101, 'reg_alpha': 0.4949611829846043, 'reg_lambda': 1.5400475538020968}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:16,255] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 88, 'learning_rate': 0.12723593431404484, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8918297408226247, 'colsample_bytree': 0.846915494195494, 'gamma': 1.0013906159335317, 'reg_alpha': 0.3786424369545251, 'reg_lambda': 0.8109468791482308}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:16,573] Trial 162 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 110, 'learning_rate': 0.11752067089759147, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8662924687990146, 'colsample_bytree': 0.8869353941049044, 'gamma': 1.031545752000722, 'reg_alpha': 0.400357129129767, 'reg_lambda': 1.0484433809034743}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:16,891] Trial 163 finished with value: 0.75 and parameters: {'n_estimators': 106, 'learning_rate': 0.06615850689852128, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9537968639743631, 'colsample_bytree': 0.7995224330093343, 'gamma': 0.826554461964653, 'reg_alpha': 0.3304445561285675, 'reg_lambda': 0.5036980564462747}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:17,190] Trial 164 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.09641257315269078, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8812262126582474, 'colsample_bytree': 0.7847446099676276, 'gamma': 0.7386300214060684, 'reg_alpha': 0.4277178773830943, 'reg_lambda': 1.7240492168733772}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:17,546] Trial 165 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 182, 'learning_rate': 0.07716372975080087, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.848528889629518, 'colsample_bytree': 0.6221186225040595, 'gamma': 0.9227921647430717, 'reg_alpha': 0.36952111739777777, 'reg_lambda': 0.9218834979479851}. Best is trial 118 with value: 0.7678571428571429.
[I 2025-11-03 20:40:17,880] Trial 166 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 179, 'learning_rate': 0.07687117038886727, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8461339242146401, 'colsample_bytree': 0.6826121661093599, 'gamma': 0.9264948270716175, 'reg_alpha': 0.3096552470639254, 'reg_lambda': 0.9400372622650793}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:18,198] Trial 167 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 121, 'learning_rate': 0.07640572050903714, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8482274567484304, 'colsample_bytree': 0.6287987195422767, 'gamma': 0.9263917071581346, 'reg_alpha': 0.318251353079781, 'reg_lambda': 0.9929616394575012}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:18,574] Trial 168 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 180, 'learning_rate': 0.06713880691992716, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.9805838591173645, 'colsample_bytree': 0.6417129206948967, 'gamma': 1.186796138240147, 'reg_alpha': 0.2985335620839893, 'reg_lambda': 1.1843670924417176}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:18,906] Trial 169 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 184, 'learning_rate': 0.08329486336300951, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.830197620270772, 'colsample_bytree': 0.613881276482422, 'gamma': 2.5271630706155332, 'reg_alpha': 0.3450034780911685, 'reg_lambda': 0.9447189372982073}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:19,234] Trial 170 finished with value: 0.75 and parameters: {'n_estimators': 171, 'learning_rate': 0.07147572312198656, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8574350337440728, 'colsample_bytree': 0.6776929623213354, 'gamma': 1.090732218265237, 'reg_alpha': 0.36496614709012626, 'reg_lambda': 2.9998226974489874}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:19,548] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 173, 'learning_rate': 0.08945759174507517, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8401661371703775, 'colsample_bytree': 0.7639772640442041, 'gamma': 0.6865840903538674, 'reg_alpha': 0.39226759331765904, 'reg_lambda': 0.8643570930903883}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:19,875] Trial 172 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.07773050320174718, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.9882437135530278, 'colsample_bytree': 0.653788226891106, 'gamma': 0.926345312862995, 'reg_alpha': 0.41685447737142256, 'reg_lambda': 0.904903586350654}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:20,222] Trial 173 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 187, 'learning_rate': 0.058818080997027705, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8460993613876608, 'colsample_bytree': 0.7154560995407809, 'gamma': 0.5531416844933048, 'reg_alpha': 0.33425261400264417, 'reg_lambda': 0.9526606398822607}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:20,603] Trial 174 finished with value: 0.761904761904762 and parameters: {'n_estimators': 176, 'learning_rate': 0.15464000757484841, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8128117493073898, 'colsample_bytree': 0.7008083794186402, 'gamma': 0.7888763654039974, 'reg_alpha': 0.3619384938252502, 'reg_lambda': 1.0177881814986585}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:21,027] Trial 175 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.15490835971086875, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.811428616705474, 'colsample_bytree': 0.6666802469519622, 'gamma': 1.9247742777235974, 'reg_alpha': 0.3077894216116931, 'reg_lambda': 1.1162278768998024}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:21,432] Trial 176 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 153, 'learning_rate': 0.162682664865366, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8247015061952012, 'colsample_bytree': 0.7078799315523233, 'gamma': 0.7828701685682903, 'reg_alpha': 0.46065666976488145, 'reg_lambda': 1.0153682340840637}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:21,742] Trial 177 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 96, 'learning_rate': 0.1672452417041056, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.7859053165228678, 'colsample_bytree': 0.6905067833801248, 'gamma': 0.8750771975508147, 'reg_alpha': 0.3665862836994951, 'reg_lambda': 1.0674038316199734}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:22,079] Trial 178 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 190, 'learning_rate': 0.13978819296115874, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8729210315550837, 'colsample_bytree': 0.6960460763943722, 'gamma': 1.3132348715687794, 'reg_alpha': 0.27738117042346383, 'reg_lambda': 1.137342849940549}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:22,445] Trial 179 finished with value: 0.738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.1372154442476353, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8542906249144995, 'colsample_bytree': 0.6588202161241086, 'gamma': 1.3342900519894412, 'reg_alpha': 0.2711304807612097, 'reg_lambda': 1.261891913693847}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:22,836] Trial 180 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 190, 'learning_rate': 0.14665922618212957, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8750209416500849, 'colsample_bytree': 0.686244670192086, 'gamma': 1.5381447041370877, 'reg_alpha': 0.35101083227625623, 'reg_lambda': 0.9914778825906855}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:23,217] Trial 181 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 185, 'learning_rate': 0.18264336585215335, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8695803691840258, 'colsample_bytree': 0.6942789262897482, 'gamma': 1.1364744780612381, 'reg_alpha': 0.14780587989677935, 'reg_lambda': 1.14413363412175}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:23,597] Trial 182 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 192, 'learning_rate': 0.15233876499153706, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.965441371956552, 'colsample_bytree': 0.7397355993355038, 'gamma': 1.0153828300047254, 'reg_alpha': 0.40321184015890726, 'reg_lambda': 1.0460770402335975}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:23,985] Trial 183 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 179, 'learning_rate': 0.14238336506398822, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8906231307193521, 'colsample_bytree': 0.702228470371657, 'gamma': 1.2195893809423004, 'reg_alpha': 0.31463677665245005, 'reg_lambda': 1.2158964317600551}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:24,275] Trial 184 finished with value: 0.5 and parameters: {'n_estimators': 159, 'learning_rate': 0.05021089924539667, 'max_depth': 5, 'min_child_weight': 15, 'subsample': 0.8607604207928444, 'colsample_bytree': 0.7102036338321374, 'gamma': 0.6381423455818152, 'reg_alpha': 0.23073247812061148, 'reg_lambda': 0.9409420069571413}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:24,718] Trial 185 finished with value: 0.75 and parameters: {'n_estimators': 168, 'learning_rate': 0.13386415849329514, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8846257645232523, 'colsample_bytree': 0.6784173094737245, 'gamma': 1.4294437813060186, 'reg_alpha': 0.6870275426913672, 'reg_lambda': 1.0877435958793151}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:25,095] Trial 186 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 231, 'learning_rate': 0.17653490770584718, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.7992288929620106, 'colsample_bytree': 0.6989336372836467, 'gamma': 2.3767926091111122, 'reg_alpha': 0.10769117116992842, 'reg_lambda': 1.9597912028995235}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:25,458] Trial 187 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.018930133185012448, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.815996086705093, 'colsample_bytree': 0.884544591072162, 'gamma': 1.2923883095725364, 'reg_alpha': 0.3802858194961692, 'reg_lambda': 1.325152888592067}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:25,793] Trial 188 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 202, 'learning_rate': 0.08467520820488272, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.831967141891682, 'colsample_bytree': 0.7286137428473158, 'gamma': 4.954149023981375, 'reg_alpha': 0.2959227965489004, 'reg_lambda': 0.997511930366062}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:26,226] Trial 189 finished with value: 0.75 and parameters: {'n_estimators': 186, 'learning_rate': 0.07482800692502699, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8725110612123644, 'colsample_bytree': 0.6779345946659852, 'gamma': 0.016874597540885716, 'reg_alpha': 0.3381948559600408, 'reg_lambda': 0.8681174036394458}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:26,612] Trial 190 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 197, 'learning_rate': 0.1581333397863031, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9180087346042656, 'colsample_bytree': 0.9064005025204519, 'gamma': 0.3343555554701641, 'reg_alpha': 0.2633679806472129, 'reg_lambda': 1.6482706941132286}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:26,954] Trial 191 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 177, 'learning_rate': 0.08720663732121947, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.8394410821112313, 'colsample_bytree': 0.8754492317057541, 'gamma': 0.8537392891551334, 'reg_alpha': 0.19893504044657634, 'reg_lambda': 0.9230447187000563}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:27,325] Trial 192 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 182, 'learning_rate': 0.09620030629188339, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8487540687058142, 'colsample_bytree': 0.7317172974421421, 'gamma': 0.7406799558803431, 'reg_alpha': 0.3648258804545645, 'reg_lambda': 0.8197763405010158}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:27,602] Trial 193 finished with value: 0.738095238095238 and parameters: {'n_estimators': 175, 'learning_rate': 0.08297189734617208, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8635190623208502, 'colsample_bytree': 0.6811614487192643, 'gamma': 0.9752598206536737, 'reg_alpha': 0.4097158565738177, 'reg_lambda': 0.8567581783103293}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:27,855] Trial 194 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 91, 'learning_rate': 0.07764685405890592, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8361124353724589, 'colsample_bytree': 0.9955038663312367, 'gamma': 1.0692963336227508, 'reg_alpha': 0.8264203940338907, 'reg_lambda': 0.9336671527736654}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:28,305] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.12644322009810266, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.897811114799463, 'colsample_bytree': 0.7201685637056773, 'gamma': 0.7885944887769866, 'reg_alpha': 0.4328362164125048, 'reg_lambda': 1.0251749690613352}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:28,757] Trial 196 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 189, 'learning_rate': 0.1444638352526724, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8547429981307181, 'colsample_bytree': 0.8927584580541728, 'gamma': 0.4910240481302906, 'reg_alpha': 0.39185383256109246, 'reg_lambda': 1.1208767371674764}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,116] Trial 197 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.10974469334549254, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.82677999500063, 'colsample_bytree': 0.8601124533609789, 'gamma': 0.9397674662732247, 'reg_alpha': 0.325562328979356, 'reg_lambda': 0.9831369737209557}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,431] Trial 198 finished with value: 0.738095238095238 and parameters: {'n_estimators': 169, 'learning_rate': 0.07269325070305639, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.875962971800195, 'colsample_bytree': 0.7950140936240192, 'gamma': 0.6537428348603647, 'reg_alpha': 0.9061002168713816, 'reg_lambda': 0.7677296508630393}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,864] Trial 199 finished with value: 0.761904761904762 and parameters: {'n_estimators': 194, 'learning_rate': 0.09069894938543181, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8416954653930895, 'colsample_bytree': 0.668669589079864, 'gamma': 0.8634704404610397, 'reg_alpha': 0.8580199601502505, 'reg_lambda': 0.9054816110618}. Best is trial 166 with value: 0.7916666666666666.
[I 2025-11-03 20:40:29,868] A new study created in memory with name: no-name-2b4a6dc4-7646-435a-b8dd-eba8b3c15d4b
[I 2025-11-03 20:40:30,248] Trial 0 finished with value: 0.5 and parameters: {'n_estimators': 227, 'learning_rate': 0.17808976952546277, 'max_depth': 5, 'min_child_weight': 20, 'subsample': 0.9213298495462295, 'colsample_bytree': 0.9502927293518811, 'gamma': 0.30828546944849267, 'reg_alpha': 0.5363612299024983, 'reg_lambda': 2.0164999794461353}. Best is trial 0 with value: 0.5.
[I 2025-11-03 20:40:30,634] Trial 1 finished with value: 0.6636904761904763 and parameters: {'n_estimators': 105, 'learning_rate': 0.12335918710163492, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.668386195715098, 'colsample_bytree': 0.8835825599427076, 'gamma': 3.1697326886719024, 'reg_alpha': 0.06111846911936136, 'reg_lambda': 1.8081105031819233}. Best is trial 1 with value: 0.6636904761904763.
[I 2025-11-03 20:40:31,063] Trial 2 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 224, 'learning_rate': 0.05494003485646285, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9102340133655834, 'colsample_bytree': 0.9059224086360977, 'gamma': 0.8088583464593768, 'reg_alpha': 0.5267030841310971, 'reg_lambda': 1.3827151959560264}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:31,459] Trial 3 finished with value: 0.5 and parameters: {'n_estimators': 210, 'learning_rate': 0.026227134534857626, 'max_depth': 6, 'min_child_weight': 18, 'subsample': 0.9026101457140104, 'colsample_bytree': 0.7341430352865816, 'gamma': 0.5670364184185483, 'reg_alpha': 0.9677467078993308, 'reg_lambda': 0.8317856778228987}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:31,544] Trial 4 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 36, 'learning_rate': 0.04095868316223952, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.9958347316190417, 'colsample_bytree': 0.7357441265500405, 'gamma': 1.5183794616709716, 'reg_alpha': 0.928511900964686, 'reg_lambda': 1.4906416937889166}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:31,876] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 172, 'learning_rate': 0.023865358709654127, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8633813622190001, 'colsample_bytree': 0.8620627473332405, 'gamma': 4.442135427033151, 'reg_alpha': 0.47847098892210815, 'reg_lambda': 1.0187408709988581}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:32,136] Trial 6 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.1398828150613378, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.7641101469277883, 'colsample_bytree': 0.7474714855779876, 'gamma': 2.763764413614549, 'reg_alpha': 0.7001546273308954, 'reg_lambda': 2.804282754333192}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:32,443] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 136, 'learning_rate': 0.22805773842224902, 'max_depth': 5, 'min_child_weight': 18, 'subsample': 0.6598115803492701, 'colsample_bytree': 0.6249129309200603, 'gamma': 4.770635895418143, 'reg_alpha': 0.5364104110707009, 'reg_lambda': 2.4053837850552195}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:32,701] Trial 8 finished with value: 0.5 and parameters: {'n_estimators': 82, 'learning_rate': 0.03568908182972778, 'max_depth': 5, 'min_child_weight': 11, 'subsample': 0.6630579828754214, 'colsample_bytree': 0.7187229841011109, 'gamma': 2.9713168806374752, 'reg_alpha': 0.931667548820901, 'reg_lambda': 0.9146506361903843}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:40:33,138] Trial 9 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 195, 'learning_rate': 0.010595742922087923, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8916035592513952, 'colsample_bytree': 0.8607678946534014, 'gamma': 2.736007563881366, 'reg_alpha': 0.2390092089808542, 'reg_lambda': 1.62472530240877}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:40:33,579] Trial 10 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 176, 'learning_rate': 0.010611651352475203, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.7802770669323579, 'colsample_bytree': 0.9999502847598815, 'gamma': 1.927275241582217, 'reg_alpha': 0.10093890192032609, 'reg_lambda': 2.22970267391694}. Best is trial 9 with value: 0.7023809523809524.
[I 2025-11-03 20:40:34,050] Trial 11 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 247, 'learning_rate': 0.07553803715554021, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9961238554489698, 'colsample_bytree': 0.8574548905032483, 'gamma': 1.2482433807855524, 'reg_alpha': 0.2796671785610758, 'reg_lambda': 1.330185072931247}. Best is trial 11 with value: 0.7380952380952381.
[I 2025-11-03 20:40:34,459] Trial 12 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 249, 'learning_rate': 0.07941279286197626, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9769089146894017, 'colsample_bytree': 0.8244149467022176, 'gamma': 1.9699111473079174, 'reg_alpha': 0.2574367623665485, 'reg_lambda': 1.377967760398692}. Best is trial 11 with value: 0.7380952380952381.
[I 2025-11-03 20:40:34,957] Trial 13 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 248, 'learning_rate': 0.06907447875192235, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9845838457347863, 'colsample_bytree': 0.8105120802331475, 'gamma': 1.5694713443352306, 'reg_alpha': 0.2814057430819244, 'reg_lambda': 1.2517744639980481}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:35,365] Trial 14 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 250, 'learning_rate': 0.08342102273925212, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8386877780470061, 'colsample_bytree': 0.7953005133234171, 'gamma': 1.2947812822886542, 'reg_alpha': 0.30460195361105424, 'reg_lambda': 0.5196097820714907}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:35,743] Trial 15 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.09090440208238924, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8329858717408465, 'colsample_bytree': 0.7961381995225782, 'gamma': 0.00885130187954597, 'reg_alpha': 0.3637772190578233, 'reg_lambda': 0.5649087155408745}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:36,145] Trial 16 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 192, 'learning_rate': 0.05418924562101314, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7356069202405909, 'colsample_bytree': 0.6628088152986862, 'gamma': 3.8058109035630077, 'reg_alpha': 0.1575606723181029, 'reg_lambda': 0.5114556600599406}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:36,348] Trial 17 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 23, 'learning_rate': 0.2822892029478872, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8228503809946015, 'colsample_bytree': 0.8033099831191715, 'gamma': 2.0347938942603068, 'reg_alpha': 0.36893253590927133, 'reg_lambda': 1.0558927417438988}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:36,741] Trial 18 finished with value: 0.5 and parameters: {'n_estimators': 224, 'learning_rate': 0.11101684044066513, 'max_depth': 7, 'min_child_weight': 13, 'subsample': 0.9464135765543417, 'colsample_bytree': 0.7776780779703873, 'gamma': 1.1106393169446398, 'reg_alpha': 0.7182326254352593, 'reg_lambda': 0.7173029257776151}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:37,148] Trial 19 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 158, 'learning_rate': 0.01876119787711465, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7173396863555026, 'colsample_bytree': 0.6846356629810231, 'gamma': 1.5243531290901502, 'reg_alpha': 0.4310728523928266, 'reg_lambda': 1.1553393792420354}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:37,515] Trial 20 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 246, 'learning_rate': 0.05774718196845511, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8543855269784214, 'colsample_bytree': 0.9222300694201342, 'gamma': 2.223758859143271, 'reg_alpha': 0.6530375452212427, 'reg_lambda': 2.9560808566503134}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:37,948] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 250, 'learning_rate': 0.0775630098358236, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9524740404993289, 'colsample_bytree': 0.839371438861834, 'gamma': 1.2943642137256415, 'reg_alpha': 0.2656095368677256, 'reg_lambda': 1.1487238666115878}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:38,279] Trial 22 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 207, 'learning_rate': 0.07077709104070944, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9911773776015814, 'colsample_bytree': 0.7788977589521199, 'gamma': 0.9489973916862965, 'reg_alpha': 0.19438555235082872, 'reg_lambda': 1.2561235800732875}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:38,758] Trial 23 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 230, 'learning_rate': 0.16157396326325507, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9540001028087054, 'colsample_bytree': 0.8211354249130142, 'gamma': 1.5763652747226902, 'reg_alpha': 0.015757163943211694, 'reg_lambda': 1.7937294662501488}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:39,096] Trial 24 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 208, 'learning_rate': 0.040358994317940725, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.6003860317328659, 'colsample_bytree': 0.8549658696133594, 'gamma': 0.6707433703246835, 'reg_alpha': 0.33018942122273376, 'reg_lambda': 0.783087541007065}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:39,584] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 234, 'learning_rate': 0.10979331062819896, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8784057369894035, 'colsample_bytree': 0.7611084405259637, 'gamma': 2.249490365603772, 'reg_alpha': 0.13817687553638744, 'reg_lambda': 1.5563017256039755}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:39,897] Trial 26 finished with value: 0.5 and parameters: {'n_estimators': 185, 'learning_rate': 0.09443767496504149, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.933400295781455, 'colsample_bytree': 0.69914878247335, 'gamma': 1.2179636089418624, 'reg_alpha': 0.30694361236978734, 'reg_lambda': 1.2973967135876565}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:40,356] Trial 27 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 213, 'learning_rate': 0.06222825538903448, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8122600006342424, 'colsample_bytree': 0.8943285308084615, 'gamma': 1.744351066413122, 'reg_alpha': 0.41370450485741195, 'reg_lambda': 0.6734316750013609}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:40,750] Trial 28 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 238, 'learning_rate': 0.041836080667593686, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9753057672902384, 'colsample_bytree': 0.944455324953472, 'gamma': 2.4249201245679686, 'reg_alpha': 0.1989247446320892, 'reg_lambda': 2.0173721137278156}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:41,196] Trial 29 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 221, 'learning_rate': 0.19014722161851952, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9190611060535259, 'colsample_bytree': 0.807659579056938, 'gamma': 0.39325662930316296, 'reg_alpha': 0.626759061143497, 'reg_lambda': 0.9585849865792966}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:41,475] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 55, 'learning_rate': 0.14435019299668866, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.9999134150787351, 'colsample_bytree': 0.877982169658129, 'gamma': 0.9193937649625716, 'reg_alpha': 0.30060838457178024, 'reg_lambda': 2.04901177310561}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:41,819] Trial 31 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 156, 'learning_rate': 0.0904937493658033, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8387644093555, 'colsample_bytree': 0.775255245408236, 'gamma': 0.09131963816912769, 'reg_alpha': 0.3817163954958709, 'reg_lambda': 0.585447349627845}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,073] Trial 32 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 132, 'learning_rate': 0.09495570496206242, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.7884676458958261, 'colsample_bytree': 0.8412975368633615, 'gamma': 0.32284165981840274, 'reg_alpha': 0.47302429713240246, 'reg_lambda': 0.5011065129895145}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,369] Trial 33 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 114, 'learning_rate': 0.04971231814646721, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.7527508574100547, 'colsample_bytree': 0.7885329600732895, 'gamma': 0.016686849555771266, 'reg_alpha': 0.35185129045099417, 'reg_lambda': 1.6750753722244007}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,620] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 78, 'learning_rate': 0.12224733643531012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.873156913370944, 'colsample_bytree': 0.8159016549628361, 'gamma': 0.6447991180406385, 'reg_alpha': 0.5541184216246847, 'reg_lambda': 0.8215923436270536}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:42,792] Trial 35 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 66, 'learning_rate': 0.12326319688318418, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.894473578545671, 'colsample_bytree': 0.9115629491085947, 'gamma': 0.7255861597225952, 'reg_alpha': 0.07433834098210959, 'reg_lambda': 0.8492025517528616}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:43,106] Trial 36 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.21283289395307584, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9239915970992626, 'colsample_bytree': 0.8807952004636924, 'gamma': 1.3918980519036095, 'reg_alpha': 0.5567208087581694, 'reg_lambda': 1.0910462694558958}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:43,385] Trial 37 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 58, 'learning_rate': 0.06727371556522369, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8696258672439069, 'colsample_bytree': 0.7515544108347897, 'gamma': 3.4465948355920553, 'reg_alpha': 0.850092760876095, 'reg_lambda': 1.3989563260094457}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:43,660] Trial 38 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 53, 'learning_rate': 0.031114386967975183, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8660341061638901, 'colsample_bytree': 0.7493248803287272, 'gamma': 3.6373822469260593, 'reg_alpha': 0.7248188567093401, 'reg_lambda': 1.4406683819355097}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,019] Trial 39 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 94, 'learning_rate': 0.04806004835982134, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8486452443677136, 'colsample_bytree': 0.7016813582738777, 'gamma': 3.270148072541148, 'reg_alpha': 0.9036324035678102, 'reg_lambda': 0.9078867921595994}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,258] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 76, 'learning_rate': 0.06920468063319797, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8011870336596739, 'colsample_bytree': 0.7179778651179575, 'gamma': 3.8867580467800433, 'reg_alpha': 0.8598483809808068, 'reg_lambda': 0.7170343007849534}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,386] Trial 41 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 40, 'learning_rate': 0.06372823038998265, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8766206252685762, 'colsample_bytree': 0.8287626341070933, 'gamma': 4.200276297044963, 'reg_alpha': 0.8202842420189862, 'reg_lambda': 1.2639201286064774}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,650] Trial 42 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 86, 'learning_rate': 0.1339763439932654, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9037951065162229, 'colsample_bytree': 0.8176309395787741, 'gamma': 0.5077702153493793, 'reg_alpha': 0.8005824055215406, 'reg_lambda': 1.8785353223901622}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:44,926] Trial 43 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 84, 'learning_rate': 0.1370915900343211, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9095418746846384, 'colsample_bytree': 0.7611129389307816, 'gamma': 0.6240331207203459, 'reg_alpha': 0.7556265942277806, 'reg_lambda': 1.907238109526614}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,226] Trial 44 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 64, 'learning_rate': 0.10822428291751086, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8860570300886937, 'colsample_bytree': 0.8064263112017132, 'gamma': 0.43212525808139174, 'reg_alpha': 0.8022645045442324, 'reg_lambda': 2.217590861626041}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,356] Trial 45 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 42, 'learning_rate': 0.15662857064117675, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.9001051607051006, 'colsample_bytree': 0.7330523857329883, 'gamma': 1.0570905297468889, 'reg_alpha': 0.5962347620270871, 'reg_lambda': 1.6912708787699182}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,603] Trial 46 finished with value: 0.7172619047619047 and parameters: {'n_estimators': 20, 'learning_rate': 0.08534053249591106, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8594218662403683, 'colsample_bytree': 0.81799137190071, 'gamma': 4.894962311657923, 'reg_alpha': 0.9725441364465144, 'reg_lambda': 1.4955582681321957}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:45,882] Trial 47 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 109, 'learning_rate': 0.12287757333520564, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.9379857175061571, 'colsample_bytree': 0.7608454604407472, 'gamma': 3.2201776606971744, 'reg_alpha': 0.875325458527402, 'reg_lambda': 2.618595330545678}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:46,190] Trial 48 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 123, 'learning_rate': 0.23971574578704674, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.968545235222214, 'colsample_bytree': 0.8420610664045722, 'gamma': 2.6847917623540107, 'reg_alpha': 0.4988815773961444, 'reg_lambda': 1.8624713067806173}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:46,566] Trial 49 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 99, 'learning_rate': 0.1064486866358668, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8223823500042815, 'colsample_bytree': 0.6110328187665528, 'gamma': 0.8627731413860201, 'reg_alpha': 0.6732422806439259, 'reg_lambda': 1.5900989978026807}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:46,839] Trial 50 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 87, 'learning_rate': 0.1803861732211556, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8422220705085791, 'colsample_bytree': 0.6574602909840785, 'gamma': 2.9508209294438394, 'reg_alpha': 0.9941407686760182, 'reg_lambda': 0.6260686710779771}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:47,297] Trial 51 finished with value: 0.75 and parameters: {'n_estimators': 240, 'learning_rate': 0.07144451512355209, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9593682942577301, 'colsample_bytree': 0.866998436007966, 'gamma': 1.7051786613458477, 'reg_alpha': 0.21704828803204873, 'reg_lambda': 1.3710252672643304}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:47,639] Trial 52 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.07915749837718074, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9237309681686846, 'colsample_bytree': 0.8661144488765247, 'gamma': 1.74199942215102, 'reg_alpha': 0.20322527307329208, 'reg_lambda': 1.4360655911243527}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:47,911] Trial 53 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 72, 'learning_rate': 0.06804442358662673, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9612522097738022, 'colsample_bytree': 0.8625996746652184, 'gamma': 1.6736944317047362, 'reg_alpha': 0.2213465323563687, 'reg_lambda': 1.3850931450114883}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,050] Trial 54 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 32, 'learning_rate': 0.055306736550462005, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9285197702654168, 'colsample_bytree': 0.8715582403208463, 'gamma': 1.8571825022345931, 'reg_alpha': 0.14086426216714856, 'reg_lambda': 1.1902956663272193}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,333] Trial 55 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 49, 'learning_rate': 0.07974597157396145, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9034217915801599, 'colsample_bytree': 0.8981396939002713, 'gamma': 1.500498968651811, 'reg_alpha': 0.8070538008598054, 'reg_lambda': 1.5068057237839292}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,591] Trial 56 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 61, 'learning_rate': 0.06014485896155532, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9432558608746783, 'colsample_bytree': 0.9411551736285364, 'gamma': 2.0538091301749266, 'reg_alpha': 0.16929303945466395, 'reg_lambda': 1.4059324926670589}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:48,850] Trial 57 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 71, 'learning_rate': 0.04438875712034013, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9766414537141547, 'colsample_bytree': 0.8522635283614307, 'gamma': 2.3178072615788423, 'reg_alpha': 0.09830609530323842, 'reg_lambda': 1.7204708028679927}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:49,176] Trial 58 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 79, 'learning_rate': 0.01568027509115043, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.914486800456693, 'colsample_bytree': 0.8337240455958698, 'gamma': 2.599441719782051, 'reg_alpha': 0.016398983107653198, 'reg_lambda': 1.2170281649446935}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:49,520] Trial 59 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 91, 'learning_rate': 0.03410587388600746, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9580669233306963, 'colsample_bytree': 0.7881166083087352, 'gamma': 3.4260993142429794, 'reg_alpha': 0.7632908007682903, 'reg_lambda': 1.0449872160898077}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:49,645] Trial 60 finished with value: 0.5 and parameters: {'n_estimators': 46, 'learning_rate': 0.07220168369785485, 'max_depth': 10, 'min_child_weight': 18, 'subsample': 0.8691563513655922, 'colsample_bytree': 0.8136515750454887, 'gamma': 2.8906888415120005, 'reg_alpha': 0.9302010248156574, 'reg_lambda': 1.901028704532475}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:50,011] Trial 61 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 239, 'learning_rate': 0.10218659545317581, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9844213724300053, 'colsample_bytree': 0.7914603403824221, 'gamma': 1.1165805012459529, 'reg_alpha': 0.23394477074295209, 'reg_lambda': 1.3405687471568344}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:50,322] Trial 62 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 226, 'learning_rate': 0.0834714507382572, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8884230183612404, 'colsample_bytree': 0.9838842817537656, 'gamma': 1.7759002458776263, 'reg_alpha': 0.4291797772433329, 'reg_lambda': 0.8197221288498782}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:50,695] Trial 63 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 245, 'learning_rate': 0.13692558365479085, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.877448367365889, 'colsample_bytree': 0.7712910726506734, 'gamma': 1.3242412871913327, 'reg_alpha': 0.27718812929513204, 'reg_lambda': 0.968870246664995}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:51,101] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 216, 'learning_rate': 0.052150262333177, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8290659324345239, 'colsample_bytree': 0.7972448018309877, 'gamma': 1.4503548242281652, 'reg_alpha': 0.16968461854167327, 'reg_lambda': 2.119360253483021}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:51,522] Trial 65 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.12276873792089937, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.9442923254416129, 'colsample_bytree': 0.7429365954340484, 'gamma': 0.557748381536471, 'reg_alpha': 0.31899277382673885, 'reg_lambda': 1.6250276612001429}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:51,794] Trial 66 finished with value: 0.75 and parameters: {'n_estimators': 101, 'learning_rate': 0.09859073036238329, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8515926558228665, 'colsample_bytree': 0.8670264274747508, 'gamma': 2.176166688276722, 'reg_alpha': 0.20622344569637333, 'reg_lambda': 1.1140138127474113}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:52,159] Trial 67 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 101, 'learning_rate': 0.09201984839514372, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9193524145026378, 'colsample_bytree': 0.8680051416155959, 'gamma': 2.1216522721373132, 'reg_alpha': 0.11252125498085852, 'reg_lambda': 1.13660495212306}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:52,435] Trial 68 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 59, 'learning_rate': 0.15550905515800936, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.6861467094856708, 'colsample_bytree': 0.8893265640971012, 'gamma': 2.3918311618324353, 'reg_alpha': 0.2416435585623605, 'reg_lambda': 1.3174993498936205}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:52,767] Trial 69 finished with value: 0.75 and parameters: {'n_estimators': 122, 'learning_rate': 0.07367740814101535, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9332751694729404, 'colsample_bytree': 0.9277049994612612, 'gamma': 1.6547161086864142, 'reg_alpha': 0.20482372279219552, 'reg_lambda': 1.766365712251256}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:53,093] Trial 70 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 82, 'learning_rate': 0.11689474289375906, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.854914445618848, 'colsample_bytree': 0.8446152244878778, 'gamma': 1.9152488248053163, 'reg_alpha': 0.047013718755771955, 'reg_lambda': 1.476577563402404}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:53,497] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 142, 'learning_rate': 0.07631570848237584, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9327063049227553, 'colsample_bytree': 0.9292074498629792, 'gamma': 0.1839003393223269, 'reg_alpha': 0.1897489156014534, 'reg_lambda': 1.8013974708467244}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:53,933] Trial 72 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 130, 'learning_rate': 0.0652134721579795, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9646756650087156, 'colsample_bytree': 0.9095426657974995, 'gamma': 1.6470132768595211, 'reg_alpha': 0.20173642680244835, 'reg_lambda': 1.5535061969814778}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:54,249] Trial 73 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 121, 'learning_rate': 0.09593817538671918, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9868319082680357, 'colsample_bytree': 0.9702980556217884, 'gamma': 2.1317973455524206, 'reg_alpha': 0.2598403198588661, 'reg_lambda': 1.957079851440157}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:54,525] Trial 74 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.056727609000849756, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9108784983472034, 'colsample_bytree': 0.9581260676010693, 'gamma': 4.557899163385455, 'reg_alpha': 0.12846501346426797, 'reg_lambda': 1.104612576342815}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:54,875] Trial 75 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 167, 'learning_rate': 0.09919779311219386, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8970648005499655, 'colsample_bytree': 0.9232319512464533, 'gamma': 1.8748971778735997, 'reg_alpha': 0.28512248819804253, 'reg_lambda': 0.9956081180913812}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:55,172] Trial 76 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 89, 'learning_rate': 0.08448568875161948, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9511231496350856, 'colsample_bytree': 0.8211929056406855, 'gamma': 2.5517140723250615, 'reg_alpha': 0.33823879453167893, 'reg_lambda': 1.2131132313344648}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:55,950] Trial 77 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 73, 'learning_rate': 0.07013511478261256, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8772674098516081, 'colsample_bytree': 0.8817061645438611, 'gamma': 0.7711265254328166, 'reg_alpha': 0.5480950427150741, 'reg_lambda': 1.7494986206763532}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:56,271] Trial 78 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 97, 'learning_rate': 0.1362865118694541, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9231876036524443, 'colsample_bytree': 0.8536316849187542, 'gamma': 1.0132903385478738, 'reg_alpha': 0.8328201438119774, 'reg_lambda': 1.6442285700250043}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:56,577] Trial 79 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 121, 'learning_rate': 0.07685226954871509, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8132927468288187, 'colsample_bytree': 0.8303519005961076, 'gamma': 1.1635978823513913, 'reg_alpha': 0.393673557800384, 'reg_lambda': 1.425140228473327}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:56,832] Trial 80 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 66, 'learning_rate': 0.04638376506114662, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.865935450063567, 'colsample_bytree': 0.9023644283457928, 'gamma': 1.7347092614613833, 'reg_alpha': 0.45965373263610476, 'reg_lambda': 1.298804508410801}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:57,223] Trial 81 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 136, 'learning_rate': 0.06070867364903841, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9330246196039365, 'colsample_bytree': 0.9274910226560654, 'gamma': 0.22566341891250047, 'reg_alpha': 0.21215379583766844, 'reg_lambda': 1.8393991869735973}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:57,548] Trial 82 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 145, 'learning_rate': 0.07363019526570976, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9097422909689499, 'colsample_bytree': 0.9581391711600552, 'gamma': 0.45226007375185984, 'reg_alpha': 0.17305183684927378, 'reg_lambda': 2.0792866133563765}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:57,921] Trial 83 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 148, 'learning_rate': 0.08719637186721835, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8863625376533174, 'colsample_bytree': 0.9618799091284724, 'gamma': 1.578311064359142, 'reg_alpha': 0.17430878016158022, 'reg_lambda': 2.0775591688460815}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:58,217] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 177, 'learning_rate': 0.07435181921649538, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.9057526216880734, 'colsample_bytree': 0.8098313141527373, 'gamma': 0.47955441192906134, 'reg_alpha': 0.24145763700790046, 'reg_lambda': 2.2702039142245263}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:58,561] Trial 85 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 102, 'learning_rate': 0.11035570501723396, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8955555712044083, 'colsample_bytree': 0.9377507439414045, 'gamma': 0.8494739363754202, 'reg_alpha': 0.08049540480262338, 'reg_lambda': 2.2842538075470915}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:58,803] Trial 86 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 28, 'learning_rate': 0.06592639933653752, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9724906654315416, 'colsample_bytree': 0.9894540713506998, 'gamma': 1.9837086572830762, 'reg_alpha': 0.1486049134989333, 'reg_lambda': 2.1557100304605936}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:59,050] Trial 87 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 113, 'learning_rate': 0.05245333786495324, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.6012988466419469, 'colsample_bytree': 0.9153046993529949, 'gamma': 2.217133003252412, 'reg_alpha': 0.5904998681848017, 'reg_lambda': 1.9512489779292184}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:59,499] Trial 88 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.10251177288150955, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8506316003594669, 'colsample_bytree': 0.871775655586858, 'gamma': 0.28592150728232135, 'reg_alpha': 0.899936425396151, 'reg_lambda': 2.514088772407318}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:40:59,859] Trial 89 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 241, 'learning_rate': 0.11588728705079321, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.851406275035357, 'colsample_bytree': 0.8480642026234309, 'gamma': 0.34973401514962393, 'reg_alpha': 0.8954973871879379, 'reg_lambda': 2.7107352534295828}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:00,431] Trial 90 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.10179062801866362, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8412050552289553, 'colsample_bytree': 0.8860227925566049, 'gamma': 0.5684074428584112, 'reg_alpha': 0.8385654659858129, 'reg_lambda': 2.5595222938030893}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:00,864] Trial 91 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 218, 'learning_rate': 0.0789648657452293, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8679077441061295, 'colsample_bytree': 0.8676291917907631, 'gamma': 0.18120127369119826, 'reg_alpha': 0.7799441691557967, 'reg_lambda': 2.9211537126496583}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:01,196] Trial 92 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 231, 'learning_rate': 0.09158074238605472, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.870089383543577, 'colsample_bytree': 0.867901756199516, 'gamma': 0.27646140985106604, 'reg_alpha': 0.7710793127375352, 'reg_lambda': 2.798947431952202}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:01,638] Trial 93 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.08113121059658737, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.857433009049908, 'colsample_bytree': 0.8360802013096863, 'gamma': 0.10616021287096139, 'reg_alpha': 0.9484821424864736, 'reg_lambda': 2.4442941364654516}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:01,986] Trial 94 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 217, 'learning_rate': 0.13187726399403807, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8845909639319318, 'colsample_bytree': 0.8744403279548748, 'gamma': 0.4925029786494436, 'reg_alpha': 0.7266816910789256, 'reg_lambda': 2.389145624127495}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:02,401] Trial 95 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.1469598619083228, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8294109512747169, 'colsample_bytree': 0.8599939756196612, 'gamma': 0.6868860942054744, 'reg_alpha': 0.8655021395404012, 'reg_lambda': 2.532978789517471}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:02,785] Trial 96 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.174014520677371, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8487368997745073, 'colsample_bytree': 0.825944572294602, 'gamma': 0.02600674748320375, 'reg_alpha': 0.9006300279973193, 'reg_lambda': 2.7920792164172648}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:03,144] Trial 97 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 193, 'learning_rate': 0.0625411743649597, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9016466667581907, 'colsample_bytree': 0.7836504055489414, 'gamma': 0.35916634145716564, 'reg_alpha': 0.7797925507176116, 'reg_lambda': 1.3630171796401271}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:03,382] Trial 98 finished with value: 0.5 and parameters: {'n_estimators': 55, 'learning_rate': 0.10342240469603318, 'max_depth': 9, 'min_child_weight': 15, 'subsample': 0.8734802524537039, 'colsample_bytree': 0.8011613435485359, 'gamma': 0.1674447199183678, 'reg_alpha': 0.8755839351792589, 'reg_lambda': 2.9661521782544913}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:03,790] Trial 99 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 205, 'learning_rate': 0.12715642854853781, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7816505058467468, 'colsample_bytree': 0.7277744923014556, 'gamma': 1.3826274954476334, 'reg_alpha': 0.6886687576271775, 'reg_lambda': 2.9017063314670057}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:04,226] Trial 100 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 77, 'learning_rate': 0.08584579289738765, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.8616250163512176, 'colsample_bytree': 0.8920681163615753, 'gamma': 4.157727421632581, 'reg_alpha': 0.6410019643374644, 'reg_lambda': 0.9316726263233259}. Best is trial 13 with value: 0.7619047619047619.
[I 2025-11-03 20:41:04,524] Trial 101 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 94, 'learning_rate': 0.07267310259560386, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9134208112637601, 'colsample_bytree': 0.9509182265095344, 'gamma': 0.9576447885623851, 'reg_alpha': 0.1252624699049324, 'reg_lambda': 1.5402144667330415}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:04,815] Trial 102 finished with value: 0.738095238095238 and parameters: {'n_estimators': 84, 'learning_rate': 0.06857401199577164, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9167016143255372, 'colsample_bytree': 0.9708481616330618, 'gamma': 0.9223129112227062, 'reg_alpha': 0.1078549013084058, 'reg_lambda': 1.548273697024842}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:05,076] Trial 103 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 91, 'learning_rate': 0.07858554141913078, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8904074243444626, 'colsample_bytree': 0.9493018708838769, 'gamma': 0.6833835094954204, 'reg_alpha': 0.7445866574101708, 'reg_lambda': 1.269877837969637}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:05,541] Trial 104 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 250, 'learning_rate': 0.05698333857081073, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.8847769600522306, 'colsample_bytree': 0.9567725359177324, 'gamma': 0.8049769220768802, 'reg_alpha': 0.7941239689583827, 'reg_lambda': 1.2727073792976624}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:05,819] Trial 105 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 92, 'learning_rate': 0.0815440449514732, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9125773795422625, 'colsample_bytree': 0.9451533028766795, 'gamma': 0.6119932703130345, 'reg_alpha': 0.7420333333017697, 'reg_lambda': 1.4511765823616734}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:06,114] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 69, 'learning_rate': 0.05971853393314346, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9245419124881866, 'colsample_bytree': 0.9946543739143104, 'gamma': 0.46062894424192, 'reg_alpha': 0.8409832696514334, 'reg_lambda': 1.3821567678367037}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:06,552] Trial 107 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.06180492847217908, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9404452762634948, 'colsample_bytree': 0.9872359983605652, 'gamma': 0.4400366262768638, 'reg_alpha': 0.8143429306942765, 'reg_lambda': 1.1855281423753659}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:06,827] Trial 108 finished with value: 0.6726190476190476 and parameters: {'n_estimators': 68, 'learning_rate': 0.040610444626045954, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.93881523192972, 'colsample_bytree': 0.9961351661033899, 'gamma': 0.44236668647509136, 'reg_alpha': 0.8474535927428065, 'reg_lambda': 1.174243957830934}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:07,229] Trial 109 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 185, 'learning_rate': 0.05268736124391806, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8932043779799779, 'colsample_bytree': 0.9773765154975386, 'gamma': 0.6911952175783086, 'reg_alpha': 0.8232537807272379, 'reg_lambda': 2.70155107920812}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:07,531] Trial 110 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 80, 'learning_rate': 0.06026774258745073, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.9046028466841702, 'colsample_bytree': 0.9514959652808875, 'gamma': 0.2980574865324323, 'reg_alpha': 0.8101461498853837, 'reg_lambda': 2.903988574970134}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:07,814] Trial 111 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 60, 'learning_rate': 0.07251885318721389, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9571827468527354, 'colsample_bytree': 0.9852407169912191, 'gamma': 0.4933598841531763, 'reg_alpha': 0.9081718734641507, 'reg_lambda': 1.2274242807187283}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:08,268] Trial 112 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 233, 'learning_rate': 0.06500152599983908, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.99223526432037, 'colsample_bytree': 0.9643038451187954, 'gamma': 0.5629141013817084, 'reg_alpha': 0.8523857755275469, 'reg_lambda': 1.3440830716674197}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:08,643] Trial 113 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 240, 'learning_rate': 0.04986625698636624, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9821636443931977, 'colsample_bytree': 0.9972281379910863, 'gamma': 1.0090977523956308, 'reg_alpha': 0.793485301105101, 'reg_lambda': 1.3877764505440322}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:09,024] Trial 114 finished with value: 0.75 and parameters: {'n_estimators': 243, 'learning_rate': 0.05799580057995047, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9255118121412728, 'colsample_bytree': 0.9724982259638258, 'gamma': 0.7550274317303226, 'reg_alpha': 0.7527573406714705, 'reg_lambda': 1.4984086843942785}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:09,383] Trial 115 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 224, 'learning_rate': 0.06962074618658064, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.947213287798022, 'colsample_bytree': 0.980445858863174, 'gamma': 0.3892572573776305, 'reg_alpha': 0.8813763092270841, 'reg_lambda': 1.6009003092386394}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:09,671] Trial 116 finished with value: 0.75 and parameters: {'n_estimators': 48, 'learning_rate': 0.08941444852563415, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9633879633492686, 'colsample_bytree': 0.9374592085822051, 'gamma': 0.24461395955856502, 'reg_alpha': 0.939156223026221, 'reg_lambda': 1.0405370085997825}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:10,057] Trial 117 finished with value: 0.75 and parameters: {'n_estimators': 235, 'learning_rate': 0.06441463706684007, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9999355782287255, 'colsample_bytree': 0.8151668251069848, 'gamma': 0.1217983495754793, 'reg_alpha': 0.9696301393757206, 'reg_lambda': 1.2535792692570367}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:10,367] Trial 118 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.1138707824990885, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8785384834433261, 'colsample_bytree': 0.7645115007132096, 'gamma': 0.6939924479445365, 'reg_alpha': 0.7143587829477297, 'reg_lambda': 1.5318778476103758}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:10,666] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 94, 'learning_rate': 0.07809352516230973, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8915308188757455, 'colsample_bytree': 0.946404698852466, 'gamma': 1.210023465036168, 'reg_alpha': 0.825508256082604, 'reg_lambda': 0.7696999149351571}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,013] Trial 120 finished with value: 0.7291666666666667 and parameters: {'n_estimators': 219, 'learning_rate': 0.07356723779976646, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9386648451508259, 'colsample_bytree': 0.9901956111963828, 'gamma': 3.0914199918774115, 'reg_alpha': 0.7824059087723125, 'reg_lambda': 1.6891529969502574}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,290] Trial 121 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 74, 'learning_rate': 0.0811434751109953, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9264401469839345, 'colsample_bytree': 0.9654415240585907, 'gamma': 0.6151812530373272, 'reg_alpha': 0.1258429357117811, 'reg_lambda': 1.4324725240410277}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,564] Trial 122 finished with value: 0.75 and parameters: {'n_estimators': 66, 'learning_rate': 0.06081616503201151, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9159227079506721, 'colsample_bytree': 0.9021410975081952, 'gamma': 0.3134620156071756, 'reg_alpha': 0.9138648450204835, 'reg_lambda': 1.32696630506602}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:11,811] Trial 123 finished with value: 0.738095238095238 and parameters: {'n_estimators': 71, 'learning_rate': 0.06778318826640824, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9505237202291801, 'colsample_bytree': 0.6669280353602506, 'gamma': 0.9195024465824893, 'reg_alpha': 0.5018151995066561, 'reg_lambda': 1.4648812685282715}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,020] Trial 124 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 57, 'learning_rate': 0.09403875601350775, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.9071743130010865, 'colsample_bytree': 0.8454881093641207, 'gamma': 0.4534094968165395, 'reg_alpha': 0.16272078265193687, 'reg_lambda': 1.2965689833975103}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,470] Trial 125 finished with value: 0.738095238095238 and parameters: {'n_estimators': 227, 'learning_rate': 0.054267658332743884, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9243239571264038, 'colsample_bytree': 0.9765877024289052, 'gamma': 0.19215451595007665, 'reg_alpha': 0.23096983470044932, 'reg_lambda': 1.3864286471625469}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,794] Trial 126 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.04392920286884263, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.864785418262192, 'colsample_bytree': 0.8031454318074304, 'gamma': 0.8007069480687845, 'reg_alpha': 0.18101774184377284, 'reg_lambda': 1.1600665856894374}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:12,945] Trial 127 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 63, 'learning_rate': 0.07703671009502788, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9703214272953239, 'colsample_bytree': 0.7494204551273099, 'gamma': 0.5446453967093634, 'reg_alpha': 0.5983569289425428, 'reg_lambda': 1.6010510430218108}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:13,359] Trial 128 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 238, 'learning_rate': 0.0887930986851233, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8979761198575885, 'colsample_bytree': 0.9135697742133171, 'gamma': 3.5488914010407893, 'reg_alpha': 0.7435647420397877, 'reg_lambda': 2.354251758574918}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:13,611] Trial 129 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 52, 'learning_rate': 0.07150804160474693, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9164774775130191, 'colsample_bytree': 0.953869433103132, 'gamma': 0.06856737482676845, 'reg_alpha': 0.8539518440862908, 'reg_lambda': 1.0974126164366877}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,035] Trial 130 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 247, 'learning_rate': 0.04892535497248072, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.8793590524490579, 'colsample_bytree': 0.8561083549711084, 'gamma': 1.0502860408348764, 'reg_alpha': 0.6927637076476685, 'reg_lambda': 1.2494558049379592}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,292] Trial 131 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 88, 'learning_rate': 0.10563552396697881, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.8474035700937579, 'colsample_bytree': 0.8706299142250696, 'gamma': 0.4038544843518141, 'reg_alpha': 0.19117252791557024, 'reg_lambda': 1.0822385804546384}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,666] Trial 132 finished with value: 0.761904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.09814954397569696, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8458981154558649, 'colsample_bytree': 0.8787023987502581, 'gamma': 0.4235423128904697, 'reg_alpha': 0.14870967560893378, 'reg_lambda': 0.898768454368696}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:14,932] Trial 133 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 95, 'learning_rate': 0.12014125849884821, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.8149543330374035, 'colsample_bytree': 0.8353119780230024, 'gamma': 0.39566275808144974, 'reg_alpha': 0.08411101044803235, 'reg_lambda': 0.8224486471266436}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:15,232] Trial 134 finished with value: 0.755952380952381 and parameters: {'n_estimators': 90, 'learning_rate': 0.10613108688724361, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8395462271578124, 'colsample_bytree': 0.8768520219038688, 'gamma': 0.3026793888220081, 'reg_alpha': 0.06141127521108396, 'reg_lambda': 0.9066127434686602}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:15,626] Trial 135 finished with value: 0.761904761904762 and parameters: {'n_estimators': 106, 'learning_rate': 0.1076268840805603, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8365944655766947, 'colsample_bytree': 0.8811056443829344, 'gamma': 0.28493066773528647, 'reg_alpha': 0.04059505088028012, 'reg_lambda': 0.887526072615345}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:15,871] Trial 136 finished with value: 0.738095238095238 and parameters: {'n_estimators': 104, 'learning_rate': 0.10749592797623758, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8023534308730458, 'colsample_bytree': 0.8740494826037554, 'gamma': 0.007229195471223804, 'reg_alpha': 0.05098325757986682, 'reg_lambda': 0.6646696640492713}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:16,161] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 89, 'learning_rate': 0.09850548480379076, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.8358283271342553, 'colsample_bytree': 0.8808805740357056, 'gamma': 0.2620893967072534, 'reg_alpha': 0.030793369126798715, 'reg_lambda': 0.8999021750219969}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:16,566] Trial 138 finished with value: 0.761904761904762 and parameters: {'n_estimators': 108, 'learning_rate': 0.1444745442238743, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8251091497831483, 'colsample_bytree': 0.8951243826702496, 'gamma': 0.3836473295518912, 'reg_alpha': 0.002144198160069416, 'reg_lambda': 0.8533075164719519}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:16,931] Trial 139 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 108, 'learning_rate': 0.12885467335392256, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8236364275778421, 'colsample_bytree': 0.8890110191142747, 'gamma': 0.204922240136983, 'reg_alpha': 0.018968690932233762, 'reg_lambda': 0.8811225531223319}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:17,220] Trial 140 finished with value: 0.755952380952381 and parameters: {'n_estimators': 96, 'learning_rate': 0.14982845377926102, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8417948667551989, 'colsample_bytree': 0.8989478975547508, 'gamma': 0.3342131955896512, 'reg_alpha': 0.03841247543559205, 'reg_lambda': 0.760817665801148}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:17,514] Trial 141 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 115, 'learning_rate': 0.14210420824512635, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8433292845422538, 'colsample_bytree': 0.8974719060546738, 'gamma': 0.3537401344138672, 'reg_alpha': 0.06105832723877452, 'reg_lambda': 0.7219371917848476}. Best is trial 101 with value: 0.7678571428571428.
[I 2025-11-03 20:41:17,891] Trial 142 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 116, 'learning_rate': 0.14459535115533076, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8464618585003704, 'colsample_bytree': 0.8970455187745648, 'gamma': 0.33052084299056905, 'reg_alpha': 0.0034818412040002675, 'reg_lambda': 0.7745985435658943}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:18,264] Trial 143 finished with value: 0.744047619047619 and parameters: {'n_estimators': 118, 'learning_rate': 0.14874895822942488, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8311536039713948, 'colsample_bytree': 0.8947940361221537, 'gamma': 0.34898362599539967, 'reg_alpha': 0.05815480087897176, 'reg_lambda': 0.7335737627172907}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:18,591] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 112, 'learning_rate': 0.17416635695505145, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8392672468658514, 'colsample_bytree': 0.8957962555730342, 'gamma': 0.6614094426237358, 'reg_alpha': 0.0029436841344933394, 'reg_lambda': 0.7843959045463869}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:18,941] Trial 145 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 127, 'learning_rate': 0.14120759982398243, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8411500323000981, 'colsample_bytree': 0.9046706063878747, 'gamma': 0.6424033624797659, 'reg_alpha': 0.006489537510169979, 'reg_lambda': 0.7638504406999199}. Best is trial 142 with value: 0.7797619047619048.
[I 2025-11-03 20:41:19,231] Trial 146 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 98, 'learning_rate': 0.16094645972936708, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8461367669384066, 'colsample_bytree': 0.8977071693890352, 'gamma': 0.1510650258721856, 'reg_alpha': 0.03296725581413372, 'reg_lambda': 0.5713296709407769}. Best is trial 146 with value: 0.7857142857142857.
[I 2025-11-03 20:41:19,592] Trial 147 finished with value: 0.7976190476190476 and parameters: {'n_estimators': 112, 'learning_rate': 0.18961498117709885, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8444574769299074, 'colsample_bytree': 0.9167149686662578, 'gamma': 0.08067913668546928, 'reg_alpha': 0.03642547699705251, 'reg_lambda': 0.593386764879013}. Best is trial 147 with value: 0.7976190476190476.
[I 2025-11-03 20:41:19,962] Trial 148 finished with value: 0.8035714285714285 and parameters: {'n_estimators': 116, 'learning_rate': 0.2107105156942442, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8427128139688779, 'colsample_bytree': 0.9189268347548201, 'gamma': 0.12458579393280508, 'reg_alpha': 0.03496994789549951, 'reg_lambda': 0.5427937443383275}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:20,355] Trial 149 finished with value: 0.761904761904762 and parameters: {'n_estimators': 117, 'learning_rate': 0.20926304347448482, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8198553703993909, 'colsample_bytree': 0.9162321352710903, 'gamma': 0.15896754527380116, 'reg_alpha': 0.06854773604066884, 'reg_lambda': 0.5586215334417062}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:20,686] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 117, 'learning_rate': 0.20617217527082765, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8215606400730533, 'colsample_bytree': 0.9185716534166585, 'gamma': 0.14770863778028998, 'reg_alpha': 0.07452890190650335, 'reg_lambda': 0.5554098517908201}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,024] Trial 151 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 110, 'learning_rate': 0.27130307645268154, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8066577600827786, 'colsample_bytree': 0.9082411760397444, 'gamma': 0.004435502502414451, 'reg_alpha': 0.006730159959318124, 'reg_lambda': 0.6035967191311572}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,310] Trial 152 finished with value: 0.744047619047619 and parameters: {'n_estimators': 110, 'learning_rate': 0.2269100956827373, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8135312348814818, 'colsample_bytree': 0.9105519610318423, 'gamma': 0.0954345901062258, 'reg_alpha': 0.0020333665633475856, 'reg_lambda': 0.5953962610960241}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,555] Trial 153 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 105, 'learning_rate': 0.29407254923627185, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7929193902010259, 'colsample_bytree': 0.933667979567522, 'gamma': 0.034002176112350624, 'reg_alpha': 0.0271355799804434, 'reg_lambda': 0.6510549217683614}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:21,849] Trial 154 finished with value: 0.7916666666666666 and parameters: {'n_estimators': 115, 'learning_rate': 0.2628091312904822, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8210813041103779, 'colsample_bytree': 0.9060729837671153, 'gamma': 0.19712438486471917, 'reg_alpha': 0.09471229568197378, 'reg_lambda': 0.5422366960966334}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,121] Trial 155 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 116, 'learning_rate': 0.203756718593065, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8030298001617, 'colsample_bytree': 0.9208638813484363, 'gamma': 0.16903142189835224, 'reg_alpha': 0.10429299427923011, 'reg_lambda': 0.514803674197371}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,417] Trial 156 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 127, 'learning_rate': 0.258088879029231, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8204217821845513, 'colsample_bytree': 0.9060587355953841, 'gamma': 0.1103587045830783, 'reg_alpha': 0.04455631278096471, 'reg_lambda': 0.6076595950686389}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,693] Trial 157 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 105, 'learning_rate': 0.2669682961272783, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8584208344858456, 'colsample_bytree': 0.8840283718939294, 'gamma': 0.011786321388768527, 'reg_alpha': 0.08980807075722395, 'reg_lambda': 0.7084887248509535}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:22,979] Trial 158 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 98, 'learning_rate': 0.19200995496610426, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8295279099099315, 'colsample_bytree': 0.9227299153669123, 'gamma': 0.2167451397529549, 'reg_alpha': 0.06647589033033503, 'reg_lambda': 0.5527579705447863}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:23,318] Trial 159 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 102, 'learning_rate': 0.1919887420623585, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8242903146788391, 'colsample_bytree': 0.9181087618848559, 'gamma': 0.19020113900068064, 'reg_alpha': 0.11898014104523577, 'reg_lambda': 0.5538491453880591}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:23,651] Trial 160 finished with value: 0.761904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.18348181655097867, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8317811602925178, 'colsample_bytree': 0.9296109268815974, 'gamma': 0.25092089592052963, 'reg_alpha': 0.036382921297754015, 'reg_lambda': 0.6732374309982223}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:23,979] Trial 161 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 99, 'learning_rate': 0.16189867676508307, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8060346230932659, 'colsample_bytree': 0.9330303201460329, 'gamma': 0.21656992713131884, 'reg_alpha': 0.02107562481479309, 'reg_lambda': 0.6324209668842043}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:24,316] Trial 162 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 108, 'learning_rate': 0.23117341710318937, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8298570082474069, 'colsample_bytree': 0.9257077492750312, 'gamma': 0.10973695654813687, 'reg_alpha': 0.07384535981058538, 'reg_lambda': 0.5052318301285428}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:24,726] Trial 163 finished with value: 0.744047619047619 and parameters: {'n_estimators': 121, 'learning_rate': 0.18896491532443635, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7901560890766693, 'colsample_bytree': 0.8884471448384242, 'gamma': 0.24312006067650777, 'reg_alpha': 0.03971653495267207, 'reg_lambda': 0.683502093580852}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:25,130] Trial 164 finished with value: 0.761904761904762 and parameters: {'n_estimators': 99, 'learning_rate': 0.1668881799234758, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8319071592896047, 'colsample_bytree': 0.9099925342760343, 'gamma': 0.1117016117763947, 'reg_alpha': 0.1412702039417596, 'reg_lambda': 0.5679506742273034}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:25,468] Trial 165 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 99, 'learning_rate': 0.1673847350036134, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8324600277711874, 'colsample_bytree': 0.9047827762426436, 'gamma': 0.00846049034283719, 'reg_alpha': 0.09572643130398303, 'reg_lambda': 0.565375919959199}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:25,775] Trial 166 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 111, 'learning_rate': 0.17079191656671516, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7666103000620268, 'colsample_bytree': 0.9039953960646333, 'gamma': 0.022551904643194842, 'reg_alpha': 0.1412260687395997, 'reg_lambda': 0.562769917077736}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:26,167] Trial 167 finished with value: 0.738095238095238 and parameters: {'n_estimators': 100, 'learning_rate': 0.21500746197225268, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8081242362197572, 'colsample_bytree': 0.9119555918366087, 'gamma': 9.454634356617642e-05, 'reg_alpha': 0.1000117668993298, 'reg_lambda': 0.6042642605173827}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:26,458] Trial 168 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 137, 'learning_rate': 0.24850624380578865, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8323371804580855, 'colsample_bytree': 0.9187736533729728, 'gamma': 0.13796823977900985, 'reg_alpha': 0.06829963122693004, 'reg_lambda': 0.5577047921131654}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:26,819] Trial 169 finished with value: 0.75 and parameters: {'n_estimators': 107, 'learning_rate': 0.16243734401238408, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8183324538680313, 'colsample_bytree': 0.929635901424617, 'gamma': 0.22206292371165381, 'reg_alpha': 0.027087986712543123, 'reg_lambda': 0.6736794230214382}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:27,142] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 98, 'learning_rate': 0.18090201544377074, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.7948485674891097, 'colsample_bytree': 0.9103180972666586, 'gamma': 0.10975122854935458, 'reg_alpha': 0.04736610383209437, 'reg_lambda': 0.6289196613491912}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:27,535] Trial 171 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 125, 'learning_rate': 0.19470946715786203, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.8334220349133302, 'colsample_bytree': 0.9408552753796665, 'gamma': 0.277115824664398, 'reg_alpha': 0.000663968244872519, 'reg_lambda': 0.5311504689516503}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:27,861] Trial 172 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 104, 'learning_rate': 0.21575410539806392, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8530187833961946, 'colsample_bytree': 0.9237266724652119, 'gamma': 0.11787650044357056, 'reg_alpha': 0.0950848832385816, 'reg_lambda': 0.5870602275181317}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:28,214] Trial 173 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 114, 'learning_rate': 0.274200575574142, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8262821782293082, 'colsample_bytree': 0.9073060927504494, 'gamma': 0.25257416468008714, 'reg_alpha': 0.03522603401945741, 'reg_lambda': 0.5098704266020484}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:28,531] Trial 174 finished with value: 0.6845238095238094 and parameters: {'n_estimators': 93, 'learning_rate': 0.1826835281281733, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.8157827143430397, 'colsample_bytree': 0.8914173873048529, 'gamma': 0.5233113812799268, 'reg_alpha': 0.12200589243717205, 'reg_lambda': 0.847730489917365}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:28,858] Trial 175 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 98, 'learning_rate': 0.1656905763857555, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8483616979398425, 'colsample_bytree': 0.8999562747840679, 'gamma': 0.3325053524062818, 'reg_alpha': 0.08088648476658644, 'reg_lambda': 0.6415409946427889}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:29,178] Trial 176 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 120, 'learning_rate': 0.16249456184409364, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8465676484900924, 'colsample_bytree': 0.9014324220885938, 'gamma': 0.18676013388064017, 'reg_alpha': 0.08454117290961113, 'reg_lambda': 0.6560075730783735}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:29,598] Trial 177 finished with value: 0.75 and parameters: {'n_estimators': 132, 'learning_rate': 0.16587419581914425, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8343998378327736, 'colsample_bytree': 0.9000202201469021, 'gamma': 0.36404414036278093, 'reg_alpha': 0.08233760631074025, 'reg_lambda': 0.6547653408395464}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:29,933] Trial 178 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 119, 'learning_rate': 0.1995030290695978, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8472352012557186, 'colsample_bytree': 0.9154172480586559, 'gamma': 0.08918953008388751, 'reg_alpha': 0.06409357636016515, 'reg_lambda': 0.694011236072587}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:30,355] Trial 179 finished with value: 0.7857142857142857 and parameters: {'n_estimators': 119, 'learning_rate': 0.2035736794431347, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8476890184034372, 'colsample_bytree': 0.9160604221750401, 'gamma': 0.01793528551538323, 'reg_alpha': 0.05889311128708515, 'reg_lambda': 0.6878760626309763}. Best is trial 148 with value: 0.8035714285714285.
[I 2025-11-03 20:41:30,680] Trial 180 finished with value: 0.8035714285714286 and parameters: {'n_estimators': 119, 'learning_rate': 0.19817482601541092, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8451806938077032, 'colsample_bytree': 0.918035693317136, 'gamma': 0.005434266414037216, 'reg_alpha': 0.0636030183083634, 'reg_lambda': 0.6855303389255686}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:31,096] Trial 181 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 120, 'learning_rate': 0.2248126201390807, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8479849483720657, 'colsample_bytree': 0.9168725583161114, 'gamma': 0.03462367094662566, 'reg_alpha': 0.06310735764357182, 'reg_lambda': 0.6960008927901423}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:31,406] Trial 182 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 113, 'learning_rate': 0.19965161495066, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8580980144682759, 'colsample_bytree': 0.9264095541398858, 'gamma': 0.014020890439476432, 'reg_alpha': 0.05124380311861056, 'reg_lambda': 0.6210030243506217}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:31,718] Trial 183 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 123, 'learning_rate': 0.18214351319014443, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8459817348305294, 'colsample_bytree': 0.9013056555307657, 'gamma': 0.1923901073306137, 'reg_alpha': 0.02501923929837465, 'reg_lambda': 0.7234190414141848}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:32,004] Trial 184 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 118, 'learning_rate': 0.23495276520844288, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8502651763218783, 'colsample_bytree': 0.9166960881879205, 'gamma': 0.3232372280219489, 'reg_alpha': 0.08578681621612713, 'reg_lambda': 0.8076173753040304}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:32,360] Trial 185 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 117, 'learning_rate': 0.21937962078887854, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8521394374558001, 'colsample_bytree': 0.9164549681640967, 'gamma': 0.31838554735529534, 'reg_alpha': 0.08661815843329689, 'reg_lambda': 0.7888901038317706}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:32,793] Trial 186 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 130, 'learning_rate': 0.24144266082255608, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.844943126529571, 'colsample_bytree': 0.9069531248919656, 'gamma': 0.12793493307129616, 'reg_alpha': 0.1129626857774492, 'reg_lambda': 0.8283118701447425}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,021] Trial 187 finished with value: 0.7678571428571428 and parameters: {'n_estimators': 110, 'learning_rate': 0.25404406247797967, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8569989807269514, 'colsample_bytree': 0.8926374494579957, 'gamma': 0.0018562097437765934, 'reg_alpha': 0.06584861733922576, 'reg_lambda': 0.975393875036407}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,351] Trial 188 finished with value: 0.761904761904762 and parameters: {'n_estimators': 110, 'learning_rate': 0.24944423390932555, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.861108750811388, 'colsample_bytree': 0.885320009737234, 'gamma': 0.01615366910292175, 'reg_alpha': 0.08868171711959291, 'reg_lambda': 0.8768484932242873}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,638] Trial 189 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 124, 'learning_rate': 0.296097192482971, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.853837037080321, 'colsample_bytree': 0.8939101050486995, 'gamma': 0.41410191744978464, 'reg_alpha': 0.059045786132000184, 'reg_lambda': 0.7554131452494587}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:33,958] Trial 190 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 108, 'learning_rate': 0.2383948426371332, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.839000772989481, 'colsample_bytree': 0.8982941840893036, 'gamma': 0.2828306844156448, 'reg_alpha': 0.017304809726210457, 'reg_lambda': 0.9565057172572013}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:34,317] Trial 191 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 117, 'learning_rate': 0.20656061007405263, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8236495172067417, 'colsample_bytree': 0.9113431009669246, 'gamma': 0.14296945427217275, 'reg_alpha': 0.061875154633308935, 'reg_lambda': 0.5993751261627093}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:34,618] Trial 192 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 113, 'learning_rate': 0.15371025351628642, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8461757612626778, 'colsample_bytree': 0.9194827682008675, 'gamma': 0.006911231970391518, 'reg_alpha': 0.0767420142480438, 'reg_lambda': 0.9959368126866829}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:34,950] Trial 193 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 119, 'learning_rate': 0.2635123672802384, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8628465797973371, 'colsample_bytree': 0.8823214190498796, 'gamma': 0.18254158434164086, 'reg_alpha': 0.109979612267225, 'reg_lambda': 0.6389089071277462}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:35,311] Trial 194 finished with value: 0.5 and parameters: {'n_estimators': 107, 'learning_rate': 0.2015044971987601, 'max_depth': 5, 'min_child_weight': 19, 'subsample': 0.809919182889764, 'colsample_bytree': 0.8913705481582409, 'gamma': 0.22681914461826524, 'reg_alpha': 0.04574710465606908, 'reg_lambda': 0.7054917150968262}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:35,632] Trial 195 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 103, 'learning_rate': 0.28040074393229514, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8380168424115647, 'colsample_bytree': 0.9355459111562736, 'gamma': 0.0867677073166793, 'reg_alpha': 0.015808270504099803, 'reg_lambda': 0.8023059571961438}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:35,965] Trial 196 finished with value: 0.5 and parameters: {'n_estimators': 127, 'learning_rate': 0.23329250191623044, 'max_depth': 4, 'min_child_weight': 14, 'subsample': 0.8567443194377733, 'colsample_bytree': 0.9051200411371431, 'gamma': 0.3563475172329347, 'reg_alpha': 0.07001937792447309, 'reg_lambda': 0.5582907443726106}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,379] Trial 197 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 113, 'learning_rate': 0.19335021202124442, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.826445020894552, 'colsample_bytree': 0.8990362788406362, 'gamma': 0.10750111311576808, 'reg_alpha': 0.09943467492035345, 'reg_lambda': 0.5056125386231235}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,667] Trial 198 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 120, 'learning_rate': 0.17299000895905958, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.8476187706301382, 'colsample_bytree': 0.9224359482788065, 'gamma': 0.25438529279725736, 'reg_alpha': 0.001409235001652659, 'reg_lambda': 0.6237542773362884}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,982] Trial 199 finished with value: 0.755952380952381 and parameters: {'n_estimators': 104, 'learning_rate': 0.15347078466308453, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.8396194096085741, 'colsample_bytree': 0.9123708727817339, 'gamma': 0.0028734065434635504, 'reg_alpha': 0.0419489909600723, 'reg_lambda': 0.6877688041120887}. Best is trial 180 with value: 0.8035714285714286.
[I 2025-11-03 20:41:36,985] A new study created in memory with name: no-name-dbe06e0c-d434-428b-acc5-d061f9694ee6
[I 2025-11-03 20:41:37,373] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 215, 'learning_rate': 0.236764862051702, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.7476309200389291, 'colsample_bytree': 0.7713408601043009, 'gamma': 4.531558886355225, 'reg_alpha': 0.7213354705251377, 'reg_lambda': 1.5957677938372254}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 20:41:37,675] Trial 1 finished with value: 0.5 and parameters: {'n_estimators': 151, 'learning_rate': 0.010436196710113128, 'max_depth': 5, 'min_child_weight': 13, 'subsample': 0.8386251694198438, 'colsample_bytree': 0.7485439052833681, 'gamma': 0.9590982373920448, 'reg_alpha': 0.6559256701432815, 'reg_lambda': 2.2333295413684677}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 20:41:38,033] Trial 2 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 189, 'learning_rate': 0.2402332665982809, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.6187733532484786, 'colsample_bytree': 0.8316012833298012, 'gamma': 1.7279594067274384, 'reg_alpha': 0.8892464158717418, 'reg_lambda': 1.4854882847491568}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:38,330] Trial 3 finished with value: 0.6607142857142857 and parameters: {'n_estimators': 32, 'learning_rate': 0.21486596607703567, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.7017105461884885, 'colsample_bytree': 0.9098199508494663, 'gamma': 0.7160817665473901, 'reg_alpha': 0.07081103274334033, 'reg_lambda': 1.6640989458346105}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:38,599] Trial 4 finished with value: 0.6934523809523809 and parameters: {'n_estimators': 128, 'learning_rate': 0.026205028462421877, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9676365276551298, 'colsample_bytree': 0.9100615400371845, 'gamma': 3.086705056639114, 'reg_alpha': 0.6748716798268016, 'reg_lambda': 2.743088159510755}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:38,980] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 191, 'learning_rate': 0.16600189384601796, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.9249675192399461, 'colsample_bytree': 0.6647688112845908, 'gamma': 0.5440128821717327, 'reg_alpha': 0.6352201825619688, 'reg_lambda': 0.5528235202713784}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:39,290] Trial 6 finished with value: 0.6696428571428571 and parameters: {'n_estimators': 212, 'learning_rate': 0.06394931334780495, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.7812395701432052, 'colsample_bytree': 0.8975028143601589, 'gamma': 0.9154977118515739, 'reg_alpha': 0.5967839621248241, 'reg_lambda': 1.0795864814170666}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:39,754] Trial 7 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 135, 'learning_rate': 0.2877198812859919, 'max_depth': 7, 'min_child_weight': 2, 'subsample': 0.9059810921561434, 'colsample_bytree': 0.6721570075800911, 'gamma': 2.5076596639762405, 'reg_alpha': 0.2467386054774493, 'reg_lambda': 2.67016498755917}. Best is trial 2 with value: 0.7023809523809523.
[I 2025-11-03 20:41:40,062] Trial 8 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 142, 'learning_rate': 0.030073900522545414, 'max_depth': 7, 'min_child_weight': 12, 'subsample': 0.9916218580078249, 'colsample_bytree': 0.8603821936549161, 'gamma': 0.34072736826118666, 'reg_alpha': 0.2403602318138699, 'reg_lambda': 2.1124873417167542}. Best is trial 8 with value: 0.7142857142857143.
[I 2025-11-03 20:41:40,461] Trial 9 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 164, 'learning_rate': 0.046332149253718334, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.9091995662540147, 'colsample_bytree': 0.6505276956717208, 'gamma': 2.1419176697822713, 'reg_alpha': 0.11306016162293386, 'reg_lambda': 2.273934958222524}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:40,733] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 70, 'learning_rate': 0.08190813263943983, 'max_depth': 10, 'min_child_weight': 20, 'subsample': 0.8660804504633818, 'colsample_bytree': 0.6045116648632074, 'gamma': 3.6809905623296104, 'reg_alpha': 0.35335628539855407, 'reg_lambda': 2.250038588610502}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:40,949] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 97, 'learning_rate': 0.030162446895545928, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.9999142866840688, 'colsample_bytree': 0.9994019322330958, 'gamma': 0.07088712906647848, 'reg_alpha': 0.009245289996364953, 'reg_lambda': 2.182759373523511}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:41,395] Trial 12 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 242, 'learning_rate': 0.03152467546042621, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9461487975171312, 'colsample_bytree': 0.826883630577368, 'gamma': 1.9822740740482094, 'reg_alpha': 0.2443783920154039, 'reg_lambda': 2.073779435992526}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:41,709] Trial 13 finished with value: 0.5 and parameters: {'n_estimators': 163, 'learning_rate': 0.0158569084794792, 'max_depth': 8, 'min_child_weight': 16, 'subsample': 0.8807865157380778, 'colsample_bytree': 0.7420365123290102, 'gamma': 1.615248114565281, 'reg_alpha': 0.37248314572689056, 'reg_lambda': 2.5116635739240993}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:42,120] Trial 14 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 115, 'learning_rate': 0.10454605278382974, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.9717172677490489, 'colsample_bytree': 0.6957443503877037, 'gamma': 3.5715413077258757, 'reg_alpha': 0.14432324802743132, 'reg_lambda': 1.949937626113331}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:42,384] Trial 15 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 83, 'learning_rate': 0.04777945316381469, 'max_depth': 7, 'min_child_weight': 1, 'subsample': 0.8255917915846014, 'colsample_bytree': 0.8558661852539632, 'gamma': 4.976356362795408, 'reg_alpha': 0.4122172184136531, 'reg_lambda': 2.940323259809542}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:42,777] Trial 16 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 161, 'learning_rate': 0.045008680888940084, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9940384228238714, 'colsample_bytree': 0.9971191525584323, 'gamma': 2.6730264440912075, 'reg_alpha': 0.1825176782306442, 'reg_lambda': 1.2478936327366168}. Best is trial 9 with value: 0.7321428571428572.
[I 2025-11-03 20:41:43,083] Trial 17 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.04674970408463117, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9071733155597401, 'colsample_bytree': 0.9980558303494733, 'gamma': 2.7188679515387473, 'reg_alpha': 0.14075886414189823, 'reg_lambda': 1.1238477941830054}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:43,402] Trial 18 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 187, 'learning_rate': 0.1203728063338047, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9015792456674067, 'colsample_bytree': 0.6027742264379827, 'gamma': 3.3181716625779405, 'reg_alpha': 0.5108913119063037, 'reg_lambda': 0.809339468473409}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:43,871] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 237, 'learning_rate': 0.020031733872447055, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7889673951213829, 'colsample_bytree': 0.9583815080094732, 'gamma': 2.0423972390339062, 'reg_alpha': 0.006002290912398844, 'reg_lambda': 1.3439447716478194}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:44,228] Trial 20 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 168, 'learning_rate': 0.06735449789716876, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.842793346936405, 'colsample_bytree': 0.7852130538075625, 'gamma': 4.20473974009481, 'reg_alpha': 0.13983980400700044, 'reg_lambda': 0.9453491699215526}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:44,593] Trial 21 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 172, 'learning_rate': 0.04435764213619496, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.9408277597057404, 'colsample_bytree': 0.9999748049554992, 'gamma': 2.673544690286298, 'reg_alpha': 0.1498914424977018, 'reg_lambda': 1.2347779834075097}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:44,842] Trial 22 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 113, 'learning_rate': 0.04205674311261207, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.9380207636492036, 'colsample_bytree': 0.954077182506894, 'gamma': 2.848562254256833, 'reg_alpha': 0.2970099257275597, 'reg_lambda': 1.8628548669030018}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,125] Trial 23 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 111, 'learning_rate': 0.04270000685046343, 'max_depth': 4, 'min_child_weight': 8, 'subsample': 0.9027553991908674, 'colsample_bytree': 0.9717908958924116, 'gamma': 1.3389530868057198, 'reg_alpha': 0.320916908167076, 'reg_lambda': 1.7684207400968235}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,408] Trial 24 finished with value: 0.738095238095238 and parameters: {'n_estimators': 63, 'learning_rate': 0.0851559139496867, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.8736832608690344, 'colsample_bytree': 0.9443423338399153, 'gamma': 2.995732012068573, 'reg_alpha': 0.4677401330390921, 'reg_lambda': 1.8555994573261314}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,611] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 46, 'learning_rate': 0.08945948647689433, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.868719143655548, 'colsample_bytree': 0.9372511839711557, 'gamma': 2.969874601198375, 'reg_alpha': 0.49308044986401145, 'reg_lambda': 1.9275859174369852}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:45,837] Trial 26 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 59, 'learning_rate': 0.14334512768447358, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9497094652308401, 'colsample_bytree': 0.9423130763821345, 'gamma': 3.83655258550794, 'reg_alpha': 0.4694810217656198, 'reg_lambda': 1.787232399792892}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,132] Trial 27 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 86, 'learning_rate': 0.06410315465109646, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.8224535299172566, 'colsample_bytree': 0.8721786874800572, 'gamma': 3.0085523013247397, 'reg_alpha': 0.2923534808550972, 'reg_lambda': 1.4272385534689405}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,424] Trial 28 finished with value: 0.6220238095238095 and parameters: {'n_estimators': 20, 'learning_rate': 0.022229022080224668, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.7403450138410058, 'colsample_bytree': 0.9663474188713397, 'gamma': 2.3792292379711886, 'reg_alpha': 0.8699025504076159, 'reg_lambda': 0.6364049885458437}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,753] Trial 29 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 115, 'learning_rate': 0.03543409551502027, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8674540032817277, 'colsample_bytree': 0.9299279993875962, 'gamma': 4.18509380368196, 'reg_alpha': 0.5435639389102397, 'reg_lambda': 1.5653287298825063}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:46,990] Trial 30 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 60, 'learning_rate': 0.08704836580407932, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.6537913965010129, 'colsample_bytree': 0.8822349658826523, 'gamma': 3.3476862147757394, 'reg_alpha': 0.8078776299207339, 'reg_lambda': 2.468597309752784}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:47,358] Trial 31 finished with value: 0.738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.055766892190554876, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9152048355172019, 'colsample_bytree': 0.9682715967962188, 'gamma': 2.2998116972684683, 'reg_alpha': 0.10403273719098305, 'reg_lambda': 1.9048366145565492}. Best is trial 17 with value: 0.7380952380952381.
[I 2025-11-03 20:41:47,707] Trial 32 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 219, 'learning_rate': 0.05726491030166534, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9255911663632017, 'colsample_bytree': 0.9723791125698946, 'gamma': 2.2862842728138966, 'reg_alpha': 0.09415315522476597, 'reg_lambda': 1.8539010929215989}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:48,106] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.037355239240014514, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8857600293832009, 'colsample_bytree': 0.9296476406297329, 'gamma': 2.685783459319839, 'reg_alpha': 0.4255962124728474, 'reg_lambda': 1.5760499421935354}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:48,496] Trial 34 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 233, 'learning_rate': 0.0709310550095415, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8487957200701789, 'colsample_bytree': 0.9751531530409796, 'gamma': 1.667749028000016, 'reg_alpha': 0.2117162247065354, 'reg_lambda': 1.748567345956662}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:48,938] Trial 35 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 148, 'learning_rate': 0.05476916680339535, 'max_depth': 4, 'min_child_weight': 2, 'subsample': 0.9685933317948503, 'colsample_bytree': 0.9121361968614874, 'gamma': 2.8744709236504016, 'reg_alpha': 0.04832321508876333, 'reg_lambda': 2.0102530020244074}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:49,280] Trial 36 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 187, 'learning_rate': 0.10622793672236212, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9368332449872196, 'colsample_bytree': 0.951159384753963, 'gamma': 3.335958258239648, 'reg_alpha': 0.07465617788883583, 'reg_lambda': 1.6630312283820385}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:49,626] Trial 37 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 127, 'learning_rate': 0.17222369702496393, 'max_depth': 3, 'min_child_weight': 7, 'subsample': 0.7550726756204899, 'colsample_bytree': 0.8953029446779417, 'gamma': 1.236482799146795, 'reg_alpha': 0.1946821517317744, 'reg_lambda': 1.074805397113789}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:49,854] Trial 38 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 40, 'learning_rate': 0.010278995245660559, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8099745429621268, 'colsample_bytree': 0.9798196631138912, 'gamma': 3.1833899874661458, 'reg_alpha': 0.29449564252637817, 'reg_lambda': 1.4980605528173572}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:50,224] Trial 39 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 224, 'learning_rate': 0.056847754397759895, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9285849720895933, 'colsample_bytree': 0.9215940933920898, 'gamma': 1.891391059066055, 'reg_alpha': 0.7551931953378772, 'reg_lambda': 1.8408498399658866}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:50,555] Trial 40 finished with value: 0.5 and parameters: {'n_estimators': 201, 'learning_rate': 0.024484062840151317, 'max_depth': 5, 'min_child_weight': 14, 'subsample': 0.9646782622375232, 'colsample_bytree': 0.8299449027241868, 'gamma': 2.3819798035009194, 'reg_alpha': 0.9913133623746708, 'reg_lambda': 1.6558891526925228}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:50,953] Trial 41 finished with value: 0.738095238095238 and parameters: {'n_estimators': 205, 'learning_rate': 0.05340359950164993, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9175815307352382, 'colsample_bytree': 0.9588473762067155, 'gamma': 2.3095447029986627, 'reg_alpha': 0.09621255150256369, 'reg_lambda': 1.881879936219479}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:51,374] Trial 42 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 182, 'learning_rate': 0.07852840809492212, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8940246174756071, 'colsample_bytree': 0.9856055459953968, 'gamma': 2.841964574278556, 'reg_alpha': 0.04648058160314377, 'reg_lambda': 2.331703279717933}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:51,730] Trial 43 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 223, 'learning_rate': 0.03976694260070833, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.9166204793327052, 'colsample_bytree': 0.949591888265817, 'gamma': 2.231135626020762, 'reg_alpha': 0.589293387289763, 'reg_lambda': 2.0610357953347895}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:52,078] Trial 44 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 198, 'learning_rate': 0.05521489292768148, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.9624273579613208, 'colsample_bytree': 0.8965799910397685, 'gamma': 2.6023849341666727, 'reg_alpha': 0.25210578789226273, 'reg_lambda': 2.385195910105918}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:52,364] Trial 45 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 150, 'learning_rate': 0.03362486556606994, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.8800229780536816, 'colsample_bytree': 0.9822263007435135, 'gamma': 1.4442329355165566, 'reg_alpha': 0.11756048508150942, 'reg_lambda': 2.155628938470069}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:52,772] Trial 46 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.07298369942954094, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.9268247323824326, 'colsample_bytree': 0.7483698530613129, 'gamma': 3.662258644838853, 'reg_alpha': 0.1868191539680108, 'reg_lambda': 1.4276816124134974}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:53,175] Trial 47 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 132, 'learning_rate': 0.013913580618754699, 'max_depth': 4, 'min_child_weight': 1, 'subsample': 0.8514324380087268, 'colsample_bytree': 0.9168636020899352, 'gamma': 1.8687461183467255, 'reg_alpha': 0.3679139624992305, 'reg_lambda': 1.9629661731948735}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:53,522] Trial 48 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 208, 'learning_rate': 0.027547506470889476, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.6057279378513003, 'colsample_bytree': 0.9487512690304438, 'gamma': 2.496291951059832, 'reg_alpha': 0.04668042725194263, 'reg_lambda': 1.7322728412753912}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:53,894] Trial 49 finished with value: 0.7172619047619049 and parameters: {'n_estimators': 177, 'learning_rate': 0.09535821398121397, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.9826602797771445, 'colsample_bytree': 0.8451330566093962, 'gamma': 2.1007186741193067, 'reg_alpha': 0.434333199476961, 'reg_lambda': 2.231224786683564}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:54,223] Trial 50 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 97, 'learning_rate': 0.13057377337146547, 'max_depth': 3, 'min_child_weight': 8, 'subsample': 0.9511424457130154, 'colsample_bytree': 0.8080224245310987, 'gamma': 3.1695580826094094, 'reg_alpha': 0.2677289557553805, 'reg_lambda': 2.0847361124980535}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:54,591] Trial 51 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 199, 'learning_rate': 0.05798244477851799, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.920948708690608, 'colsample_bytree': 0.9631024027583172, 'gamma': 2.2895464870711386, 'reg_alpha': 0.09337847679081238, 'reg_lambda': 1.908992054095198}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:54,943] Trial 52 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 217, 'learning_rate': 0.05193734748538836, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9090674430589916, 'colsample_bytree': 0.9688302815685679, 'gamma': 2.7112794292230316, 'reg_alpha': 0.09850626513491584, 'reg_lambda': 1.9908311233014977}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:55,328] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 193, 'learning_rate': 0.062182742445571204, 'max_depth': 4, 'min_child_weight': 4, 'subsample': 0.8930291245719552, 'colsample_bytree': 0.9901881421204852, 'gamma': 2.2478785474968577, 'reg_alpha': 0.015253123901726492, 'reg_lambda': 1.850511744926415}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:55,710] Trial 54 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 158, 'learning_rate': 0.061980376720933456, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8933256655846628, 'colsample_bytree': 0.9925839345502055, 'gamma': 1.808014135315551, 'reg_alpha': 0.14114981831445195, 'reg_lambda': 1.8339959217610449}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:56,074] Trial 55 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 160, 'learning_rate': 0.06241066926951706, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8971055607371992, 'colsample_bytree': 0.9933398474262117, 'gamma': 1.5923915296048126, 'reg_alpha': 0.0005417392947396626, 'reg_lambda': 1.6872158982309933}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:56,439] Trial 56 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 157, 'learning_rate': 0.06163264968280038, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8945129724188303, 'colsample_bytree': 0.9900532120283858, 'gamma': 0.7456107200873991, 'reg_alpha': 0.020789933446790185, 'reg_lambda': 1.345698464233994}. Best is trial 32 with value: 0.7440476190476191.
[I 2025-11-03 20:41:56,764] Trial 57 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 158, 'learning_rate': 0.06132109163091831, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8904782538606569, 'colsample_bytree': 0.9888828709667182, 'gamma': 1.057595533134764, 'reg_alpha': 0.011205388063418946, 'reg_lambda': 1.3525152805052842}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:57,165] Trial 58 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 194, 'learning_rate': 0.07387534063251618, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8624040610281992, 'colsample_bytree': 0.9861121320135372, 'gamma': 1.16523917862562, 'reg_alpha': 0.02362784280006765, 'reg_lambda': 1.6765781872817784}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:57,499] Trial 59 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 190, 'learning_rate': 0.07670880095717042, 'max_depth': 8, 'min_child_weight': 8, 'subsample': 0.8356247363475818, 'colsample_bytree': 0.981301855422712, 'gamma': 1.1748473281461316, 'reg_alpha': 0.06421542938109717, 'reg_lambda': 1.6088793464993592}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:57,816] Trial 60 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 175, 'learning_rate': 0.10297844849583085, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8629336924377804, 'colsample_bytree': 0.7249537857226617, 'gamma': 1.039284901309677, 'reg_alpha': 0.15628239976938757, 'reg_lambda': 1.4994450170754583}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:58,156] Trial 61 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 194, 'learning_rate': 0.06317597635568313, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8827606429518979, 'colsample_bytree': 0.9995058043290205, 'gamma': 1.5275516547844878, 'reg_alpha': 0.012824125518746229, 'reg_lambda': 1.7157415787969377}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:58,544] Trial 62 finished with value: 0.5 and parameters: {'n_estimators': 196, 'learning_rate': 0.048384782896220634, 'max_depth': 7, 'min_child_weight': 20, 'subsample': 0.8555499366512981, 'colsample_bytree': 0.9994654144827312, 'gamma': 0.49671219997639604, 'reg_alpha': 0.02401155948067116, 'reg_lambda': 1.8372474094126985}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:58,880] Trial 63 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 139, 'learning_rate': 0.06739901521645746, 'max_depth': 8, 'min_child_weight': 10, 'subsample': 0.8851481061287959, 'colsample_bytree': 0.9654741183143606, 'gamma': 0.8882239820006228, 'reg_alpha': 0.07644780226973415, 'reg_lambda': 1.3075249105792013}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:59,272] Trial 64 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 182, 'learning_rate': 0.061342724070450674, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8358383035409663, 'colsample_bytree': 0.9816074963602999, 'gamma': 1.9347846029128628, 'reg_alpha': 0.03500600347531985, 'reg_lambda': 1.5769709760127668}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:41:59,647] Trial 65 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.07457031809822354, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8810336952742327, 'colsample_bytree': 0.9595969089230009, 'gamma': 1.4033124751955146, 'reg_alpha': 0.1276647359139787, 'reg_lambda': 1.7665638835247548}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:00,006] Trial 66 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.0799988318854908, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8173990407336417, 'colsample_bytree': 0.9347787021344781, 'gamma': 0.17483688084806792, 'reg_alpha': 0.0004381662071605702, 'reg_lambda': 1.7644361885452555}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:00,437] Trial 67 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 216, 'learning_rate': 0.09532385839976143, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7916766631230809, 'colsample_bytree': 0.6316392949246644, 'gamma': 1.425403773465087, 'reg_alpha': 0.08548330965251304, 'reg_lambda': 1.1769026067549815}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:00,860] Trial 68 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 242, 'learning_rate': 0.11361045224236958, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8738792418891269, 'colsample_bytree': 0.9591843766619238, 'gamma': 0.9714439980691305, 'reg_alpha': 0.16669033695175361, 'reg_lambda': 1.6923312220778115}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:01,354] Trial 69 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 194, 'learning_rate': 0.049501526377346845, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9276707741212273, 'colsample_bytree': 0.9735765186339724, 'gamma': 1.5196262053588692, 'reg_alpha': 0.06684754510952151, 'reg_lambda': 2.0131001216072177}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:01,884] Trial 70 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 210, 'learning_rate': 0.07169289695060946, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8547889961604035, 'colsample_bytree': 0.9264527215048121, 'gamma': 0.665921389443512, 'reg_alpha': 0.11022303056310379, 'reg_lambda': 0.99147892916662}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:02,249] Trial 71 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 225, 'learning_rate': 0.05975362340048073, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8956506633613869, 'colsample_bytree': 0.9886715926937404, 'gamma': 1.7422212752716157, 'reg_alpha': 0.1230979439983323, 'reg_lambda': 1.7997170377407474}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:02,594] Trial 72 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 221, 'learning_rate': 0.06837629061178217, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8781908379628149, 'colsample_bytree': 0.9574408576332123, 'gamma': 1.7331458391385535, 'reg_alpha': 0.22712178040292963, 'reg_lambda': 1.9368485603485919}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:02,978] Trial 73 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 225, 'learning_rate': 0.09102825492676635, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9068895715076262, 'colsample_bytree': 0.9380529946938494, 'gamma': 1.2048961504747604, 'reg_alpha': 0.20429366122544368, 'reg_lambda': 1.940331258312844}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:03,450] Trial 74 finished with value: 0.75 and parameters: {'n_estimators': 226, 'learning_rate': 0.08970195206945729, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8774961895484414, 'colsample_bytree': 0.9062661090206479, 'gamma': 1.2169974169169377, 'reg_alpha': 0.21529317740227785, 'reg_lambda': 2.1517296913206807}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:03,858] Trial 75 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 227, 'learning_rate': 0.087720684084336, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8781278148199028, 'colsample_bytree': 0.9395320279036781, 'gamma': 1.1525341826542337, 'reg_alpha': 0.20192665467706133, 'reg_lambda': 2.141950615833959}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:04,287] Trial 76 finished with value: 0.6964285714285715 and parameters: {'n_estimators': 237, 'learning_rate': 0.12577953961902819, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8664083984670641, 'colsample_bytree': 0.9084617559829271, 'gamma': 1.7277019786999757, 'reg_alpha': 0.2409643913692674, 'reg_lambda': 1.443136816300201}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:04,742] Trial 77 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 249, 'learning_rate': 0.1444730713204904, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8314377895551962, 'colsample_bytree': 0.8768214153907735, 'gamma': 1.2969959602698786, 'reg_alpha': 0.21940430343877992, 'reg_lambda': 2.683629476966984}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:05,146] Trial 78 finished with value: 0.5 and parameters: {'n_estimators': 240, 'learning_rate': 0.08130110902920151, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.9056197476548743, 'colsample_bytree': 0.9047577446560462, 'gamma': 0.8239110390644266, 'reg_alpha': 0.3318521993373985, 'reg_lambda': 2.2424068211368717}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:05,588] Trial 79 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.07005152254480444, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8477498567522037, 'colsample_bytree': 0.9546362299291464, 'gamma': 1.0821509524968602, 'reg_alpha': 0.12791279478134668, 'reg_lambda': 2.057648876008143}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:05,932] Trial 80 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 222, 'learning_rate': 0.10261867096258456, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.7686037822653263, 'colsample_bytree': 0.9770715341008313, 'gamma': 1.3194854308531045, 'reg_alpha': 0.17108473992844492, 'reg_lambda': 1.6219143624265189}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:06,268] Trial 81 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 212, 'learning_rate': 0.06859667785324508, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8606582517806057, 'colsample_bytree': 0.9449427541202897, 'gamma': 1.0499843044561763, 'reg_alpha': 0.11920272814405847, 'reg_lambda': 2.069146022883905}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:06,616] Trial 82 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.09434595492380157, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8660415111622383, 'colsample_bytree': 0.9369794047734374, 'gamma': 1.4908414164516461, 'reg_alpha': 0.22361728121615693, 'reg_lambda': 2.2025553566368075}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:06,974] Trial 83 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 245, 'learning_rate': 0.07705579724786493, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8830595092433959, 'colsample_bytree': 0.94626320628039, 'gamma': 0.5394351976122684, 'reg_alpha': 0.053996969531254047, 'reg_lambda': 2.3668531058780475}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:07,441] Trial 84 finished with value: 0.75 and parameters: {'n_estimators': 234, 'learning_rate': 0.06731240187237632, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8585727632542623, 'colsample_bytree': 0.9598255885667664, 'gamma': 1.6145770433534616, 'reg_alpha': 0.17217330050151822, 'reg_lambda': 1.953930001048458}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:07,807] Trial 85 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 203, 'learning_rate': 0.08801618044006577, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.6456015709655166, 'colsample_bytree': 0.9253055197337653, 'gamma': 1.0094166937637827, 'reg_alpha': 0.12243414624876414, 'reg_lambda': 1.5280581475860002}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:08,202] Trial 86 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 211, 'learning_rate': 0.11011929797575092, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8752335686451396, 'colsample_bytree': 0.8885802225146949, 'gamma': 1.3742476270363786, 'reg_alpha': 0.03478956139551122, 'reg_lambda': 1.7759001224065227}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:08,573] Trial 87 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 210, 'learning_rate': 0.18462096853642473, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8454981046101582, 'colsample_bytree': 0.7711883695237061, 'gamma': 1.7575485389058056, 'reg_alpha': 0.038622611635932655, 'reg_lambda': 1.7865049366557786}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:08,930] Trial 88 finished with value: 0.75 and parameters: {'n_estimators': 214, 'learning_rate': 0.1076727773573884, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9081653787114982, 'colsample_bytree': 0.8892147006403733, 'gamma': 1.3566992395320845, 'reg_alpha': 0.14455350760568897, 'reg_lambda': 1.7168086076169171}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:09,305] Trial 89 finished with value: 0.7410714285714285 and parameters: {'n_estimators': 219, 'learning_rate': 0.1376232094940008, 'max_depth': 6, 'min_child_weight': 10, 'subsample': 0.886430156223528, 'colsample_bytree': 0.862092965944228, 'gamma': 0.3994145047242894, 'reg_alpha': 0.06872436890994629, 'reg_lambda': 1.7994405302766394}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:09,698] Trial 90 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 181, 'learning_rate': 0.07560293925460115, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.901082540343904, 'colsample_bytree': 0.984460673250726, 'gamma': 0.658629792547978, 'reg_alpha': 0.1204647802297577, 'reg_lambda': 1.9379438711416197}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:10,148] Trial 91 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 225, 'learning_rate': 0.08386103927323015, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8756240422199083, 'colsample_bytree': 0.9194917663131827, 'gamma': 1.1185424616870208, 'reg_alpha': 0.27653922035498063, 'reg_lambda': 2.045617752972058}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:10,604] Trial 92 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 234, 'learning_rate': 0.09622573044931572, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8056372203908309, 'colsample_bytree': 0.9454590977229393, 'gamma': 1.2456817431769849, 'reg_alpha': 0.032480411069815154, 'reg_lambda': 2.3093440263057614}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:10,973] Trial 93 finished with value: 0.75 and parameters: {'n_estimators': 206, 'learning_rate': 0.07128456368627449, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8694631643303485, 'colsample_bytree': 0.9695202024727385, 'gamma': 0.8673998528081637, 'reg_alpha': 0.19534036768434093, 'reg_lambda': 2.1171085583753406}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:11,311] Trial 94 finished with value: 0.5 and parameters: {'n_estimators': 220, 'learning_rate': 0.0518506514544814, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.717494010040021, 'colsample_bytree': 0.9047476082819017, 'gamma': 2.0161725969971878, 'reg_alpha': 0.08436218664546219, 'reg_lambda': 1.6535232566983482}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:11,706] Trial 95 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 226, 'learning_rate': 0.1176260648779092, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8893374811176493, 'colsample_bytree': 0.9557857640172673, 'gamma': 1.438892608080971, 'reg_alpha': 0.05645729703371628, 'reg_lambda': 2.4623786937487884}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:12,100] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.044098664463857816, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9152617922611898, 'colsample_bytree': 0.9989744524325992, 'gamma': 1.5673960808289078, 'reg_alpha': 0.2271690678745317, 'reg_lambda': 1.9657298138376396}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:12,509] Trial 97 finished with value: 0.5 and parameters: {'n_estimators': 229, 'learning_rate': 0.0660837987202725, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.8614014112680397, 'colsample_bytree': 0.9303225030093244, 'gamma': 1.2079724357439185, 'reg_alpha': 0.6957874803784493, 'reg_lambda': 1.8923107198235867}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:12,957] Trial 98 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 201, 'learning_rate': 0.040447493513147026, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9364150942363908, 'colsample_bytree': 0.9868989807799584, 'gamma': 0.7841415823227501, 'reg_alpha': 0.3197230313254973, 'reg_lambda': 2.0243008251249024}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:13,374] Trial 99 finished with value: 0.7142857142857144 and parameters: {'n_estimators': 186, 'learning_rate': 0.05855894107342611, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8266498167021784, 'colsample_bytree': 0.9776922821064908, 'gamma': 1.6771216304502006, 'reg_alpha': 0.1470202317168334, 'reg_lambda': 2.8974486379570665}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:13,755] Trial 100 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 214, 'learning_rate': 0.08199288295201161, 'max_depth': 10, 'min_child_weight': 9, 'subsample': 0.8427122426350424, 'colsample_bytree': 0.8178933243732271, 'gamma': 1.3463258057766234, 'reg_alpha': 0.01805838494066197, 'reg_lambda': 1.7348141390781835}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:14,246] Trial 101 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 231, 'learning_rate': 0.07030298059745069, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8772917367341667, 'colsample_bytree': 0.9508888459813476, 'gamma': 1.0714714339330944, 'reg_alpha': 0.13176946308420046, 'reg_lambda': 2.1284833785906163}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:14,655] Trial 102 finished with value: 0.75 and parameters: {'n_estimators': 236, 'learning_rate': 0.07383667190139848, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.877689682554977, 'colsample_bytree': 0.9430563576260663, 'gamma': 0.9556226381833498, 'reg_alpha': 0.11042534414621877, 'reg_lambda': 2.1325880757256597}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:15,019] Trial 103 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 222, 'learning_rate': 0.28660381564008774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.901099255203468, 'colsample_bytree': 0.9681688980725159, 'gamma': 1.047243000124504, 'reg_alpha': 0.17371478965204804, 'reg_lambda': 2.184702305155337}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:15,390] Trial 104 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.09247571711811521, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8890331044367619, 'colsample_bytree': 0.914177518374676, 'gamma': 1.18747594645863, 'reg_alpha': 0.13072007468046326, 'reg_lambda': 0.7556261816394544}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:15,875] Trial 105 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 208, 'learning_rate': 0.06425396880303366, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8712062594349171, 'colsample_bytree': 0.9547295942935164, 'gamma': 1.4160089669652105, 'reg_alpha': 0.2690734193735361, 'reg_lambda': 2.0821841587275114}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:16,324] Trial 106 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 230, 'learning_rate': 0.05108668814142128, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9122699375273143, 'colsample_bytree': 0.9891131983710784, 'gamma': 1.8424638473727373, 'reg_alpha': 0.03136353756925095, 'reg_lambda': 1.901372778293474}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:16,807] Trial 107 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 238, 'learning_rate': 0.050796704289872534, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9174912611743724, 'colsample_bytree': 0.9878545938406292, 'gamma': 1.5437217071393483, 'reg_alpha': 0.04133940672838584, 'reg_lambda': 1.9083488668538382}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:17,267] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 230, 'learning_rate': 0.06045873780306537, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9105496988118736, 'colsample_bytree': 0.9631828545788361, 'gamma': 1.8404832101297364, 'reg_alpha': 0.002788082173471297, 'reg_lambda': 1.7817720523976037}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:17,610] Trial 109 finished with value: 0.75 and parameters: {'n_estimators': 217, 'learning_rate': 0.05655652173159973, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8972723409825575, 'colsample_bytree': 0.9728377950128666, 'gamma': 1.7188412545199572, 'reg_alpha': 0.08903290002764525, 'reg_lambda': 1.989290991385713}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:17,960] Trial 110 finished with value: 0.6875 and parameters: {'n_estimators': 191, 'learning_rate': 0.05329524753815704, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9300425378726879, 'colsample_bytree': 0.9954872891905037, 'gamma': 4.9146350179570994, 'reg_alpha': 0.06703879926300033, 'reg_lambda': 1.378364283022192}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:18,460] Trial 111 finished with value: 0.75 and parameters: {'n_estimators': 224, 'learning_rate': 0.04708698301130125, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8840694324904371, 'colsample_bytree': 0.9348622096324422, 'gamma': 1.2779338597254986, 'reg_alpha': 0.02646077450508529, 'reg_lambda': 1.8037040964418007}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:18,886] Trial 112 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 241, 'learning_rate': 0.06566636339426, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8780792076021832, 'colsample_bytree': 0.9779969461506635, 'gamma': 1.145184385712941, 'reg_alpha': 0.10405410800857756, 'reg_lambda': 1.8671305080261278}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:19,284] Trial 113 finished with value: 0.75 and parameters: {'n_estimators': 212, 'learning_rate': 0.099720433359357, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8552169372234156, 'colsample_bytree': 0.9896019122526085, 'gamma': 0.9219513697279941, 'reg_alpha': 0.15609989154347628, 'reg_lambda': 1.5480271687746991}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:19,639] Trial 114 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 232, 'learning_rate': 0.11303352105296749, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.902453037757433, 'colsample_bytree': 0.9631216428129074, 'gamma': 2.132372659932992, 'reg_alpha': 0.20610161646778502, 'reg_lambda': 1.9186735329866842}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:20,141] Trial 115 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 227, 'learning_rate': 0.08610783743945345, 'max_depth': 10, 'min_child_weight': 8, 'subsample': 0.8622415670452931, 'colsample_bytree': 0.9998923872437121, 'gamma': 1.9658451883907124, 'reg_alpha': 0.08227857110859071, 'reg_lambda': 1.6422820402416047}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:20,595] Trial 116 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 220, 'learning_rate': 0.06844511758958104, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.946345465934004, 'colsample_bytree': 0.9521036033462464, 'gamma': 1.3925074262573203, 'reg_alpha': 0.05129632744563907, 'reg_lambda': 2.0927224632768557}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:21,060] Trial 117 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 246, 'learning_rate': 0.07840509133177248, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8964915006309725, 'colsample_bytree': 0.8860744071902776, 'gamma': 1.5036624395296516, 'reg_alpha': 0.18900507015687723, 'reg_lambda': 1.7402390411299984}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:21,389] Trial 118 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 125, 'learning_rate': 0.0721855899745998, 'max_depth': 6, 'min_child_weight': 4, 'subsample': 0.8872811692755549, 'colsample_bytree': 0.9823607085535623, 'gamma': 1.6524205484923105, 'reg_alpha': 0.019232672311614712, 'reg_lambda': 1.7009491932594298}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:21,835] Trial 119 finished with value: 0.75 and parameters: {'n_estimators': 204, 'learning_rate': 0.08980837688305571, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.9099108550385356, 'colsample_bytree': 0.8406291500206279, 'gamma': 1.0893078149510067, 'reg_alpha': 0.2464829351005906, 'reg_lambda': 1.978476781911555}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:22,257] Trial 120 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 197, 'learning_rate': 0.05781727848635589, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8706266812583753, 'colsample_bytree': 0.9425790168338353, 'gamma': 1.267252351173163, 'reg_alpha': 0.12877273452061938, 'reg_lambda': 2.1658262958968786}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:22,637] Trial 121 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 196, 'learning_rate': 0.057717997418681104, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8726528451013399, 'colsample_bytree': 0.9483208555080835, 'gamma': 1.2685499996171827, 'reg_alpha': 0.12771614219467137, 'reg_lambda': 2.2455227179239814}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:23,032] Trial 122 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 195, 'learning_rate': 0.04623035741940166, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8700357378598902, 'colsample_bytree': 0.9469826959330856, 'gamma': 1.28781199344218, 'reg_alpha': 0.13371482048612374, 'reg_lambda': 2.2285327880839363}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:23,467] Trial 123 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.057065149626230736, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8530221347870977, 'colsample_bytree': 0.971470267851252, 'gamma': 1.0132929250386162, 'reg_alpha': 0.09878182027909245, 'reg_lambda': 2.2890005993499316}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:23,837] Trial 124 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 179, 'learning_rate': 0.06013156652130839, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8921923815591141, 'colsample_bytree': 0.9383229106517756, 'gamma': 1.802631791256747, 'reg_alpha': 0.06639041819770392, 'reg_lambda': 1.8311037548440894}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:24,250] Trial 125 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 208, 'learning_rate': 0.04939682333810711, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8368663763495963, 'colsample_bytree': 0.9612849100601598, 'gamma': 1.462022686066176, 'reg_alpha': 0.16322607543267237, 'reg_lambda': 2.027241640392675}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:24,731] Trial 126 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 185, 'learning_rate': 0.05498632318313471, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8631552677455456, 'colsample_bytree': 0.923172415458058, 'gamma': 0.657894226705366, 'reg_alpha': 0.0007674082941440778, 'reg_lambda': 2.394419973382173}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:25,079] Trial 127 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 171, 'learning_rate': 0.03761225629867255, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.8818102780767451, 'colsample_bytree': 0.6891636865482298, 'gamma': 1.6031244840852332, 'reg_alpha': 0.11548150120054479, 'reg_lambda': 2.197063871887398}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:25,441] Trial 128 finished with value: 0.75 and parameters: {'n_estimators': 201, 'learning_rate': 0.06570778485041325, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8447736664461208, 'colsample_bytree': 0.9909480251075924, 'gamma': 0.818289327270446, 'reg_alpha': 0.03673616663483615, 'reg_lambda': 1.2524601338687902}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:25,937] Trial 129 finished with value: 0.75 and parameters: {'n_estimators': 216, 'learning_rate': 0.07597583331379759, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8716889262227583, 'colsample_bytree': 0.9524104686009204, 'gamma': 1.3590352993784363, 'reg_alpha': 0.13687223277490573, 'reg_lambda': 1.8799365570408648}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:26,261] Trial 130 finished with value: 0.75 and parameters: {'n_estimators': 193, 'learning_rate': 0.06894998699668714, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9221671859404506, 'colsample_bytree': 0.9777274627475255, 'gamma': 1.1147779540499063, 'reg_alpha': 0.0804807423415442, 'reg_lambda': 1.9342049689878233}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:26,654] Trial 131 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 233, 'learning_rate': 0.08211834160936642, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8772116253079466, 'colsample_bytree': 0.9282187484530129, 'gamma': 1.2902193612409947, 'reg_alpha': 0.05458611131726507, 'reg_lambda': 2.1507852741131743}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:27,018] Trial 132 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.06175293109051386, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.859497175686687, 'colsample_bytree': 0.8981763643639494, 'gamma': 1.1918502683702037, 'reg_alpha': 0.2135116294546095, 'reg_lambda': 2.0894116186077936}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:27,423] Trial 133 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 213, 'learning_rate': 0.05198132924175645, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8892685117435847, 'colsample_bytree': 0.943964647441095, 'gamma': 0.9052390873345793, 'reg_alpha': 0.17973930820361592, 'reg_lambda': 2.25779771909025}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:27,765] Trial 134 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 220, 'learning_rate': 0.073361363168694, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.9060731540530589, 'colsample_bytree': 0.9680796674179404, 'gamma': 1.2164872260968682, 'reg_alpha': 0.15501304891382037, 'reg_lambda': 1.6048300012494174}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:28,134] Trial 135 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 226, 'learning_rate': 0.05854181152876187, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8807394436977424, 'colsample_bytree': 0.9365746241103224, 'gamma': 1.5077245686114498, 'reg_alpha': 0.10427354215891824, 'reg_lambda': 2.350588887565111}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:28,506] Trial 136 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 210, 'learning_rate': 0.057024824951180664, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8985747868112749, 'colsample_bytree': 0.9354731221317802, 'gamma': 1.5709116964052119, 'reg_alpha': 0.10553331166725553, 'reg_lambda': 2.3273331509272928}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:28,879] Trial 137 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 154, 'learning_rate': 0.06390588714776664, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8676684833452785, 'colsample_bytree': 0.9577329452857088, 'gamma': 1.8617322639557676, 'reg_alpha': 0.02706049725043515, 'reg_lambda': 2.4365876613413966}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:29,270] Trial 138 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 238, 'learning_rate': 0.05424960553179714, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.8934286221321914, 'colsample_bytree': 0.983659545907401, 'gamma': 1.4738639458653027, 'reg_alpha': 0.12009848246227368, 'reg_lambda': 1.8162947238511715}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:29,635] Trial 139 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 189, 'learning_rate': 0.06867800049381036, 'max_depth': 7, 'min_child_weight': 5, 'subsample': 0.8819705077924519, 'colsample_bytree': 0.9187608279106872, 'gamma': 1.7668452888138988, 'reg_alpha': 0.6013053022721282, 'reg_lambda': 2.627351364287009}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:30,079] Trial 140 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 204, 'learning_rate': 0.042846061483643734, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8531957582914861, 'colsample_bytree': 0.9491093782847199, 'gamma': 1.0300327466741577, 'reg_alpha': 0.07277445127288473, 'reg_lambda': 2.3637975676460665}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:30,452] Trial 141 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 228, 'learning_rate': 0.059504616275447356, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.875037090992119, 'colsample_bytree': 0.9408163305316597, 'gamma': 1.3735585041648044, 'reg_alpha': 0.04075115314128837, 'reg_lambda': 2.513528986010318}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:30,858] Trial 142 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 224, 'learning_rate': 0.059944038864502176, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8744148788437217, 'colsample_bytree': 0.9318740493884172, 'gamma': 1.398637695678671, 'reg_alpha': 0.047721654561163986, 'reg_lambda': 2.5124554782097936}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:31,237] Trial 143 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 229, 'learning_rate': 0.06408091542411959, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8831021249721716, 'colsample_bytree': 0.940837120590218, 'gamma': 1.6757020508219393, 'reg_alpha': 0.016103713564757503, 'reg_lambda': 2.4842619314264582}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:31,653] Trial 144 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 217, 'learning_rate': 0.04922596620365791, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.864660509843, 'colsample_bytree': 0.9390387749754121, 'gamma': 1.5991421697705404, 'reg_alpha': 0.023865548284454127, 'reg_lambda': 2.5232272790791064}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:32,037] Trial 145 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 217, 'learning_rate': 0.04881895512097566, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8483294679576281, 'colsample_bytree': 0.9394993327975177, 'gamma': 1.6232786772636145, 'reg_alpha': 0.017774363922075098, 'reg_lambda': 2.5681523137177247}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:32,385] Trial 146 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 197, 'learning_rate': 0.044751854183854634, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8635864867836031, 'colsample_bytree': 0.9163358518753768, 'gamma': 1.5236793173077279, 'reg_alpha': 0.0021742802877316204, 'reg_lambda': 2.5736652601647956}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:32,779] Trial 147 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 234, 'learning_rate': 0.05241612008752763, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.87077085277723, 'colsample_bytree': 0.9285868324876572, 'gamma': 1.2965918474198177, 'reg_alpha': 0.0376666433816268, 'reg_lambda': 2.536710406025064}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:33,160] Trial 148 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.05757976732845156, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8828188632471076, 'colsample_bytree': 0.9230110018403043, 'gamma': 1.6850141693793868, 'reg_alpha': 0.05692550056595768, 'reg_lambda': 2.451716728060769}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:33,585] Trial 149 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 228, 'learning_rate': 0.06317664845316431, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8563770427815269, 'colsample_bytree': 0.9437450060429535, 'gamma': 1.1107691708937704, 'reg_alpha': 0.02688188519995617, 'reg_lambda': 2.605924252823723}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:34,048] Trial 150 finished with value: 0.75 and parameters: {'n_estimators': 221, 'learning_rate': 0.04876543665686244, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8879378552360501, 'colsample_bytree': 0.9518915670185458, 'gamma': 1.9039536213896535, 'reg_alpha': 0.08714287023199359, 'reg_lambda': 2.3973979642840306}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:34,467] Trial 151 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 214, 'learning_rate': 0.059207433818066924, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8994492400772429, 'colsample_bytree': 0.9668603293753842, 'gamma': 2.0026052433730492, 'reg_alpha': 0.01660776656315715, 'reg_lambda': 2.7876974069758247}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:34,819] Trial 152 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.06552416794534814, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.9122608343333611, 'colsample_bytree': 0.9917918818512296, 'gamma': 1.7170857374005448, 'reg_alpha': 0.06714190300332507, 'reg_lambda': 2.5187613710787042}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:35,173] Trial 153 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 222, 'learning_rate': 0.05470281873899373, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8736696337934016, 'colsample_bytree': 0.9389304935957947, 'gamma': 1.472483174111354, 'reg_alpha': 0.03887125047905893, 'reg_lambda': 2.3167944705090195}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:35,643] Trial 154 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.07031670778791455, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8930299068237836, 'colsample_bytree': 0.9760418914406733, 'gamma': 1.386656719666032, 'reg_alpha': 0.09594247589080482, 'reg_lambda': 2.6827649442100485}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:36,035] Trial 155 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 217, 'learning_rate': 0.06021019499877932, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8643078676524645, 'colsample_bytree': 0.9586508445524667, 'gamma': 0.9447198113712018, 'reg_alpha': 0.04997633379260015, 'reg_lambda': 2.4406314976662835}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:36,427] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.05098629797249348, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8822326457356008, 'colsample_bytree': 0.9994916675001747, 'gamma': 1.2738124680469514, 'reg_alpha': 0.0141669702441919, 'reg_lambda': 2.2861594295631362}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:36,844] Trial 157 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 210, 'learning_rate': 0.07900584284118888, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9046943910972178, 'colsample_bytree': 0.9323139821048101, 'gamma': 1.5770763493049857, 'reg_alpha': 8.790328293493792e-05, 'reg_lambda': 2.0353504633847783}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:37,204] Trial 158 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 201, 'learning_rate': 0.0657082350481249, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8181285418789844, 'colsample_bytree': 0.9118294101140058, 'gamma': 1.7822436875339767, 'reg_alpha': 0.06767868257806081, 'reg_lambda': 2.7331756263020033}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:37,616] Trial 159 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.056093357019384976, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.9173794340472964, 'colsample_bytree': 0.9468456508786408, 'gamma': 1.1559943155585266, 'reg_alpha': 0.08874711843398479, 'reg_lambda': 2.1886976752448013}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:38,048] Trial 160 finished with value: 0.75 and parameters: {'n_estimators': 234, 'learning_rate': 0.046306573680600774, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8752145103766995, 'colsample_bytree': 0.9834058789148602, 'gamma': 1.0466088606313844, 'reg_alpha': 0.03490040490431355, 'reg_lambda': 1.0467651933037403}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:38,515] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 242, 'learning_rate': 0.07370735858920348, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8888081286305622, 'colsample_bytree': 0.9670786460675356, 'gamma': 1.3878591693076248, 'reg_alpha': 0.1325020997300804, 'reg_lambda': 1.7665971441224717}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:38,923] Trial 162 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 230, 'learning_rate': 0.0689201218093021, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8798592101116957, 'colsample_bytree': 0.9584419592585897, 'gamma': 1.4857288145969132, 'reg_alpha': 0.11803885696934176, 'reg_lambda': 1.882205675772549}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:39,299] Trial 163 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 223, 'learning_rate': 0.06273037003705922, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8585556513088191, 'colsample_bytree': 0.957992930334919, 'gamma': 1.6210064400214401, 'reg_alpha': 0.11184352600229826, 'reg_lambda': 1.9549330565657053}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:39,715] Trial 164 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 229, 'learning_rate': 0.06587256812064428, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8708842290275179, 'colsample_bytree': 0.7944885227551731, 'gamma': 1.4724001598474121, 'reg_alpha': 0.3982752930478969, 'reg_lambda': 1.8529994821221636}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:40,136] Trial 165 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 219, 'learning_rate': 0.06906036172091282, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8997048169127008, 'colsample_bytree': 0.9510998038337424, 'gamma': 1.2497274294112832, 'reg_alpha': 0.14935163331507836, 'reg_lambda': 1.999426451347155}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:40,465] Trial 166 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 174, 'learning_rate': 0.0533386330317808, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8805594481705442, 'colsample_bytree': 0.9747333951132225, 'gamma': 1.6693643826875233, 'reg_alpha': 0.07308793233501387, 'reg_lambda': 1.6829038180882523}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:40,778] Trial 167 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 184, 'learning_rate': 0.05346761743583132, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8807740332577204, 'colsample_bytree': 0.9744293341958392, 'gamma': 1.337422739540557, 'reg_alpha': 0.05746918709088486, 'reg_lambda': 2.4800638673867823}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:41,157] Trial 168 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 190, 'learning_rate': 0.07813210567413319, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8388029060108206, 'colsample_bytree': 0.9615018498951028, 'gamma': 1.5003336955032516, 'reg_alpha': 0.9970844053657959, 'reg_lambda': 1.689100911593098}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:41,459] Trial 169 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 167, 'learning_rate': 0.040680916451264, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8653213111074233, 'colsample_bytree': 0.9413886771372494, 'gamma': 1.167067957466639, 'reg_alpha': 0.08068343729672353, 'reg_lambda': 2.0960091313360536}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:41,794] Trial 170 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 177, 'learning_rate': 0.057778866733315865, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8520845500109235, 'colsample_bytree': 0.9707456309920579, 'gamma': 0.9766925601590598, 'reg_alpha': 0.038817288613954296, 'reg_lambda': 2.248718418876571}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:42,257] Trial 171 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 235, 'learning_rate': 0.06156474521050803, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.8895414031494803, 'colsample_bytree': 0.9900243987260229, 'gamma': 1.691145042519321, 'reg_alpha': 0.10647172336004804, 'reg_lambda': 1.9016440195041173}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:42,642] Trial 172 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.052967413162704896, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.8778922872514681, 'colsample_bytree': 0.9820588031994867, 'gamma': 1.8490556369099038, 'reg_alpha': 0.022650061274156752, 'reg_lambda': 1.8470230692255583}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:43,021] Trial 173 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.017576059761744395, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8929505781332233, 'colsample_bytree': 0.951165577435426, 'gamma': 1.5766745029884934, 'reg_alpha': 0.07180435302623245, 'reg_lambda': 1.727937264476934}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:43,348] Trial 174 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 174, 'learning_rate': 0.06974189224361191, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.904545998184153, 'colsample_bytree': 0.9921324650966629, 'gamma': 2.050232561310977, 'reg_alpha': 0.12372311456509652, 'reg_lambda': 1.6538370105433828}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:44,088] Trial 175 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 195, 'learning_rate': 0.05896776828725274, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.870124961129924, 'colsample_bytree': 0.9763641414385641, 'gamma': 1.715785423194924, 'reg_alpha': 0.09511622324437999, 'reg_lambda': 2.1394973224102203}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:44,439] Trial 176 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 205, 'learning_rate': 0.04842059580788571, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8837318871692886, 'colsample_bytree': 0.9353254096885425, 'gamma': 1.3325428117521179, 'reg_alpha': 0.9053597006070535, 'reg_lambda': 2.0570947263407025}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:44,797] Trial 177 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 162, 'learning_rate': 0.06314106577224418, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8581025295603731, 'colsample_bytree': 0.9625426385751, 'gamma': 1.916999679605147, 'reg_alpha': 0.05598681377568351, 'reg_lambda': 1.79577785352439}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:45,211] Trial 178 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 230, 'learning_rate': 0.07507816907668309, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8748738135709155, 'colsample_bytree': 0.9442996286918569, 'gamma': 1.487470257936485, 'reg_alpha': 0.520230881950786, 'reg_lambda': 1.9349902334525564}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:45,566] Trial 179 finished with value: 0.5 and parameters: {'n_estimators': 218, 'learning_rate': 0.05604567033992144, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8972137823306457, 'colsample_bytree': 0.9265132547387789, 'gamma': 0.756503000322727, 'reg_alpha': 0.1770856621565697, 'reg_lambda': 2.4008208593353153}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:45,946] Trial 180 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 222, 'learning_rate': 0.0839001998020794, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8666379200687344, 'colsample_bytree': 0.9839558605390899, 'gamma': 1.6389296391198955, 'reg_alpha': 0.000745769086174717, 'reg_lambda': 1.8925492423850445}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:46,324] Trial 181 finished with value: 0.75 and parameters: {'n_estimators': 231, 'learning_rate': 0.0733881466022685, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8837052829215257, 'colsample_bytree': 0.9541185414846356, 'gamma': 1.3933538332809343, 'reg_alpha': 0.1325914412775127, 'reg_lambda': 1.7446812603087052}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:46,891] Trial 182 finished with value: 0.75 and parameters: {'n_estimators': 238, 'learning_rate': 0.06780097027057565, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8787590651317929, 'colsample_bytree': 0.9655234319616314, 'gamma': 1.21637640551439, 'reg_alpha': 0.15946284528632546, 'reg_lambda': 1.7849892291914384}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:47,394] Trial 183 finished with value: 0.75 and parameters: {'n_estimators': 227, 'learning_rate': 0.06352130871268578, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8882763760673491, 'colsample_bytree': 0.9407963988002913, 'gamma': 1.5288323816758314, 'reg_alpha': 0.10887081620011314, 'reg_lambda': 1.5858934317459747}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:47,835] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 245, 'learning_rate': 0.059565804873886526, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8656573937597531, 'colsample_bytree': 0.9734382592712766, 'gamma': 1.116975877686914, 'reg_alpha': 0.14501127161443048, 'reg_lambda': 1.8091322684349267}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:48,224] Trial 185 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 200, 'learning_rate': 0.011895188865810796, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.910400777691359, 'colsample_bytree': 0.9596062552410686, 'gamma': 1.7899878155938778, 'reg_alpha': 0.03020420797931708, 'reg_lambda': 1.4736683997450588}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:48,640] Trial 186 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 214, 'learning_rate': 0.0708843242845883, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8760630029707731, 'colsample_bytree': 0.8693910680400188, 'gamma': 1.3894375807978934, 'reg_alpha': 0.08454141902037951, 'reg_lambda': 1.9955922118040892}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:49,005] Trial 187 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 188, 'learning_rate': 0.051128637804154366, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8487276175694307, 'colsample_bytree': 0.8709258828866594, 'gamma': 1.2690209879825618, 'reg_alpha': 0.08246644061442251, 'reg_lambda': 1.9895844773566145}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:49,315] Trial 188 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 213, 'learning_rate': 0.07022813698320429, 'max_depth': 5, 'min_child_weight': 6, 'subsample': 0.8771301296471884, 'colsample_bytree': 0.8620435573317012, 'gamma': 1.4398994541780987, 'reg_alpha': 0.050415888634797644, 'reg_lambda': 2.045605065322137}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:49,799] Trial 189 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 208, 'learning_rate': 0.05633681349472121, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8943439307750152, 'colsample_bytree': 0.9994559384048939, 'gamma': 1.0666055252298732, 'reg_alpha': 0.06721519520123515, 'reg_lambda': 2.1806952061885676}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:50,182] Trial 190 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 217, 'learning_rate': 0.06529868188015922, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8601601978113776, 'colsample_bytree': 0.7697585104926873, 'gamma': 1.6310555952637964, 'reg_alpha': 0.018337000242796577, 'reg_lambda': 1.9522057079973625}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:50,584] Trial 191 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 223, 'learning_rate': 0.08009619201004446, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8863637697316301, 'colsample_bytree': 0.9489014487915811, 'gamma': 1.2933030475294616, 'reg_alpha': 0.12529675159180553, 'reg_lambda': 1.7081909829022306}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:50,936] Trial 192 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 230, 'learning_rate': 0.07408075866049108, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8718922195332021, 'colsample_bytree': 0.9319533985859559, 'gamma': 1.4218681518157548, 'reg_alpha': 0.10623041458041736, 'reg_lambda': 1.1695449854802458}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:51,398] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.06027069972113341, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.6756679609817748, 'colsample_bytree': 0.8475916676151816, 'gamma': 1.5530624712302499, 'reg_alpha': 0.09291803241924412, 'reg_lambda': 0.5347470408530284}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:51,765] Trial 194 finished with value: 0.75 and parameters: {'n_estimators': 220, 'learning_rate': 0.12349263313412555, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.8796573659520303, 'colsample_bytree': 0.987406998288145, 'gamma': 1.3593851458512645, 'reg_alpha': 0.04413790044884448, 'reg_lambda': 1.8359224780991652}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:52,155] Trial 195 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.08546552992644849, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8990502050227288, 'colsample_bytree': 0.9551479637906192, 'gamma': 1.7496775591720308, 'reg_alpha': 0.14317862115567864, 'reg_lambda': 1.9031644914400276}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:52,602] Trial 196 finished with value: 0.75 and parameters: {'n_estimators': 213, 'learning_rate': 0.06850347795893233, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.8718355063659171, 'colsample_bytree': 0.9390977239219961, 'gamma': 1.220007874695132, 'reg_alpha': 0.07238768745065899, 'reg_lambda': 1.636049517759235}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:52,961] Trial 197 finished with value: 0.75 and parameters: {'n_estimators': 198, 'learning_rate': 0.10901442918633458, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.8888495468748733, 'colsample_bytree': 0.9664221501114066, 'gamma': 1.5556180095472163, 'reg_alpha': 0.023264994280062866, 'reg_lambda': 2.4895545670672097}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:53,347] Trial 198 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 238, 'learning_rate': 0.05388245346501529, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.88389561428538, 'colsample_bytree': 0.7230467319777023, 'gamma': 0.9889565578682387, 'reg_alpha': 0.16595184239904454, 'reg_lambda': 2.126894759948918}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:53,756] Trial 199 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.06413198938907012, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.863365564594528, 'colsample_bytree': 0.9187922100836796, 'gamma': 1.1494913480595965, 'reg_alpha': 0.12027187057105534, 'reg_lambda': 2.612673602505373}. Best is trial 57 with value: 0.7619047619047619.
[I 2025-11-03 20:42:53,759] A new study created in memory with name: no-name-9d7c6c1e-12de-45d2-9f8a-4e758eb81581
[I 2025-11-03 20:42:54,090] Trial 0 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 214, 'learning_rate': 0.07921825773526404, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8339274043442106, 'colsample_bytree': 0.7542263329214095, 'gamma': 2.7101006658994455, 'reg_alpha': 0.42813653381848304, 'reg_lambda': 0.9641239726178115}. Best is trial 0 with value: 0.6845238095238095.
[I 2025-11-03 20:42:54,430] Trial 1 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 195, 'learning_rate': 0.24946771724125014, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9668096969220564, 'colsample_bytree': 0.9030720072460299, 'gamma': 0.4340652687178631, 'reg_alpha': 0.07653948001918698, 'reg_lambda': 2.831835192218021}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:54,701] Trial 2 finished with value: 0.5 and parameters: {'n_estimators': 27, 'learning_rate': 0.03723487055910023, 'max_depth': 8, 'min_child_weight': 13, 'subsample': 0.940816042223904, 'colsample_bytree': 0.7761270703916053, 'gamma': 1.5128063003528474, 'reg_alpha': 0.8572595507911559, 'reg_lambda': 1.8713543919014894}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,053] Trial 3 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 212, 'learning_rate': 0.05565153311625561, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8749232894723895, 'colsample_bytree': 0.9534515373610043, 'gamma': 2.1823832842385253, 'reg_alpha': 0.2363661677365413, 'reg_lambda': 1.9441447701685401}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,490] Trial 4 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 244, 'learning_rate': 0.14305825989793394, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8079136928103317, 'colsample_bytree': 0.7989166070777964, 'gamma': 3.995797999290116, 'reg_alpha': 0.25051278249251097, 'reg_lambda': 1.0996060628198394}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,674] Trial 5 finished with value: 0.5 and parameters: {'n_estimators': 52, 'learning_rate': 0.026546296292012942, 'max_depth': 9, 'min_child_weight': 14, 'subsample': 0.6097696049452157, 'colsample_bytree': 0.8478668245307982, 'gamma': 1.924222368252787, 'reg_alpha': 0.8805142678102287, 'reg_lambda': 0.6986791425731399}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:55,896] Trial 6 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 72, 'learning_rate': 0.12577837969056127, 'max_depth': 3, 'min_child_weight': 11, 'subsample': 0.776546714068596, 'colsample_bytree': 0.9353637211195137, 'gamma': 4.770310108820812, 'reg_alpha': 0.3913825071450726, 'reg_lambda': 1.4094666596966992}. Best is trial 1 with value: 0.7202380952380952.
[I 2025-11-03 20:42:56,667] Trial 7 finished with value: 0.755952380952381 and parameters: {'n_estimators': 81, 'learning_rate': 0.19661588877615788, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8009482069357924, 'colsample_bytree': 0.8180354238813184, 'gamma': 0.43063763598944815, 'reg_alpha': 0.5063770266768777, 'reg_lambda': 1.484570293196112}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:57,055] Trial 8 finished with value: 0.7500000000000001 and parameters: {'n_estimators': 84, 'learning_rate': 0.05020229630722502, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9354814261797579, 'colsample_bytree': 0.8810241840097304, 'gamma': 1.7879654812194197, 'reg_alpha': 0.8346305151627825, 'reg_lambda': 2.822302387927349}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:57,500] Trial 9 finished with value: 0.6904761904761904 and parameters: {'n_estimators': 226, 'learning_rate': 0.14802426239754055, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6949487107631988, 'colsample_bytree': 0.8772839122389806, 'gamma': 2.9710224863253147, 'reg_alpha': 0.3188584508234882, 'reg_lambda': 1.0050597910764163}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:57,865] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 125, 'learning_rate': 0.014596537297233739, 'max_depth': 4, 'min_child_weight': 19, 'subsample': 0.7307413153785709, 'colsample_bytree': 0.6382122788927532, 'gamma': 0.029326590530122765, 'reg_alpha': 0.6421156639062109, 'reg_lambda': 2.4127274141735318}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:58,185] Trial 11 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 108, 'learning_rate': 0.27019366674379, 'max_depth': 4, 'min_child_weight': 7, 'subsample': 0.8994998212334296, 'colsample_bytree': 0.6807594803177279, 'gamma': 1.0825342659256445, 'reg_alpha': 0.624874915700991, 'reg_lambda': 2.891010916838625}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:58,448] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 89, 'learning_rate': 0.025210581382265156, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.9992282446906211, 'colsample_bytree': 0.8409250194206859, 'gamma': 0.9360454950702668, 'reg_alpha': 0.6258296474988053, 'reg_lambda': 1.5779361070075744}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:58,793] Trial 13 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 163, 'learning_rate': 0.06728206433563118, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8888797692076597, 'colsample_bytree': 0.9979518475335247, 'gamma': 3.3270071399045946, 'reg_alpha': 0.9619400421810467, 'reg_lambda': 2.2971674228576044}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:59,142] Trial 14 finished with value: 0.6785714285714286 and parameters: {'n_estimators': 151, 'learning_rate': 0.010774372412522751, 'max_depth': 6, 'min_child_weight': 9, 'subsample': 0.6719425653272134, 'colsample_bytree': 0.7082862873656628, 'gamma': 0.9646493870710874, 'reg_alpha': 0.7388192697006075, 'reg_lambda': 2.2219668454293533}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:59,397] Trial 15 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 54, 'learning_rate': 0.10371075959827103, 'max_depth': 5, 'min_child_weight': 4, 'subsample': 0.7648750897506236, 'colsample_bytree': 0.8317520246611393, 'gamma': 1.6119442842540654, 'reg_alpha': 0.5474467437421208, 'reg_lambda': 1.3751410982560217}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:42:59,790] Trial 16 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 107, 'learning_rate': 0.03887566741262222, 'max_depth': 3, 'min_child_weight': 9, 'subsample': 0.8400125900161703, 'colsample_bytree': 0.7377849385980175, 'gamma': 0.14238929985290805, 'reg_alpha': 0.7545765349023779, 'reg_lambda': 2.601224614291659}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,017] Trial 17 finished with value: 0.5 and parameters: {'n_estimators': 80, 'learning_rate': 0.1911627486190266, 'max_depth': 10, 'min_child_weight': 17, 'subsample': 0.934073261862659, 'colsample_bytree': 0.8791891927698235, 'gamma': 0.6995681787993655, 'reg_alpha': 0.13489345764717753, 'reg_lambda': 1.9597740220789013}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,302] Trial 18 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 21, 'learning_rate': 0.09094502716440775, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.6136791055011225, 'colsample_bytree': 0.6088966888764434, 'gamma': 1.3931418034239116, 'reg_alpha': 0.993729627158571, 'reg_lambda': 0.5625077366079868}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,663] Trial 19 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 167, 'learning_rate': 0.042448749345037264, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.8531532390812465, 'colsample_bytree': 0.8066528553963149, 'gamma': 2.2858069897475115, 'reg_alpha': 0.47714627976635593, 'reg_lambda': 1.6336564115185839}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:00,901] Trial 20 finished with value: 0.5 and parameters: {'n_estimators': 133, 'learning_rate': 0.021595299893437996, 'max_depth': 6, 'min_child_weight': 11, 'subsample': 0.7339951137029312, 'colsample_bytree': 0.9293540807758149, 'gamma': 3.3191880725691933, 'reg_alpha': 0.7734451292813967, 'reg_lambda': 2.5395040700252753}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:01,290] Trial 21 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 191, 'learning_rate': 0.24192325479607327, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9951701614068996, 'colsample_bytree': 0.8840811518529806, 'gamma': 0.4287186226892883, 'reg_alpha': 0.04880777094329192, 'reg_lambda': 2.8765338161805034}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:01,762] Trial 22 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 108, 'learning_rate': 0.1933640373356731, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9950127610306648, 'colsample_bytree': 0.8798739447797297, 'gamma': 0.5436004026088752, 'reg_alpha': 0.003062625457076182, 'reg_lambda': 2.949534222962939}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:02,238] Trial 23 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 186, 'learning_rate': 0.20718928311226767, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.923049195398222, 'colsample_bytree': 0.9635776189274768, 'gamma': 0.3747412257427256, 'reg_alpha': 0.1655274259557749, 'reg_lambda': 2.6655313590956964}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:02,518] Trial 24 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 66, 'learning_rate': 0.2989385980877696, 'max_depth': 7, 'min_child_weight': 3, 'subsample': 0.9692162823480144, 'colsample_bytree': 0.8993182851854683, 'gamma': 1.2925707687496175, 'reg_alpha': 0.5504550087856397, 'reg_lambda': 1.2578666642017102}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:02,776] Trial 25 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 42, 'learning_rate': 0.11542518890045193, 'max_depth': 6, 'min_child_weight': 7, 'subsample': 0.9582285819948443, 'colsample_bytree': 0.8159831299558993, 'gamma': 1.881863015353627, 'reg_alpha': 0.3202262678298099, 'reg_lambda': 2.061929271229952}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:03,118] Trial 26 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 94, 'learning_rate': 0.05338436829421432, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9087737652343882, 'colsample_bytree': 0.857524045208496, 'gamma': 0.7672716572222458, 'reg_alpha': 0.682070335861649, 'reg_lambda': 2.7095804966063883}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:03,547] Trial 27 finished with value: 0.738095238095238 and parameters: {'n_estimators': 147, 'learning_rate': 0.16345363085442144, 'max_depth': 5, 'min_child_weight': 2, 'subsample': 0.805918962854168, 'colsample_bytree': 0.7743025138327428, 'gamma': 0.053125178191104294, 'reg_alpha': 0.8567095056153912, 'reg_lambda': 2.162381121664084}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:03,921] Trial 28 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 122, 'learning_rate': 0.0735883680428955, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.8628818751204519, 'colsample_bytree': 0.9150572516800939, 'gamma': 1.7705204476070464, 'reg_alpha': 0.3777112960638465, 'reg_lambda': 1.7479129397586213}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:04,314] Trial 29 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 183, 'learning_rate': 0.09519043505323779, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.8248656184049146, 'colsample_bytree': 0.7299814003644446, 'gamma': 2.747433281610479, 'reg_alpha': 0.48748912466543254, 'reg_lambda': 2.4331393437285858}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:04,683] Trial 30 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 94, 'learning_rate': 0.22210106858732942, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9810167769677169, 'colsample_bytree': 0.7820534875129022, 'gamma': 1.1214157002038698, 'reg_alpha': 0.022972985863898954, 'reg_lambda': 0.8218234892207543}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:05,129] Trial 31 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 195, 'learning_rate': 0.19742940173215742, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9238003218891311, 'colsample_bytree': 0.9782234065763221, 'gamma': 0.4509365306961587, 'reg_alpha': 0.17974945726569852, 'reg_lambda': 2.743499112338582}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:05,610] Trial 32 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 193, 'learning_rate': 0.22801713867785808, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9453058698878871, 'colsample_bytree': 0.9630071512183485, 'gamma': 0.31234969281080766, 'reg_alpha': 0.10358541924774947, 'reg_lambda': 2.990399701302624}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:06,007] Trial 33 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 211, 'learning_rate': 0.16320847836745692, 'max_depth': 7, 'min_child_weight': 4, 'subsample': 0.9199491039513158, 'colsample_bytree': 0.8939431410291527, 'gamma': 0.6240946536837927, 'reg_alpha': 0.06364767715507608, 'reg_lambda': 2.707128644788276}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:06,357] Trial 34 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 175, 'learning_rate': 0.29753142855221876, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9673178633088153, 'colsample_bytree': 0.9337270374323093, 'gamma': 0.44624725881625726, 'reg_alpha': 0.18456056255525283, 'reg_lambda': 2.8261576425074857}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:06,684] Trial 35 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 170, 'learning_rate': 0.2642113737318926, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9640676445838454, 'colsample_bytree': 0.9322465357776278, 'gamma': 1.271782503858836, 'reg_alpha': 0.2897763636880099, 'reg_lambda': 2.8687668703135083}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:07,223] Trial 36 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 234, 'learning_rate': 0.054991309517530625, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.8888735283678291, 'colsample_bytree': 0.8638902167478775, 'gamma': 0.848030082327974, 'reg_alpha': 0.20681899848921462, 'reg_lambda': 2.4482407046378833}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:07,589] Trial 37 finished with value: 0.5 and parameters: {'n_estimators': 208, 'learning_rate': 0.1341716307607871, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.9828539027652134, 'colsample_bytree': 0.911720142345047, 'gamma': 2.120260825005544, 'reg_alpha': 0.41429543811382163, 'reg_lambda': 2.8131909857867137}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:07,885] Trial 38 finished with value: 0.7053571428571429 and parameters: {'n_estimators': 144, 'learning_rate': 0.28718383590982016, 'max_depth': 6, 'min_child_weight': 3, 'subsample': 0.9525915056986095, 'colsample_bytree': 0.8219741818657883, 'gamma': 4.78825093865289, 'reg_alpha': 0.086428559556257, 'reg_lambda': 1.1916836044296257}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:08,134] Trial 39 finished with value: 0.6488095238095238 and parameters: {'n_estimators': 62, 'learning_rate': 0.17073146796745112, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.6540960043685432, 'colsample_bytree': 0.7911916909318162, 'gamma': 3.848295529597663, 'reg_alpha': 0.2449338204621372, 'reg_lambda': 1.801502243223721}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:08,278] Trial 40 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 37, 'learning_rate': 0.030885511712283105, 'max_depth': 3, 'min_child_weight': 4, 'subsample': 0.7881558342838179, 'colsample_bytree': 0.9471315395422647, 'gamma': 2.538671716110433, 'reg_alpha': 0.5438909930799757, 'reg_lambda': 2.5460193782508402}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:08,648] Trial 41 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 188, 'learning_rate': 0.23559312751284284, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.9390304330154975, 'colsample_bytree': 0.9839597020149198, 'gamma': 0.36726534716849146, 'reg_alpha': 0.13872307155134558, 'reg_lambda': 2.6949807529423775}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:09,035] Trial 42 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 178, 'learning_rate': 0.21397086890725112, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.8735729729979419, 'colsample_bytree': 0.9604335776822366, 'gamma': 0.2526808498969431, 'reg_alpha': 0.17203180108684987, 'reg_lambda': 2.986780938611629}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:09,429] Trial 43 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 204, 'learning_rate': 0.047014923658081784, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9802585319121128, 'colsample_bytree': 0.9157388045829904, 'gamma': 0.5413096590890536, 'reg_alpha': 0.29421900460279016, 'reg_lambda': 2.6388440294906688}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:09,841] Trial 44 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 225, 'learning_rate': 0.250253576700568, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.9177204244487192, 'colsample_bytree': 0.8476667106871161, 'gamma': 1.5766058312141409, 'reg_alpha': 0.04110971064456494, 'reg_lambda': 1.4942736444298712}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:10,201] Trial 45 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 158, 'learning_rate': 0.06314527213926865, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9958882688159824, 'colsample_bytree': 0.8899980740185699, 'gamma': 0.05930603810637969, 'reg_alpha': 0.9168340745850443, 'reg_lambda': 2.8154160791648444}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:10,582] Trial 46 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 249, 'learning_rate': 0.12281596952107558, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7521633599518518, 'colsample_bytree': 0.9464997109234274, 'gamma': 1.089042619742354, 'reg_alpha': 0.13285128877212363, 'reg_lambda': 2.836042183539249}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:10,949] Trial 47 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 176, 'learning_rate': 0.14655689817692186, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8941895076366765, 'colsample_bytree': 0.867470160122627, 'gamma': 0.807348638165049, 'reg_alpha': 0.36760517549978583, 'reg_lambda': 2.383367749071626}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:11,247] Trial 48 finished with value: 0.5 and parameters: {'n_estimators': 78, 'learning_rate': 0.1419960716622153, 'max_depth': 10, 'min_child_weight': 16, 'subsample': 0.8902222611890164, 'colsample_bytree': 0.8627045100428774, 'gamma': 0.8412022427655093, 'reg_alpha': 0.3521556400224622, 'reg_lambda': 2.4421904239448664}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:11,613] Trial 49 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 120, 'learning_rate': 0.17690032342382195, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8352906585822422, 'colsample_bytree': 0.8363777962477609, 'gamma': 0.6700162588579806, 'reg_alpha': 0.439461230396723, 'reg_lambda': 2.322605111858578}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:12,023] Trial 50 finished with value: 0.5 and parameters: {'n_estimators': 177, 'learning_rate': 0.0790193936587446, 'max_depth': 4, 'min_child_weight': 20, 'subsample': 0.9387504515457831, 'colsample_bytree': 0.7625379742181972, 'gamma': 1.4583621096801647, 'reg_alpha': 0.8395384998727533, 'reg_lambda': 2.076397817633983}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:12,523] Trial 51 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 219, 'learning_rate': 0.26466716134796237, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9662402372776612, 'colsample_bytree': 0.8677159836617564, 'gamma': 0.24011796117743156, 'reg_alpha': 0.2212050711782206, 'reg_lambda': 2.6356573600110456}. Best is trial 7 with value: 0.755952380952381.
[I 2025-11-03 20:43:13,026] Trial 52 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 237, 'learning_rate': 0.24910097056268804, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9698398973754176, 'colsample_bytree': 0.8726324745266932, 'gamma': 0.2619532525503332, 'reg_alpha': 0.22451650956318936, 'reg_lambda': 2.5562979337560954}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:13,531] Trial 53 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 226, 'learning_rate': 0.29127213713159944, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9668908024344542, 'colsample_bytree': 0.8715417662815074, 'gamma': 0.20018479792568794, 'reg_alpha': 0.2414794639320009, 'reg_lambda': 2.5444424979640528}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:13,934] Trial 54 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 221, 'learning_rate': 0.26525023075760995, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.9015054847518371, 'colsample_bytree': 0.8278526883349616, 'gamma': 0.0016270916814513647, 'reg_alpha': 0.27940516648929414, 'reg_lambda': 2.3242086880348762}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:14,362] Trial 55 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 236, 'learning_rate': 0.1515913794606381, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.7055262326911953, 'colsample_bytree': 0.85167726153234, 'gamma': 1.0211759295334866, 'reg_alpha': 0.341854428116235, 'reg_lambda': 2.5750130088301724}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:14,667] Trial 56 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 239, 'learning_rate': 0.18304969194576204, 'max_depth': 10, 'min_child_weight': 10, 'subsample': 0.9486183113561922, 'colsample_bytree': 0.8082370734939524, 'gamma': 0.6193192484594572, 'reg_alpha': 0.21850597770368288, 'reg_lambda': 1.6307721283514802}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:15,067] Trial 57 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 203, 'learning_rate': 0.10927531226412239, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9723416939188446, 'colsample_bytree': 0.9040822503385741, 'gamma': 0.2409742109439464, 'reg_alpha': 0.8043607257165997, 'reg_lambda': 2.7552670822450995}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:15,466] Trial 58 finished with value: 0.6636904761904762 and parameters: {'n_estimators': 201, 'learning_rate': 0.08662520276844698, 'max_depth': 10, 'min_child_weight': 1, 'subsample': 0.9796929594490705, 'colsample_bytree': 0.9038309737713582, 'gamma': 4.568653314320358, 'reg_alpha': 0.8008346826159013, 'reg_lambda': 2.7586446242459597}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:15,787] Trial 59 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 218, 'learning_rate': 0.10783177965984941, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.9698607290501231, 'colsample_bytree': 0.9347475709224209, 'gamma': 0.206109448742878, 'reg_alpha': 0.9031698123330205, 'reg_lambda': 1.4717320782627874}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:16,241] Trial 60 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 231, 'learning_rate': 0.032875110378326224, 'max_depth': 3, 'min_child_weight': 3, 'subsample': 0.9324880548225325, 'colsample_bytree': 0.8402051701763409, 'gamma': 0.4627194086421742, 'reg_alpha': 0.7187955482001052, 'reg_lambda': 2.9322890923521436}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:16,677] Trial 61 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 216, 'learning_rate': 0.21564622227657704, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9509589972600913, 'colsample_bytree': 0.8704100323474373, 'gamma': 0.8130930405752086, 'reg_alpha': 0.7956592610875228, 'reg_lambda': 2.498249335969992}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:17,035] Trial 62 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 202, 'learning_rate': 0.25235416371934843, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9598689531619625, 'colsample_bytree': 0.9182030889023409, 'gamma': 0.20121417149822632, 'reg_alpha': 0.4585255531020888, 'reg_lambda': 2.2450795090765108}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:17,440] Trial 63 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.15449957308248397, 'max_depth': 5, 'min_child_weight': 1, 'subsample': 0.8168589297077924, 'colsample_bytree': 0.886642346950714, 'gamma': 0.32111663357247977, 'reg_alpha': 0.5954493165233237, 'reg_lambda': 2.5991338167225466}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:17,814] Trial 64 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 243, 'learning_rate': 0.04604731127860758, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.910171628720094, 'colsample_bytree': 0.9020708767870825, 'gamma': 0.5252515610216968, 'reg_alpha': 0.6985517993169102, 'reg_lambda': 1.3128509845062228}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,054] Trial 65 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 86, 'learning_rate': 0.06423607701966301, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.9867121137529541, 'colsample_bytree': 0.8763088657968252, 'gamma': 0.6864156463425782, 'reg_alpha': 0.6563985319391592, 'reg_lambda': 2.7910377801140673}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,409] Trial 66 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 135, 'learning_rate': 0.1309400820085624, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9275525430326049, 'colsample_bytree': 0.8555509248902398, 'gamma': 0.9210109878200792, 'reg_alpha': 0.39725140130728903, 'reg_lambda': 2.647042685694955}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,766] Trial 67 finished with value: 0.75 and parameters: {'n_estimators': 102, 'learning_rate': 0.19458110614193533, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8569789549767544, 'colsample_bytree': 0.9231566089345161, 'gamma': 0.01229246124606001, 'reg_alpha': 0.5204193447586436, 'reg_lambda': 2.3746317749268537}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:18,984] Trial 68 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 105, 'learning_rate': 0.2090735733559412, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8468717732155546, 'colsample_bytree': 0.9274550624810965, 'gamma': 3.130719866518594, 'reg_alpha': 0.5198185969993935, 'reg_lambda': 2.9231954734931396}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:19,431] Trial 69 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 101, 'learning_rate': 0.1948113336103313, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8765876168114204, 'colsample_bytree': 0.9015894574937243, 'gamma': 0.11045049099723447, 'reg_alpha': 0.5872951853105487, 'reg_lambda': 0.9961182511522766}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:19,719] Trial 70 finished with value: 0.5 and parameters: {'n_estimators': 67, 'learning_rate': 0.29071308731050854, 'max_depth': 5, 'min_child_weight': 12, 'subsample': 0.754904246274526, 'colsample_bytree': 0.9448003491524088, 'gamma': 1.2028224281917033, 'reg_alpha': 0.8358600876446273, 'reg_lambda': 2.163405670665054}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:19,979] Trial 71 finished with value: 0.75 and parameters: {'n_estimators': 54, 'learning_rate': 0.24441610253475318, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8601866006589766, 'colsample_bytree': 0.8876512571303949, 'gamma': 0.3264322923384514, 'reg_alpha': 0.2749926356042239, 'reg_lambda': 2.3656057818091503}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:20,258] Trial 72 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 52, 'learning_rate': 0.23921591727459066, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7869564261454384, 'colsample_bytree': 0.8908716670145237, 'gamma': 0.3815936737812202, 'reg_alpha': 0.27086079332806307, 'reg_lambda': 2.508264355971585}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:20,554] Trial 73 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 76, 'learning_rate': 0.2717246427367535, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8603858720676413, 'colsample_bytree': 0.92253470559931, 'gamma': 0.1609401992231998, 'reg_alpha': 0.19408267532972556, 'reg_lambda': 1.9278914943308114}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:20,880] Trial 74 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 114, 'learning_rate': 0.020227296124928622, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8192393895012764, 'colsample_bytree': 0.6807039799572003, 'gamma': 0.017316322278377705, 'reg_alpha': 0.972456891191411, 'reg_lambda': 2.7393400706713287}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,082] Trial 75 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 42, 'learning_rate': 0.23184361341909762, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.7951372182590544, 'colsample_bytree': 0.9118886408901836, 'gamma': 0.3138060001881362, 'reg_alpha': 0.10715758136694409, 'reg_lambda': 2.3603234076618507}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,334] Trial 76 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 60, 'learning_rate': 0.18837603289784136, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.9734527916325023, 'colsample_bytree': 0.9061486322677454, 'gamma': 0.5134834790445945, 'reg_alpha': 0.31530455455471296, 'reg_lambda': 2.6704219956704582}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,534] Trial 77 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 85, 'learning_rate': 0.2587253308460523, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.769217577281635, 'colsample_bytree': 0.9759896544246134, 'gamma': 2.0844739037924263, 'reg_alpha': 0.21591101277022434, 'reg_lambda': 2.260127517903835}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:21,830] Trial 78 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 95, 'learning_rate': 0.17231380761937645, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9558701823855066, 'colsample_bytree': 0.8844618994116157, 'gamma': 1.7359488972767978, 'reg_alpha': 0.511571529871816, 'reg_lambda': 2.8630052035275506}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,196] Trial 79 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 71, 'learning_rate': 0.29774938530107, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.874562649701901, 'colsample_bytree': 0.815559902672151, 'gamma': 0.4356810640460541, 'reg_alpha': 0.9271052334309697, 'reg_lambda': 1.0845816266680375}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,339] Trial 80 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 38, 'learning_rate': 0.20885740256544114, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.9994917399262818, 'colsample_bytree': 0.7956229554202902, 'gamma': 0.6111946624346833, 'reg_alpha': 0.5774826130914987, 'reg_lambda': 1.769562581526564}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,561] Trial 81 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 56, 'learning_rate': 0.22733749342589474, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8857687903811358, 'colsample_bytree': 0.8656376778113857, 'gamma': 0.3228976176152885, 'reg_alpha': 0.25418643102644817, 'reg_lambda': 2.3803382410913114}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:22,955] Trial 82 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 169, 'learning_rate': 0.14342063603531896, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8515959028582267, 'colsample_bytree': 0.8452528138074739, 'gamma': 0.7614728041114638, 'reg_alpha': 0.1420558924444578, 'reg_lambda': 2.463058166882298}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:23,276] Trial 83 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 127, 'learning_rate': 0.16294352697480785, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.9017611466297872, 'colsample_bytree': 0.8774766841167758, 'gamma': 0.14958536437706976, 'reg_alpha': 0.3609444045723146, 'reg_lambda': 2.1816094249511977}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:23,642] Trial 84 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 144, 'learning_rate': 0.19833956827968166, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9422707881900498, 'colsample_bytree': 0.8940110128787246, 'gamma': 0.9031814377504397, 'reg_alpha': 0.3227589288203477, 'reg_lambda': 2.6158692008431643}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:24,135] Trial 85 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 196, 'learning_rate': 0.010692120255179889, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8277135940600391, 'colsample_bytree': 0.9404510671611809, 'gamma': 0.013267438302738188, 'reg_alpha': 0.4122607591726031, 'reg_lambda': 2.037702289645144}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:24,343] Trial 86 finished with value: 0.6785714285714285 and parameters: {'n_estimators': 21, 'learning_rate': 0.27226229755465964, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.9888538621628281, 'colsample_bytree': 0.8585012527107672, 'gamma': 2.434263957201421, 'reg_alpha': 0.46075899100418954, 'reg_lambda': 2.3800918983595007}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:24,734] Trial 87 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 177, 'learning_rate': 0.1195045049419089, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.9739791303514008, 'colsample_bytree': 0.9240568476648958, 'gamma': 0.7242617480081213, 'reg_alpha': 0.22635564079205506, 'reg_lambda': 2.7325818957401555}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:25,021] Trial 88 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 82, 'learning_rate': 0.03759664010394271, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9135326600833285, 'colsample_bytree': 0.9537897689515247, 'gamma': 0.23431288081599327, 'reg_alpha': 0.757406563308852, 'reg_lambda': 2.5076599820719054}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:25,411] Trial 89 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 211, 'learning_rate': 0.10518364569642946, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9603040689399928, 'colsample_bytree': 0.8315977706428069, 'gamma': 1.355351726449109, 'reg_alpha': 0.16092524626891647, 'reg_lambda': 2.807579686015596}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:25,830] Trial 90 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 227, 'learning_rate': 0.049643339625295275, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.9264883454722964, 'colsample_bytree': 0.8698946151746061, 'gamma': 0.564567649068761, 'reg_alpha': 0.1945407243995967, 'reg_lambda': 2.6033823267606873}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:26,229] Trial 91 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 248, 'learning_rate': 0.24446335277961898, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9647612789830925, 'colsample_bytree': 0.8748860122167682, 'gamma': 0.21210120902972177, 'reg_alpha': 0.2725644475495504, 'reg_lambda': 2.5562301176161517}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:26,651] Trial 92 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 223, 'learning_rate': 0.28020336232145066, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8650986556341829, 'colsample_bytree': 0.850479871818888, 'gamma': 0.41814420011359416, 'reg_alpha': 0.24482641827658902, 'reg_lambda': 2.421939034001501}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:27,095] Trial 93 finished with value: 0.5 and parameters: {'n_estimators': 221, 'learning_rate': 0.22273891395155704, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.8633727657921609, 'colsample_bytree': 0.8516340147668543, 'gamma': 0.4494857104417005, 'reg_alpha': 0.8715894406428676, 'reg_lambda': 2.2888428510465815}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:27,491] Trial 94 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 207, 'learning_rate': 0.2751168699733562, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8473866103012205, 'colsample_bytree': 0.8243310444445895, 'gamma': 0.38516743882440707, 'reg_alpha': 0.2578814289731149, 'reg_lambda': 2.4254383068960914}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:27,867] Trial 95 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 231, 'learning_rate': 0.259457757353337, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8354757571190798, 'colsample_bytree': 0.8382839847147199, 'gamma': 1.040313717149859, 'reg_alpha': 0.2906186284393506, 'reg_lambda': 2.68233747682358}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:28,499] Trial 96 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 242, 'learning_rate': 0.041171335818703324, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8647655994284165, 'colsample_bytree': 0.8937420730478659, 'gamma': 0.11220814762709236, 'reg_alpha': 0.3068070762413996, 'reg_lambda': 2.878314003315711}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:28,818] Trial 97 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 90, 'learning_rate': 0.18392612560233537, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8957993869903609, 'colsample_bytree': 0.8166039350116779, 'gamma': 0.30879273342046554, 'reg_alpha': 0.15965917749875475, 'reg_lambda': 2.474450200719425}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:29,158] Trial 98 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 198, 'learning_rate': 0.20230594642640584, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8827810983815988, 'colsample_bytree': 0.8824560267279791, 'gamma': 0.604601784159839, 'reg_alpha': 0.19352145353396544, 'reg_lambda': 2.2004707987091243}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:29,478] Trial 99 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 182, 'learning_rate': 0.24294103075375115, 'max_depth': 6, 'min_child_weight': 6, 'subsample': 0.9354599588623915, 'colsample_bytree': 0.909880162674171, 'gamma': 3.6430821196198013, 'reg_alpha': 0.3769982533594434, 'reg_lambda': 1.5597620446079985}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:29,723] Trial 100 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 49, 'learning_rate': 0.07131418068009247, 'max_depth': 8, 'min_child_weight': 2, 'subsample': 0.9874915483584076, 'colsample_bytree': 0.860028510397478, 'gamma': 0.7843066189527921, 'reg_alpha': 0.3410453371479394, 'reg_lambda': 0.8369970847482273}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:30,155] Trial 101 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 225, 'learning_rate': 0.28002658868759983, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.9704859335055259, 'colsample_bytree': 0.8456781543804798, 'gamma': 0.25708759423100014, 'reg_alpha': 0.24545525138760205, 'reg_lambda': 2.533490025574766}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:30,563] Trial 102 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 215, 'learning_rate': 0.2857381002985309, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9463045030440463, 'colsample_bytree': 0.8650504375339299, 'gamma': 0.4985493163016079, 'reg_alpha': 0.23759128092653775, 'reg_lambda': 2.347636856322755}. Best is trial 52 with value: 0.7619047619047619.
[I 2025-11-03 20:43:31,028] Trial 103 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 237, 'learning_rate': 0.2510843812814884, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8042789733974357, 'colsample_bytree': 0.8980208021053123, 'gamma': 0.1291022695931301, 'reg_alpha': 0.21904487723001717, 'reg_lambda': 2.778819727978189}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:31,487] Trial 104 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 236, 'learning_rate': 0.21973642737321164, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8150500231594314, 'colsample_bytree': 0.9316741888039705, 'gamma': 0.0952480821342443, 'reg_alpha': 0.20998203807589744, 'reg_lambda': 2.7721792637240616}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:32,015] Trial 105 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 236, 'learning_rate': 0.2192253850672324, 'max_depth': 10, 'min_child_weight': 7, 'subsample': 0.8023142858472427, 'colsample_bytree': 0.9366189486208802, 'gamma': 0.11344304501427485, 'reg_alpha': 0.1061283389969972, 'reg_lambda': 2.9794029139157927}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:32,482] Trial 106 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 231, 'learning_rate': 0.2568671668413592, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8124985655648995, 'colsample_bytree': 0.8957546364956992, 'gamma': 0.07455126699007505, 'reg_alpha': 0.20225179969937393, 'reg_lambda': 2.7718620916761725}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:32,898] Trial 107 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 246, 'learning_rate': 0.25873284496936594, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.8148955674554141, 'colsample_bytree': 0.91892502056232, 'gamma': 0.05219725150548879, 'reg_alpha': 0.08131432343445855, 'reg_lambda': 2.7724007581579335}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:33,286] Trial 108 finished with value: 0.75 and parameters: {'n_estimators': 239, 'learning_rate': 0.23379201419488793, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8095229106663666, 'colsample_bytree': 0.9304143105151437, 'gamma': 0.1312958687632772, 'reg_alpha': 0.12648756668388955, 'reg_lambda': 2.90435640160272}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:33,682] Trial 109 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 230, 'learning_rate': 0.060637916895772366, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.7849556999804664, 'colsample_bytree': 0.8965917904527839, 'gamma': 0.00018821365119567335, 'reg_alpha': 0.18819845702700294, 'reg_lambda': 2.8256954630440676}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:34,146] Trial 110 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 233, 'learning_rate': 0.2964706565762206, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.7719489892617812, 'colsample_bytree': 0.909542949076353, 'gamma': 0.43931466766893235, 'reg_alpha': 0.8096109018736027, 'reg_lambda': 2.7065843025395067}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:34,622] Trial 111 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 220, 'learning_rate': 0.24902078641187203, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.794026997194782, 'colsample_bytree': 0.9534560346195772, 'gamma': 0.2907347738579825, 'reg_alpha': 0.2112657417612009, 'reg_lambda': 2.7679337122508993}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:34,976] Trial 112 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 221, 'learning_rate': 0.21278733749280587, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7972333733252338, 'colsample_bytree': 0.9725368838882575, 'gamma': 0.25155663380225707, 'reg_alpha': 0.20977963746867478, 'reg_lambda': 2.760983154479884}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:35,318] Trial 113 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 220, 'learning_rate': 0.2145915245266538, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7947744020811011, 'colsample_bytree': 0.956241490510733, 'gamma': 0.2494293505658466, 'reg_alpha': 0.15726690654047626, 'reg_lambda': 2.756797434912033}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:35,642] Trial 114 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 223, 'learning_rate': 0.2127789915058568, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7796710637206129, 'colsample_bytree': 0.9866928425253675, 'gamma': 0.2661235575031587, 'reg_alpha': 0.17221248603483139, 'reg_lambda': 2.6339239044111036}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:36,074] Trial 115 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 218, 'learning_rate': 0.23021001125510446, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7581777103959596, 'colsample_bytree': 0.9660528942595945, 'gamma': 0.3792953785516534, 'reg_alpha': 0.20741243597943093, 'reg_lambda': 2.7715819505717088}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:36,420] Trial 116 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 209, 'learning_rate': 0.2584217232189144, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7990485577476243, 'colsample_bytree': 0.9970704734574266, 'gamma': 0.202735500551146, 'reg_alpha': 0.22426056408434641, 'reg_lambda': 2.844003451398602}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:36,802] Trial 117 finished with value: 0.6845238095238095 and parameters: {'n_estimators': 239, 'learning_rate': 0.2594679476268354, 'max_depth': 9, 'min_child_weight': 8, 'subsample': 0.740595682343677, 'colsample_bytree': 0.9975670258442367, 'gamma': 0.2070765503625981, 'reg_alpha': 0.14137430159248027, 'reg_lambda': 2.953032891208551}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:37,083] Trial 118 finished with value: 0.6815476190476191 and parameters: {'n_estimators': 211, 'learning_rate': 0.17377296544155998, 'max_depth': 9, 'min_child_weight': 10, 'subsample': 0.7983223578598229, 'colsample_bytree': 0.9538082220519467, 'gamma': 0.13554806541781522, 'reg_alpha': 0.22453010775932541, 'reg_lambda': 2.898507334003032}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:37,440] Trial 119 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 206, 'learning_rate': 0.20456382611950896, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.8087056059226214, 'colsample_bytree': 0.9675788309877529, 'gamma': 0.5438004418345248, 'reg_alpha': 0.1539250093348155, 'reg_lambda': 2.8541367930038883}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:37,760] Trial 120 finished with value: 0.5 and parameters: {'n_estimators': 214, 'learning_rate': 0.24837680295121908, 'max_depth': 9, 'min_child_weight': 18, 'subsample': 0.7937005022818159, 'colsample_bytree': 0.9491756986682668, 'gamma': 0.6795806219509712, 'reg_alpha': 0.11923896894279819, 'reg_lambda': 2.718741246911668}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:38,124] Trial 121 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 218, 'learning_rate': 0.2995499720024518, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8293226888879284, 'colsample_bytree': 0.9734890937002643, 'gamma': 0.26848130564982586, 'reg_alpha': 0.20552279744360774, 'reg_lambda': 2.6727863994091097}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:38,479] Trial 122 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 227, 'learning_rate': 0.27494746934485553, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7800023877235823, 'colsample_bytree': 0.9870575921544888, 'gamma': 0.40952514398424866, 'reg_alpha': 0.1851025645280037, 'reg_lambda': 2.7722694923422853}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:38,884] Trial 123 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 250, 'learning_rate': 0.2194219078332981, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.8226136586044935, 'colsample_bytree': 0.9597111141256452, 'gamma': 0.11447937297066207, 'reg_alpha': 0.2291834733483658, 'reg_lambda': 2.8476074192914185}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:39,247] Trial 124 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.24018348608960294, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7913965694281083, 'colsample_bytree': 0.9952252131767978, 'gamma': 0.32790381873993757, 'reg_alpha': 0.26285970712128365, 'reg_lambda': 2.7973445444204468}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:39,659] Trial 125 finished with value: 0.7738095238095238 and parameters: {'n_estimators': 190, 'learning_rate': 0.18541260179312588, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.797959487436187, 'colsample_bytree': 0.9803879367298084, 'gamma': 0.21102986149932432, 'reg_alpha': 0.159233066513397, 'reg_lambda': 2.8190496403450283}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:40,064] Trial 126 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 190, 'learning_rate': 0.16235629884170558, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7895557587543393, 'colsample_bytree': 0.9971571676332421, 'gamma': 0.32005877495640045, 'reg_alpha': 0.16504688292524655, 'reg_lambda': 2.9280314512827577}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:40,419] Trial 127 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 185, 'learning_rate': 0.2322856784512072, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8030733034007852, 'colsample_bytree': 0.981494043091833, 'gamma': 4.334722227097494, 'reg_alpha': 0.21107394940746782, 'reg_lambda': 2.8103497384730844}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:40,930] Trial 128 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 242, 'learning_rate': 0.1833677150091305, 'max_depth': 8, 'min_child_weight': 6, 'subsample': 0.7659673333685316, 'colsample_bytree': 0.9774935485736264, 'gamma': 0.18326391017052573, 'reg_alpha': 0.1805453773032968, 'reg_lambda': 2.7282611789080327}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:41,333] Trial 129 finished with value: 0.625 and parameters: {'n_estimators': 229, 'learning_rate': 0.24952700341120762, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.6352028833120817, 'colsample_bytree': 0.9916137015852422, 'gamma': 0.5047000222161924, 'reg_alpha': 0.058479716062950424, 'reg_lambda': 1.6921144951198195}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:41,761] Trial 130 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 235, 'learning_rate': 0.1984373397755995, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8106379292526977, 'colsample_bytree': 0.9572158612865074, 'gamma': 0.10538550333828153, 'reg_alpha': 0.25862714001724063, 'reg_lambda': 2.8025050002519736}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:42,189] Trial 131 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 198, 'learning_rate': 0.22026044790065613, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7949926484585133, 'colsample_bytree': 0.9668978766348375, 'gamma': 0.2473096988943852, 'reg_alpha': 0.21573104471080456, 'reg_lambda': 2.6750564998800024}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:42,578] Trial 132 finished with value: 0.6577380952380953 and parameters: {'n_estimators': 203, 'learning_rate': 0.2396488124447766, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7802613449132427, 'colsample_bytree': 0.9435255280872246, 'gamma': 4.991045412379735, 'reg_alpha': 0.09130331971317322, 'reg_lambda': 2.989249045301697}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:42,944] Trial 133 finished with value: 0.75 and parameters: {'n_estimators': 192, 'learning_rate': 0.263510764974733, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8021625087057315, 'colsample_bytree': 0.9683698901424097, 'gamma': 0.3606675587153839, 'reg_alpha': 0.14921099812846936, 'reg_lambda': 2.7626204689207294}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:43,387] Trial 134 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.19043273855302417, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7743462097773524, 'colsample_bytree': 0.991651667534143, 'gamma': 0.005082869185786043, 'reg_alpha': 0.17194424844083067, 'reg_lambda': 2.5903931334719297}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:43,725] Trial 135 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 208, 'learning_rate': 0.2101151062173698, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7051424852894677, 'colsample_bytree': 0.9994686124426002, 'gamma': 0.6158658633654552, 'reg_alpha': 0.2649667397421431, 'reg_lambda': 2.873825167246036}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:44,102] Trial 136 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 222, 'learning_rate': 0.25345077884311495, 'max_depth': 8, 'min_child_weight': 4, 'subsample': 0.8181459889100213, 'colsample_bytree': 0.977103939589061, 'gamma': 0.22157673970971942, 'reg_alpha': 0.23170698862547504, 'reg_lambda': 1.405126024356983}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:44,435] Trial 137 finished with value: 0.761904761904762 and parameters: {'n_estimators': 164, 'learning_rate': 0.23514419755340993, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7928446073630575, 'colsample_bytree': 0.9370920480036536, 'gamma': 0.4931806405128555, 'reg_alpha': 0.19633049421760224, 'reg_lambda': 2.654078358746035}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:44,818] Trial 138 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 167, 'learning_rate': 0.014619245289457187, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7909970435525626, 'colsample_bytree': 0.9362469337554417, 'gamma': 0.4832551641774775, 'reg_alpha': 0.19508280824433966, 'reg_lambda': 2.639020676315431}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:45,282] Trial 139 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 234, 'learning_rate': 0.22671096211953848, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8118677848573039, 'colsample_bytree': 0.9482556627449403, 'gamma': 0.3273869654895835, 'reg_alpha': 0.11912476707457637, 'reg_lambda': 2.7156296201679613}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:45,617] Trial 140 finished with value: 0.7083333333333333 and parameters: {'n_estimators': 173, 'learning_rate': 0.2678300336972055, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.8409632315385103, 'colsample_bytree': 0.9715449585591271, 'gamma': 2.7864831560214305, 'reg_alpha': 0.28607111833877236, 'reg_lambda': 2.8461264989401553}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:46,010] Trial 141 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 154, 'learning_rate': 0.2405803690068649, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.797339992968466, 'colsample_bytree': 0.9288462825424464, 'gamma': 0.17071180475675823, 'reg_alpha': 0.20686568176435394, 'reg_lambda': 2.76914341349063}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:46,344] Trial 142 finished with value: 0.7440476190476192 and parameters: {'n_estimators': 161, 'learning_rate': 0.2066844693655866, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.7619429798766798, 'colsample_bytree': 0.9570655576928809, 'gamma': 0.30289527535026695, 'reg_alpha': 0.1756646519385019, 'reg_lambda': 2.9160024185561606}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:46,808] Trial 143 finished with value: 0.738095238095238 and parameters: {'n_estimators': 181, 'learning_rate': 0.17891089861577583, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7865126817378171, 'colsample_bytree': 0.9860332718733537, 'gamma': 0.08823042767943762, 'reg_alpha': 0.23995969951430365, 'reg_lambda': 2.6820474108420225}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:47,143] Trial 144 finished with value: 0.6726190476190477 and parameters: {'n_estimators': 187, 'learning_rate': 0.2760621395557327, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.8048556800787067, 'colsample_bytree': 0.9409442332316466, 'gamma': 0.41627497905251193, 'reg_alpha': 0.14400321886613052, 'reg_lambda': 2.826010521965933}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:47,511] Trial 145 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 201, 'learning_rate': 0.22677016150120546, 'max_depth': 3, 'min_child_weight': 6, 'subsample': 0.8195070501310864, 'colsample_bytree': 0.9159164786064393, 'gamma': 0.5786810163341564, 'reg_alpha': 0.3010241379331804, 'reg_lambda': 2.5871058393767803}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:47,890] Trial 146 finished with value: 0.7678571428571429 and parameters: {'n_estimators': 220, 'learning_rate': 0.19302560784889294, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7421654390787726, 'colsample_bytree': 0.6160442457435088, 'gamma': 0.22099973297374803, 'reg_alpha': 0.2224532109255436, 'reg_lambda': 2.733991986081385}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:48,265] Trial 147 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 217, 'learning_rate': 0.19315116182352002, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7458119446726135, 'colsample_bytree': 0.6016030731090323, 'gamma': 0.17556136655959448, 'reg_alpha': 0.23091840181626172, 'reg_lambda': 1.2127580211774815}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:48,718] Trial 148 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 228, 'learning_rate': 0.1564774446910541, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.829896884588339, 'colsample_bytree': 0.6751863275114843, 'gamma': 0.0008118848479934937, 'reg_alpha': 0.19752090849095646, 'reg_lambda': 2.634863950903459}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:49,099] Trial 149 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 220, 'learning_rate': 0.21368383841927976, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7226832976871689, 'colsample_bytree': 0.9622822789808866, 'gamma': 0.4416318598110063, 'reg_alpha': 0.2573489976714384, 'reg_lambda': 2.7355061411733463}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:49,426] Trial 150 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 237, 'learning_rate': 0.1702012011717745, 'max_depth': 8, 'min_child_weight': 5, 'subsample': 0.7715490203860361, 'colsample_bytree': 0.6299298191753984, 'gamma': 0.6930527413506082, 'reg_alpha': 0.1600802363819195, 'reg_lambda': 2.8988379900214882}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:49,800] Trial 151 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 212, 'learning_rate': 0.24652282997540323, 'max_depth': 9, 'min_child_weight': 3, 'subsample': 0.681094597821204, 'colsample_bytree': 0.7402512805618471, 'gamma': 0.25828901724873915, 'reg_alpha': 0.21404400585381095, 'reg_lambda': 2.794210844118968}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:50,165] Trial 152 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 207, 'learning_rate': 0.26224073820584204, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7991640663279154, 'colsample_bytree': 0.6567379742219766, 'gamma': 0.36094449365897746, 'reg_alpha': 0.1810164758682057, 'reg_lambda': 2.7338021140101545}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:50,558] Trial 153 finished with value: 0.7499999999999999 and parameters: {'n_estimators': 208, 'learning_rate': 0.2614182493904416, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.786383092232398, 'colsample_bytree': 0.6399470094759432, 'gamma': 0.3506020541251309, 'reg_alpha': 0.18526529288063448, 'reg_lambda': 2.706344177707383}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:50,982] Trial 154 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 244, 'learning_rate': 0.29875798914378937, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.798796099380094, 'colsample_bytree': 0.6265315190162635, 'gamma': 0.5200672011145713, 'reg_alpha': 0.13279163779728326, 'reg_lambda': 1.8625739672598602}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:51,464] Trial 155 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 224, 'learning_rate': 0.23468258857433288, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.8091889733868314, 'colsample_bytree': 0.6508717044872079, 'gamma': 0.08891766535113454, 'reg_alpha': 0.5401352796613199, 'reg_lambda': 2.8414405390743234}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:51,843] Trial 156 finished with value: 0.75 and parameters: {'n_estimators': 194, 'learning_rate': 0.2808399055809044, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7785801259513576, 'colsample_bytree': 0.6915029991749876, 'gamma': 0.24066788986347215, 'reg_alpha': 0.48910638075008456, 'reg_lambda': 2.6496630696739634}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:52,163] Trial 157 finished with value: 0.7142857142857142 and parameters: {'n_estimators': 231, 'learning_rate': 0.20445077383920215, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.823223398556716, 'colsample_bytree': 0.6580861637877364, 'gamma': 0.34711385866898614, 'reg_alpha': 0.22002062801014985, 'reg_lambda': 1.3362068540478973}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:52,564] Trial 158 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 216, 'learning_rate': 0.2547856133136184, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7264506203272408, 'colsample_bytree': 0.7142051455829813, 'gamma': 0.1328105729604715, 'reg_alpha': 0.1808087965932664, 'reg_lambda': 2.777844476733875}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:52,978] Trial 159 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 224, 'learning_rate': 0.2256465626676189, 'max_depth': 10, 'min_child_weight': 2, 'subsample': 0.7910603269264243, 'colsample_bytree': 0.7563826271784031, 'gamma': 0.4753448505749922, 'reg_alpha': 0.2737152466760562, 'reg_lambda': 2.5633124017425297}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:53,319] Trial 160 finished with value: 0.6547619047619048 and parameters: {'n_estimators': 220, 'learning_rate': 0.2707023293777713, 'max_depth': 8, 'min_child_weight': 7, 'subsample': 0.8029018138612222, 'colsample_bytree': 0.9786189325374735, 'gamma': 0.1898136121029321, 'reg_alpha': 0.15664364953996715, 'reg_lambda': 2.7302013426535696}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:53,694] Trial 161 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 203, 'learning_rate': 0.09579312650093268, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.9793844495010885, 'colsample_bytree': 0.6201333443506811, 'gamma': 0.27727633168984944, 'reg_alpha': 0.24312775281763155, 'reg_lambda': 2.8023127908827905}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:54,070] Trial 162 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 199, 'learning_rate': 0.24052426734111543, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.8144121942675275, 'colsample_bytree': 0.9017748629590877, 'gamma': 0.3767508902936172, 'reg_alpha': 0.20196521678998774, 'reg_lambda': 2.7533621335381775}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:54,489] Trial 163 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 208, 'learning_rate': 0.21360955910331816, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.796287702583901, 'colsample_bytree': 0.924718739591092, 'gamma': 0.0906783306508887, 'reg_alpha': 0.222665374367902, 'reg_lambda': 2.870961577297898}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:54,835] Trial 164 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 189, 'learning_rate': 0.18962903691243826, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7848040007687265, 'colsample_bytree': 0.804509652005677, 'gamma': 0.20205575345924698, 'reg_alpha': 0.6269594657981079, 'reg_lambda': 2.942182130217139}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:55,255] Trial 165 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 214, 'learning_rate': 0.24567185325090654, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.9579478458167282, 'colsample_bytree': 0.9480848063259124, 'gamma': 0.5768707545917773, 'reg_alpha': 0.174637778843769, 'reg_lambda': 2.669797598283533}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:55,647] Trial 166 finished with value: 0.744047619047619 and parameters: {'n_estimators': 196, 'learning_rate': 0.2637226194961815, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.8067861871424482, 'colsample_bytree': 0.9914468881059844, 'gamma': 0.42183772181756785, 'reg_alpha': 0.2541887191749297, 'reg_lambda': 2.704636796763323}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:56,098] Trial 167 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 229, 'learning_rate': 0.223427544498066, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7763035116734572, 'colsample_bytree': 0.9398732853876421, 'gamma': 0.2873608011773154, 'reg_alpha': 0.19667393059907265, 'reg_lambda': 2.826358154034122}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:56,500] Trial 168 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 204, 'learning_rate': 0.20049604850272365, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7519260930579235, 'colsample_bytree': 0.8858791706570768, 'gamma': 0.09644773395648025, 'reg_alpha': 0.23523760848681294, 'reg_lambda': 2.733844068662723}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:56,852] Trial 169 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 241, 'learning_rate': 0.28127114847809515, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.8395241800003757, 'colsample_bytree': 0.9330345395068572, 'gamma': 0.1916114031285583, 'reg_alpha': 0.1467691927019712, 'reg_lambda': 2.888738208427842}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:57,269] Trial 170 finished with value: 0.7261904761904762 and parameters: {'n_estimators': 173, 'learning_rate': 0.1831497032971929, 'max_depth': 9, 'min_child_weight': 2, 'subsample': 0.816034257742585, 'colsample_bytree': 0.7745460421906785, 'gamma': 0.3415008887985751, 'reg_alpha': 0.21419128133841484, 'reg_lambda': 2.6275607189705985}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:57,700] Trial 171 finished with value: 0.7559523809523809 and parameters: {'n_estimators': 222, 'learning_rate': 0.2819437366078781, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7954028039134128, 'colsample_bytree': 0.8977200966577562, 'gamma': 0.4805415410889188, 'reg_alpha': 0.25039698992279874, 'reg_lambda': 2.7841056363679826}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:58,148] Trial 172 finished with value: 0.7202380952380953 and parameters: {'n_estimators': 211, 'learning_rate': 0.2555543484455305, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8258511535504754, 'colsample_bytree': 0.7849003744853733, 'gamma': 0.4102306486108469, 'reg_alpha': 0.19367523313800147, 'reg_lambda': 1.4847237923253076}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:58,536] Trial 173 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 226, 'learning_rate': 0.2351629564499345, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8062228931655736, 'colsample_bytree': 0.8784257757899802, 'gamma': 0.0036654327132670805, 'reg_alpha': 0.2755826898903442, 'reg_lambda': 2.605459930768349}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:58,973] Trial 174 finished with value: 0.6309523809523809 and parameters: {'n_estimators': 233, 'learning_rate': 0.23155863868894513, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.6021633524898528, 'colsample_bytree': 0.9078767526801349, 'gamma': 0.002926268313593272, 'reg_alpha': 0.17049801983112295, 'reg_lambda': 2.610752859065123}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:59,389] Trial 175 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 226, 'learning_rate': 0.2159346894376376, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8015836300181924, 'colsample_bytree': 0.8796693792092966, 'gamma': 0.14468551393231494, 'reg_alpha': 0.27770257527981523, 'reg_lambda': 2.6751200403056896}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:43:59,793] Trial 176 finished with value: 0.6666666666666666 and parameters: {'n_estimators': 217, 'learning_rate': 0.23884847817023636, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7149038066063679, 'colsample_bytree': 0.8751127234672369, 'gamma': 0.23209023745347732, 'reg_alpha': 0.2272782172545058, 'reg_lambda': 2.528511023900598}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:00,211] Trial 177 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 237, 'learning_rate': 0.298327094525605, 'max_depth': 9, 'min_child_weight': 5, 'subsample': 0.7890917148257127, 'colsample_bytree': 0.612119125726042, 'gamma': 0.0007913291871408366, 'reg_alpha': 0.3234915168314245, 'reg_lambda': 2.7553030135735193}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:00,656] Trial 178 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 232, 'learning_rate': 0.25374408764199957, 'max_depth': 9, 'min_child_weight': 1, 'subsample': 0.7650430609516916, 'colsample_bytree': 0.8931092213500857, 'gamma': 0.28198424968036606, 'reg_alpha': 0.6720308974578919, 'reg_lambda': 2.8368344392925846}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:00,937] Trial 179 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 131, 'learning_rate': 0.21032587063216038, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8102545613596362, 'colsample_bytree': 0.9824031722212982, 'gamma': 0.08773553676608095, 'reg_alpha': 0.11076789134261711, 'reg_lambda': 2.6720051198361543}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:01,492] Trial 180 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 228, 'learning_rate': 0.20340980332455189, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8100773302296812, 'colsample_bytree': 0.9793764105041242, 'gamma': 0.07715686373445751, 'reg_alpha': 0.10360169550325463, 'reg_lambda': 2.582303838313027}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:01,863] Trial 181 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 220, 'learning_rate': 0.2208209502529135, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8020484562592015, 'colsample_bytree': 0.9870658848710117, 'gamma': 0.15669457344214555, 'reg_alpha': 0.12158436357592378, 'reg_lambda': 0.5905007590029903}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:02,229] Trial 182 finished with value: 0.7797619047619048 and parameters: {'n_estimators': 151, 'learning_rate': 0.23920613199357146, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8174834322400082, 'colsample_bytree': 0.9691924363170501, 'gamma': 0.3024474228980249, 'reg_alpha': 0.06856599272893665, 'reg_lambda': 2.7021925280629495}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:02,585] Trial 183 finished with value: 0.5 and parameters: {'n_estimators': 146, 'learning_rate': 0.23105789450631242, 'max_depth': 10, 'min_child_weight': 12, 'subsample': 0.8223000532986258, 'colsample_bytree': 0.9727596606308835, 'gamma': 0.31861837332089066, 'reg_alpha': 0.0779214148837871, 'reg_lambda': 2.6928011745379887}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:02,897] Trial 184 finished with value: 0.75 and parameters: {'n_estimators': 163, 'learning_rate': 0.2644780976953927, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8129822320143495, 'colsample_bytree': 0.9611102251117661, 'gamma': 0.08847554740785848, 'reg_alpha': 0.05711206012503198, 'reg_lambda': 2.651155817315662}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:03,201] Trial 185 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 113, 'learning_rate': 0.1969535463119524, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.7923846921739802, 'colsample_bytree': 0.9520919717374399, 'gamma': 0.17889279849023648, 'reg_alpha': 0.13218020846427878, 'reg_lambda': 2.722443820583669}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:03,497] Trial 186 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 150, 'learning_rate': 0.24458077135465114, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8335838187275071, 'colsample_bytree': 0.9941503981811056, 'gamma': 0.3736556020732458, 'reg_alpha': 0.02302418718722698, 'reg_lambda': 2.80153540091559}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:03,899] Trial 187 finished with value: 0.7619047619047619 and parameters: {'n_estimators': 136, 'learning_rate': 0.2154552808741382, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.782057612517866, 'colsample_bytree': 0.9687160369524898, 'gamma': 0.259142978341892, 'reg_alpha': 0.03254470211369032, 'reg_lambda': 2.6269485094392455}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:04,196] Trial 188 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 135, 'learning_rate': 0.17337366967080214, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.7851374588934172, 'colsample_bytree': 0.9669979893823653, 'gamma': 0.585837168486652, 'reg_alpha': 0.0914402481805918, 'reg_lambda': 2.7624365770560293}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:04,497] Trial 189 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 131, 'learning_rate': 0.21029577781807843, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8054834292476174, 'colsample_bytree': 0.9827611830910242, 'gamma': 0.2538096404441147, 'reg_alpha': 0.01870734031012885, 'reg_lambda': 2.8633352336469744}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:04,807] Trial 190 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 162, 'learning_rate': 0.1909095615491764, 'max_depth': 10, 'min_child_weight': 3, 'subsample': 0.7965658291734468, 'colsample_bytree': 0.9566803242856976, 'gamma': 0.47683843689190963, 'reg_alpha': 0.16399392148237196, 'reg_lambda': 2.6905164849443293}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:05,162] Trial 191 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 156, 'learning_rate': 0.22195270396264888, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.8180157006488672, 'colsample_bytree': 0.9686079590874034, 'gamma': 0.18280634723686412, 'reg_alpha': 0.03260586633281631, 'reg_lambda': 2.5048315747147885}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:05,476] Trial 192 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 126, 'learning_rate': 0.2363788388565332, 'max_depth': 10, 'min_child_weight': 5, 'subsample': 0.7835248857047692, 'colsample_bytree': 0.9986839032666308, 'gamma': 0.08595777951599008, 'reg_alpha': 0.20348313305990595, 'reg_lambda': 2.600960522215388}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:05,804] Trial 193 finished with value: 0.7321428571428572 and parameters: {'n_estimators': 167, 'learning_rate': 0.26072691085378624, 'max_depth': 10, 'min_child_weight': 6, 'subsample': 0.8087407994626209, 'colsample_bytree': 0.9746229168880682, 'gamma': 0.30015758122142777, 'reg_alpha': 0.1893032632206727, 'reg_lambda': 2.6443507883679125}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:06,169] Trial 194 finished with value: 0.7023809523809523 and parameters: {'n_estimators': 136, 'learning_rate': 0.21507750260251288, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7972898345598612, 'colsample_bytree': 0.9802338359120331, 'gamma': 0.400282511894714, 'reg_alpha': 0.05058775559852617, 'reg_lambda': 2.7906580055985652}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:06,468] Trial 195 finished with value: 0.75 and parameters: {'n_estimators': 143, 'learning_rate': 0.24690419726935675, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7736203043700286, 'colsample_bytree': 0.9612571012962874, 'gamma': 0.24352146393261706, 'reg_alpha': 0.008013318997490738, 'reg_lambda': 2.5475029350076914}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:06,808] Trial 196 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 141, 'learning_rate': 0.2729959572002145, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.7900349045416779, 'colsample_bytree': 0.9896739980356113, 'gamma': 0.09411456252857284, 'reg_alpha': 0.2167196030758558, 'reg_lambda': 2.7248687040877586}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,205] Trial 197 finished with value: 0.7380952380952381 and parameters: {'n_estimators': 159, 'learning_rate': 0.23228946302393239, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.8000789118471621, 'colsample_bytree': 0.9479484892865819, 'gamma': 0.3343308632887813, 'reg_alpha': 0.07276323136394569, 'reg_lambda': 1.5560644530867658}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,474] Trial 198 finished with value: 0.75 and parameters: {'n_estimators': 150, 'learning_rate': 0.19983688409648528, 'max_depth': 3, 'min_child_weight': 5, 'subsample': 0.8143237066779957, 'colsample_bytree': 0.9844576920506424, 'gamma': 0.01680657067552406, 'reg_alpha': 0.23244595479803087, 'reg_lambda': 2.8263004490208896}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,855] Trial 199 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 174, 'learning_rate': 0.25047212425067344, 'max_depth': 9, 'min_child_weight': 6, 'subsample': 0.736474554441342, 'colsample_bytree': 0.9743614432570101, 'gamma': 0.15792700586311964, 'reg_alpha': 0.10901984523317072, 'reg_lambda': 2.676609505607871}. Best is trial 103 with value: 0.7797619047619048.
[I 2025-11-03 20:44:07,859] A new study created in memory with name: no-name-fcf3052c-e88a-4db9-af2b-e85be6aecf54
[I 2025-11-03 20:44:08,233] Trial 0 finished with value: 0.7113095238095238 and parameters: {'n_estimators': 148, 'learning_rate': 0.1946529922536294, 'max_depth': 5, 'min_child_weight': 3, 'subsample': 0.9537926787166329, 'colsample_bytree': 0.8412998002664192, 'gamma': 4.302422626111851, 'reg_alpha': 0.720576458445871, 'reg_lambda': 0.8680544135899061}. Best is trial 0 with value: 0.7113095238095238.
[I 2025-11-03 20:44:08,463] Trial 1 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 87, 'learning_rate': 0.019525913640621183, 'max_depth': 3, 'min_child_weight': 1, 'subsample': 0.6337063497888267, 'colsample_bytree': 0.8220185428319975, 'gamma': 4.859677456740787, 'reg_alpha': 0.31994079525009544, 'reg_lambda': 0.9344041357969664}. Best is trial 1 with value: 0.7142857142857143.
[I 2025-11-03 20:44:08,766] Trial 2 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 63, 'learning_rate': 0.035102814483699826, 'max_depth': 7, 'min_child_weight': 6, 'subsample': 0.9054565519436192, 'colsample_bytree': 0.9222108195601062, 'gamma': 0.3877013192869072, 'reg_alpha': 0.39165587134783164, 'reg_lambda': 2.05614319158605}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:09,132] Trial 3 finished with value: 0.6904761904761905 and parameters: {'n_estimators': 220, 'learning_rate': 0.04096280573706521, 'max_depth': 5, 'min_child_weight': 9, 'subsample': 0.9816250517718268, 'colsample_bytree': 0.7181997821958226, 'gamma': 1.4320383754196304, 'reg_alpha': 0.1482580317320824, 'reg_lambda': 1.0399498480266485}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:09,598] Trial 4 finished with value: 0.6369047619047619 and parameters: {'n_estimators': 243, 'learning_rate': 0.12774561845449106, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.9625134050318659, 'colsample_bytree': 0.6251714193441723, 'gamma': 4.052071466335514, 'reg_alpha': 0.4893714032722446, 'reg_lambda': 0.5714328596753588}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:09,917] Trial 5 finished with value: 0.6755952380952381 and parameters: {'n_estimators': 154, 'learning_rate': 0.07708127155467688, 'max_depth': 7, 'min_child_weight': 8, 'subsample': 0.6738006213494316, 'colsample_bytree': 0.7639905492610549, 'gamma': 4.8626248661486855, 'reg_alpha': 0.10149684844205531, 'reg_lambda': 2.0125808380538768}. Best is trial 2 with value: 0.7202380952380952.
[I 2025-11-03 20:44:10,274] Trial 6 finished with value: 0.7440476190476191 and parameters: {'n_estimators': 173, 'learning_rate': 0.07416794210677187, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.7811776455024394, 'colsample_bytree': 0.9168912206124369, 'gamma': 0.8610214764952762, 'reg_alpha': 0.9183483941419702, 'reg_lambda': 2.7246048114254964}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:10,748] Trial 7 finished with value: 0.5 and parameters: {'n_estimators': 246, 'learning_rate': 0.12488278844718097, 'max_depth': 7, 'min_child_weight': 18, 'subsample': 0.8959159341974152, 'colsample_bytree': 0.8141122441215068, 'gamma': 0.39731101195401575, 'reg_alpha': 0.7488583955687912, 'reg_lambda': 2.0822228469794952}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,072] Trial 8 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 104, 'learning_rate': 0.010711465781394734, 'max_depth': 4, 'min_child_weight': 5, 'subsample': 0.883521864965219, 'colsample_bytree': 0.9212451384227678, 'gamma': 3.2069405661156165, 'reg_alpha': 0.6254771264014332, 'reg_lambda': 1.5680453317517755}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,463] Trial 9 finished with value: 0.6279761904761905 and parameters: {'n_estimators': 211, 'learning_rate': 0.11336397833879645, 'max_depth': 4, 'min_child_weight': 9, 'subsample': 0.6645304084869875, 'colsample_bytree': 0.8400288390150393, 'gamma': 4.01167815810112, 'reg_alpha': 0.10100506546175658, 'reg_lambda': 1.7882769233123403}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,565] Trial 10 finished with value: 0.5 and parameters: {'n_estimators': 25, 'learning_rate': 0.06201353275731047, 'max_depth': 10, 'min_child_weight': 15, 'subsample': 0.7727270690702267, 'colsample_bytree': 0.9672623749595277, 'gamma': 1.6822368274545298, 'reg_alpha': 0.9525910175018213, 'reg_lambda': 2.895555848661539}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:11,825] Trial 11 finished with value: 0.5 and parameters: {'n_estimators': 110, 'learning_rate': 0.010813246365388027, 'max_depth': 9, 'min_child_weight': 13, 'subsample': 0.7987257180911974, 'colsample_bytree': 0.91650480580434, 'gamma': 2.6842455918244026, 'reg_alpha': 0.7132510744831805, 'reg_lambda': 2.8991964773877}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:12,162] Trial 12 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 165, 'learning_rate': 0.02090186218963558, 'max_depth': 5, 'min_child_weight': 5, 'subsample': 0.7502629124450336, 'colsample_bytree': 0.992933534325586, 'gamma': 2.861877693316727, 'reg_alpha': 0.9647656673955041, 'reg_lambda': 1.4029015300552812}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:12,550] Trial 13 finished with value: 0.7142857142857143 and parameters: {'n_estimators': 178, 'learning_rate': 0.0249251404843564, 'max_depth': 6, 'min_child_weight': 5, 'subsample': 0.8599130221561332, 'colsample_bytree': 0.9009269525646354, 'gamma': 1.7226242311439464, 'reg_alpha': 0.8136383762685967, 'reg_lambda': 2.4148057510578336}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:12,945] Trial 14 finished with value: 0.5 and parameters: {'n_estimators': 117, 'learning_rate': 0.010312687992148385, 'max_depth': 8, 'min_child_weight': 12, 'subsample': 0.8370195582986757, 'colsample_bytree': 0.882433812102933, 'gamma': 3.3042507337393907, 'reg_alpha': 0.5628436972707711, 'reg_lambda': 2.4797862041155527}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:13,337] Trial 15 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 190, 'learning_rate': 0.07826562715233444, 'max_depth': 4, 'min_child_weight': 6, 'subsample': 0.7275561026254392, 'colsample_bytree': 0.956331690025695, 'gamma': 0.939557966622023, 'reg_alpha': 0.568308774996895, 'reg_lambda': 1.4190774875589058}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:13,652] Trial 16 finished with value: 0.5 and parameters: {'n_estimators': 126, 'learning_rate': 0.26765126257041805, 'max_depth': 6, 'min_child_weight': 20, 'subsample': 0.8334860163165518, 'colsample_bytree': 0.7146149756797672, 'gamma': 2.2333897647941896, 'reg_alpha': 0.8613610307368844, 'reg_lambda': 1.5204539174806402}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:13,945] Trial 17 finished with value: 0.738095238095238 and parameters: {'n_estimators': 75, 'learning_rate': 0.04435979651938801, 'max_depth': 4, 'min_child_weight': 3, 'subsample': 0.707882992994316, 'colsample_bytree': 0.8772534910591196, 'gamma': 3.112630462647949, 'reg_alpha': 0.6340742867458506, 'reg_lambda': 2.5044325608463334}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:14,252] Trial 18 finished with value: 0.7321428571428571 and parameters: {'n_estimators': 55, 'learning_rate': 0.04376191331634588, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7164055786355412, 'colsample_bytree': 0.8738743947715281, 'gamma': 2.2968942777751167, 'reg_alpha': 0.2697750575665669, 'reg_lambda': 2.5200440817978498}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:14,542] Trial 19 finished with value: 0.7261904761904763 and parameters: {'n_estimators': 59, 'learning_rate': 0.030752801208357432, 'max_depth': 6, 'min_child_weight': 1, 'subsample': 0.600438718038933, 'colsample_bytree': 0.7563667843117265, 'gamma': 0.9811608259524351, 'reg_alpha': 0.866604206944449, 'reg_lambda': 2.6433115476150166}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:14,806] Trial 20 finished with value: 0.5863095238095238 and parameters: {'n_estimators': 26, 'learning_rate': 0.0550592420076799, 'max_depth': 5, 'min_child_weight': 7, 'subsample': 0.6965428681921979, 'colsample_bytree': 0.6372511616609613, 'gamma': 0.13553556979171866, 'reg_alpha': 0.4363961048353851, 'reg_lambda': 2.207884789517312}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:15,211] Trial 21 finished with value: 0.7023809523809524 and parameters: {'n_estimators': 59, 'learning_rate': 0.04316877081642754, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7209751358140847, 'colsample_bytree': 0.8725123706837343, 'gamma': 2.20552729774753, 'reg_alpha': 0.23904347688570687, 'reg_lambda': 2.6892486834274743}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:15,473] Trial 22 finished with value: 0.744047619047619 and parameters: {'n_estimators': 85, 'learning_rate': 0.08544408980598944, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7772103934060562, 'colsample_bytree': 0.8603155047556709, 'gamma': 3.417291060055439, 'reg_alpha': 0.2286294098919452, 'reg_lambda': 2.373123297896171}. Best is trial 6 with value: 0.7440476190476191.
[I 2025-11-03 20:44:15,701] Trial 23 finished with value: 0.75 and parameters: {'n_estimators': 72, 'learning_rate': 0.08602775977768042, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.7853880769936861, 'colsample_bytree': 0.7894317488008706, 'gamma': 3.3801288946356762, 'reg_alpha': 0.02286619907990642, 'reg_lambda': 2.3256313843424405}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:15,999] Trial 24 finished with value: 0.6071428571428572 and parameters: {'n_estimators': 92, 'learning_rate': 0.08591427876022556, 'max_depth': 10, 'min_child_weight': 11, 'subsample': 0.775286443181739, 'colsample_bytree': 0.7754962808772421, 'gamma': 3.5435084687199074, 'reg_alpha': 0.011029326104022965, 'reg_lambda': 2.3081900394784722}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:16,373] Trial 25 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 139, 'learning_rate': 0.18177216193339737, 'max_depth': 9, 'min_child_weight': 4, 'subsample': 0.8096505676572864, 'colsample_bytree': 0.710191035380008, 'gamma': 3.5287557299306207, 'reg_alpha': 0.1845698921174369, 'reg_lambda': 2.748318414033018}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:16,500] Trial 26 finished with value: 0.6964285714285714 and parameters: {'n_estimators': 41, 'learning_rate': 0.10445343193804703, 'max_depth': 9, 'min_child_weight': 7, 'subsample': 0.7595522115882246, 'colsample_bytree': 0.7969867273134414, 'gamma': 3.8282868869137445, 'reg_alpha': 0.03782355010530754, 'reg_lambda': 1.7583251272258367}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:16,724] Trial 27 finished with value: 0.6428571428571428 and parameters: {'n_estimators': 84, 'learning_rate': 0.16184664640013108, 'max_depth': 8, 'min_child_weight': 1, 'subsample': 0.8028182613674408, 'colsample_bytree': 0.957126762371802, 'gamma': 4.377087255675259, 'reg_alpha': 0.3505445308594619, 'reg_lambda': 2.9509541879647316}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:17,100] Trial 28 finished with value: 0.6904761904761906 and parameters: {'n_estimators': 189, 'learning_rate': 0.06274379259970249, 'max_depth': 9, 'min_child_weight': 9, 'subsample': 0.8241727893773525, 'colsample_bytree': 0.8527235774674544, 'gamma': 2.8165891570840453, 'reg_alpha': 0.2028548876633442, 'reg_lambda': 2.285898595758013}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:17,399] Trial 29 finished with value: 0.6577380952380952 and parameters: {'n_estimators': 140, 'learning_rate': 0.24742808987902867, 'max_depth': 10, 'min_child_weight': 4, 'subsample': 0.9282198312061556, 'colsample_bytree': 0.6642347844349266, 'gamma': 4.380166677741263, 'reg_alpha': 0.0874674981128643, 'reg_lambda': 1.9020626708054778}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:17,759] Trial 30 finished with value: 0.7083333333333334 and parameters: {'n_estimators': 159, 'learning_rate': 0.1492575302733834, 'max_depth': 7, 'min_child_weight': 7, 'subsample': 0.8535946460519143, 'colsample_bytree': 0.8403264430531846, 'gamma': 2.501041814962594, 'reg_alpha': 0.003780821673449092, 'reg_lambda': 2.6872343211014638}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,025] Trial 31 finished with value: 0.738095238095238 and parameters: {'n_estimators': 73, 'learning_rate': 0.09171223407523928, 'max_depth': 8, 'min_child_weight': 3, 'subsample': 0.7410439725636613, 'colsample_bytree': 0.8943477925136734, 'gamma': 3.076894214811722, 'reg_alpha': 0.6627928004507482, 'reg_lambda': 2.502619146456463}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,317] Trial 32 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 97, 'learning_rate': 0.05869307828185994, 'max_depth': 3, 'min_child_weight': 2, 'subsample': 0.7836328900866922, 'colsample_bytree': 0.7966849682018586, 'gamma': 3.754900942910177, 'reg_alpha': 0.28865319734063566, 'reg_lambda': 2.1868228927409685}. Best is trial 23 with value: 0.75.
[I 2025-11-03 20:44:18,597] Trial 33 finished with value: 0.7202380952380952 and parameters: {'n_estimators': 80, 'learning_rate': 0.04767892462800745, 'max_depth': 6, 'min_child_weight': 2, 'subsample': 0.6930309122336951, 'colsample_bytree': 0.86